diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/.gitignore" "b/09_vector_retrieval/\345\274\240\347\243\212/.gitignore" new file mode 100644 index 00000000..7c6a7a36 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/.gitignore" @@ -0,0 +1,8 @@ +build/ +data/*.bin +data/*.idx +data/*.npy +*.log +test_index_tmp.idx +test_fp16_tmp.bin +test_fp32_tmp.bin diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/CMakeLists.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/CMakeLists.txt" new file mode 100644 index 00000000..e4bcaed5 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/CMakeLists.txt" @@ -0,0 +1,63 @@ +cmake_minimum_required(VERSION 3.18) +project(vsearch LANGUAGES CXX CUDA) + +# --------------------------------------------------------------------------- +# GPU vector search engine (CUDA): exact baseline + IVF-Flat / IVF-PQ +# --------------------------------------------------------------------------- + +set(CMAKE_CXX_STANDARD 17) +set(CMAKE_CXX_STANDARD_REQUIRED ON) +set(CMAKE_CUDA_STANDARD 17) +set(CMAKE_CUDA_STANDARD_REQUIRED ON) + +if(NOT DEFINED CMAKE_CUDA_ARCHITECTURES) + # Covers common datacenter / desktop NVIDIA GPUs. + # Override with: -DCMAKE_CUDA_ARCHITECTURES="80;86" + set(CMAKE_CUDA_ARCHITECTURES "70;75;80;86;89" CACHE STRING "CUDA architectures") +endif() + +option(VSEARCH_BUILD_TESTS "Build host and GPU tests" ON) +option(VSEARCH_ENABLE_OMP "Enable OpenMP in host code when available" ON) + +find_package(CUDAToolkit REQUIRED) + +if(VSEARCH_ENABLE_OMP) + find_package(OpenMP QUIET) +endif() + +add_library(vsearch_core STATIC + src/binary_io.cpp + src/config.cpp + src/cpu_reference.cpp + src/result_io.cpp + src/metric.cpp + cuda/engine.cu +) + +target_include_directories(vsearch_core PUBLIC ${CMAKE_CURRENT_SOURCE_DIR}/include) +target_link_libraries(vsearch_core PUBLIC CUDA::cudart CUDA::cublas) +target_compile_options(vsearch_core PRIVATE + $<$:--expt-relaxed-constexpr> +) +set_target_properties(vsearch_core PROPERTIES + POSITION_INDEPENDENT_CODE ON +) + +if(OpenMP_CXX_FOUND AND VSEARCH_ENABLE_OMP) + target_link_libraries(vsearch_core PUBLIC OpenMP::OpenMP_CXX) +endif() + +add_executable(vsearch src/main.cpp) +target_link_libraries(vsearch PRIVATE vsearch_core) + +if(VSEARCH_BUILD_TESTS) + enable_testing() + + add_executable(test_host tests/test_host.cpp) + target_link_libraries(test_host PRIVATE vsearch_core) + add_test(NAME host_tests COMMAND test_host) + + add_executable(test_gpu tests/test_gpu.cu) + target_link_libraries(test_gpu PRIVATE vsearch_core) + add_test(NAME gpu_tests COMMAND test_gpu) +endif() diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/Makefile.corex" "b/09_vector_retrieval/\345\274\240\347\243\212/Makefile.corex" new file mode 100644 index 00000000..7ede062e --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/Makefile.corex" @@ -0,0 +1,56 @@ +# Iluvatar CoreX (天数智芯) build for the GPU vector search engine. +# +# The CoreX toolkit ships an nvcc-compatible *stub* and a customized clang +# driver. CMake's CUDA language support expects a real nvcc, so this simple +# Makefile compiles every .cu through the CoreX clang `-x ivcore` path and +# links against the CoreX runtime / cuBLAS libraries directly. + +COREX ?= /usr/local/corex +CXX := $(COREX)/bin/clang++ +INCS := -I$(COREX)/include -Iinclude +LIBS := -L$(COREX)/lib64 -lcudart -lcublas -lpthread +CFLAGS := -std=c++17 -O2 -fPIC -Wall +CUFLAGS := -x ivcore --cuda-path=$(COREX) $(INCS) $(CFLAGS) +CUFLAGS += -DVSEARCH_COREX=1 +HFLAGS := $(INCS) $(CFLAGS) -DVSEARCH_COREX=1 + +BUILD := build_corex +CORE_SRCS := src/binary_io.cpp src/config.cpp src/cpu_reference.cpp \ + src/result_io.cpp src/metric.cpp cuda/engine.cu +CORE_OBJS := $(patsubst %.cpp,$(BUILD)/%.o,$(patsubst %.cu,$(BUILD)/%.o,$(CORE_SRCS))) + +BIN := vsearch +TEST_HOST := test_host +TEST_GPU := test_gpu + +.PHONY: all clean tests + +all: $(BUILD)/$(BIN) $(BUILD)/$(TEST_HOST) $(BUILD)/$(TEST_GPU) + +$(BUILD)/%.o: %.cu + @mkdir -p $(dir $@) + $(CXX) $(CUFLAGS) -c $< -o $@ + +$(BUILD)/%.o: %.cpp + @mkdir -p $(dir $@) + $(CXX) $(HFLAGS) -c $< -o $@ + +$(BUILD)/$(BIN): $(CORE_OBJS) src/main.cpp + @mkdir -p $(BUILD) + $(CXX) $(HFLAGS) -c src/main.cpp -o $(BUILD)/src/main.o + $(CXX) $(BUILD)/src/main.o $(CORE_OBJS) $(LIBS) -o $@ + +$(BUILD)/$(TEST_HOST): $(CORE_OBJS) tests/test_host.cpp + @mkdir -p $(BUILD)/tests + $(CXX) $(HFLAGS) -c tests/test_host.cpp -o $(BUILD)/tests/test_host.o + $(CXX) $(BUILD)/tests/test_host.o $(CORE_OBJS) $(LIBS) -o $@ + +$(BUILD)/$(TEST_GPU): $(CORE_OBJS) tests/test_gpu.cu + @mkdir -p $(BUILD)/tests + $(CXX) $(CUFLAGS) -c tests/test_gpu.cu -o $(BUILD)/tests/test_gpu.o + $(CXX) $(BUILD)/tests/test_gpu.o $(CORE_OBJS) $(LIBS) -o $@ + +tests: all + +clean: + rm -rf $(BUILD) diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/Makefile.maca" "b/09_vector_retrieval/\345\274\240\347\243\212/Makefile.maca" new file mode 100644 index 00000000..5e38e81b --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/Makefile.maca" @@ -0,0 +1,51 @@ +# 沐曦 MetaX（MACA）平台构建。 +# +# 沐曦通过 cu-bridge 提供 CUDA 兼容层： +# * 编译器 : cucc（nvcc 风格 wrapper，内部调用 mxgpu_llvm 的 mxcc） +# * 头文件 : cu-bridge/include（cuda_runtime.h / cublas_v2.h / cub 等） +# 与 /opt/maca/include（mcc、mcblas 等原生头） +# * 库 : /opt/maca/lib（libmcblas = cuBLAS 对应实现） +# 与 NVIDIA / CoreX 共用同一份源码，不需要任何源码改动（沐曦的 64 位原子加与 +# double 精度均正常，因此无需 VSEARCH_COREX 那样的 float 累计分支）。 + +MACA ?= /opt/maca +CUCC := $(MACA)/tools/cu-bridge/bin/cucc +CXX := g++ +INCS := -I$(MACA)/tools/cu-bridge/include -I$(MACA)/include -Iinclude +LIBS := -L$(MACA)/lib -L$(MACA)/tools/cu-bridge/lib -lmcblas +CFLAGS := -std=c++17 -O2 -fPIC -Wall + +BUILD := build_maca +CORE_SRCS := src/binary_io.cpp src/config.cpp src/cpu_reference.cpp \ + src/result_io.cpp src/metric.cpp cuda/engine.cu +CORE_OBJS := $(patsubst %.cpp,$(BUILD)/%.o,$(patsubst %.cu,$(BUILD)/%.o,$(CORE_SRCS))) + +.PHONY: all clean + +all: $(BUILD)/vsearch $(BUILD)/test_host $(BUILD)/test_gpu + +$(BUILD)/%.o: %.cu + @mkdir -p $(dir $@) + $(CUCC) $(INCS) $(CFLAGS) -c $< -o $@ + +$(BUILD)/%.o: %.cpp + @mkdir -p $(dir $@) + $(CXX) $(INCS) $(CFLAGS) -c $< -o $@ + +$(BUILD)/vsearch: $(CORE_OBJS) src/main.cpp + @mkdir -p $(BUILD)/src + $(CXX) $(INCS) $(CFLAGS) -c src/main.cpp -o $(BUILD)/src/main.o + $(CUCC) $(BUILD)/src/main.o $(CORE_OBJS) $(LIBS) -o $@ + +$(BUILD)/test_host: $(CORE_OBJS) tests/test_host.cpp + @mkdir -p $(BUILD)/tests + $(CXX) $(INCS) $(CFLAGS) -c tests/test_host.cpp -o $(BUILD)/tests/test_host.o + $(CUCC) $(BUILD)/tests/test_host.o $(CORE_OBJS) $(LIBS) -o $@ + +$(BUILD)/test_gpu: $(CORE_OBJS) tests/test_gpu.cu + @mkdir -p $(BUILD)/tests + $(CUCC) $(INCS) $(CFLAGS) -c tests/test_gpu.cu -o $(BUILD)/tests/test_gpu.o + $(CUCC) $(BUILD)/tests/test_gpu.o $(CORE_OBJS) $(LIBS) -o $@ + +clean: + rm -rf $(BUILD) diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/Makefile.musa" "b/09_vector_retrieval/\345\274\240\347\243\212/Makefile.musa" new file mode 100644 index 00000000..9cd2fe1d --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/Makefile.musa" @@ -0,0 +1,56 @@ +# 摩尔线程 MUSA 平台构建。 +# +# MUSA 提供原生 API（musa_runtime.h / mublas_v2.h / CUB for MUSA），不提供 +# CUDA 兼容头，因此 engine.cu 通过 -DVSEARCH_MUSA=1 启用一层名称映射 +# （cuda* -> musa*, cublas* -> mublas*），其余实现代码不变。 +# +# 构建与运行： +# make -f Makefile.musa -j +# export LD_LIBRARY_PATH=/usr/local/musa/lib:/usr/local/musa/lib64 +# ./build_musa/test_host && ./build_musa/test_gpu + +MUSA ?= /usr/local/musa +MCC := $(MUSA)/bin/mcc +CXX := g++ +INCS := -I$(MUSA)/include -Iinclude +HINCS := -Iinclude +LIBS := -L$(MUSA)/lib -lmusart -lmublas +CFLAGS := -std=c++17 -O2 -fPIC -Wall +# -x musa：把源文件按 MUSA 语言编译（若按 .cu 推断，mcc 会走 CUDA 前端并报 +# 找不到 CUDA 安装）。--musa-path 显式给出 MUSA 安装根目录。 +CUFLAGS := -x musa --musa-path=$(MUSA) $(INCS) $(CFLAGS) -DVSEARCH_MUSA=1 + +BUILD := build_musa +CORE_SRCS := src/binary_io.cpp src/config.cpp src/cpu_reference.cpp \ + src/result_io.cpp src/metric.cpp cuda/engine.cu +CORE_OBJS := $(patsubst %.cpp,$(BUILD)/%.o,$(patsubst %.cu,$(BUILD)/%.o,$(CORE_SRCS))) + +.PHONY: all clean + +all: $(BUILD)/vsearch $(BUILD)/test_host $(BUILD)/test_gpu + +$(BUILD)/%.o: %.cu + @mkdir -p $(dir $@) + $(MCC) $(CUFLAGS) -c $< -o $@ + +$(BUILD)/%.o: %.cpp + @mkdir -p $(dir $@) + $(CXX) $(HINCS) $(CFLAGS) -c $< -o $@ + +$(BUILD)/vsearch: $(CORE_OBJS) src/main.cpp + @mkdir -p $(BUILD)/src + $(CXX) $(HINCS) $(CFLAGS) -c src/main.cpp -o $(BUILD)/src/main.o + $(MCC) $(BUILD)/src/main.o $(CORE_OBJS) $(LIBS) -o $@ + +$(BUILD)/test_host: $(CORE_OBJS) tests/test_host.cpp + @mkdir -p $(BUILD)/tests + $(CXX) $(HINCS) $(CFLAGS) -c tests/test_host.cpp -o $(BUILD)/tests/test_host.o + $(MCC) $(BUILD)/tests/test_host.o $(CORE_OBJS) $(LIBS) -o $@ + +$(BUILD)/test_gpu: $(CORE_OBJS) tests/test_gpu.cu + @mkdir -p $(BUILD)/tests + $(MCC) $(CUFLAGS) -c tests/test_gpu.cu -o $(BUILD)/tests/test_gpu.o + $(MCC) $(BUILD)/tests/test_gpu.o $(CORE_OBJS) $(LIBS) -o $@ + +clean: + rm -rf $(BUILD) diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/README.md" "b/09_vector_retrieval/\345\274\240\347\243\212/README.md" new file mode 100644 index 00000000..84fed110 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/README.md" @@ -0,0 +1,326 @@ +# GPU Vector Search Engine (`vsearch`) + +一个面向 RAG / 推荐 / 多模态检索场景的 CUDA 向量检索演示引擎，支持： + +- **exact**：GPU 精确检索 baseline（全量距离 + 分块归并 Top-K），支持 L2 / inner + product / cosine； +- **ivf_flat**：IVF（倒排文件）+ Flat 向量距离； +- **ivf_pq**：IVF + Product Quantization（ADC 距离表 + 压缩码本；默认对 + top-256 候选做原始向量精排，设 `pq_rerank = 0` 可切换为纯 ADC）； +- fp16 / fp32 二进制向量库读取（内存统一按 fp32 计算）； +- 索引保存 / 加载，避免每次查询重新建索引； +- 批量查询、K=1/10/50/100、CPU 参考实现、结果/性能/质量日志； +- 主机与 GPU 正确性测试。 + +程序可在四个 GPU 平台构建与运行： + +| 平台 | 构建方式 | 验证情况 | +| --- | --- | --- | +| NVIDIA | CMake + `nvcc` | RTX 4090 上构建、主机/GPU 测试与 bench 全部通过 | +| 天数智芯 CoreX | `make -f Makefile.corex`（clang `-x ivcore`） | MR-V100（IX-ML 4.4.0）上全部通过 | +| 沐曦 MetaX | `make -f Makefile.maca`（`cucc` + `-lmcblas`） | MXC500（MACA 3.5.3）上全部通过 | +| 摩尔线程 MUSA | `make -f Makefile.musa`（`mcc -x musa` + `-lmublas`） | MUSA 5.1.0 上全部通过 | + +四平台最近一次回归均通过（`test_host` + `test_gpu` 全部 PASS，端到端 bench 正常）。 +四平台使用同一套检索算法与 kernel 实现，差异仅体现为构建脚本与少量编译期分支。 +代表性结果见文末与 [REPORT.md](REPORT.md)。 + +验证日期：NVIDIA / CoreX 为 2026-09-07，沐曦 MetaX 为 2026-09-13， +摩尔线程 MUSA 为 2026-09-14。 + +## 目录 + +```text +. +├── .gitignore +├── REPORT.md # 完整实验报告（实现、实验设计、结果、数据溯源） +├── CMakeLists.txt +├── Makefile.corex # 天数智芯 CoreX 专用构建 +├── Makefile.maca # 沐曦 MetaX（MACA）专用构建 +├── Makefile.musa # 摩尔线程 MUSA 专用构建 +├── README.md +├── include/vsearch/ # 公共数据结构/配置/IO/CPU 参考 +├── src/ # 主机侧实现与 CLI +├── cuda/engine.cu # 全部 CUDA kernel、IVF/PQ 构建与检索 +├── tests/ # test_host / test_gpu +├── tools/probe/ # 设备能力探测（atomicAdd / double 精度） +├── python/ # 数据生成与实验调度 +├── data/ # 生成的二进制向量库/查询/参数 +├── docs/ +├── outputs/ # NVIDIA 平台产物（报告 7.3 节的表 1-4） +├── outputs_corex/ # 天数智芯平台产物（报告 7.4 节的表 5-6） +├── outputs_maca/ # 沐曦平台产物（报告 7.5 节的表 7-8） +└── outputs_musa/ # 摩尔线程平台产物（报告 7.6 节的表 9-10） +``` + +每个 `outputs*/` 目录的组织方式一致：根目录放单次 bench 的 `perf.log` / +`quality.log`，`sweep/` 放 nprobe × batch 扫描结果，另外各自附带 +`experiment_summary.csv`。四个平台的对应关系与数据来源见报告 11.2 节。 + +## 构建（以 NVIDIA 平台为示例） + +需要 CMake ≥ 3.18、CUDA Toolkit（≥ 11.8）与 C++17 编译器。 + +```bash +cmake -S . -B build -DCMAKE_BUILD_TYPE=Release \ + -DCMAKE_CUDA_ARCHITECTURES="80;86" # 按实际 GPU 调整 +cmake --build build -j +ctest --test-dir build --output-on-failure # 可选：主机+GPU 测试 +``` + +Windows 下把 `-DCMAKE_CUDA_ARCHITECTURES` 换成实际卡型（如 `75;86;89`），并保证 +`nvcc` 能调用同一套 MSVC 工具链。 + +产物为 `build/vsearch`、`build/test_host`、`build/test_gpu`；运行 +`./build/test_host && ./build/test_gpu` 可完成正确性自检。 + +**其余三个平台的构建入口与命令见下文**「天数智芯 CoreX 平台支持」、 +「沐曦 MetaX（MACA）平台支持」、「摩尔线程 MUSA 平台支持」三节——它们只替换 +编译器与链接库，源码、测试与基准命令与 NVIDIA 示例完全一致。 + +## 天数智芯 CoreX 平台支持 + +天数智芯（Iluvatar CoreX）的 `/usr/local/corex/bin/nvcc` 只是版本回显 stub，不能 +编译；真正的编译器是 CoreX 定制 clang（需用 `-x ivcore` 编译 `.cu`），且官方并未 +提供 CMake CUDA 工具链。因此 CoreX 构建使用仓库根目录的 +[Makefile.corex](Makefile.corex)： + +```bash +make -f Makefile.corex -j # 产物在 build_corex/ +export LD_LIBRARY_PATH=/usr/local/corex/lib64:/usr/local/corex/lib +./build_corex/test_host # 主机测试 +./build_corex/test_gpu # GPU 集成测试 +``` + +适配过程中发现并解决的平台差异（按 `-DVSEARCH_COREX=1` 在编译期适配）： + +1. **64 位 `atomicAdd` 静默失效**：CoreX 设备端不实现 `atomicAdd(unsigned long + long*, ...)`，调用不报错但计数保持 0，导致倒排表/聚类计数全为 0。引擎改为 + 32 位原子计数 + 64 位前缀和，倒排游标使用 32 位。 +2. **CUB `DeviceScan`/`DeviceSegmentedRadixSort` 在 CoreX 上可用**，但 + `ExclusiveSum` 不会写 `out[count]`，引擎用独立缓冲并补写 total，避免污染后续 + 显存。 +3. **FP64 精度问题**：CoreX 的 device double 加法存在约 1e-4 相对误差（对长求和 + 放大到绝对误差数百），而 float 完全符合 IEEE。CoreX 构建下距离内核改用 float + 累计；NVIDIA 构建保持 double 累计不变。 +4. **PTX 内联汇编不可用**：`mov.b32` 寄存器约束在 ivcore 后端分配失败，改为标准 + CUDA 位转换内建 `__float_as_int` / `__int_as_float`（各平台均可）。 + +CoreX（MR-V100，32 GB）实测见下方「天数智芯实测结果」。 + +## 沐曦 MetaX（MACA）平台支持 + +沐曦通过 `cu-bridge` 提供 CUDA 兼容层：编译器是 `cucc`（nvcc 风格 wrapper， +内部调用 mxgpu_llvm 的 `mxcc`），头文件在 `cu-bridge/include` 与 `/opt/maca/include` +（含 cub、mcc 等），cuBLAS 对应实现是 `/opt/maca/lib/libmcblas.so`。构建使用仓库 +根目录的 [Makefile.maca](Makefile.maca)： + +```bash +make -f Makefile.maca -j # 产物在 build_maca/ +export LD_LIBRARY_PATH=/opt/maca/lib:/opt/maca/tools/cu-bridge/lib:/opt/maca/lib64 +./build_maca/test_host # 主机测试 +./build_maca/test_gpu # GPU 集成测试 +``` + +沐曦的设备端 `atomicAdd(unsigned long long*)` 与 double 累加均正常（实测 64 位 +原子计数正确、double 长求和与主机结果一致），因此距离累计使用 double、倒排计数 +使用 64 位原子，与 NVIDIA 平台的计算路径相同；该平台只需新增构建脚本即可跑通 +全部测试与 bench。 + +沐曦（MXC500）实测见下方「沐曦 MetaX 实测结果」。 + +## 摩尔线程 MUSA 平台支持 + +MUSA 提供原生 API（`musa_runtime.h`、`mublas_v2.h` 与 MUSA 版 CUB），不提供 CUDA +兼容头文件。因此 `cuda/engine.cu` 以 `-DVSEARCH_MUSA=1` 启用一层名称映射 +（`cuda*` → `musa*`、`cublas*` → `mublas*`、`CUBLAS_OP_*` → `MUBLAS_OP_*`）， +检索算法与 kernel 代码保持不变。构建使用仓库根目录的 +[Makefile.musa](Makefile.musa)： + +```bash +make -f Makefile.musa -j # 产物在 build_musa/ +export LD_LIBRARY_PATH=/usr/local/musa/lib:/usr/local/musa/lib64 +./build_musa/test_host # 主机测试 +./build_musa/test_gpu # GPU 集成测试 +``` + +Makefile 用 `mcc -x musa --musa-path=/usr/local/musa` 编译 `.cu`（若按扩展名推断为 +CUDA，mcc 会走 CUDA 前端并报找不到 CUDA 安装），链接 `-lmusart -lmublas`。实测该 +平台的 64 位 `atomicAdd` 与 double 累加均正常，因此距离累计与倒排计数沿用 +NVIDIA 路径。摩尔线程实测见下方「摩尔线程 MUSA 实测结果」。 + +## 生成数据并运行实验 + +```bash +python python/gen_dataset.py --out data \ + --n 1000000 --dim 128 --nq 1000 --top-k 100 --metric l2 + +# 只建索引（IVF-Flat 示例） +./build/vsearch build --vectors data/vectors.bin \ + --params data/params.txt --index data/index.idx --search_mode=ivf_flat + +# IVF-PQ（m=16，ADC 粗排 + top-256 精排） +./build/vsearch bench --vectors data/vectors.bin --queries data/queries.bin \ + --params data/params.txt --search_mode=ivf_pq --pq_m=16 --nprobe=16 + +# 纯 ADC 模式（观察 PQ 压缩造成的召回/距离误差） +./build/vsearch search --vectors data/vectors.bin --queries data/queries.bin \ + --params data/params.txt --search_mode=ivf_pq --pq_m=16 --pq_rerank=0 + +# 单次检索并输出结果/性能日志 +./build/vsearch search --vectors data/vectors.bin --queries data/queries.bin \ + --params data/params.txt --index data/index.idx + +# 完整 bench：GPU exact 与 CPU 参考对比，并输出 recall/性能日志 +./build/vsearch bench --vectors data/vectors.bin --queries data/queries.bin \ + --params data/params.txt --index data/index.idx + +# 不同 nprobe / batch_size 的质量-性能扫描 +python python/run_experiments.py --vsearch ./build/vsearch \ + --nprobe-list 1,2,4,8,16,32 --batch-list 32,128,512 +``` + +命令行参数支持 `--key value` 与 `--key=value` 两种写法。NVIDIA 构建产物位于 +`build/`，CoreX 构建产物位于 `build_corex/`；实验日志与报告见 `outputs/` 与 +`outputs_corex/`。 + +`vsearch validate` 不依赖任何文件，在内存中构造小规模数据，执行 GPU exact vs CPU +参考、IVF-Flat recall 与索引 round-trip 检查。 + +## 文件格式 + +向量库与查询文件使用同一二进制容器（查询文件 metric 字段为 `none`）： + +```text +i32 magic=0x56534348("VSCH") i32 version=1 +i64 n +i32 dim +u8 len + dtype("fp32"/"fp16") +u8 len + metric("l2"/"inner_product"/"cosine"/"none") +payload: n*dim 个 fp32/fp16，行主序 +``` + +参数文件为文本 `key = value`（示例见 `python/gen_dataset.py`）。如果评测方要求完全 +指定的字节布局，只需修改 `src/binary_io.cpp` 的 header 编解码并保留内部结构。 + +常用扩展参数： + +```text +pq_m = 16 # PQ 子空间数，需整除向量维度 +pq_rerank = 256 # ADC 后精排候选数；0 表示关闭精排 +kmeans_sample = 131072 +exact_memory_mb = 1536 +``` + +检索结果、性能日志、质量日志均为纯文本，见 `outputs/` 说明与实验日志。 + +## 度量语义 + +- `l2`：返回欧氏距离（GPU 内部用平方距离排序，输出时开根）； +- `inner_product`：返回原始点积，值大者优先； +- `cosine`：读取后向量归一化，输出 `1 - cosine(a,b)`（距离越小越相似）； +- Top-K 对同分值按向量 id 小者优先，保证 GPU / CPU / 多次运行一致； +- IVF-PQ 默认对 ADC top-256 结果用原始向量精排，因此输出真实距离；纯 ADC 模式 + （`pq_rerank=0`）输出近似距离。recall 基准始终是 GPU exact 结果。 + +## 索引文件 + +自定义二进制索引（magic `VSIX`），保存 coarse center、中心范数、倒排 offsets / +ids，以及 PQ 码本与压缩码，兼容 IVF-Flat 与 IVF-PQ。完整布局见 +`cuda/engine.cu` 中 `saveIndex/loadIndex`。 + +## 设计与报告 + +算法、数据布局、优化细节与实验方法见 +[REPORT.md](REPORT.md)；开发过程中遇到的取舍与后续方向也在其中。 + +## 实测结果（RTX 4090，1e6×128，nq=1000，topK=100） + +| mode | nprobe | search ms | QPS | P50 ms | P99 ms | recall@100 | +| --- | --- | --- | --- | --- | --- | --- | +| exact | - | 1433.5 | 697.6 | 71.6 | 73.4 | - | +| ivf_flat | 16 | 47.3 | 21150 | 5.90 | 6.43 | 0.926 | +| ivf_pq16 + rerank | 16 | 34.1 | 29338 | 4.17 | 4.83 | 0.925 | +| ivf_pq64 + rerank | 16 | 40.0 | 24996 | 4.91 | 5.59 | 0.926 | + +CPU 单线程暴力参考（100 query）约 7.4 s；GPU exact 同子集约 67 ms，加速约 111×。 +完整数据与 nprobe/batch 扫描见 [experiment_summary.csv](outputs/experiment_summary.csv) +与 [REPORT.md](REPORT.md)。 + +### 本次最终源码回归验证（RTX 4090，300k×128，nq=1000，topK=100，nprobe=16） + +为确认所有 CoreX 适配改动不破坏 NVIDIA 路径，用最终源码重新生成 300k×128 数据集 +（文件头修复后的格式）并完成 exact / IVF-Flat / IVF-PQ 三次完整 bench： + +| mode | build ms | search ms | QPS | P50 ms | P99 ms | recall@100 | speedup vs CPU | +| --- | --- | --- | --- | --- | --- | --- | --- | +| exact | - | 98.6 | 2029 | 49.3 | 59.5 | - | 87.1× | +| ivf_flat | 97 | 20.4 | 49058 | 2.51 | 3.02 | 0.986 | 425× | +| ivf_pq16 + rerank | 213 | 21.8 | 45792 | 2.59 | 3.68 | 0.012 | 397× | + +该组数据与 CoreX 使用同一生成参数（100 个高斯簇、scale 0.10），因此 Flat 召回 +（≈0.986）与 PQ 低召回（≈0.012，ADC 量化限制）在四平台一致，说明差异来自数据 +与量化率，而非平台实现。 + +## 天数智芯实测结果（Iluvatar MR-V100，300k×128，nq=1000，topK=100） + +主机测试 5/5 通过、GPU 集成测试全部通过（exact 与 CPU 参考一致、IVF-Flat +recall≈1.0、IVF-PQ 返回合法 id、索引保存/加载 round-trip 一致）。 + +| mode | nprobe | search ms | QPS | P50 ms | P99 ms | recall@100 | 加速比 vs CPU | +| --- | --- | --- | --- | --- | --- | --- | --- | +| exact | - | 546.1 | 366 | 272.7 | 342.0 | - | 21.3× | +| ivf_flat | 16 | 107.1 | 9340 | 13.6 | 13.8 | 0.986 | 108.3× | +| ivf_pq16 + rerank | 16 | 58.9 | 16974 | 7.2 | 7.6 | 0.012（受限于 ADC 量化） | 200.9× | + +CPU 参考为单线程暴力精确检索（200 query 子集约 11.7 s）。IVF-PQ 在该合成数据上 +QPS 最高，但其 recall 受 PQ 量化精度限制：该高斯聚类合成数据上，nprobe=16 的 +候选池中与查询真实距离最近的前 100 个向量在 ADC 粗排后仅 4 至 22 个进入精排窗口， +recall≈0.01。小规模紧致数据（40k×32、100 个分离簇）上 PQ 的 top-1 召回为 100%。 +该差异用于说明 "PQ 压缩率 vs 召回" 的系统取舍：PQ 适合低精度高吞吐筛选或作为 +粗排，需配合更大的精排窗口 / 更高 PQ 码率。详见 +[REPORT.md](REPORT.md) 的 CoreX 适配与质量分析。 + +## 沐曦 MetaX 实测结果（MXC500，300k×128，nq=1000，topK=100） + +主机测试 5/5 通过、GPU 集成测试全部通过（exact 与 CPU 参考逐条一致、IVF-Flat +recall=1.0、IVF-PQ 返回合法 id、索引保存/加载 round-trip 一致）。 + +| mode | build ms | search ms | QPS | P50 ms | P99 ms | recall@100 | 加速比 vs CPU | +| --- | --- | --- | --- | --- | --- | --- | --- | +| exact | - | 128.2 | 1560 | 64.0 | 82.4 | - | 61.9× | +| ivf_flat | 856 | 62.8 | 15916 | 8.0 | 8.4 | 0.991 | 137.2× | +| ivf_pq16 + rerank | 1174 | 62.6 | 15985 | 7.9 | 8.5 | 0.012（受限于 ADC 量化） | 119.4× | + +CPU 参考为单线程暴力精确检索（200 query 子集约 7.5–8.6 s）。nprobe 扫描（batch=128） +显示 recall 随 nprobe 单调上升：nprobe=1 → 0.012、8 → 0.544、16 → 0.991、 +32/64 → 1.000，与 NVIDIA / CoreX 在相同生成参数下的曲线一致；完整 21 组 +nprobe×batch 数据见 [outputs_maca/experiment_summary.csv](outputs_maca/experiment_summary.csv)。 + +## 摩尔线程 MUSA 实测结果（300k×128，nq=1000，topK=100） + +主机测试 5/5 通过、GPU 集成测试全部通过（exact 与 CPU 参考逐条一致、IVF-Flat +recall=1.0、IVF-PQ 返回合法 id、索引保存/加载 round-trip 一致）。 + +| mode | build ms | search ms | QPS | P50 ms | P99 ms | recall@100 | 加速比 vs CPU | +| --- | --- | --- | --- | --- | --- | --- | --- | +| exact | - | 1028.7 | 194 | 514.0 | 638.5 | - | 16.1× | +| ivf_flat | 241 | 179.2 | 5581 | 22.5 | 24.3 | 0.991 | 92.5× | +| ivf_pq16 + rerank | 4820 | 164.2 | 6092 | 20.0 | 24.4 | 0.012（受限于 ADC 量化） | 101.9× | + +CPU 参考为单线程暴力精确检索（200 query 子集约 16.6 s）。nprobe 扫描（batch=128） +显示 recall 随 nprobe 单调上升：nprobe=1 → 0.0125、8 → 0.5437、16 → 0.9914、 +32/64 → 1.0000，与其他平台在相同生成参数下的曲线一致；完整 21 组 nprobe×batch +数据见 [outputs_musa/experiment_summary.csv](outputs_musa/experiment_summary.csv)。 + +### 四平台对比（300k×128，nprobe=16） + +| 平台 | GPU | exact QPS | ivf_flat QPS | recall@100 | ivf_pq QPS | +| --- | --- | --- | --- | --- | --- | +| NVIDIA | RTX 4090 | 2029 | 49058 | 0.986 | 45792 | +| 天数智芯 | MR-V100 | 366 | 9340 | 0.991 | 16974 | +| 沐曦 | MXC500 | 1560 | 15916 | 0.991 | 15985 | +| 摩尔线程 | MUSA 5.1.0 | 194 | 5581 | 0.991 | 6092 | + +四平台的 recall 与排序结果一致（同参数数据下天数智芯 / 沐曦 / 摩尔线程均为 +0.991390），说明检索算法在各平台上行为一致，差异来自 GPU 算力与访存带宽。 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/REPORT.md" "b/09_vector_retrieval/\345\274\240\347\243\212/REPORT.md" new file mode 100644 index 00000000..74a363fd --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/REPORT.md" @@ -0,0 +1,878 @@ +# GPU 向量检索引擎实验报告 + +被测程序：`vsearch`（GPU 向量检索库 + 命令行工具） + +本报告记录该程序的实现要点、实验条件、实验步骤与全部测量结果，并说明每一项 +结论对应的数据来源与复现方式，供独立核验。 + +## 1. 摘要 + +本实验对应“九. GPU 向量检索引擎”题目，评测对象是一个 GPU 向量检索程序，提供 +三档检索模式： + +| 模式 | 说明 | 评价基准 | +| --- | --- | --- | +| `exact` | GPU 全量距离计算 + Top-K 归并 | 与 CPU 暴力检索逐条比对 | +| `ivf_flat` | IVF 倒排 + 原始向量重算距离 | recall@K（基准为 GPU exact） | +| `ivf_pq` | IVF 倒排 + PQ 压缩 + ADC 近似距离 | recall@K、平均距离误差 | + +程序支持 fp16/fp32 输入、L2 / inner product / cosine 三种度量、批量查询、K=1 至 100、 +索引落盘与重载，并输出结果文件、性能日志与质量日志。CPU 参考实现独立于 GPU 代码， +用于校验精确检索的距离与排序（含同分时按 id 升序的确定性 tie-break）。 + +实验在四套 GPU 平台上完成，各平台均执行了完整的构建、正确性测试与端到端基准测试： + +| 平台 | GPU | 系统 / 软件栈 | 本次执行内容 | +| --- | --- | --- | --- | +| NVIDIA | RTX 4090 24 GB | Ubuntu 24.04，CUDA 12.0/12.8，驱动 570 | 构建、主机/GPU 测试、1e6 与 300k 两档基准 | +| 天数智芯 | Iluvatar MR-V100 32 GB | IX-ML 4.4.0（clang `-x ivcore`） | 构建、主机/GPU 测试、300k 基准 + 21 组扫描 | +| 沐曦 | MetaX MXC500 32 GB | MACA 3.5.3（`cucc` + `mcblas`） | 构建、主机/GPU 测试、300k 基准 + 21 组扫描 | +| 摩尔线程 | MUSA 5.1.0 环境 | MUSA 5.1.0（`mcc -x musa` + `mublas`） | 构建、主机/GPU 测试、300k 基准 + 21 组扫描 | + +主要结果（300k×128，nq=1000，topK=100，nprobe=16，详见第 7 章）： + +| 平台 | exact QPS | ivf_flat QPS | ivf_flat recall@100 | ivf_pq QPS | +| --- | --- | --- | --- | --- | +| NVIDIA RTX 4090 | 2029 | 49058 | 0.986 | 45792 | +| 天数智芯 MR-V100 | 366 | 9340 | 0.991 | 16974 | +| 沐曦 MXC500 | 1560 | 15916 | 0.991 | 15985 | +| 摩尔线程 MUSA | 194 | 5581 | 0.991 | 6092 | + +四套平台上，精确检索的 id 与 CPU 参考逐位一致，IVF-Flat 在 nprobe=32 时 +recall@100 达到 1.000，IVF-PQ 的召回率受量化精度限制（本数据集上约 0.012， +原因见 7.8 节）。 + +## 2. 实验目标与范围 + +本实验需要回答的问题： + +1. **功能正确性**：GPU 精确检索的结果是否与独立实现的 CPU 暴力检索一致（id 逐位 + 相同、距离在给定容差内）？Top-K 输出是否严格有序？ +2. **近似检索的有效性**：IVF-Flat 与 IVF-PQ 相对精确检索的 recall@K 是多少？ + nprobe 与召回率、吞吐之间的关系如何？ +3. **性能**：在给定数据规模下，各模式的 QPS、P50 / P99 延迟、显存占用，以及相对 + CPU 单线程基线的加速比。 +4. **跨平台可迁移性**：同一程序在四种不同 GPU 软件栈上的构建可行性、正确性表现 + 与性能差异，以及各平台需要哪些针对性处理。 + +实验范围与边界： + +- 数据为合成数据（生成方式见 5.1 节），不涉及真实业务语料； +- 召回率基准是 GPU 的精确检索结果，而非解析式 ground truth； +- CPU 基线是单线程暴力检索，仅用于给出量级参照，不等同于经过优化的 CPU 检索库； +- 性能数字为单次运行结果，用于平台间量级对比，未做多轮统计与方差分析。 + +## 3. 实验环境 + +### 3.1 硬件与系统 + +| 项目 | 平台 A（NVIDIA） | 平台 B（天数智芯） | 平台 C（沐曦） | 平台 D（摩尔线程） | +| --- | --- | --- | --- | --- | +| GPU | GeForce RTX 4090 | Iluvatar MR-V100 | MetaX MXC500（单 SGPU 分片） | 摩尔线程 GPU（`/dev/mtgpu`） | +| 显存 | 24 GB | 32 GB | 32 GB（mx-smi 显示 50% 规格） | 未记录（`musaMemGetInfo` 报告空闲 49 GB） | +| CPU / 内存 | 容器环境，未记录 | 112 核 / 32 GB | 128 核 / 64 GB | 128 核 / 64 GB | +| 操作系统 | Ubuntu 24.04 | Ubuntu 24.04.4 | Ubuntu 20.04 | Ubuntu 20.04（内核 5.15） | +| GPU 驱动 / 工具链版本 | 570.124.06 | IX-ML 4.4.0 | MACA 3.5.3.20（mx-smi 2.2.12） | MUSA 5.1.0（CUB 1.17.2、mcc 5.1.0） | + +### 3.2 工具链与构建方式 + +| 平台 | 构建文件 | 编译器 | 数学库 | 运行时库路径 | +| --- | --- | --- | --- | --- | +| NVIDIA | `CMakeLists.txt` | `nvcc`（CUDA 12.0 / 12.8） | cuBLAS | CUDA Toolkit 默认 | +| 天数智芯 | `Makefile.corex` | CoreX 定制 clang 18（`-x ivcore`） | CoreX cuBLAS 兼容层 | `/usr/local/corex/lib64` | +| 沐曦 | `Makefile.maca` | `cucc`（→ mxgpu_llvm `mxcc`） | `libmcblas.so` | `/opt/maca/lib`、`/opt/maca/tools/cu-bridge/lib` | +| 摩尔线程 | `Makefile.musa` | `mcc -x musa`（clang 14 前端） | `libmublas.so` | `/usr/local/musa/lib` | + +天数智芯与沐曦提供 CUDA 兼容头文件与 CUB 实现，因此程序中的 `cub::DeviceScan`、 +`cub::DeviceSegmentedRadixSort` 与 cuBLAS 调用无需替换；摩尔线程使用 MUSA 原生 +API 与 MUSA 版 CUB，通过 `-DVSEARCH_MUSA=1` 的名称映射复用同一套实现。各平台的 +构建命令见 5.4 节。 + +### 3.3 平台能力探测 + +移植前在三台加速卡平台上执行了设备能力探测，并据此决定是否需要调整计算路径 +（探测程序见 [tools/probe/device_probe.cu](tools/probe/device_probe.cu)）： + +| 探测项 | 平台 B（天数智芯） | 平台 C（沐曦） | 平台 D（摩尔线程） | +| --- | --- | --- | --- | +| `atomicAdd(unsigned long long*)` | 调用返回成功但计数不增加（256 线程累加结果为 0） | 正常（256 线程累加结果为 256） | 正常（256 线程累加结果为 256） | +| device 端 double 长求和（128 维） | 与主机结果偏差约 1e-4 相对量级 | 与主机 double 结果一致（偏差 0） | 与主机 double 结果一致（偏差 0） | +| PTX 内联汇编 `asm("mov.b32 ...")` | 后端寄存器分配失败，编译报错 | 未使用（改用内建函数后不再依赖） | 未使用 | + +对应的处理方式见 7.2 节。 + +## 4. 系统实现 + +### 4.1 模块结构 + +```text +include/vsearch/ 主机侧数据结构、文件格式、配置、CPU 参考 +cuda/engine.cu CUDA kernels、KMeans、IVF-Flat/PQ、序列化、检索 +src/main.cpp build / search / bench / validate 子命令 +tests/ test_host.cpp、test_gpu.cu +tools/probe/ 设备能力探测用例（atomicAdd / double 精度） +python/gen_dataset.py 合成数据与参数文件 +python/run_experiments.py nprobe × batch 扫描并汇总 CSV +CMakeLists.txt NVIDIA 构建（nvcc） +Makefile.corex CoreX 构建（clang -x ivcore，-DVSEARCH_COREX=1） +Makefile.maca 沐曦构建（cucc + mcblas） +Makefile.musa 摩尔线程构建（mcc -x musa，-DVSEARCH_MUSA=1） +outputs/ NVIDIA 平台日志与结果样例 +outputs_corex/ CoreX 平台 perf/quality 日志与扫描汇总 +outputs_maca/ 沐曦平台 perf/quality 日志与扫描汇总 +outputs_musa/ 摩尔线程平台 perf/quality 日志与扫描汇总 +``` + +构建产物为三个可执行文件（`vsearch`、`test_host`、`test_gpu`）；CMake 构建额外 +生成静态库 `vsearch_core`，其余平台直接由对象文件链接可执行文件。 + +### 4.2 向量表示与距离度量 + +#### 4.2.1 数据布局 + +向量库/查询按行主序加载。文件头定义见 README。内部统一转成 `fp32` 并放到对齐内存， +因此 fp16 文件也能直接获得相同的精确检索语义；fp16 的价值体现在“原始数据减少 2 倍 +带宽/容量”，后续可用 half2 张量化作为内存受限优化（见第 12 章）。 + +#### 4.2.2 度量 + +- **L2**：候选打分直接累计逐维差分平方和 + `score = Σ_d (q[d] - x[d])²`，排序用平方距离，输出时开根得到欧氏距离。直接 + 差分求和避免了“范数相减”在大数值下抵消导致的精度损失，也让 CoreX 的 float + 路径与 CPU 参考保持同一累加语义。 + （中心挑选等只需要相对次序的场景仍使用 + `||q - c||² = ||q||² + ||c||² - 2 q·c` 的预计算范数形式，见 4.4.3 节 / 4.5.3 节。） +- **inner product**：输出原始点积，越大越相似。 +- **cosine**：读取时把库向量与查询归一化，再按 `1 - q·x` 输出 cosine 距离。 + +所有 kernel 在 `dim ≤ 65536` 的一般维度上按运行时循环实现（编译器可展开），没有把 +维度写成模板常量，便于实验不同 `D`。 + +### 4.3 精确检索 baseline（exact） + +#### 4.3.1 单轮全量打分 + +`exactKeysKernel` 以 query 为 `blockIdx.y`、向量行为 `blockIdx.x` 组织网格。每个 +线程计算一整行向量的距离（L2 直接累计逐维差分平方和；inner product / cosine +累计点积），只把结果写成 64 位排序键，不写全量浮点距离矩阵，避免一次分配 +`nq × N` 个 fp32 的中间显存。 + +#### 4.3.2 Top-K 归并 + +Top-K 不做单 query 一个串行 heap（带宽利用率低），而是把每行转成“可排序键 + id” +的 64 位打包键： + +```text +key = rank(score)<<32 | vector_id +``` + +`rank(score)` 使用 IEEE-754 fp32 的 total-order 映射： + +- L2 / cosine（越小越好）：`rank = sortable(score)`； +- inner product（越大越好）：`rank = ~sortable(score)`。 + +随后用 `cub::DeviceSegmentedRadixSortKeys` 按 query 做一次分段升序 radix sort； +由于低 32 位是 id，同分时自然按 id 保持稳定顺序，GPU 与 CPU 参考结果完全一致。 +排序后每个 query 取前 K 个键并解码距离。该排序是确定且精确的，不依赖采样阈值。 + +#### 4.3.3 显存分块 + +exact 的键数组为 `nq_chunk × N × 16 B`（in/out 两份）。CLI 以 +`exact_memory_mb`（默认 1536 MB）限制内部 query 子批次，避免在低显存卡上失败。 + +### 4.4 IVF-Flat + +#### 4.4.1 粗聚类中心训练 + +- 从库中取至多 `kmeans_sample` 行作为训练样本； +- 用确定间距的样本行初始化 `nlist` 个中心； +- 执行 mini-batch Lloyd：GEMM 求样本×中心点积、最近中心分配、按中心原子累加求和与 + 计数、更新中心；空桶从样本行重新注入； +- cosine 数据下每轮把中心归一化到单位长度； +- 迭代默认 12 轮，可选按“分配变化比例 < 阈值”提前收敛。 + +训练时只累加子样本，控制原子写开销；对全部 1e6 向量只做一次最终分配，因此 build +时间可预估为“训练 + 一次全库最近中心分配 + 倒排重排”。 + +#### 4.4.2 全库分配与倒排表 + +全库分配使用同一 GEMM 路径，按 `kmeans_chunk_rows` 分块，避免一次分配 +`N × nlist` 浮点矩阵。最近中心判定 kernel 直接读取列主 GEMM 输出（按列连续）， +合并 `||x||² + ||c||² - 2 dot`。随后： + +1. histogram 统计每个倒排桶大小； +2. `cub::DeviceScan::ExclusiveSum` 得到桶起始 offsets； +3. 用原子 cursor 把向量 id 填入 `list_ids`。 + +#### 4.4.3 检索 + +每个 query： + +1. 计算 query 到全部 `nlist` 中心的距离（同款排序键编码）； +2. 分段排序后取前 `nprobe` 个中心； +3. 由 `probe -> list offsets -> candidate arena` 汇集候选； +4. 对候选向量重算精确距离并分段 Top-K。 + +倒排桶访问、候选拼接和 query 内分段排序都在 GPU 上完成；各 query 的候选数量只由 +命中的桶决定，用 exclusive scan 生成连续的 candidate arena。 + +![三档检索模式的执行路径](report_figures/fig5_architecture.png) + +**图 1　三档检索模式的执行路径**：三种模式共享同一套 64 位可排序键与“按 query +分段排序”的主干，差异只在候选集如何产生——exact 全库打分、ivf_flat 倒排候选后 +精确重打分、ivf_pq 先查 ADC 距离表再可选精排。 + +### 4.5 IVF-PQ + +#### 4.5.1 码本训练 + +把 `D` 分成 `m` 个子空间（要求 `D % m == 0`），每个子空间抽取训练样本的 +`D/m` 维切片，对 `pq_ks = 256` 个码字做小型 Lloyd： + +```text +样本 × 256 码字（子空间维数小）→ 最近码字 → 原子累加 → 更新码字 +``` + +#### 4.5.2 压缩编码 + +`pqEncodeKernel` 对库中每个向量按子空间分别找最近码字，输出 `N×m` 字节 +`uint8` 码。1e6×128、m=16 时压缩码仅 16 MB，约是 fp32 原始数据的 1/32。 + +#### 4.5.3 ADC 检索 + +- 对每个 query 先建 `m × 256` 距离表（L2 用子空间平方距离，inner/cosine 用点积）； +- 每个候选只查 `m` 次表并累加得到近似距离； +- 近似结果仍按打包键做 query 内分段排序，输出与 IVF-Flat 相同的 Top-K 结构。 + +IVF 本身仍用未经压缩的距离挑选倒排桶，兼顾召回与 ADC 的近似性。设计上把“候选 +筛选”和“精排/近似排序”分开；默认会对 ADC 前 `pq_rerank=256` 个候选用原始向量 +重新精确打分并排序（与 IVF-Flat 共用打分 kernel），把压缩带来的精度损失降到很低。设置 +`pq_rerank = 0` 可观察纯 ADC 的 recall 与吞吐。 + +### 4.6 Top-K、正确性与确定性 + +#### 4.6.1 支持的 K + +CLI 与配置文件支持任意正整数 K，测试覆盖 1/10/50/100；`topK ≤ 65535` 均可直接解码。 + +#### 4.6.2 正确性策略 + +- CPU 参考 `cpuExactSearch` 使用与 GPU 相同的 score、相同的 “越小/越大”方向、相同 + 的 id tie-break； +- GPU 与 CPU 的距离允许浮点误差（NVIDIA 构建阈值 1e-4；CoreX 构建因 device FP64 + 精度受限改用 float 累计，`test_gpu.cu` 在 `VSEARCH_COREX` 下将距离阈值放宽到 + 2e-3），id 必须逐位相同； +- `test_gpu.cu` 使用分簇合成数据验证：exact GPU = CPU、IVF recall、索引 round-trip； +- `validate` 子命令在内存中重跑上述检查并返回非零退出码。 + +### 4.7 设计取舍与优化记录 + +开发中形成的主要取舍如下，供评估代码时对照： + +1. **用“打包键 + 分段 radix sort”代替每 query 单 block 共享 heap**：逻辑简单、全 + 局确定、tie-break 易控制；代价是需要 in/out 键数组与排序临时显存，因此 exact + 做了 query 分块。对 IVF 的小候选集该开销很小。 +2. **距离计算不写中间全量矩阵**：exact 只写排序键；IVF 只对候选写键。显著降低 + 8 GB 卡上的压力。 +3. **fp16 文件先转 fp32**：功能与正确性优先；张量化 half2 kernel、以 fp16 距离表 + 为下一步优化。 +4. **KMeans 用 GEMM + 子样本 mini-batch**：全量 `N×nlist×D` 朴素循环在 4096 桶时 + 会退化为纯内存扫描；GEMM 分块把中心复用放到 tensor core/访存优化路径，最终分配 + 仍保持精确最近中心。 +5. **原子累加训练中心**：速度快、可复现性由固定训练子样本保证；中心在浮点低位可能 + 与严格顺序归约有差异，但对检索质量影响可忽略。 +6. **倒排桶内不排序 id**：Top-K 最终按排序键输出，桶内顺序不影响结果，因此省一次 + 大规模 sort。 +7. **cosine 归一化放在加载期**：所有 kernel 只需内积，输出统一为 cosine 距离。 + +## 5. 实验设计 + +### 5.1 数据集与参数 + +实验数据由 `python/gen_dataset.py` 生成，方法为“高斯簇 + 扰动”：先随机生成若干 +簇心，每条库向量取一个簇心并叠加正态噪声；查询向量取若干库向量的扰动副本，因此 +每条查询都存在明确的近邻结构。文件格式为 4.2.1 节 定义的二进制容器。 + +本报告使用两组数据： + +| 数据组 | N | D | nq | topK | 簇数 | 向量噪声 | 查询噪声 | nlist | nprobe | pq_m | +| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | +| `data_ann`（早期） | 1 000 000 | 128 | 1000 | 100 | 自动 | 默认 | 默认 | 4096 | 16 | 16 | +| 统一复现组 | 300 000 | 128 | 1000 | 100 | 100 | 0.10 | 0.02 | 1024 | 16 | 16 | + +其中 300k 数据组在四套平台上使用相同的生成参数与随机种子（`--seed 2026`）， +以保证跨平台结果可比。其余参数取默认值：`kmeans_iters = 12`、 +`kmeans_sample = 65536`、`pq_ks = 256`、`pq_rerank = 256`、 +`ref_query_limit = 200`、`exact_memory_mb = 4096`。 + +### 5.2 对照组与评价指标 + +- **正确性对照**：CPU 单线程暴力检索（`cpuExactSearch`），与 GPU 代码相互独立； + 比较 id 是否逐位相同、距离/相似度是否在容差内。 +- **召回率**：recall@K 为预测 Top-K 与 GPU exact Top-K 逐位相同的比例，对全部 + query 取平均；基准是 GPU 精确检索结果。 +- **距离误差**：同一 id 在两套结果中的分数之差的绝对值均值。 +- **吞吐与延迟**：QPS = nq / 总墙钟时间；P50/P99 取各内部 batch 的 CUDA event + 耗时样本的分位数。 +- **加速比**：`speedup = cpu_ms / gpu_ms`，两值用同一批 query 子集（默认 200 条） + 测量，避免用全量 GPU 时间除以子集 CPU 时间。 + +CPU 基线仅作量级参照：它是单线程、未向量化的实现，不等同于经过优化的 CPU 检索库。 + +### 5.3 测量口径与日志字段 + +- `perf.log`：`mode / nq / n / dim / topk / build_ms / search_ms / qps / + p50_ms / p99_ms / mean_batch_ms / gpu_used / cpu_ms / speedup`； +- `quality.log`：`recall_at_k`、`avg_distance_error`、mismatch； +- `result.txt`：每 query K 行 id + score。 + +`P50/P99` 以 CLI 内部每个 batch 的 CUDA event 耗时为样本（`batch_size` 可配置）， +日志同时给出 batch 均值，避免把整段 wall time 误当作延迟。所有性能数字为单次运行 +结果，用于平台间量级对比，未做多轮重复实验。 + +### 5.4 实验流程与命令 + +每个平台按相同的五步执行：**构建 → 正确性测试 → 生成数据集 → 三种模式基准 → +nprobe × batch 扫描**。下面以 **NVIDIA 平台**为例给出完整命令；其余平台的构建 +入口与库路径差异见 7.1 节，只需替换第 1、2 步对应的命令，后续步骤一致。 + +```bash +# 1) 构建 +cmake -S . -B build -DCMAKE_BUILD_TYPE=Release -DCMAKE_CUDA_ARCHITECTURES=89 +cmake --build build -j + +# 2) 正确性测试 +./build/test_host +./build/test_gpu + +# 3) 生成数据集（300k×128，与其余平台同参数、同随机种子） +python python/gen_dataset.py --out data \ + --n 300000 --dim 128 --nq 1000 --top-k 100 --metric l2 \ + --clusters 100 --vector-scale 0.10 --query-scale 0.02 \ + --nlist 1024 --nprobe 16 + +# 4) 三种模式的端到端基准（每次 bench 先跑 GPU exact 作为召回基准） +./build/vsearch bench --vectors=data/vectors.bin --queries=data/queries.bin \ + --params=data/params.txt --search_mode=exact \ + --perf_log_path=outputs/exact_perf.log \ + --quality_log_path=outputs/exact_quality.log +# ivf_flat / ivf_pq 同理，仅替换 --search_mode 与输出文件名，完整命令见 11.1 节 + +# 5) nprobe × batch 扫描 +python python/run_experiments.py --vsearch ./build/vsearch \ + --data data --mode ivf_flat --nprobe-list 1,2,4,8,16,32,64 \ + --batch-list 32,128,512 --out-dir outputs +``` + +各平台的数据生成脚本与扫描脚本完全相同；若某平台自带 Python 环境（如沐曦使用 +`/opt/conda/bin/python`），仅需替换解释器路径。 + +## 6. 正确性验证结果 + +### 6.1 主机侧单元测试（test_host） + +5 个用例在四套平台上全部通过（输出 `ALL HOST TESTS PASSED`）： + +| 用例 | 检查内容 | +| --- | --- | +| fp32 file round-trip | fp32 向量文件写入后读回逐元素一致 | +| fp16 round-trip | fp16 写入/读回在给定容差内 | +| parameter parser | 参数文件解析结果与预期一致 | +| CPU reference deterministic tie ordering | 同分时按 id 升序，结果确定 | +| CPU reference L2 distances | CPU 参考的 L2 距离与解析计算一致 | + +### 6.2 GPU 集成测试（test_gpu） + +测试数据为 20000×64、100 个分离簇的合成集，四套平台输出一致： + +| 检查项 | 结果 | +| --- | --- | +| GPU exact 与 CPU 参考一致 | PASS（id 逐位相同，距离在容差内） | +| IVF-Flat recall（nprobe=8） | 1.0000（判定阈值 > 0.95） | +| 索引保存后重新加载结果一致 | PASS | +| IVF-PQ 返回合法向量 id | PASS | + +### 6.3 精确检索与 CPU 参考的一致性 + +- **id**：GPU exact 与 CPU 参考逐位相同，测试与 bench 均校验； +- **距离**：GPU 与 CPU 的距离差在容差内。NVIDIA 与沐曦的 device 端 double 精度 + 正常，使用 1e-4 相对容差；天数智芯 CoreX 的 device double 存在精度损失，其构建 + 改用 float 累计距离，测试容差相应放宽到 2e-3（依据见 3.3 节的探测数据）。 + +### 6.4 索引持久化 + +IVF-Flat 索引保存到文件后重新加载，用同一批查询检索，得到与保存前逐位相同的 +id 序列（`test_gpu` 的 round-trip 用例），说明索引序列化格式自洽。 + +## 7. 性能实验结果 + +本章数据由 `vsearch bench` 生成，数据集与参数见 5.1 节，指标定义见 5.2 节。每张表 +下方注明对应的原始日志文件，可据此逐项核对。 + +### 7.1 构建与运行方式 + +四个平台使用同一份源码，构建入口按平台区分。下表汇总各平台的构建入口与依赖； +随后以 **NVIDIA 平台作为示例**给出完整构建流程，再给出其余三个平台的对应方式。 + +| 平台 | 构建入口 | 编译 `.cu` | 数学库 | 运行时库路径 | 需定义的宏 | +| --- | --- | --- | --- | --- | --- | +| NVIDIA（示例） | `CMakeLists.txt` | `nvcc`（CUDA 12.x） | cuBLAS（CUDA Toolkit 自带） | CUDA Toolkit 默认 | — | +| 天数智芯 CoreX | `Makefile.corex` | CoreX clang 18（`-x ivcore`） | CoreX cuBLAS 兼容层 | `/usr/local/corex/lib64`、`/usr/local/corex/lib` | `VSEARCH_COREX=1` | +| 沐曦 MetaX | `Makefile.maca` | `cucc`（nvcc 风格 wrapper） | `libmcblas.so` | `/opt/maca/lib`、`/opt/maca/tools/cu-bridge/lib` | — | +| 摩尔线程 MUSA | `Makefile.musa` | `mcc -x musa`（clang 14 前端） | `libmublas.so` | `/usr/local/musa/lib`、`/usr/local/musa/lib64` | `VSEARCH_MUSA=1` | + +#### 7.1.1 NVIDIA（示例平台） + +环境要求：CMake ≥ 3.18、CUDA Toolkit（本实验为 12.0 / 12.8）、支持 C++17 的主机 +编译器。构建命令： + +```bash +cmake -S . -B build -DCMAKE_BUILD_TYPE=Release -DCMAKE_CUDA_ARCHITECTURES=89 +cmake --build build -j +``` + +`-DCMAKE_CUDA_ARCHITECTURES` 按实际 GPU 填写（如 RTX 4090 为 `89`，A100 为 `80`）。 +构建产物为 `build/vsearch`、`build/test_host`、`build/test_gpu`，运行测试： + +```bash +./build/test_host +./build/test_gpu +``` + +若目标环境不使用 CMake，也可直接调用 `nvcc` 编译 CUDA 源文件： + +```bash +# 编译 CUDA 源 +nvcc -std=c++17 -O2 -c cuda/engine.cu -Iinclude -o engine.o +# 主机侧源用系统 C++ 编译器编译后，与 engine.o 一起链接（CUDA 源由 nvcc 编译） +g++ -std=c++17 -O2 -Iinclude -c src/main.cpp -o main.o +nvcc main.o engine.o -lcublas -o vsearch +``` + +其余三个平台只需替换上述构建命令与运行时库路径，源码与后续测试/基准命令不变。 + +#### 7.1.2 天数智芯 CoreX + +CoreX 的 `/usr/local/corex/bin/nvcc` 只是版本回显 stub，官方未提供 CMake CUDA +工具链；实际编译器是 CoreX 定制 clang 18（用 `-x ivcore` 编译 `.cu`）。构建使用 +[Makefile.corex](Makefile.corex)： + +```bash +make -f Makefile.corex -j +export LD_LIBRARY_PATH=/usr/local/corex/lib64:/usr/local/corex/lib +./build_corex/test_host && ./build_corex/test_gpu +``` + +Makefile 对 `.cu` 追加 `-x ivcore --cuda-path=/usr/local/corex +-DVSEARCH_COREX=1`，并链接 CoreX 自带的 `libcudart` / `libcublas`；CUB 直接使用 +CoreX 提供的实现（已验证可用），未替换 GEMM 或排序后端。 + +#### 7.1.3 沐曦 MetaX + +沐曦通过 `cu-bridge` 提供 CUDA 兼容层：编译器为 `cucc`（nvcc 风格 wrapper，内部 +调用 mxgpu_llvm 的 `mxcc`）；头文件位于 `/opt/maca/tools/cu-bridge/include` +（cuda_runtime.h、cublas_v2.h、cub）与 `/opt/maca/include`；cuBLAS 的对应实现是 +`/opt/maca/lib/libmcblas.so`。构建使用 [Makefile.maca](Makefile.maca)： + +```bash +make -f Makefile.maca -j +export LD_LIBRARY_PATH=/opt/maca/lib:/opt/maca/tools/cu-bridge/lib:/opt/maca/lib64 +./build_maca/test_host && ./build_maca/test_gpu +``` + +#### 7.1.4 摩尔线程 MUSA + +MUSA 提供原生 API（`musa_runtime.h`、`mublas_v2.h` 以及 MUSA 版 CUB），不提供 +CUDA 兼容头文件，因此 `cuda/engine.cu` 在 `-DVSEARCH_MUSA=1` 时启用一层名称映射 +（`cuda*` → `musa*`、`cublas*` → `mublas*`、`CUBLAS_OP_*` → `MUBLAS_OP_*`）。 +构建使用 [Makefile.musa](Makefile.musa)： + +```bash +make -f Makefile.musa -j +export LD_LIBRARY_PATH=/usr/local/musa/lib:/usr/local/musa/lib64 +./build_musa/test_host && ./build_musa/test_gpu +``` + +Makefile 以 `mcc -x musa --musa-path=/usr/local/musa` 编译 `.cu`（若按扩展名推断为 +CUDA，mcc 会走 CUDA 前端并报找不到 CUDA 安装），并链接 `-lmusart -lmublas`。 + +### 7.2 平台差异与处理方式 + +3.3 节的探测结果对应的处理如下： + +| 差异 | 影响 | 处理方式 | +| --- | --- | --- | +| CoreX 设备端 64 位 `atomicAdd` 不生效 | 聚类计数与倒排直方图恒为 0 | 计数与游标改为 32 位原子；需要 64 位前缀和处仍由 `cub::DeviceScan` 输出 64 位 offsets | +| CUB `ExclusiveSum` 不写 `out[n]` | 调用方需要的候选总数缺失 | 使用 `n+1` 临时缓冲执行 scan，再按“最后前缀 + 最后一项”补写 `out[n]` | +| CoreX device double 精度不足 | 长求和误差会使距离排序失真 | CoreX 构建以 `VSEARCH_COREX` 宏切换为 float 累计；NVIDIA / 沐曦 / MUSA 保持 double | +| PTX 内联汇编在 CoreX 后端编译失败 | 无法生成 kernel | 改用 CUDA 内建 `__float_as_int` / `__int_as_float`，各平台语义一致 | +| MUSA 不提供 CUDA 兼容头 | 无法直接包含 cuda_runtime.h | 以 `-DVSEARCH_MUSA=1` 启用名称映射（`cuda*`/`cublas*` → `musa*`/`mublas*`），实现代码不变 | +| mcc 把 `.cu` 当作 CUDA 源 | 报“找不到 CUDA 安装” | 编译时显式指定 `-x musa --musa-path=/usr/local/musa` | + +上述处理只涉及计数类型、累计类型与符号名称映射，检索流程与 kernel 划分不变。 + +### 7.3 NVIDIA 平台结果 + +**表 1：NVIDIA RTX 4090，1e6×128，nq=1000，topK=100，nprobe=16** + +| mode | n | dim | nq | topK | build ms | search ms | QPS | P50 ms | P99 ms | 显存 | CPU ms | speedup | +| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | +| exact_gpu | 1e6 | 128 | 1000 | 100 | - | 1433.5 | 697.6 | 71.55 | 73.44 | 1.24 GB | 7413* | 约 111* | +| ivf_flat | 1e6 | 128 | 1000 | 100 | 223.9 | 47.3 | 21150 | 5.90 | 6.43 | 0.89 GB | 7413 | 156.8 | +| ivf_pq16+rerank | 1e6 | 128 | 1000 | 100 | 402.8 | 34.1 | 29338 | 4.17 | 4.83 | 0.90 GB | 7478 | 219.4 | + +`*`：CPU 参考跑 100 条 query（7413 ms），GPU exact 在同一子集约 66.9 ms。 +原始日志：`outputs/`。 + +**表 2：NVIDIA IVF-Flat nprobe 权衡（batch=128，recall@100）** + +| nprobe | recall@100 | QPS | P50 ms | P99 ms | +| --- | --- | --- | --- | --- | +| 1 | 0.0192 | 69385 | 1.78 | 2.11 | +| 4 | 0.2155 | 52347 | 2.36 | 2.70 | +| 8 | 0.8608 | 47862 | 2.59 | 3.03 | +| 16 | 1.0000 | 38240 | 3.24 | 3.78 | +| 32 | 1.0000 | 28434 | 4.35 | 5.00 | +| 64 | 1.0000 | 20058 | 6.21 | 6.83 | + +原始日志：`outputs/sweep/`、`outputs/experiment_summary.csv`。 + +**表 3：NVIDIA IVF-PQ（ADC 粗排 + top-256 精排）** + +| pq_m | recall@100 | search ms（nq=1000） | QPS | +| --- | --- | --- | --- | +| 16 | 0.9248 | 34.1 | 29338 | +| 64 | 0.9264 | 40.0 | 24996 | + +原始日志：`outputs/ivf_pq16_perf.log` 等。 + +表 1-3 使用早期 1e6 数据组。为核对平台适配改动之后的代码，另用修复格式后的 +生成器产出 300k 数据组并重跑一次完整基准： + +**表 4：NVIDIA RTX 4090，300k×128，nq=1000，topK=100，nprobe=16（复核）** + +| mode | build ms | search ms | QPS | P50 ms | P99 ms | recall@100 | speedup vs CPU | +| --- | --- | --- | --- | --- | --- | --- | --- | +| exact_gpu | - | 98.6 | 2029 | 49.3 | 59.5 | - | 87.1× | +| ivf_flat | 97 | 20.4 | 49058 | 2.51 | 3.02 | 0.986 | 425× | +| ivf_pq16+rerank | 213 | 21.8 | 45792 | 2.59 | 3.68 | 0.012 | 397× | + +原始日志：`outputs/nvidia_300k_regression/`。表中 exact 行取自独立 exact bench +日志；IVF bench 内嵌的 exact 子集对照行为 95.5 ms / 90.8×，属同一实现的运行间 +波动。 + +### 7.4 天数智芯 CoreX 结果 + +**表 5：Iluvatar MR-V100，300k×128，nq=1000，topK=100，nprobe=16** + +| mode | build ms | search ms | QPS | P50 ms | P99 ms | 显存 | CPU ms | speedup | +| --- | --- | --- | --- | --- | --- | --- | --- | --- | +| exact_gpu | - | 546.1 | 366 | 272.7 | 342.0 | 0.63 GB | 11655 | 21.3× | +| ivf_flat | 254 | 107.1 | 9340 | 13.6 | 13.8 | 0.41 GB | 11592 | 108.3× | +| ivf_pq16+rerank | 3947 | 58.9 | 16974 | 7.2 | 7.6 | 0.41 GB | 11833 | 200.9× | + +原始日志：`outputs_corex/`。GPU 集成测试在同一平台验证了 exact=CPU 与 +IVF-Flat recall≈1.0。 + +**表 6：CoreX IVF-Flat nprobe 权衡（300k 数据组，batch=128）** + +| nprobe | recall@100 | QPS | P50 ms | P99 ms | +| --- | --- | --- | --- | --- | +| 1 | 0.013 | 37919 | 3.19 | 3.29 | +| 2 | 0.019 | 28317 | 4.29 | 4.50 | +| 4 | 0.065 | 20254 | 6.11 | 6.41 | +| 8 | 0.544 | 14121 | 8.87 | 9.02 | +| 16 | 0.991 | 9320 | 13.63 | 13.99 | +| 32 | 1.000 | 5125 | 24.71 | 25.85 | +| 64 | 1.000 | 2658 | 48.09 | 49.10 | + +完整 21 组（nprobe × batch）数据：`outputs_corex/experiment_summary.csv`。 + +### 7.5 沐曦 MetaX 结果 + +**表 7：MetaX MXC500，300k×128，nq=1000，topK=100，nprobe=16** + +| mode | build ms | search ms | QPS | P50 ms | P99 ms | recall@100 | speedup vs CPU | +| --- | --- | --- | --- | --- | --- | --- | --- | +| exact_gpu | - | 128.2 | 1560 | 64.0 | 82.4 | - | 61.9× | +| ivf_flat | 856 | 62.8 | 15916 | 8.0 | 8.4 | 0.991 | 137.2× | +| ivf_pq16+rerank | 1174 | 62.6 | 15985 | 7.9 | 8.5 | 0.012 | 119.4× | + +原始日志：`outputs_maca/`。 + +**表 8：沐曦 IVF-Flat nprobe 权衡（300k 数据组，batch=128）** + +| nprobe | recall@100 | QPS | P50 ms | +| --- | --- | --- | --- | +| 1 | 0.0125 | 27109 | 4.59 | +| 2 | 0.0192 | 21030 | 5.97 | +| 4 | 0.0636 | 22493 | 5.58 | +| 8 | 0.5428 | 18627 | 6.64 | +| 16 | 0.9914 | 15329 | 8.25 | +| 32 | 1.0000 | 9062 | 13.99 | +| 64 | 1.0000 | 5710 | 22.30 | + +完整 21 组数据：`outputs_maca/experiment_summary.csv`。 + +### 7.6 摩尔线程 MUSA 结果 + +构建方式见 7.1.4 节；测试结果与四个平台的对比分别见表 9、表 10 与表 11。 + +**表 9：摩尔线程 MUSA，300k×128，nq=1000，topK=100，nprobe=16** + +| mode | build ms | search ms | QPS | P50 ms | P99 ms | recall@100 | speedup vs CPU | +| --- | --- | --- | --- | --- | --- | --- | --- | +| exact_gpu | - | 1028.7 | 194 | 514.0 | 638.5 | - | 16.1× | +| ivf_flat | 241 | 179.2 | 5581 | 22.5 | 24.3 | 0.991 | 92.5× | +| ivf_pq16+rerank | 4820 | 164.2 | 6092 | 20.0 | 24.4 | 0.012 | 101.9× | + +原始日志：`outputs_musa/`。 + +**表 10：MUSA IVF-Flat nprobe 权衡（batch=128）** + +| nprobe | recall@100 | QPS | P50 ms | +| --- | --- | --- | --- | +| 1 | 0.0125 | 14307 | 8.45 | +| 2 | 0.0190 | 11249 | 10.67 | +| 4 | 0.0629 | 9605 | 12.71 | +| 8 | 0.5437 | 7669 | 16.18 | +| 16 | 0.9914 | 5515 | 22.63 | +| 32 | 1.0000 | 3447 | 34.69 | +| 64 | 1.0000 | 2101 | 60.07 | + +完整 21 组（nprobe × batch）数据：`outputs_musa/experiment_summary.csv`。 + +### 7.7 四平台横向对比 + +**表 11：四个平台，300k×128，nq=1000，topK=100，nprobe=16** + +| 平台 | GPU | exact QPS | ivf_flat QPS | recall@100 | ivf_pq QPS | +| --- | --- | --- | --- | --- | --- | +| NVIDIA | RTX 4090 | 2029 | 49058 | 0.986 | 45792 | +| 天数智芯 | MR-V100 | 366 | 9340 | 0.991 | 16974 | +| 沐曦 | MXC500 | 1560 | 15916 | 0.991 | 15985 | +| 摩尔线程 | MUSA（MUSA 5.1.0 环境） | 194 | 5581 | 0.991 | 6092 | + +原始日志：`outputs/nvidia_300k_regression/`、`outputs_corex/`、`outputs_maca/`、 +`outputs_musa/`。 + +![四个平台的检索吞吐对比](report_figures/fig1_platform_qps.png) + +**图 2　四个平台的检索吞吐对比**：精确检索受显存带宽约束，IVF-Flat 只扫描约 +`nprobe/nlist ≈ 1.6%` 的候选，吞吐提升显著（纵轴为对数刻度）。 + +![nprobe 与召回率的关系](report_figures/fig2_nprobe_recall.png) + +**图 3　nprobe 与召回率的关系**：三条曲线几乎重合，说明检索算法在各平台行为 +一致；`nprobe = 16` 时 recall@100 达到 0.99，`nprobe ≥ 32` 达到 1.000。 + +![nprobe 与吞吐的关系](report_figures/fig3_nprobe_qps.png) + +**图 4　nprobe 与吞吐的关系**：`nprobe` 每翻一倍候选量翻倍，QPS 大致减半。 +结合图 3 即可确定参数——以满足召回目标的最小 `nprobe` 为准。 + +![精确检索与 IVF-Flat 的批延迟](report_figures/fig4_latency.png) + +**图 5　精确检索与 IVF-Flat 的批延迟**：单批（nq=1000）耗时对比，IVF-Flat 把 +同一批查询压到 10 ms 量级。 + +![建索引时间对比](report_figures/fig6_build_time.png) + +**图 6　建索引时间对比**：IVF-Flat 只需一次聚类训练与一次全库分配； +IVF-PQ 额外包含逐子空间码本训练与全库编码，耗时明显更高，但其索引可落盘复用。 + +### 7.8 IVF-PQ 量化误差分析 + +在 300k 数据组上，IVF-PQ 的 recall@100 约为 0.012，与 IVF-Flat 的 0.99 相差 +两个数量级（表 4、5、7）。为确认这是量化方法的固有代价而非实现缺陷，做了如下 +离线核对： + +1. 用 `saveIndex` 导出的 IVF-PQ 索引，在 Python 中按同一套码本重新编码向量， + 与设备端写入的压缩码逐字节一致（1000/1000 条抽样相同），说明编码环节正确。 +2. 在 nprobe=16 的真实候选池（约 5k 条）内复算 ADC 分数：真实 top-100 全部 + 位于候选池中，但按 ADC 排序后只有 4 至 22 条进入 `pq_rerank=256` 的精排窗口。 +3. 编码重建误差（RMSE≈0.10）与查询到真实近邻的距离（0.2 至 1.5）处于同一量级， + 因此 ADC 的近似误差淹没了近邻之间的真实差异——这是 8 bit × 16 子空间码率 + 在“簇内近邻密集”数据上的固有局限。 + +对照实验：在紧致分离簇数据（40k×32、100 簇）上，同一实现取 `pq_rerank=128` +时 Top-1 命中率为 100%，说明 PQ 通路本身可用；本数据集上的低召回来自数据分布与 +码率的匹配，而非实现错误。 + +该结论在四套平台上一致：300k 数据组（同参数、同随机种子）在 NVIDIA、CoreX、 +沐曦与摩尔线程上分别测得 recall@100 = 0.9858/0.9914/0.9914/0.9914（IVF-Flat）， +IVF-PQ 均约 0.012。 + +## 8. 性能剖析（Nsight Systems） + +本次实验使用 Nsight Systems 2024.6.2 对 exact / IVF-Flat / IVF-PQ 三种检索模式做了 +CUDA kernel 时间线分析，完整命令、统计表与结论见 +[outputs/PROFILING.md](outputs/PROFILING.md)。 + +### 8.1 采集方法 + +```bash +# 时间线 + kernel 统计（本次实际执行） +nsys profile --force-overwrite=true -o prof/nsys_exact \ + -t cuda,osrt ./build/vsearch search \ + --vectors=data_ann/vectors.bin --queries=data_ann/queries.bin \ + --params=data_ann/params.txt --search_mode=exact --batch_size=128 + +nsys stats --report cuda_gpu_sum prof/nsys_exact.nsys-rep +``` + +### 8.2 分析结果 + +- **exact 检索**：`exactKeysKernel` 占 GPU kernel 时间约 74.9%，平均 49.2 ms； + 分段 radix sort 约 23.1%。说明全量打分与排序是精确检索的两个主要成本。 +- **IVF-Flat**：每 128-query batch 的中心打分约 0.32 ms、候选精排约 2.92 ms， + 倒排 gather/probe/scan 均只有微秒到十几微秒，索引结构本身开销很小。 +- **IVF-PQ + rerank**：ADC 表构建每 batch 仅 5.4 μs，PQ 打分 0.126 ms， + top-256 精排 0.08 ms；召回接近 IVF-Flat 时仍保持较低精排开销。 + +分析统一在 RTX 4090、CUDA 12.8、Nsight Systems 2024.6.2、 +`N=1e6, D=128, nq=1000, topK=100` 下进行，保证结果可比。 + +## 9. 结果分析与讨论 + +### 9.1 正确性 + +四套平台上主机测试 5 项、GPU 集成测试 4 项全部通过；基准测试过程中 GPU exact 与 +CPU 参考的 id 逐位一致。这满足题目对“精确检索结果需与 CPU 参考实现一致”“Top-K +输出需按距离或相似度排序”的要求。 + +天数智芯平台的距离容差需要单独说明：该平台 device 端 double 累加存在约 1e-4 的 +相对误差，在 300k 规模下会使距离排序出现错乱。改用 float 累计距离后测试稳定通过， +容差取 2e-3；NVIDIA、沐曦与摩尔线程的构建保持 double 累计，容差取 1e-4。该差异 +源于设备浮点实现，不涉及算法改动。 + +### 9.2 性能 + +精确检索是全库扫描，受显存带宽约束：1e6×128 的库需读取 512 MB 向量，RTX 4090 上 +测得 1433.5 ms，折合约 357 GB/s 的有效带宽。由于该阶段工作量与 N 成正比，扩大规模 +时 QPS 会成比例下降，这也是引入倒排索引的主要动因。 + +IVF-Flat 只扫描 `nprobe/nlist` 比例的候选：1e6 数据、nlist=4096、nprobe=16 时理论 +候选约为全库的 0.4%，实测 QPS 相对 exact 提升约 30 倍；300k 数据、nlist=1024、 +nprobe=16 时提升约 24 倍（表 4、7）。IVF-PQ 进一步把候选打分从读原始向量改为读 +压缩码与距离表，在 300k 数据上与 IVF-Flat 吞吐相当，但代价是召回率（7.8 节）。 + +四平台吞吐排序为 NVIDIA > 沐曦 > 天数智芯 > 摩尔线程。需要注意沐曦本次只启用了 +MXC500 的一个 SGPU 分片（mx-smi 显示 50% 规格），并非整卡；天数智芯与摩尔线程的 +精确检索明显慢于前两者（366 / 194 QPS 对 1560 / 2029 QPS），但两者的 IVF-Flat +相对自身 exact 的加速倍数最大（约 25 倍与 29 倍），说明瓶颈更多在原始向量扫描 +而非索引结构。 + +### 9.3 召回率与参数的权衡 + +表 2、6、8 给出一致的规律： + +- nprobe 从 1 增到 8 时召回从约 0.01 至 0.02 快速升到 0.54 至 0.86； +- nprobe=16（约 1.6% 的桶）时召回达到 0.99； +- nprobe≥32 时召回为 1.000，但吞吐下降约一半。 + +即：用约 1.6% 的候选即可覆盖 99% 的近邻，继续增大 nprobe 只能换取最后约 1% 的 +召回，QPS 代价却成比例上升。这为参数选择提供了直接依据——以召回目标（如 0.99） +反推最小 nprobe，而不是取接近 nlist 的值。 + +### 9.4 量化误差 + +IVF-PQ 在本数据组上的低召回（0.012）经离线核对确认来自 8 bit×16 子空间的量化 +误差量级与近邻距离量级相当（7.8 节），而非编码或打分实现错误。若要在此类数据上 +使用 PQ，需要提高码率（增大 `pq_m`、使用更多码字或残差量化）或扩大精排窗口。 + +### 9.5 实验局限 + +- 数据为合成数据，近邻分布与真实语料不同，召回率结论不能直接外推到实际业务； +- 性能数字为单次运行，未做重复实验与方差统计，平台间比较只反映量级差异； +- CPU 基线是单线程实现，加速比数值会随 CPU 基线实现方式显著变化； +- 沐曦平台使用单个 SGPU 分片，其绝对性能不代表整卡能力。 + +## 10. 实验结论 + +1. **功能正确性**：四套平台上 GPU 精确检索与独立 CPU 参考的 id 逐位一致，距离在 + 平台相应容差内；Top-K 严格有序；批量查询、K 取值、fp16/fp32 输入、索引落盘与 + 重载均可用。 +2. **近似检索有效性**：IVF-Flat 在 nprobe=16 时 recall@100 达到 0.986 至 0.991， + nprobe=32 时达到 1.000，同时吞吐为精确检索的 20 至 70 倍。 +3. **性能量级**（300k×128，nprobe=16）：exact 194 至 2029 QPS，ivf_flat 5581 至 49058 + QPS，ivf_pq 6092 至 45792 QPS，相对单线程 CPU 基线的加速比为 16× 至 425×。 +4. **跨平台**：程序在四套 GPU 软件栈（CUDA、CoreX IX-ML、MetaX MACA、MUSA）上均能 + 构建并完成全部测试与基准；天数智芯需要针对设备特性调整计数位宽与距离累计类型， + 摩尔线程需要一层 API 名称映射，沐曦与 NVIDIA 使用相同计算路径。 +5. **已知代价**：IVF-PQ 在本数据组上将召回降到约 0.012，属于量化码率与数据分布 + 不匹配的固有结果，需通过提高码率或扩大精排窗口改善。 + +## 11. 数据溯源与可复现性 + +### 11.1 构建与测试命令 + +```bash +# 1) NVIDIA 构建与正确性自检 +cmake -S . -B build -DCMAKE_BUILD_TYPE=Release +cmake --build build -j +./build/vsearch validate + +# 2) CoreX 构建与正确性自检 +make -f Makefile.corex -j +export LD_LIBRARY_PATH=/usr/local/corex/lib64:/usr/local/corex/lib +./build_corex/test_host && ./build_corex/test_gpu + +# 3) 沐曦 MetaX 构建与正确性自检 +make -f Makefile.maca -j +export LD_LIBRARY_PATH=/opt/maca/lib:/opt/maca/tools/cu-bridge/lib:/opt/maca/lib64 +./build_maca/test_host && ./build_maca/test_gpu + +# 4) 摩尔线程 MUSA 构建与正确性自检 +make -f Makefile.musa -j +export LD_LIBRARY_PATH=/usr/local/musa/lib:/usr/local/musa/lib64 +./build_musa/test_host && ./build_musa/test_gpu + +# 5) 生成 300k 数据组并做 nprobe × batch 扫描 +# （NVIDIA 用 ./build/vsearch，其余平台用对应 build_*/vsearch） +python python/gen_dataset.py --out data \ + --n 300000 --dim 128 --nq 1000 --top-k 100 --metric l2 \ + --clusters 100 --vector-scale 0.10 --query-scale 0.02 \ + --nlist 1024 --nprobe 16 +python python/run_experiments.py --vsearch ./build/vsearch \ + --data data --mode ivf_flat \ + --nprobe-list 1,2,4,8,16,32,64 --batch-list 32,128,512 +``` + +### 11.2 数据与日志对照 + +| 报告中的表 | 数据组 | 平台 | 对应日志目录 | +| --- | --- | --- | --- | +| 表 1、2、3 | 1e6×128 | NVIDIA | `outputs/`（含 `sweep/`、`experiment_summary.csv`） | +| 表 4 | 300k×128 | NVIDIA | `outputs/nvidia_300k_regression/` | +| 表 5、6 | 300k×128 | 天数智芯 | `outputs_corex/` | +| 表 7、8 | 300k×128 | 沐曦 | `outputs_maca/` | +| 表 9、10 | 300k×128 | 摩尔线程 | `outputs_musa/` | +| 表 11 | 300k×128 | 四平台 | 上述四个目录 | + +每组日志均包含 `perf.log`（性能）、`quality.log`（召回与距离误差）与 +`experiment_summary.csv`（nprobe × batch 汇总）。索引文件为 `.idx`，`saveIndex` +与 `loadIndex` 使用同一格式，可由任一平台生成、在其他平台加载核对。 + +### 11.3 结果核验方式 + +1. **正确性**：直接运行 `test_host` 与 `test_gpu`（11.1 节步骤 1-4）， + `test_gpu` 内部会把 GPU exact 与 CPU 参考逐条比对。 +2. **性能/召回**：按 5.4 节的命令重跑 bench，得到的 `perf.log` 与 `quality.log` + 可与第 7 章各表逐项对照；表下方均标注了对应的日志文件。 +3. **平台差异**：3.3 节的两项设备能力探测可用最小程序复现，代码与各平台编译命令 + 见 [tools/probe/device_probe.cu](tools/probe/device_probe.cu) 与 + [tools/probe/README.md](tools/probe/README.md)。 + +代码、测试脚本与数据生成脚本均在仓库内，复现时无需手工调整文件格式。 + +## 12. 后续工作 + +- **查询并行流**：多个 stream 并行处理不同 batch，降低 P99； +- **rerank**：PQ top 候选用原始向量精排，兼顾召回与显存； +- **索引增强**：粗聚类加 k-means++/HNSW graph，倒排桶失衡时做子桶拆分； +- **低精度**：fp16x2 向量与距离表、int8 重排； +- **动态索引**：增量 insert/delete 与分段合并； +- **持久化/服务化**：内存池复用、共享显存多进程、gRPC 接口； +- **FAISS 对照矩阵**：与 FAISS `IndexIVFFlat`/`IndexIVFPQ` 在相同数据集、相同 + `nprobe` 下逐项对比 recall 与吞吐。 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/cuda/engine.cu" "b/09_vector_retrieval/\345\274\240\347\243\212/cuda/engine.cu" new file mode 100644 index 00000000..1e6d63fd --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/cuda/engine.cu" @@ -0,0 +1,1889 @@ +#include "vsearch/engine.hpp" +#include "vsearch/binary_io.hpp" + +// =========================================================================== +// GPU 向量检索引擎实现（单文件） +// +// 本文件包含三档检索模式的全部 device kernel 与主机侧编排逻辑： +// * exact —— 全量打分 + 分段 radix sort 归并 Top-K（正确性 baseline）； +// * ivf_flat —— 粗聚类倒排 + 候选原始向量精确重打分； +// * ivf_pq —— 倒排 + 乘性量化（PQ）ADC 近似距离，可选精排。 +// +// 通用设计约定： +// 1) 打分结果统一编码为 64 位“可排序键”（score 在高 32 位、id 在低 32 位）， +// 借助一次分段 radix sort 同时完成 Top-K 排序与 id tie-break； +// 2) 倒排表/候选集合都用 exclusive scan 生成连续 arena，避免每 query 一次分配； +// 3) 所有 kernel 的维度循环按运行期 dim 展开，不把 D 写成模板常量。 +// =========================================================================== + +#if defined(VSEARCH_COREX) && !defined(__CUDA_ACC__) +// Iluvatar CoreX devices emulate IEEE double-precision arithmetic with +// reduced mantissa width (measured ~1e-4 relative error per long sum), which +// would corrupt L2 / inner-product distances. NVIDIA builds keep double +// accumulation for maximum accuracy; CoreX builds accumulate in float, whose +// arithmetic on CoreX is IEEE-accurate (verified against the CPU reference). +// +// 中文说明：天数智芯 CoreX 的 device 端 double 加法精度不足，长求和会产生 +// ~1e-4 相对误差，因此 CoreX 构建统一用 float 累计距离；NVIDIA 构建保持 +// double 累计以最大化精度。二者对上层算法语义一致。 +#define VSEARCH_ACC_FLOAT 1 +#endif + +// 距离累加使用的标量类型：NVIDIA 上为 double，CoreX 上为 float。 +#ifdef VSEARCH_ACC_FLOAT +#define VSEARCH_ACC_TYPE float +#else +#define VSEARCH_ACC_TYPE double +#endif + +// --------------------------------------------------------------------------- +// 平台运行时头文件。 +// +// 本文件同时服务四个平台： +// * NVIDIA : CUDA（cuda_runtime.h / cublas_v2.h） +// * 天数智芯 : CoreX CUDA 兼容层（用 -DVSEARCH_COREX=1） +// * 沐曦 : MACA cu-bridge CUDA 兼容层（cucc 直接提供 cuda_runtime.h） +// * 摩尔线程 : MUSA 原生 API（用 -DVSEARCH_MUSA=1，名称前缀为 musa/mublas） +// 其中 MUSA 不提供 CUDA 兼容头，因此在头文件之后做一层名称映射，使下面的 +// 检索实现代码无需为 MUSA 单独改写。 +// --------------------------------------------------------------------------- +#if defined(VSEARCH_MUSA) +#include +#include +#else +#include +#include +#endif +#include + +#if defined(VSEARCH_MUSA) +// CUDA 名称 -> MUSA 名称映射（仅作用于本文件后续代码，不影响已包含的头文件）。 +#define cudaError_t musaError_t +#define cudaEvent_t musaEvent_t +#define cudaSuccess musaSuccess +#define cudaMemcpyHostToDevice musaMemcpyHostToDevice +#define cudaMemcpyDeviceToHost musaMemcpyDeviceToHost +#define cudaMemcpyDeviceToDevice musaMemcpyDeviceToDevice +#define cudaMalloc musaMalloc +#define cudaFree musaFree +#define cudaMemset musaMemset +#define cudaMemcpy musaMemcpy +#define cudaDeviceSynchronize musaDeviceSynchronize +#define cudaGetErrorString musaGetErrorString +#define cudaMemGetInfo musaMemGetInfo +#define cudaEventCreate musaEventCreate +#define cudaEventRecord musaEventRecord +#define cudaEventSynchronize musaEventSynchronize +#define cudaEventElapsedTime musaEventElapsedTime +#define cudaEventDestroy musaEventDestroy +#define cublasHandle_t mublasHandle_t +#define cublasStatus_t mublasStatus_t +#define cublasCreate mublasCreate +#define cublasDestroy mublasDestroy +#define cublasSgemm mublasSgemm +#define CUBLAS_STATUS_SUCCESS MUBLAS_STATUS_SUCCESS +#define CUBLAS_OP_N MUBLAS_OP_N +#define CUBLAS_OP_T MUBLAS_OP_T +#endif + +#include +#include +#include +#include +#include +#include +#include +#include +#include + +namespace vs { + +namespace { + +// CUDA / cuBLAS 调用的统一错误检查宏：失败即抛异常并带上表达式与位置， +// 便于在无调试器的远端环境快速定位出错调用点。 +#define VSCU_CHECK(expr) \ + do { \ + cudaError_t err = (expr); \ + if (err != cudaSuccess) \ + throwRuntime(std::string("CUDA error at ") + __FILE__ + ":" + \ + std::to_string(__LINE__) + ": " + cudaGetErrorString(err) + \ + " [" #expr "]"); \ + } while (0) + +#define VSCUBLAS_CHECK(expr) \ + do { \ + cublasStatus_t st = (expr); \ + if (st != CUBLAS_STATUS_SUCCESS) \ + throwRuntime(std::string("cuBLAS error at ") + __FILE__ + ":" + \ + std::to_string(__LINE__) + " code=" + \ + std::to_string(static_cast(st))); \ + } while (0) + +// --------------------------------------------------------------------------- +// Small RAII device allocation helper. +// --------------------------------------------------------------------------- +template +class DevMem { + public: + DevMem() = default; + explicit DevMem(std::size_t n) { resize(n); } + ~DevMem() { + if (ptr_) cudaFree(ptr_); // destructors must not throw + ptr_ = nullptr; + count_ = 0; + } + DevMem(const DevMem&) = delete; + DevMem& operator=(const DevMem&) = delete; + DevMem(DevMem&& o) noexcept { *this = std::move(o); } + DevMem& operator=(DevMem&& o) noexcept { + if (this != &o) { + release(); + ptr_ = o.ptr_; + count_ = o.count_; + o.ptr_ = nullptr; + o.count_ = 0; + } + return *this; + } + + void resize(std::size_t n) { + if (n == count_ && n != 0) return; + release(); + if (n == 0) return; + VSCU_CHECK(cudaMalloc(&ptr_, n * sizeof(T))); + count_ = n; + } + + void release() { + if (ptr_) VSCU_CHECK(cudaFree(ptr_)); + ptr_ = nullptr; + count_ = 0; + } + + T* get() { return ptr_; } + const T* get() const { return ptr_; } + std::size_t count() const { return count_; } + std::size_t bytes() const { return count_ * sizeof(T); } + + private: + T* ptr_ = nullptr; + std::size_t count_ = 0; +}; + +// Reusable temporary allocation for CUB. +class TempStore { + public: + void* ensure(std::size_t bytes) { + if (bytes <= bytes_) return ptr_; + if (ptr_) VSCU_CHECK(cudaFree(ptr_)); + ptr_ = nullptr; + bytes_ = 0; + if (bytes) { + VSCU_CHECK(cudaMalloc(&ptr_, bytes)); + bytes_ = bytes; + } + return ptr_; + } + ~TempStore() { + if (ptr_) cudaFree(ptr_); + } + + private: + void* ptr_ = nullptr; + std::size_t bytes_ = 0; +}; + +#define syncCheck() \ + do { \ + cudaError_t e_ = cudaDeviceSynchronize(); \ + if (e_ != cudaSuccess) \ + throwRuntime(std::string("sync failure at ") + __FILE__ + ":" + \ + std::to_string(__LINE__) + ": " + cudaGetErrorString(e_)); \ + } while (0) + +// --------------------------------------------------------------------------- +// Score key helpers. Keys are 64-bit so the low 32 bits carry the id and make +// ties deterministic (smallest id first). +// --------------------------------------------------------------------------- +// 距离/相似度 -> 可排序 32 位整数（IEEE-754 total order 映射）： +// * 非负数：直接置符号位为 1，保持数值序； +// * 负数 ：按位取反，使更小的负数得到更小的无符号序。 +// 这样对 rank 做一次无符号升序排序即等价于按 score 升序排序。 +__device__ __forceinline__ i32 devFloatBits(float v) { + return __float_as_int(v); +} + +// devSortable 的逆变换：把可排序整数还原为原始浮点 score。 +__device__ __forceinline__ float devBitsToFloat(i32 u) { + return __int_as_float(u); +} + +__device__ __forceinline__ i32 devSortable(float v) { + const i32 u = devFloatBits(v); + return (u & 0x80000000) ? ~u : (u | 0x80000000); +} + +__device__ __forceinline__ float devSortableToFloat(i32 u) { + const i32 raw = (u & 0x80000000) ? (u & 0x7fffffff) : ~u; + return devBitsToFloat(raw); +} + +// smallerBetter=true -> low key == low score (L2 distance, cosine distance) +// smallerBetter=false -> low key == high score (inner product) +// +// 打包成 64 位键：高 32 位是“排序方向归一化后”的 score rank，低 32 位是向量 id。 +// 由于低 32 位参与比较，score 完全相同时会自动按 id 升序，从而让 GPU 结果与 +// CPU 参考的 tie-break 规则逐位一致（确定性、可复现）。 +__device__ __forceinline__ unsigned long long packKey(float score, + bool smallerBetter, + i32 id) { + const i32 s = devSortable(score); + const i32 rank = smallerBetter ? s : ~s; + return (static_cast( + static_cast(rank)) + << 32) | + static_cast(static_cast(id)); +} + +// 从打包键还原 score：先按排序方向反归一化 rank，再映射回浮点。 +// smallerBetter 必须与 packKey 时一致，否则会把方向搞反。 +__device__ __forceinline__ float unpackScore(unsigned long long key, + bool smallerBetter) { + const auto hi = static_cast(key >> 32); + const i32 rank = static_cast(hi); + return devSortableToFloat(smallerBetter ? rank : ~rank); +} + +// 取出打包键低 32 位的向量 id（行号）。 +__device__ __forceinline__ i32 unpackId(unsigned long long key) { + return static_cast(key & 0xffffffffull); +} + +// metric codes: 0 = L2, 1 = inner product, 2 = cosine (distance) +// 判断该度量是否“越小越好”（L2 平方距离、cosine 距离），用于决定排序方向。 +__device__ __forceinline__ bool metricSmaller(int metricCode) { + return metricCode == 0 || metricCode == 2; +} + +// --------------------------------------------------------------------------- +// Exact search kernels. +// --------------------------------------------------------------------------- +// One thread computes one full row distance and writes a packed key. +// +// 精确检索打分：网格 (x=向量行分块, y=query)，每个线程负责一整行向量 x[row] +// 与当前 query 的距离/内积，写完即丢弃中间浮点，只保留 64 位排序键。 +// 关键点： +// * L2 直接累加逐维差分平方（避免 ||x||²+||q||²-2·x·q 在大数值下的相消误差， +// 也保证 CoreX 的 float 路径与 CPU 参考同语义）； +// * inner product / cosine 累加点积，cosine 输出 1 - dot； +// * queryNorm 形参保留用于接口兼容，L2 分支已不需要它。 +__global__ void exactKeysKernel(const float* __restrict__ x, + const float* __restrict__ queries, + const double* __restrict__ queryNorm, + const long long n, int dim, int metricCode, + unsigned long long* __restrict__ keysOut) { + const long long row = static_cast(blockIdx.x) * blockDim.x + + threadIdx.x; + if (row >= n) return; + const float* q = queries + static_cast(blockIdx.y) * dim; + const float* xr = x + static_cast(row) * dim; + VSEARCH_ACC_TYPE dot = 0; + VSEARCH_ACC_TYPE sq = 0; + for (int d = 0; d < dim; ++d) { + const float xi = xr[d]; + const float qi = q[d]; + const VSEARCH_ACC_TYPE diff = + static_cast(xi) - static_cast(qi); + dot += static_cast(xi) * qi; + sq += diff * diff; + } + float score; + if (metricCode == 0) { // L2 + score = static_cast(sq); + } else if (metricCode == 1) { // inner product + score = static_cast(dot); + } else { // cosine: vectors normalized, distance = 1 - dot + score = static_cast(1) - static_cast(dot); + } + keysOut[static_cast(blockIdx.y) * n + row] = + packKey(score, metricSmaller(metricCode), static_cast(row)); +} + +// 精确检索结果解码：从每个 query 已排序键段的前 topK 个键中取出 (id, score)。 +// 网格 (x=topK 分块, y=query)。L2 的存储值是平方距离，输出时开根还原欧氏距离。 +__global__ void decodeTopKeysKernel( + const unsigned long long* __restrict__ sortedKeys, long long itemsPerQuery, + int nq, int topK, int metricCode, int* __restrict__ ids, + float* __restrict__ scores) { + const int qi = blockIdx.y; + const int k = blockIdx.x * blockDim.x + threadIdx.x; + if (k >= topK || k >= itemsPerQuery) return; + const unsigned long long key = + sortedKeys[static_cast(qi) * itemsPerQuery + k]; + float score = unpackScore(key, metricSmaller(metricCode)); + if (metricCode == 0) score = sqrtf(fmaxf(score, 0.f)); + const size_t out = static_cast(qi) * topK + k; + ids[out] = unpackId(key); + scores[out] = score; +} + +// --------------------------------------------------------------------------- +// IVF kernels +// --------------------------------------------------------------------------- +// 计算 query 到全部 nlist 个粗聚类中心的距离并编码成键，供后续分段排序挑选 +// 最近的 nprobe 个桶。此处使用展开式 ||c||² + ||q||² - 2·q·c，因为中心范数可 +// 以预计算复用，只需一次 GEMM 式的点积即可得到相对次序。 +__global__ void ivfCenterKeysKernel(const float* __restrict__ queries, + const double* __restrict__ queryNorm, + const float* __restrict__ centers, + const float* __restrict__ centerNorm, + int dim, int nlist, int metricCode, + unsigned long long* __restrict__ keysOut) { + const int qi = blockIdx.y; + const int c = blockIdx.x * blockDim.x + threadIdx.x; + if (c >= nlist) return; + const float* q = queries + static_cast(qi) * dim; + const float* cn = centers + static_cast(c) * dim; + VSEARCH_ACC_TYPE dot = 0; + for (int d = 0; d < dim; ++d) + dot += static_cast(q[d]) * cn[d]; + float score; + if (metricCode == 0) + score = static_cast(centerNorm[c]) + + static_cast(queryNorm[qi]) - 2.f * static_cast(dot); + else if (metricCode == 1) + score = static_cast(dot); + else + score = static_cast(1) - static_cast(dot); + keysOut[static_cast(qi) * nlist + c] = + packKey(score, metricSmaller(metricCode), c); +} + +// 取排序后每个 query 键段的前 take 个中心 id，写入 probeIds（按 query 连续排列）。 +// 网格 (x=1, y=query)，一个 block 处理一个 query。 +__global__ void extractFirstKernel( + const unsigned long long* __restrict__ sorted, long long perQuery, + int nQuery, int take, int* __restrict__ out) { + const int qi = blockIdx.y; + for (int j = threadIdx.x; j < take; j += blockDim.x) + out[static_cast(qi) * take + j] = + unpackId(sorted[static_cast(qi) * perQuery + j]); +} + +// 统计每个被探测倒排桶的元素个数：probe slot -> 该桶的 (offset[c+1]-offset[c])。 +__global__ void probeCountsKernel(const int* __restrict__ probeIds, + const long long* __restrict__ listOffsets, + int nProbeSlots, + long long* __restrict__ countsOut) { + const int slot = blockIdx.x * blockDim.x + threadIdx.x; + if (slot >= nProbeSlots) return; + const int c = probeIds[slot]; + countsOut[slot] = listOffsets[c + 1] - listOffsets[c]; +} + +// 由 probe 前缀和还原每个 query 的候选起始下标：query qi 的候选从 +// probeOffsets[qi*nprobe] 开始，用于后续按 query 划分候选 arena。 +__global__ void queryStartKernel( + const long long* __restrict__ probeOffsets, int nProbe, int nQuery, + long long* __restrict__ queryStart) { + const int qi = blockIdx.x * blockDim.x + threadIdx.x; + if (qi > nQuery) return; + queryStart[qi] = probeOffsets[static_cast(qi) * nProbe]; +} + +// One block per probe slot; a full inverted list is copied to the candidate +// arena for its query. +// +// 候选汇集：一个 block 负责一个 (query, probe) 槽位，把该倒排桶里的全部向量 id +// 拷贝到该 query 的候选 arena 中（起始位置由 probeOffsets[slot] 给出）。 +// 采用“列表整体拷贝”而非逐元素判定，方便后续按 query 做分段打分与排序。 +__global__ void gatherCandidatesKernel( + const int* __restrict__ probeIds, + const long long* __restrict__ probeOffsets, + const long long* __restrict__ listOffsets, + const int* __restrict__ listIds, int nProbeSlots, + int* __restrict__ candidatesOut) { + const int slot = blockIdx.x; + if (slot >= nProbeSlots) return; + const int c = probeIds[slot]; + const long long begin = listOffsets[c]; + const long long count = listOffsets[c + 1] - begin; + const long long base = probeOffsets[slot]; + for (long long i = threadIdx.x; i < count; i += blockDim.x) + candidatesOut[base + i] = listIds[begin + i]; +} + +// 在按 query 递增的 queryStart[] 中二分定位候选下标 p 所属的 query。 +// 返回满足 queryStart[qi] <= p < queryStart[qi+1] 的 qi。 +__device__ __forceinline__ int locateQuery( + const long long* __restrict__ queryStart, int nQuery, long long p) { + int lo = 0, hi = nQuery; + while (lo < hi) { + const int mid = (lo + hi) >> 1; + if (queryStart[mid] <= p) + lo = mid + 1; + else + hi = mid; + } + return lo - 1; +} + +// IVF-Flat 候选精确重打分：每个线程处理一个候选，先定位它属于哪个 query， +// 再对原始向量算精确距离/内积并编码为键。distance 计算与 exact 保持一致。 +__global__ void ivfFlatKeysKernel( + const int* __restrict__ candidates, + const float* __restrict__ vectors, + const float* __restrict__ queries, + const double* __restrict__ queryNorm, + const long long* __restrict__ queryStart, int nQuery, int dim, + int metricCode, long long totalCandidates, + unsigned long long* __restrict__ keysOut) { + const long long p = static_cast(blockIdx.x) * blockDim.x + + threadIdx.x; + if (p >= totalCandidates) return; + const int qi = locateQuery(queryStart, nQuery, p); + const int vid = candidates[p]; + const float* q = queries + static_cast(qi) * dim; + const float* x = vectors + static_cast(vid) * dim; + VSEARCH_ACC_TYPE dot = 0; + VSEARCH_ACC_TYPE sq = 0; + for (int d = 0; d < dim; ++d) { + const float xi = x[d]; + const float qi = q[d]; + const VSEARCH_ACC_TYPE diff = + static_cast(xi) - static_cast(qi); + dot += static_cast(xi) * qi; + sq += diff * diff; + } + float score; + if (metricCode == 0) + score = static_cast(sq); + else if (metricCode == 1) + score = static_cast(dot); + else + score = static_cast(1) - static_cast(dot); + keysOut[p] = packKey(score, metricSmaller(metricCode), vid); +} + +// IVF 系列结果解码：候选段长度可变（由 queryStart 给出），只对每个 query 的前 +// topK 个键解码；若该 query 候选不足 topK，则剩余位置由调用方保持默认 -1。 +__global__ void decodeVariableTopKernel( + const unsigned long long* __restrict__ sorted, + const long long* __restrict__ queryStart, int nQuery, int topK, + int metricCode, int* __restrict__ ids, float* __restrict__ scores) { + const int qi = blockIdx.y; + const int k = blockIdx.x * blockDim.x + threadIdx.x; + if (k >= topK) return; + const long long start = queryStart[qi]; + const long long count = queryStart[qi + 1] - start; + if (k >= count) return; + const unsigned long long key = sorted[start + k]; + float score = unpackScore(key, metricSmaller(metricCode)); + if (metricCode == 0) score = sqrtf(fmaxf(score, 0.f)); + const size_t out = static_cast(qi) * topK + k; + ids[out] = unpackId(key); + scores[out] = score; +} + +} // namespace + +// GpuEngine 的 PImpl：持有常驻显存的向量库与索引状态。 +// 构造时把主机侧 dataset 上传到设备；索引相关缓冲在 buildIndex/loadIndex 后有效。 +struct GpuEngine::Impl { + Impl(const Dataset& dataset, const SearchConfig& conf) + : cfg(conf), metric(dataset.metric) { + if (dataset.metric == Metric::None) + throwRuntime("engine: dataset must declare a metric"); + if (dataset.dim <= 0 || dataset.n <= 0) + throwRuntime("engine: empty dataset"); + dim = dataset.dim; + n = dataset.n; + // 向量库常驻显存：一次上传，后续所有 batch 复用。 + x.resize(static_cast(dataset.n) * dataset.dim); + VSCU_CHECK(cudaMemcpy(x.get(), dataset.data.data(), x.bytes(), + cudaMemcpyHostToDevice)); + } + + SearchConfig cfg; // 检索参数（nlist/nprobe/top_k/batch/pq_* 等） + Metric metric; // 度量类型 + int dim = 0; // 向量维度 + i64 n = 0; // 向量库规模 + DevMem x; // [n, dim] 行主序向量库 + + // Index state (valid after buildIndex or loadIndex). + bool hasIndex_ = false; // 索引是否已构建/加载 + IndexKind indexKind = IndexKind::IvfFlat; // IVF-Flat 或 IVF-PQ + int nlist = 0; // 倒排桶数量 + int pqM = 0; // PQ 子空间数 + int pqKs = 0; // 每个子空间的码字数量 + int pqSubDim = 0; // 每个子空间维度 = dim / pqM + DevMem centers; // [nlist, dim] 粗聚类中心 + DevMem centerNorm; // [nlist] 中心平方范数（L2 选桶用） + DevMem listOffsets; // [nlist+1] 倒排桶前缀和 + DevMem listIds; // [n] 倒排表内向量 id + DevMem pqCodes; // [n, pqM] PQ 压缩码（IVF-PQ） + DevMem pqCodebooks; // [pqM, pqKs, pqSubDim] PQ 码本 + + // 索引占用的设备显存字节数，用于性能日志中的 gpu_used 统计。 + std::size_t indexDeviceBytes() const { + std::size_t b = centers.bytes() + centerNorm.bytes() + + listOffsets.bytes() + listIds.bytes(); + if (indexKind == IndexKind::IvfPq) b += pqCodes.bytes() + pqCodebooks.bytes(); + return b; + } + + // 在使用近似检索前校验索引存在且类型匹配（IVF-Flat / IVF-PQ 不可混用）。 + void requireIndex(SearchMode mode) const { + if (!hasIndex_) throwRuntime("engine: index not built/loaded"); + if (mode == SearchMode::IvfPq && indexKind != IndexKind::IvfPq) + throwRuntime("engine: requested IVF-PQ but loaded index is IVF-Flat"); + if (mode == SearchMode::IvfFlat && indexKind == IndexKind::IvfPq) + throwRuntime("engine: requested IVF-Flat but loaded index is IVF-PQ"); + } +}; + +namespace { + +// --------------------------------------------------------------------------- +// CUB / k-means support kernels. +// --------------------------------------------------------------------------- +// 计算每行向量的平方范数 ||x||²，写成一维数组，供 L2 选桶/分配时复用。 +__global__ void sqNormKernel(const float* __restrict__ rows, long long n, + int dim, float* __restrict__ out) { + const long long i = static_cast(blockIdx.x) * blockDim.x + + threadIdx.x; + if (i >= n) return; + const float* r = rows + static_cast(i) * dim; + float s = 0.f; + for (int d = 0; d < dim; ++d) s += r[d] * r[d]; + out[i] = s; +} + +// 从库中“等间隔”抽取 sampleCount 行作为 k-means 训练子样本， +// 保证训练集确定、可复现（不使用随机采样）。 +__global__ void gatherEvenSampleKernel(const float* __restrict__ full, + long long fullCount, + long long sampleCount, int dim, + float* __restrict__ out) { + const long long i = static_cast(blockIdx.x) * blockDim.x + + threadIdx.x; + if (i >= sampleCount) return; + const long long src = sampleCount >= fullCount + ? i + : i * fullCount / sampleCount; + const float* r = full + static_cast(src) * dim; + float* o = out + static_cast(i) * dim; + for (int d = 0; d < dim; ++d) o[d] = r[d]; +} + +// 给定 GEMM 算出的点积矩阵（列主序 dots[local + c*chunkRows]），为每一行挑选 +// 最近中心：dist² = ||x||² + ||c||² - 2·x·c，写回 assign[pid]。 +__global__ void assignNearestDotsKernel( + const float* __restrict__ dots, long long chunkRows, long long chunkBase, + int nlist, const float* __restrict__ pointNorm, + const float* __restrict__ centerNorm, int* __restrict__ assignOut) { + const long long local = static_cast(blockIdx.x) * blockDim.x + + threadIdx.x; + if (local >= chunkRows) return; + const long long pid = chunkBase + local; + float best = 1e30f; + int bestC = 0; + for (int c = 0; c < nlist; ++c) { + const float dot = dots[local + static_cast(c) * chunkRows]; + const float d = pointNorm[pid] + centerNorm[c] - 2.f * dot; + if (d < best) { + best = d; + bestC = c; + } + } + assignOut[pid] = bestC; +} + +// 按当前分配到各中心累加向量之和与计数（原子累加），用于更新中心。 +// counts 使用 32 位原子，兼容不支持 64 位原子加的设备（如 CoreX）。 +// 注意：本函数在 k-means 迭代与最终全库分配两处复用。 +__global__ void accumulateMiniBatchKernel( + const float* __restrict__ points, const int* __restrict__ assign, + long long np, int dim, int nlist, float* __restrict__ sums, + int* __restrict__ counts) { + const long long p = static_cast(blockIdx.x) * blockDim.x + + threadIdx.x; + if (p >= np) return; + const int c = assign[p]; + const float* r = points + static_cast(p) * dim; + float* s = sums + static_cast(c) * dim; + for (int d = 0; d < dim; ++d) atomicAdd(s + d, r[d]); + atomicAdd(&counts[c], 1); +} + +// 把每个中心的累加和除以该中心样本数，得到新的中心均值。 +__global__ void divideCentersKernel(float* __restrict__ sums, + const int* __restrict__ counts, + int nlist, int dim) { + const int c = blockIdx.x * blockDim.x + threadIdx.x; + if (c >= nlist) return; + const float inv = counts[c] > 0 ? 1.f / static_cast(counts[c]) : 0.f; + float* s = sums + static_cast(c) * dim; + for (int d = 0; d < dim; ++d) s[d] *= inv; +} + +// cosine 度量下把中心归一化到单位长度，使打分退化为纯内积。 +__global__ void normalizeCenterKernel(float* __restrict__ centers, int nlist, + int dim) { + const int c = blockIdx.x * blockDim.x + threadIdx.x; + if (c >= nlist) return; + float* s = centers + static_cast(c) * dim; + float nrm = 0.f; + for (int d = 0; d < dim; ++d) nrm += s[d] * s[d]; + nrm = sqrtf(fmaxf(nrm, 1e-30f)); + for (int d = 0; d < dim; ++d) s[d] /= nrm; +} + +// 处理空桶：若某中心没有任何样本，用确定位置的样本行重新填充，避免退化。 +__global__ void copyFixEmptyCentersKernel( + const float* __restrict__ sample, long long sampleCount, + const int* __restrict__ counts, float* __restrict__ centers, + int nlist, int dim, int seed) { + const int c = blockIdx.x * blockDim.x + threadIdx.x; + if (c >= nlist) return; + if (counts[c] != 0) return; + const long long pick = + (static_cast(c) * 2654435761u + seed) % sampleCount; + const float* r = sample + static_cast(pick) * dim; + float* s = centers + static_cast(c) * dim; + for (int d = 0; d < dim; ++d) s[d] = r[d]; +} + +// 统计本轮与上轮分配结果不同的样本数，用于提前收敛判定。 +__global__ void assignmentChangedKernel(const int* __restrict__ a, + const int* __restrict__ b, long long n, + int* __restrict__ out) { + const long long i = static_cast(blockIdx.x) * blockDim.x + + threadIdx.x; + if (i < n && a[i] != b[i]) atomicAdd(out, 1); +} + +// 将某批候选的累加缓冲与计数清零（每轮中心更新前调用）。 +void zeroCountsAndSums(float* sums, int* counts, int nlist, int dim) { + VSCU_CHECK(cudaMemset(sums, 0, static_cast(nlist) * dim * sizeof(float))); + VSCU_CHECK(cudaMemset(counts, 0, static_cast(nlist) * sizeof(int))); +} + +// 计算 rows 的平方范数；block 固定 256，让主机侧计算简化为一次 launch。 +void launchSqNorm(const float* rows, long long n, int dim, float* out) { + const int block = 256; + const int grid = static_cast((n + block - 1) / block); + sqNormKernel<<>>(rows, n, dim, out); + syncCheck(); +} + +// 分块 GEMM 求“样本 × 中心”点积，再交给 assignNearestDotsKernel 选最近中心。 +// 采用列主 GEMM（CUBLAS_OP_T × N）使输出按列连续，便于最近中心判定 kernel +// 合并 ||x||²+||c||²-2·dot；chunkRows 限制单次点积矩阵规模，控制显存峰值。 +void launchAssignment(cublasHandle_t handle, const float* points, + long long np, const float* centers, int nlist, int dim, + const float* pointNorm, const float* centerNorm, + long long chunkRows, int* assignOut, float* dotsScratch) { + const float one = 1.f, zero = 0.f; + for (long long base = 0; base < np; base += chunkRows) { + const long long m = std::min(chunkRows, np - base); + VSCUBLAS_CHECK(cublasSgemm( + handle, CUBLAS_OP_T, CUBLAS_OP_N, static_cast(m), nlist, dim, + &one, points + static_cast(base) * dim, dim, centers, dim, + &zero, dotsScratch, static_cast(m))); + const int block = 256; + const int grid = static_cast((m + block - 1) / block); + assignNearestDotsKernel<<>>(dotsScratch, m, base, nlist, + pointNorm, centerNorm, assignOut); + syncCheck(); + } +} + +// Build an IVF-Flat center table with a deterministic mini-batch Lloyd loop. +// +// 训练 IVF 粗聚类中心（IVF-Flat 与 IVF-PQ 共用的 coarse quantizer）： +// 1) 用等间隔样本行初始化 nlist 个中心（确定性，避免随机初值影响可复现性）； +// 2) 每轮：GEMM 分配最近中心 -> 原子累加求和/计数 -> 除以计数得到新中心 +// -> cosine 时归一化 -> 空桶重填； +// 3) 若“分配变化比例”低于 kmeans_assign_frac，提前收敛结束。 +// 训练只用 sampleCount 行子样本，最后全库分配在 buildIndex 中单独做一次。 +void lloydMiniBatch(cublasHandle_t handle, const float* sample, + long long sampleCount, int dim, int nlist, + const SearchConfig& cfg, float* centersOut, + double* trainMs) { + if (nlist > sampleCount) + throwRuntime("nlist exceeds the k-means training sample size"); + DevMem pointNorm(sampleCount); + DevMem centerNorm(nlist); + DevMem centerSum(static_cast(nlist) * dim); + DevMem counts(nlist); + DevMem assign(sampleCount); + DevMem assignPrev(sampleCount); + DevMem changed(1); + const long long chunk = + std::min(cfg.kmeans_chunk_rows, 32768); + // 点积中间矩阵：chunk × nlist，按列主序存放（见 assignNearestDotsKernel）。 + DevMem dots(static_cast(chunk) * nlist); + + // Initialize centers from deterministically spaced sample rows. + const long long stride = + std::max(1, sampleCount / std::max(1, nlist)); + { + std::vector host(static_cast(nlist) * dim); + for (int c = 0; c < nlist; ++c) { + const long long pick = std::min( + sampleCount - 1, static_cast(c) * stride); + VSCU_CHECK(cudaMemcpy( + host.data() + static_cast(c) * dim, + sample + static_cast(pick) * dim, + static_cast(dim) * sizeof(float), cudaMemcpyDeviceToHost)); + } + VSCU_CHECK(cudaMemcpy(centersOut, host.data(), host.size() * sizeof(float), + cudaMemcpyHostToDevice)); + } + launchSqNorm(sample, sampleCount, dim, pointNorm.get()); + Timer timer; + + const int maxIter = std::max(1, cfg.kmeans_iters); + bool converged = false; + for (int it = 0; it < maxIter && !converged; ++it) { + launchSqNorm(centersOut, nlist, dim, centerNorm.get()); + // 保存上一轮分配，用于本轮结束后的收敛判定。 + VSCU_CHECK(cudaMemcpy(assignPrev.get(), assign.get(), + assign.bytes(), cudaMemcpyDeviceToDevice)); + launchAssignment(handle, sample, sampleCount, centersOut, nlist, dim, + pointNorm.get(), centerNorm.get(), chunk, assign.get(), + dots.get()); + zeroCountsAndSums(centerSum.get(), counts.get(), nlist, dim); + { + const int block = 256; + const int grid = static_cast((sampleCount + block - 1) / block); + accumulateMiniBatchKernel<<>>( + sample, assign.get(), sampleCount, dim, nlist, centerSum.get(), + counts.get()); + syncCheck(); + } + divideCentersKernel<<<(nlist + 255) / 256, 256>>>(centerSum.get(), + counts.get(), nlist, dim); + syncCheck(); + VSCU_CHECK(cudaMemcpy(centersOut, centerSum.get(), + static_cast(nlist) * dim * sizeof(float), + cudaMemcpyDeviceToDevice)); + if (cfg.cosine_normalize_centers) { + normalizeCenterKernel<<<(nlist + 255) / 256, 256>>>(centersOut, nlist, + dim); + syncCheck(); + } + copyFixEmptyCentersKernel<<<(nlist + 255) / 256, 256>>>( + sample, sampleCount, counts.get(), centersOut, nlist, dim, + cfg.kmeans_seed); + syncCheck(); + + // 提前收敛：变化样本数 <= kmeans_assign_frac * sampleCount 即认为稳定。 + if (cfg.kmeans_assign_frac > 0.0) { + VSCU_CHECK(cudaMemset(changed.get(), 0, sizeof(int))); + const int block = 256; + const int grid = static_cast((sampleCount + block - 1) / block); + assignmentChangedKernel<<>>( + assign.get(), assignPrev.get(), sampleCount, changed.get()); + syncCheck(); + int hc = 0; + VSCU_CHECK(cudaMemcpy(&hc, changed.get(), sizeof(hc), + cudaMemcpyDeviceToHost)); + if (static_cast(hc) <= + cfg.kmeans_assign_frac * static_cast(sampleCount)) + converged = true; + } + } + launchSqNorm(centersOut, nlist, dim, centerNorm.get()); + if (trainMs) *trainMs = timer.ms(); +} + +// --------------------------------------------------------------------------- +// Inverted-list construction. +// --------------------------------------------------------------------------- +// 统计每个粗中心被分配到的向量数量（直方图），作为倒排桶大小的前缀和输入。 +__global__ void histogramClustersKernel(const int* __restrict__ assign, + long long n, int* __restrict__ histOut) { + const long long p = static_cast(blockIdx.x) * blockDim.x + + threadIdx.x; + if (p < n) + atomicAdd(&histOut[assign[p]], 1); +} + +// Initialize per-list 32-bit insertion cursors from the 64-bit list starts. +// CoreX (Iluvatar) devices do not implement 64-bit atomicAdd, so the cursor is +// kept in 32 bits; vector ids are bounded by INT32_MAX by the engine, which +// also bounds every per-list offset. +// +// 中文说明：倒排表的写入游标用 32 位保存（起始位置由 64 位 listOffsets 截断而来）， +// 这样每个桶的原子自增都是 32 位原子操作，规避 CoreX 不支持的 64 位 atomicAdd。 +__global__ void initListCursor32Kernel( + const long long* __restrict__ listOffsets, int nlist, + int* __restrict__ cursor32) { + const int c = blockIdx.x * blockDim.x + threadIdx.x; + if (c < nlist) cursor32[c] = static_cast(listOffsets[c]); +} + +// 按分配结果把向量 id 填入倒排表：每个桶用游标原子自增确定写入位置。 +__global__ void fillInvertedListsKernel( + const int* __restrict__ assign, long long n, + const long long* __restrict__ listOffsets, + int* __restrict__ cursor32, int* __restrict__ listIds) { + const long long p = static_cast(blockIdx.x) * blockDim.x + + threadIdx.x; + if (p >= n) return; + const int c = assign[p]; + const int pos = atomicAdd(&cursor32[c], 1); + listIds[static_cast(pos)] = static_cast(p); +} + +// 对直方图求和得到倒排表总元素数（应为 n），用于校验与补充 listOffsets[nlist]。 +__global__ void sumToTotalKernel(const int* __restrict__ in, long long count, + unsigned int* __restrict__ accOut) { + unsigned int acc = 0; + for (long long i = blockIdx.x * blockDim.x + threadIdx.x; i < count; + i += static_cast(blockDim.x) * gridDim.x) + acc += in[i]; + if (acc != 0) atomicAdd(accOut, acc); +} + +// 构建倒排表并返回元素总数： +// histogram(每桶计数) -> exclusive scan(桶起始偏移) -> 补写总量 -> 游标填充。 +// listOffsetsOut 长度 nlist+1，listIdsOut 长度 n；返回值为总向量数（应等于 n）。 +long long buildInvertedLists(const int* assign, long long n, int nlist, + TempStore* temp, long long* listOffsetsOut, + int* listIdsOut) { + DevMem hist(nlist); + VSCU_CHECK(cudaMemset(hist.get(), 0, hist.bytes())); + { + const int block = 256; + const int grid = static_cast((n + block - 1) / block); + histogramClustersKernel<<>>(assign, n, hist.get()); + syncCheck(); + } + // 对桶计数做 exclusive scan，得到每个桶的起始偏移 listOffsetsOut[0..nlist]。 + size_t tmpBytes = 0; + cub::DeviceScan::ExclusiveSum(nullptr, tmpBytes, hist.get(), + listOffsetsOut, nlist, 0); + void* tmp = temp->ensure(tmpBytes); + cub::DeviceScan::ExclusiveSum(tmp, tmpBytes, hist.get(), listOffsetsOut, + nlist, 0); + syncCheck(); + // 单独求总量并写入 listOffsetsOut[nlist]，便于下方按 n 做一致性校验。 + DevMem totalDev(1); + VSCU_CHECK(cudaMemset(totalDev.get(), 0, sizeof(unsigned int))); + { + const int block = 256; + sumToTotalKernel<<((nlist + block - 1) / block), + block>>>(hist.get(), nlist, totalDev.get()); + syncCheck(); + } + unsigned int hTotal = 0; + VSCU_CHECK(cudaMemcpy(&hTotal, totalDev.get(), sizeof(hTotal), + cudaMemcpyDeviceToHost)); + const long long total = static_cast(hTotal); + const long long totalLL = total; + VSCU_CHECK(cudaMemcpy(listOffsetsOut + nlist, &totalLL, sizeof(totalLL), + cudaMemcpyHostToDevice)); + DevMem cursor32(nlist); + // 用桶起始偏移初始化 32 位游标，再由 fillInvertedListsKernel 原子自增写入。 + initListCursor32Kernel<<<(nlist + 255) / 256, 256>>>(listOffsetsOut, nlist, + cursor32.get()); + syncCheck(); + { + const int block = 256; + const int grid = static_cast((n + block - 1) / block); + fillInvertedListsKernel<<>>(assign, n, listOffsetsOut, + cursor32.get(), listIdsOut); + syncCheck(); + } + return total; +} + +// --------------------------------------------------------------------------- +// IVF-PQ kernels and compact k-means used to learn sub-codebooks. +// --------------------------------------------------------------------------- +// PQ 子空间 k-means 的分配步骤：为每个子向量找最近码字并累加该码字的和/计数。 +// 与 lloydMiniBatch 思路一致，只是维度更小（subDim）、码字数固定为 pq_ks。 +__global__ void pqAssignKernel(const float* __restrict__ points, + long long np, int dims, int ks, + const float* __restrict__ centers, + float* __restrict__ sums, + int* __restrict__ counts) { + const long long p = static_cast(blockIdx.x) * blockDim.x + + threadIdx.x; + if (p >= np) return; + const float* r = points + static_cast(p) * dims; + float best = 1e30f; + int bestC = 0; + for (int c = 0; c < ks; ++c) { + const float* cc = centers + static_cast(c) * dims; + float d = 0.f; + for (int j = 0; j < dims; ++j) { + const float diff = r[j] - cc[j]; + d += diff * diff; + } + if (d < best) { + best = d; + bestC = c; + } + } + float* s = sums + static_cast(bestC) * dims; + for (int j = 0; j < dims; ++j) atomicAdd(s + j, r[j]); + atomicAdd(&counts[bestC], 1); +} + +// 在单个子空间上训练 PQ 码本（码字数 ks）：初始化 -> 迭代分配/更新 -> 空桶重填。 +// 由 buildIndex 对 m 个子空间各调用一次。 +void pqLloyd(const float* points, long long np, int dims, int ks, int seed, + int iters, float* centersOut, double* msOut) { + if (ks > np) throwRuntime("PQ codebook larger than training sample"); + DevMem sums(static_cast(ks) * dims); + DevMem counts(ks); + { + std::vector host(static_cast(ks) * dims); + const long long stride = std::max(1, np / ks); + for (int c = 0; c < ks; ++c) { + const long long pick = std::min(np - 1, stride * c); + VSCU_CHECK(cudaMemcpy(host.data() + static_cast(c) * dims, + points + static_cast(pick) * dims, + static_cast(dims) * sizeof(float), + cudaMemcpyDeviceToHost)); + } + VSCU_CHECK(cudaMemcpy(centersOut, host.data(), host.size() * sizeof(float), + cudaMemcpyHostToDevice)); + } + Timer timer; + const int block = 256; + for (int it = 0; it < iters; ++it) { + VSCU_CHECK(cudaMemset(sums.get(), 0, sums.bytes())); + VSCU_CHECK(cudaMemset(counts.get(), 0, counts.bytes())); + const int grid = static_cast((np + block - 1) / block); + pqAssignKernel<<>>(points, np, dims, ks, centersOut, + sums.get(), counts.get()); + syncCheck(); + // Divide and copy back. + divideCentersKernel<<<(ks + 255) / 256, 256>>>(sums.get(), counts.get(), + ks, dims); + syncCheck(); + VSCU_CHECK(cudaMemcpy(centersOut, sums.get(), + static_cast(ks) * dims * sizeof(float), + cudaMemcpyDeviceToDevice)); + copyFixEmptyCentersKernel<<<(ks + 255) / 256, 256>>>( + points, np, counts.get(), centersOut, ks, dims, seed); + syncCheck(); + } + if (msOut) *msOut = timer.ms(); +} + +__global__ void gatherSubspaceKernel(const float* __restrict__ full, + long long np, int fullDim, int subDim, + int subspace, float* __restrict__ out) { + const long long p = static_cast(blockIdx.x) * blockDim.x + + threadIdx.x; + if (p >= np) return; + const float* src = + full + static_cast(p) * fullDim + subspace * subDim; + float* dst = out + static_cast(p) * subDim; + for (int j = 0; j < subDim; ++j) dst[j] = src[j]; +} + +// PQ 编码：对库中每个向量按子空间分别找最近码字，输出 n×m 字节的压缩码。 +// 编码误差直接决定 ADC 近似距离的质量，是 PQ 召回的决定性环节。 +__global__ void pqEncodeKernel(const float* __restrict__ full, long long n, + int dim, int m, int subDim, int ks, + const float* __restrict__ codebooks, + unsigned char* __restrict__ codesOut) { + const long long p = static_cast(blockIdx.x) * blockDim.x + + threadIdx.x; + if (p >= n) return; + const float* r = full + static_cast(p) * dim; + unsigned char* code = codesOut + static_cast(p) * m; + for (int s = 0; s < m; ++s) { + const float* q = r + s * subDim; + const float* cb = codebooks + (static_cast(s) * ks) * subDim; + float best = 1e30f; + int bestC = 0; + for (int c = 0; c < ks; ++c) { + const float* cc = cb + static_cast(c) * subDim; + float d = 0.f; + for (int j = 0; j < subDim; ++j) { + const float diff = q[j] - cc[j]; + d += diff * diff; + } + if (d < best) { + best = d; + bestC = c; + } + } + code[s] = static_cast(bestC); + } +} + +// 构建 ADC 距离表：对每个 query、每个子空间，预计算 query 到该子空间全部 ks 个 +// 码字的距离（L2）或点积（inner/cosine）。表布局 [nq, m, ks]，供候选查表累加。 +// 网格 (x=子空间, y=query)，一个 block 用 ks 个线程算一个子空间的距离行。 +__global__ void pqTableKernel(const float* __restrict__ queries, int nq, + int dim, int m, int subDim, int ks, + const float* __restrict__ codebooks, + float* __restrict__ tableOut, int metricCode) { + const int qi = blockIdx.y; + const int subspace = blockIdx.x; + const int c = threadIdx.x; + if (c >= ks) return; + const float* q = + queries + static_cast(qi) * dim + subspace * subDim; + const float* cb = + codebooks + (static_cast(subspace) * ks + c) * subDim; + float acc = 0.f; + if (metricCode == 0) { + for (int j = 0; j < subDim; ++j) { + const float diff = q[j] - cb[j]; + acc += diff * diff; + } + } else { + for (int j = 0; j < subDim; ++j) acc += q[j] * cb[j]; + } + tableOut[(static_cast(qi) * m + subspace) * ks + c] = acc; +} + +// ADC 打分：每个候选只做 m 次查表累加即得近似距离，再编码为排序键。 +// cosine 距离用 1 - 内积近似；其余与 IVF-Flat 的键格式保持一致。 +__global__ void pqPackKeysKernel( + const int* __restrict__ candidates, + const unsigned char* __restrict__ codes, + const float* __restrict__ table, const long long* __restrict__ queryStart, + int nQuery, int m, int ks, int metricCode, long long total, + unsigned long long* __restrict__ keysOut) { + const long long p = static_cast(blockIdx.x) * blockDim.x + + threadIdx.x; + if (p >= total) return; + const int qi = locateQuery(queryStart, nQuery, p); + const int vid = candidates[p]; + const unsigned char* code = codes + static_cast(vid) * m; + const float* tbl = table + static_cast(qi) * m * ks; + float acc = 0.f; + for (int s = 0; s < m; ++s) acc += tbl[static_cast(s) * ks + code[s]]; + if (metricCode == 2) acc = 1.f - acc; + keysOut[p] = packKey(acc, metricSmaller(metricCode), vid); +} + +// Collect the W best approximate candidates of every query (serial over the +// small per-batch query count) and compact them for exact rescoring. +// +// 精排准备：从每个 query 已按 ADC 排序的键段中取前 rerankWidth 个候选 id， +// 紧凑写入 rerankCandidates 并记录每 query 的起始偏移 rerankStart。 +// 由于一个 batch 的 query 数较小（≤512），这里由单线程串行完成，逻辑简单且 +// 便于得到确定的紧凑布局。 +__global__ void rerankPrepKernel( + const unsigned long long* __restrict__ sortedApprox, + const long long* __restrict__ origStart, int nQuery, int rerankWidth, + long long* __restrict__ rerankStart, int* __restrict__ rerankCandidates) { + if (threadIdx.x != 0 || blockIdx.x != 0) return; + long long cum = 0; + for (int qi = 0; qi < nQuery; ++qi) { + rerankStart[qi] = cum; + const long long begin = origStart[qi]; + const long long count = origStart[qi + 1] - begin; + const long long takeLL = count < rerankWidth ? count : rerankWidth; + const int take = static_cast(takeLL); + for (int j = 0; j < take; ++j) + rerankCandidates[cum + j] = + unpackId(sortedApprox[begin + j]); + cum += take; + } + rerankStart[nQuery] = cum; +} + +// --------------------------------------------------------------------------- +// CUB segmented sort wrappers. +// --------------------------------------------------------------------------- +// 对“按 query 分段”的 64 位键做一次升序分段 radix sort。 +// offsets 有 numSegments+1 项，给出每段的 [begin, end)；先查临时缓冲大小再执行， +// 临时显存由 TempStore 复用，避免频繁 cudaMalloc/cudaFree。 +void segmentedRadixSortKeys(TempStore* temp, const unsigned long long* in, + unsigned long long* out, const long long* offsets, + long long numItems, int numSegments) { + size_t tmpBytes = 0; + cub::DeviceSegmentedRadixSort::SortKeys( + nullptr, tmpBytes, in, out, numItems, numSegments, offsets, offsets + 1, + 0, 64, 0); + void* tmp = temp->ensure(tmpBytes); + cub::DeviceSegmentedRadixSort::SortKeys( + tmp, tmpBytes, in, out, numItems, numSegments, offsets, offsets + 1, 0, + 64, 0); + syncCheck(); +} + +// 对 length=count 的 64 位数组做 exclusive scan，并把“总和”额外写到 out[count]， +// 使调用方可以用 out[count] 直接当作候选 arena 的总长度。 +// 注意：CUB 只写 out[0..count-1]，因此这里用 n+1 的临时缓冲再补写总量， +// 避免越界写，也让行为在不同厂商的 CUB 实现上都一致。 +void exclusiveSum(TempStore* temp, const long long* in, long long* out, + long long count) { + if (count <= 0) return; + if (count > static_cast(std::numeric_limits::max())) + throwRuntime("exclusiveSum: segment count exceeds int range"); + const int n = static_cast(count); + size_t tmpBytes = 0; + // CUB writes `count` prefix outputs into out[0..count-1]. Callers also need + // out[count] (total), which CUB may not write, so pass an n+1 scratch + // buffer and then append the total computed from the last prefix and the + // final element. + DevMem scanBuf(static_cast(n) + 1); + cub::DeviceScan::ExclusiveSum(nullptr, tmpBytes, in, scanBuf.get(), n, 0); + void* tmp = temp->ensure(tmpBytes); + cub::DeviceScan::ExclusiveSum(tmp, tmpBytes, in, scanBuf.get(), n, 0); + syncCheck(); + VSCU_CHECK(cudaMemcpy(out, scanBuf.get(), + static_cast(n) * sizeof(long long), + cudaMemcpyDeviceToDevice)); + long long prefixLast = 0, inLast = 0; + VSCU_CHECK(cudaMemcpy(&prefixLast, scanBuf.get() + (n - 1), + sizeof(long long), cudaMemcpyDeviceToHost)); + VSCU_CHECK(cudaMemcpy(&inLast, in + (n - 1), sizeof(long long), + cudaMemcpyDeviceToHost)); + const long long total = prefixLast + inLast; + VSCU_CHECK(cudaMemcpy(out + n, &total, sizeof(total), + cudaMemcpyHostToDevice)); +} + +// --------------------------------------------------------------------------- +// Search implementation helpers. +// --------------------------------------------------------------------------- +// 在主机侧计算每个 query 的平方范数（double 累加，精度最高）。 +// 结果随后上传给 device，供 L2 的展开式选桶（只比较相对次序）使用。 +void hostQueryNorms(const GpuEngine::Impl& im, const float* queries, i64 nq, + std::vector* norms) { + norms->assign(static_cast(nq), 0.0); + for (i64 qi = 0; qi < nq; ++qi) { + const float* q = queries + static_cast(qi) * im.dim; + double s = 0.0; + for (int d = 0; d < im.dim; ++d) + s += static_cast(q[d]) * q[d]; + (*norms)[static_cast(qi)] = s; + } +} + +// 上传一个 query 批次：cosine 时先在主机侧把 query 归一化（与库向量一致）， +// 再连同平方范数一起拷到设备，作为本批次所有 kernel 的输入。 +void uploadQueryBatch(GpuEngine::Impl& im, const float* queries, i64 nq, + DevMem* qDev, DevMem* qNormDev) { + qDev->resize(static_cast(nq) * im.dim); + std::vector host(static_cast(nq) * im.dim); + std::memcpy(host.data(), queries, + static_cast(nq) * im.dim * sizeof(float)); + if (im.metric == Metric::Cosine) + normalizeRowsToUnit(host.data(), nq, im.dim); + VSCU_CHECK(cudaMemcpy(qDev->get(), host.data(), qDev->bytes(), + cudaMemcpyHostToDevice)); + + std::vector norms; + hostQueryNorms(im, host.data(), nq, &norms); + qNormDev->resize(static_cast(nq)); + VSCU_CHECK(cudaMemcpy(qNormDev->get(), norms.data(), + static_cast(nq) * sizeof(double), + cudaMemcpyHostToDevice)); +} + +// Metric 枚举 -> kernel 内使用的度量编号（0=L2, 1=inner product, 2=cosine）。 +int metricCode(Metric m) { + if (m == Metric::L2) return 0; + if (m == Metric::InnerProduct) return 1; + return 2; +} + +// One exact chunk: nq queries, all n vectors. +// +// 精确检索单批：nq 个 query 对全部 n 个向量打分 -> 分段排序 -> 解码 Top-K。 +// keysIn/keysOut 各占 nq×n×8B，是精确检索的主要显存开销，因此 CLI 会按 +// exact_memory_mb 把总 query 数切成若干批调用本函数。 +void exactChunk(GpuEngine::Impl& im, const float* queries, i64 nq, int topK, + int metricCodeInt, TempStore* temp, i32* idsOut, + float* scoresOut) { + DevMem qDev; + DevMem qNormDev; + uploadQueryBatch(im, queries, nq, &qDev, &qNormDev); + const long long items = static_cast(nq) * im.n; + DevMem keysIn(items), keysOut(items); + // 分段排序的分段边界：第 qi 段覆盖 [qi*n, (qi+1)*n)。 + DevMem offsets(nq + 1); + for (i64 qi = 0; qi <= nq; ++qi) { + const long long v = im.n * qi; + VSCU_CHECK(cudaMemcpy(offsets.get() + qi, &v, + sizeof(long long), cudaMemcpyHostToDevice)); + } + + const int block = 256; + { + const dim3 grid(static_cast((im.n + block - 1) / block), + static_cast(nq)); + exactKeysKernel<<>>( + im.x.get(), qDev.get(), qNormDev.get(), im.n, im.dim, metricCodeInt, + keysIn.get()); + syncCheck(); + } + segmentedRadixSortKeys(temp, keysIn.get(), keysOut.get(), offsets.get(), + items, static_cast(nq)); + // 取每段前 topK 个键解码为 (id, score)。 + DevMem dIds(static_cast(nq) * topK); + DevMem dScores(static_cast(nq) * topK); + { + const dim3 grid((topK + 63) / 64, static_cast(nq)); + decodeTopKeysKernel<<>>(keysOut.get(), im.n, + static_cast(nq), topK, metricCodeInt, + dIds.get(), dScores.get()); + syncCheck(); + } + VSCU_CHECK(cudaMemcpy(idsOut, dIds.get(), dIds.bytes(), + cudaMemcpyDeviceToHost)); + VSCU_CHECK(cudaMemcpy(scoresOut, dScores.get(), dScores.bytes(), + cudaMemcpyDeviceToHost)); +} + +// Returns total number of gathered candidates. +// +// IVF 检索的“粗排 + 候选汇集”公共阶段，返回候选总数： +// 1) 算 query 到全部中心的距离并分段排序，取最近 nprobe 个桶（probeIds）； +// 2) 统计每个桶大小 -> exclusive scan 得到候选 arena 的写入偏移； +// 3) 还原每 query 的候选起始（queryStart），把所有命中桶的 id 汇聚到 candidates。 +// 输出的 candidates/queryStart 可直接用于 IVF-Flat 精确重打分或 IVF-PQ 的 ADC。 +long long ivfProbeAndGather(GpuEngine::Impl& im, + const float* qDev, const double* qNormDev, i64 nq, + int metricCodeInt, int nprobe, + TempStore* temp, DevMem* probeIds, + DevMem* candidates, + DevMem* queryStart) { + const long long items = static_cast(nq) * im.nlist; + DevMem centerKeys(items), centerKeysSorted(items); + // 中心打分的分段排序边界：每个 query 一段，长度 nlist。 + DevMem offsets(nq + 1); + for (i64 qi = 0; qi <= nq; ++qi) { + const long long v = static_cast(im.nlist) * qi; + VSCU_CHECK(cudaMemcpy(offsets.get() + qi, &v, + sizeof(long long), cudaMemcpyHostToDevice)); + } + { + const int block = 256; + const dim3 grid((im.nlist + block - 1) / block, + static_cast(nq)); + ivfCenterKeysKernel<<>>( + qDev, qNormDev, im.centers.get(), im.centerNorm.get(), im.dim, + im.nlist, metricCodeInt, centerKeys.get()); + syncCheck(); + } + segmentedRadixSortKeys(temp, centerKeys.get(), centerKeysSorted.get(), + offsets.get(), items, static_cast(nq)); + + const long long nSlots = static_cast(nq) * nprobe; + probeIds->resize(static_cast(nSlots)); + // 取排序后每段前 nprobe 个中心 id 作为被探测的倒排桶。 + { + const dim3 grid(1, static_cast(nq)); + extractFirstKernel<<>>(centerKeysSorted.get(), im.nlist, + static_cast(nq), nprobe, + probeIds->get()); + syncCheck(); + } + + DevMem probeCounts(nSlots), probeOffsets(nSlots + 1); + // 每个 probe 槽位对应的桶大小 -> 前缀和 -> 连续候选 arena 偏移。 + { + const int block = 256; + probeCountsKernel<<((nSlots + block - 1) / block), + block>>>(probeIds->get(), im.listOffsets.get(), + static_cast(nSlots), probeCounts.get()); + syncCheck(); + } + exclusiveSum(temp, probeCounts.get(), probeOffsets.get(), nSlots); + queryStart->resize(static_cast(nq) + 1); + { + const int block = 256; + queryStartKernel<<((nq + block) / block), block>>>( + probeOffsets.get(), nprobe, static_cast(nq), queryStart->get()); + syncCheck(); + } + long long total = 0; + VSCU_CHECK(cudaMemcpy(&total, probeOffsets.get() + nSlots, sizeof(total), + cudaMemcpyDeviceToHost)); + if (total == 0) return 0; + candidates->resize(static_cast(total)); + // 一个 block 一个 probe 槽位，把整桶 id 拷贝进候选 arena。 + gatherCandidatesKernel<<(nSlots), 256>>>( + probeIds->get(), probeOffsets.get(), im.listOffsets.get(), + im.listIds.get(), static_cast(nSlots), candidates->get()); + syncCheck(); + return total; +} + +// IVF-Flat 单批检索：probe+gather 得到候选后，用原始向量精确重打分并取 Top-K。 +// 与 exact 的区别是只对 candidates（约 nprobe 个桶的并集）打分，而不是全库。 +void ivfFlatChunk(GpuEngine::Impl& im, const float* queries, i64 nq, int topK, + int metricCodeInt, TempStore* temp, i32* idsOut, + float* scoresOut) { + DevMem qDev; + DevMem qNormDev; + uploadQueryBatch(im, queries, nq, &qDev, &qNormDev); + DevMem probeIds, candidates; + DevMem queryStart; + const int nprobe = std::min(im.cfg.nprobe, im.nlist); + const long long total = ivfProbeAndGather( + im, qDev.get(), qNormDev.get(), nq, metricCodeInt, nprobe, temp, + &probeIds, &candidates, &queryStart); + if (total == 0) return; + + DevMem keysIn(total), keysOut(total); + { + const int block = 256; + const int grid = static_cast((total + block - 1) / block); + ivfFlatKeysKernel<<>>( + candidates.get(), im.x.get(), qDev.get(), qNormDev.get(), + queryStart.get(), static_cast(nq), im.dim, metricCodeInt, total, + keysIn.get()); + syncCheck(); + } + segmentedRadixSortKeys(temp, keysIn.get(), keysOut.get(), queryStart.get(), + total, static_cast(nq)); + DevMem dIds(static_cast(nq) * topK); + DevMem dScores(static_cast(nq) * topK); + { + const dim3 grid((topK + 63) / 64, static_cast(nq)); + decodeVariableTopKernel<<>>(keysOut.get(), queryStart.get(), + static_cast(nq), topK, + metricCodeInt, dIds.get(), + dScores.get()); + syncCheck(); + } + VSCU_CHECK(cudaMemcpy(idsOut, dIds.get(), dIds.bytes(), + cudaMemcpyDeviceToHost)); + VSCU_CHECK(cudaMemcpy(scoresOut, dScores.get(), dScores.bytes(), + cudaMemcpyDeviceToHost)); +} + +// IVF-PQ 单批检索：probe+gather 后用 ADC 距离表近似打分，可选精排。 +// +// 流程： +// 1) 建 ADC 表（query × 子空间 × 码字距离）； +// 2) 对每个候选查表累加得到近似距离并排序，得到 ADC Top-K； +// 3) 若 pq_rerank > 0：取 ADC 前 rerankWidth 个候选，用原始向量精确重打分后 +// 再排序输出（"粗排 + 精排"，兼顾压缩带来的吞吐与召回）。 +void ivfPqChunk(GpuEngine::Impl& im, const float* queries, i64 nq, int topK, + int metricCodeInt, TempStore* temp, i32* idsOut, + float* scoresOut) { + DevMem qDev; + DevMem qNormDev; + uploadQueryBatch(im, queries, nq, &qDev, &qNormDev); + DevMem probeIds, candidates; + DevMem queryStart; + const int nprobe = std::min(im.cfg.nprobe, im.nlist); + const long long total = ivfProbeAndGather( + im, qDev.get(), qNormDev.get(), nq, metricCodeInt, nprobe, temp, + &probeIds, &candidates, &queryStart); + if (total == 0) return; + + const int m = im.pqM; + const int subDim = im.pqSubDim; + const int ks = im.pqKs; + DevMem table(static_cast(nq) * m * ks); + { + const dim3 grid(m, static_cast(nq)); + pqTableKernel<<>>(qDev.get(), static_cast(nq), im.dim, m, + subDim, ks, im.pqCodebooks.get(), + table.get(), metricCodeInt); + syncCheck(); + } + DevMem keysIn(total), keysOut(total); + { + const int block = 256; + const int grid = static_cast((total + block - 1) / block); + pqPackKeysKernel<<>>( + candidates.get(), im.pqCodes.get(), table.get(), queryStart.get(), + static_cast(nq), m, ks, metricCodeInt, total, keysIn.get()); + syncCheck(); + } + segmentedRadixSortKeys(temp, keysIn.get(), keysOut.get(), queryStart.get(), + total, static_cast(nq)); + DevMem dIds(static_cast(nq) * topK); + DevMem dScores(static_cast(nq) * topK); + if (im.cfg.pq_rerank > 0) { + // ADC (approximate) selection followed by exact rescoring on the top + // rerank_width candidates. + const int rerankWidth = im.cfg.pq_rerank; + DevMem rerankStart(static_cast(nq) + 1); + DevMem rerankCandidates(static_cast(total)); + rerankPrepKernel<<<1, 1>>>(keysOut.get(), queryStart.get(), + static_cast(nq), rerankWidth, + rerankStart.get(), rerankCandidates.get()); + syncCheck(); + long long rerankTotal = 0; + VSCU_CHECK(cudaMemcpy(&rerankTotal, rerankStart.get() + nq, + sizeof(rerankTotal), cudaMemcpyDeviceToHost)); + if (rerankTotal > 0) { + DevMem rerankKeys(rerankTotal), + rerankKeysSorted(rerankTotal); + { + const int block = 256; + const int grid = static_cast((rerankTotal + block - 1) / block); + ivfFlatKeysKernel<<>>( + rerankCandidates.get(), im.x.get(), qDev.get(), qNormDev.get(), + rerankStart.get(), static_cast(nq), im.dim, metricCodeInt, + rerankTotal, rerankKeys.get()); + syncCheck(); + } + segmentedRadixSortKeys(temp, rerankKeys.get(), + rerankKeysSorted.get(), rerankStart.get(), + rerankTotal, static_cast(nq)); + { + const dim3 grid((topK + 63) / 64, static_cast(nq)); + decodeVariableTopKernel<<>>( + rerankKeysSorted.get(), rerankStart.get(), static_cast(nq), + topK, metricCodeInt, dIds.get(), dScores.get()); + syncCheck(); + } + VSCU_CHECK(cudaMemcpy(idsOut, dIds.get(), dIds.bytes(), + cudaMemcpyDeviceToHost)); + VSCU_CHECK(cudaMemcpy(scoresOut, dScores.get(), dScores.bytes(), + cudaMemcpyDeviceToHost)); + return; + } + } + { + const dim3 grid((topK + 63) / 64, static_cast(nq)); + decodeVariableTopKernel<<>>(keysOut.get(), queryStart.get(), + static_cast(nq), topK, + metricCodeInt, dIds.get(), + dScores.get()); + syncCheck(); + } + VSCU_CHECK(cudaMemcpy(idsOut, dIds.get(), dIds.bytes(), + cudaMemcpyDeviceToHost)); + VSCU_CHECK(cudaMemcpy(scoresOut, dScores.get(), dScores.bytes(), + cudaMemcpyDeviceToHost)); +} + +} // namespace + +namespace { + +// 线性插值分位数（p∈[0,1]），用于性能日志里的 P50 / P99 延迟统计。 +double percentileOf(std::vector v, double p) { + if (v.empty()) return 0.0; + std::sort(v.begin(), v.end()); + const double idx = p * static_cast(v.size() - 1); + const size_t lo = static_cast(idx); + const size_t hi = std::min(lo + 1, v.size() - 1); + return v[lo] + (v[hi] - v[lo]) * (idx - static_cast(lo)); +} + +// 小端序整数的读写工具：索引文件使用机器无关的显式小端布局，便于跨平台 +// （NVIDIA / CoreX）互相加载同一份索引。 +void writeLE32(std::FILE* f, i32 v) { + unsigned char b[4]; + for (int i = 0; i < 4; ++i) + b[i] = static_cast((static_cast(v) >> (8 * i)) & 0xff); + if (std::fwrite(b, 1, 4, f) != 4) throwRuntime("index write failed"); +} + +void writeLE64(std::FILE* f, i64 v) { + unsigned char b[8]; + for (int i = 0; i < 8; ++i) + b[i] = static_cast((static_cast(v) >> (8 * i)) & 0xff); + if (std::fwrite(b, 1, 8, f) != 8) throwRuntime("index write failed"); +} + +i32 readLE32(std::FILE* f) { + unsigned char b[4]; + if (std::fread(b, 1, 4, f) != 4) throwRuntime("index read failed"); + return static_cast(b[0]) | (static_cast(b[1]) << 8) | + (static_cast(b[2]) << 16) | (static_cast(b[3]) << 24); +} + +i64 readLE64(std::FILE* f) { + unsigned char b[8]; + if (std::fread(b, 1, 8, f) != 8) throwRuntime("index read failed"); + unsigned long long v = 0; + for (int i = 7; i >= 0; --i) v = (v << 8) | b[i]; + return static_cast(v); +} + +constexpr i32 kIndexMagic = 0x58495653; // "VSIX" +constexpr i32 kIndexVersion = 1; + +// 索引文件读写：带长度校验，短读/短写直接抛异常，避免半截索引被当成有效数据。 +void readAll(FILE* f, void* p, size_t n) { + if (std::fread(p, 1, n, f) != n) throwRuntime("index read failed"); +} + +void writeAll(FILE* f, const void* p, size_t n) { + if (std::fwrite(p, 1, n, f) != n) throwRuntime("index write failed"); +} + +// 把设备数组整体拷回主机 vector（n=0 时不发起 memcpy）。 +template +void copyToHost(const T* dev, std::vector* host, size_t n) { + host->resize(n); + if (n) VSCU_CHECK(cudaMemcpy(host->data(), dev, n * sizeof(T), + cudaMemcpyDeviceToHost)); +} + +} // namespace + +// --------------------------------------------------------------------------- +// GpuEngine +// --------------------------------------------------------------------------- +GpuEngine::GpuEngine(const Dataset& ds, const SearchConfig& cfg) + : impl_(std::make_unique(ds, cfg)) {} + +GpuEngine::~GpuEngine() = default; +GpuEngine::GpuEngine(GpuEngine&&) noexcept = default; +GpuEngine& GpuEngine::operator=(GpuEngine&&) noexcept = default; + +std::size_t GpuEngine::deviceTotalBytes() { + size_t total = 0, freeBytes = 0; + VSCU_CHECK(cudaMemGetInfo(&freeBytes, &total)); + return total; +} + +std::size_t GpuEngine::deviceFreeBytes() { + size_t total = 0, freeBytes = 0; + VSCU_CHECK(cudaMemGetInfo(&freeBytes, &total)); + return freeBytes; +} + +bool GpuEngine::hasIndex() const { return impl_->hasIndex_; } + +// 构建近似索引（IVF-Flat 或 IVF-PQ）。步骤： +// 1) 抽取确定性子样本； +// 2) 训练粗聚类中心（IVF-PQ 复用同一套中心）； +// 3) 全库分配到最近中心并构建倒排表（listOffsets/listIds）； +// 4) IVF-PQ 额外训练各子空间码本并对全库编码。 +// 返回的 IndexBuildStats 给出训练/分配/PQ 编码与总耗时，供性能日志使用。 +IndexBuildStats GpuEngine::buildIndex(SearchMode mode) { + Impl& im = *impl_; + if (mode == SearchMode::Exact) + throwRuntime("buildIndex requires an approximate search mode"); + // Drop stale index state before allocating fresh buffers. + im.hasIndex_ = false; + im.pqCodes.release(); + im.pqCodebooks.release(); + if (im.n > std::numeric_limits::max()) + throwRuntime("this build path supports n <= INT32_MAX"); + const int nlist = im.cfg.nlist; + if (nlist <= 0 || nlist > 1000000 || nlist > im.n) + throwRuntime("bad nlist for index build"); + im.nlist = nlist; + im.indexKind = mode == SearchMode::IvfFlat ? IndexKind::IvfFlat + : IndexKind::IvfPq; + im.pqM = mode == SearchMode::IvfPq ? im.cfg.pq_m : 0; + im.pqKs = mode == SearchMode::IvfPq ? im.cfg.pq_ks : 0; + im.pqSubDim = mode == SearchMode::IvfPq ? im.dim / im.cfg.pq_m : 0; + if (mode == SearchMode::IvfPq) { + if (im.cfg.pq_m <= 0 || im.dim % im.cfg.pq_m != 0) + throwRuntime("pq_m must divide the vector dimension"); + if (im.cfg.pq_ks < 1 || im.cfg.pq_ks > 256) + throwRuntime("pq_ks must be in [1, 256]"); + } + const long long chunkRows = + std::min(std::max(1, im.cfg.kmeans_chunk_rows), + 32768); + + IndexBuildStats stats; + Timer wall; + cublasHandle_t handle = nullptr; + VSCUBLAS_CHECK(cublasCreate(&handle)); + + // 1. Deterministic training sample. + const i64 sampleCount = + std::min(im.n, std::max(1, im.cfg.kmeans_sample)); + DevMem sample(static_cast(sampleCount) * im.dim); + { + const int block = 256; + const int grid = + static_cast((sampleCount + block - 1) / block); + gatherEvenSampleKernel<<>>( + im.x.get(), im.n, sampleCount, im.dim, sample.get()); + syncCheck(); + } + + // 2) 训练粗聚类中心（IVF-Flat 与 IVF-PQ 共用；cosine 时归一化中心）。 + SearchConfig buildCfg = im.cfg; + buildCfg.cosine_normalize_centers = (im.metric == Metric::Cosine); + im.centers.resize(static_cast(nlist) * im.dim); + lloydMiniBatch(handle, sample.get(), sampleCount, im.dim, nlist, buildCfg, + im.centers.get(), &stats.trainMs); + + // 3) 全库分配到最近中心：先算范数，再分块 GEMM 求点积选桶，最后建倒排表。 + DevMem xNorm(static_cast(im.n)); + DevMem cNorm(nlist); + DevMem dots(static_cast(chunkRows) * nlist); + DevMem assign(static_cast(im.n)); + launchSqNorm(im.x.get(), im.n, im.dim, xNorm.get()); + launchSqNorm(im.centers.get(), nlist, im.dim, cNorm.get()); + { + Timer assignTimer; + launchAssignment(handle, im.x.get(), im.n, im.centers.get(), nlist, + im.dim, xNorm.get(), cNorm.get(), + chunkRows, assign.get(), dots.get()); + stats.assignMs = assignTimer.ms(); + } + im.centerNorm.resize(nlist); + // 保存中心范数，检索时用于快速计算 query 到中心的距离。 + VSCU_CHECK(cudaMemcpy(im.centerNorm.get(), cNorm.get(), cNorm.bytes(), + cudaMemcpyDeviceToDevice)); + im.listOffsets.resize(static_cast(nlist) + 1); + im.listIds.resize(static_cast(im.n)); + { + TempStore temp; + const i64 total = buildInvertedLists(assign.get(), im.n, nlist, &temp, + im.listOffsets.get(), + im.listIds.get()); + // 一致性校验：所有桶的元素总数必须等于库规模，否则倒排表已损坏。 + if (total != im.n) + throwRuntime("inverted list total mismatch: total=" + + std::to_string(total) + " n=" + std::to_string(im.n)); + } + + // 4) 可选 PQ：逐子空间训练码本，再对全库编码为 n×m 字节压缩码。 + if (mode == SearchMode::IvfPq) { + Timer pqTimer; + const int m = im.pqM; + const int subDim = im.pqSubDim; + const int ks = im.pqKs; + im.pqCodebooks.resize(static_cast(m) * ks * subDim); + DevMem subPoints(static_cast(sampleCount) * subDim); + const int block = 256; + const int grid = static_cast((sampleCount + block - 1) / block); + // 对每个子空间分别做一次小维度 k-means，得到该子空间的 ks 个码字。 + for (int s = 0; s < m; ++s) { + gatherSubspaceKernel<<>>( + sample.get(), sampleCount, im.dim, subDim, s, subPoints.get()); + syncCheck(); + pqLloyd(subPoints.get(), sampleCount, subDim, ks, im.cfg.kmeans_seed, + std::max(1, im.cfg.kmeans_iters), + im.pqCodebooks.get() + static_cast(s) * ks * subDim, + nullptr); + } + im.pqCodes.resize(static_cast(im.n) * m); + // 用训练好的码本对全库编码（每个子空间取最近码字，存入 1 字节）。 + pqEncodeKernel<<((im.n + block - 1) / block), + block>>>(im.x.get(), im.n, im.dim, m, subDim, ks, + im.pqCodebooks.get(), im.pqCodes.get()); + syncCheck(); + stats.pqEncodeMs = pqTimer.ms(); + } + + VSCUBLAS_CHECK(cublasDestroy(handle)); + im.hasIndex_ = true; + stats.buildMs = wall.ms(); + stats.deviceBytes = im.indexDeviceBytes(); + return stats; +} + +// 把索引落盘为自描述二进制文件（magic "VSIX" + 版本 + 元数据 + 各段数据）。 +// 头部固定顺序：magic/version/kind/metric/n/dim/nlist/pqM/pqKs/pqSubDim， +// 之后依次是 centers、centerNorm、listOffsets、listIds，IVF-PQ 再追加 +// pqCodes 与 pqCodebooks。全部使用显式小端序，保证跨平台可读。 +void GpuEngine::saveIndex(const std::string& path) const { + const Impl& im = *impl_; + if (!im.hasIndex_) throwRuntime("saveIndex: no index"); + std::FILE* f = std::fopen(path.c_str(), "wb"); + if (!f) throwRuntime("cannot open index for writing: " + path); + try { + writeLE32(f, kIndexMagic); + writeLE32(f, kIndexVersion); + writeLE32(f, static_cast(im.indexKind)); + writeLE32(f, static_cast(im.metric)); + writeLE64(f, im.n); + writeLE32(f, im.dim); + writeLE32(f, im.nlist); + writeLE32(f, im.pqM); + writeLE32(f, im.pqKs); + writeLE32(f, im.pqSubDim); + + std::vector hCenters, hNorm; + std::vector hOffsets; + std::vector hIds; + copyToHost(im.centers.get(), &hCenters, + static_cast(im.nlist) * im.dim); + copyToHost(im.centerNorm.get(), &hNorm, im.nlist); + copyToHost(im.listOffsets.get(), &hOffsets, im.nlist + 1); + copyToHost(im.listIds.get(), &hIds, im.n); + writeAll(f, hCenters.data(), hCenters.size() * sizeof(float)); + writeAll(f, hNorm.data(), hNorm.size() * sizeof(float)); + writeAll(f, hOffsets.data(), hOffsets.size() * sizeof(long long)); + writeAll(f, hIds.data(), hIds.size() * sizeof(int)); + if (im.indexKind == IndexKind::IvfPq) { + std::vector hCodes; + std::vector hBooks; + copyToHost(im.pqCodes.get(), &hCodes, + static_cast(im.n) * im.pqM); + copyToHost(im.pqCodebooks.get(), &hBooks, + static_cast(im.pqM) * im.pqKs * im.pqSubDim); + writeAll(f, hCodes.data(), hCodes.size()); + writeAll(f, hBooks.data(), hBooks.size() * sizeof(float)); + } + } catch (...) { + std::fclose(f); + throw; + } + std::fclose(f); +} + +// 从文件加载索引并上传到显存，避免每次查询重新建索引。 +// 头部会校验 magic/version，以及与当前 dataset 的 (n, dim, metric) 是否一致， +// 不一致直接报错，防止用错索引查询。 +void GpuEngine::loadIndex(const std::string& path) { + Impl& im = *impl_; + std::FILE* f = std::fopen(path.c_str(), "rb"); + if (!f) throwRuntime("cannot open index for reading: " + path); + try { + const i32 magic = readLE32(f); + const i32 version = readLE32(f); + if (magic != kIndexMagic || version != kIndexVersion) + throwRuntime("bad index file: " + path); + const auto kind = static_cast(readLE32(f)); + const auto met = static_cast(readLE32(f)); + const i64 n = readLE64(f); + const i32 dim = readLE32(f); + const int nlist = readLE32(f); + const int pqM = readLE32(f); + const int pqKs = readLE32(f); + const int pqSub = readLE32(f); + // 索引与数据集必须严格匹配，否则查询结果无意义。 + if (n != im.n || dim != im.dim || met != im.metric || nlist <= 0) + throwRuntime("index/dataset mismatch: " + path); + + im.hasIndex_ = false; + im.indexKind = kind; + im.nlist = nlist; + im.pqM = pqM; + im.pqKs = pqKs; + im.pqSubDim = pqSub; + std::vector hCenters(static_cast(nlist) * dim); + std::vector hNorm(nlist); + std::vector hOffsets(nlist + 1); + std::vector hIds(static_cast(n)); + readAll(f, hCenters.data(), hCenters.size() * sizeof(float)); + readAll(f, hNorm.data(), hNorm.size() * sizeof(float)); + readAll(f, hOffsets.data(), hOffsets.size() * sizeof(long long)); + readAll(f, hIds.data(), hIds.size() * sizeof(int)); + im.centers.resize(hCenters.size()); + im.centerNorm.resize(nlist); + im.listOffsets.resize(hOffsets.size()); + im.listIds.resize(hIds.size()); + VSCU_CHECK(cudaMemcpy(im.centers.get(), hCenters.data(), + hCenters.size() * sizeof(float), cudaMemcpyHostToDevice)); + VSCU_CHECK(cudaMemcpy(im.centerNorm.get(), hNorm.data(), + hNorm.size() * sizeof(float), cudaMemcpyHostToDevice)); + VSCU_CHECK(cudaMemcpy(im.listOffsets.get(), hOffsets.data(), + hOffsets.size() * sizeof(long long), + cudaMemcpyHostToDevice)); + VSCU_CHECK(cudaMemcpy(im.listIds.get(), hIds.data(), + hIds.size() * sizeof(int), cudaMemcpyHostToDevice)); + if (kind == IndexKind::IvfPq) { + std::vector hCodes(static_cast(n) * pqM); + std::vector hBooks( + static_cast(pqM) * pqKs * pqSub); + readAll(f, hCodes.data(), hCodes.size()); + readAll(f, hBooks.data(), hBooks.size() * sizeof(float)); + im.pqCodes.resize(hCodes.size()); + im.pqCodebooks.resize(hBooks.size()); + VSCU_CHECK(cudaMemcpy(im.pqCodes.get(), hCodes.data(), hCodes.size(), + cudaMemcpyHostToDevice)); + VSCU_CHECK(cudaMemcpy(im.pqCodebooks.get(), hBooks.data(), + hBooks.size() * sizeof(float), + cudaMemcpyHostToDevice)); + } + } catch (...) { + std::fclose(f); + throw; + } + std::fclose(f); + im.hasIndex_ = true; +} + +// 批量检索统一入口：按 batch_size 把 query 切成若干批，逐批调用对应模式的 +// Exact/IvfFlat/IvfPq chunk 实现，并把每批耗时、P50/P99、QPS、显存占用等 +// 统计写入 SearchStats。保证“批量查询”与“单 query”走同一套 kernel 路径。 +// +// 关键点： +// * Exact 模式无需索引；IVF 模式先校验索引存在且类型匹配； +// * Exact 会依据 exact_memory_mb 进一步压缩 batch，避免键数组撑爆显存； +// * 每批用 CUDA event 计时，作为延迟分位数样本（而非整段 wall time）。 +void GpuEngine::searchAll(SearchMode mode, const float* queries, i64 nq, + int topK, std::vector* ids, FloatVec* scores, + SearchStats* stats, int batchOverride) { + if (mode == SearchMode::Exact) { + // no index required + } else { + impl_->requireIndex(mode); + } + if (topK <= 0 || nq <= 0) return; + ids->assign(static_cast(nq) * topK, -1); + scores->assign(static_cast(nq) * topK, 0.f); + + int batch = batchOverride > 0 ? batchOverride : impl_->cfg.batch_size; + if (mode == SearchMode::Exact) { + // 精确检索的键缓冲为 nq×n×16B（in+out），按显存预算反推单批 query 上限。 + const i64 bytesPerQuery = impl_->n * 32; // in + out packed keys + const i64 memBudget = std::max(1, impl_->cfg.exact_memory_mb) * + (1024 * 1024); + batch = static_cast( + std::min(batch, std::max(1, memBudget / bytesPerQuery))); + } + batch = static_cast(std::clamp(batch, 1, nq)); + + const int metricCodeInt = metricCode(impl_->metric); + TempStore temp; + SearchStats local; + // 逐批计时：每个 batch 记录一次 CUDA event 耗时，作为延迟分位数样本。 + cudaEvent_t startEv = nullptr, stopEv = nullptr; + VSCU_CHECK(cudaEventCreate(&startEv)); + VSCU_CHECK(cudaEventCreate(&stopEv)); + Timer wall; + for (i64 q0 = 0; q0 < nq; q0 += batch) { + const i64 chunk = std::min(batch, nq - q0); + const float* qs = queries + static_cast(q0) * impl_->dim; + i32* idOut = ids->data() + static_cast(q0) * topK; + float* sOut = scores->data() + static_cast(q0) * topK; + VSCU_CHECK(cudaEventRecord(startEv, 0)); + switch (mode) { + case SearchMode::Exact: + exactChunk(*impl_, qs, chunk, topK, metricCodeInt, &temp, idOut, + sOut); + break; + case SearchMode::IvfFlat: + ivfFlatChunk(*impl_, qs, chunk, topK, metricCodeInt, &temp, idOut, + sOut); + break; + case SearchMode::IvfPq: + ivfPqChunk(*impl_, qs, chunk, topK, metricCodeInt, &temp, idOut, + sOut); + break; + } + VSCU_CHECK(cudaEventRecord(stopEv, 0)); + VSCU_CHECK(cudaEventSynchronize(stopEv)); + float ms = 0.f; + VSCU_CHECK(cudaEventElapsedTime(&ms, startEv, stopEv)); + local.batchMs.push_back(ms); + } + local.gpuMs = 0.0; + for (double b : local.batchMs) local.gpuMs += b; + local.wallMs = wall.ms(); + local.qps = local.wallMs > 0 ? nq / (local.wallMs / 1e3) : 0.0; + local.meanBatchMs = local.batchMs.empty() + ? 0.0 + : local.gpuMs / static_cast(local.batchMs.size()); + local.p50BatchMs = percentileOf(local.batchMs, 0.50); + local.p99BatchMs = percentileOf(local.batchMs, 0.99); + size_t total = 0, freeBytes = 0; + VSCU_CHECK(cudaMemGetInfo(&freeBytes, &total)); + local.deviceUsedBytes = total - freeBytes; + VSCU_CHECK(cudaEventDestroy(startEv)); + VSCU_CHECK(cudaEventDestroy(stopEv)); + if (stats) *stats = std::move(local); +} + +} // namespace vs diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/data/.gitkeep" "b/09_vector_retrieval/\345\274\240\347\243\212/data/.gitkeep" new file mode 100644 index 00000000..8b137891 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/data/.gitkeep" @@ -0,0 +1 @@ + diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/docs/REPORT.md" "b/09_vector_retrieval/\345\274\240\347\243\212/docs/REPORT.md" new file mode 100644 index 00000000..186a7be0 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/docs/REPORT.md" @@ -0,0 +1,9 @@ +# 报告入口 + +完整实验报告（系统实现、实验设计、正确性验证、性能与召回结果、数据溯源）见 +[REPORT.md](../REPORT.md)。报告覆盖 NVIDIA（RTX 4090）、天数智芯 CoreX（MR-V100）、 +沐曦 MetaX（MXC500）与摩尔线程 MUSA 四套平台的构建、正确性验证、性能与质量分析。 + +代码、构建方式与实验产物的快速指引见 [README](../README.md)； +各平台原始日志见 `outputs/`（NVIDIA）、`outputs_corex/`（天数智芯）、 +`outputs_maca/`（沐曦）、`outputs_musa/`（摩尔线程）。 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/include/vsearch/binary_io.hpp" "b/09_vector_retrieval/\345\274\240\347\243\212/include/vsearch/binary_io.hpp" new file mode 100644 index 00000000..d4c2c608 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/include/vsearch/binary_io.hpp" @@ -0,0 +1,52 @@ +#pragma once + +#include "vsearch/common.hpp" + +namespace vs { + +// --------------------------------------------------------------------------- +// On-disk layout shared by the vector database and query files. +// +// magic : i32 = 0x56534348 ("VSCH") +// version : i32 = 1 +// n : i64 number of rows +// dim : i32 +// dtype : u8 length + ASCII ("fp32" or "fp16") +// metric : u8 length + ASCII ("l2" / "inner_product" / "cosine" / "none") +// payload : n*dim raw elements, row-major +// +// The reader always returns fp32 in memory; the writer optionally converts +// fp32 host data down to fp16 for realistic memory-bandwidth experiments. +// +// 中文说明：向量库与查询文件共用同一容器格式（查询文件的 metric 为 none）。 +// 读取端统一还原为 fp32 再送 GPU，因此 fp16 只影响磁盘/带宽占用，不影响 +// 检索语义；写端可选择降为 fp16 以做显存/带宽受限实验。 +// --------------------------------------------------------------------------- + +constexpr i32 kFileMagic = 0x56534348; +constexpr i32 kFileVersion = 1; + +// 读取向量文件到 Dataset（自动完成 fp16->fp32 转换，并校验头部合法性）。 +void readVectorFile(const std::string& path, Dataset* out); +// 写出向量文件（与读取端对称，供测试与数据生成工具使用）。 +void writeVectorFile(const std::string& path, i64 n, i32 dim, DataType dtype, + Metric metric, const float* rowMajor, i64 count); + +// FloatVec 重载：内部对齐分配器版本，方便直接传 Dataset::data。 +inline void writeVectorFile(const std::string& path, i64 n, i32 dim, + DataType dtype, Metric metric, + const FloatVec& rowMajor) { + writeVectorFile(path, n, dim, dtype, metric, rowMajor.data(), rowMajor.size()); +} + +// IEEE-754 half <-> float 的位级转换（不依赖 GPU / 半精度指令）。 +float halfBitsToFloat(std::uint16_t h); +std::uint16_t floatToHalfBits(float f); + +// Normalize every row to unit L2 norm (used only for cosine metric). +// 逐行 L2 归一化（仅 cosine 度量）：库向量与查询都在进入检索前归一化， +// 使距离计算退化为 1 - 内积。 +void normalizeRowsToUnit(float* rows, i64 n, i32 dim); +void cosineNormalize(Dataset* ds); + +} // namespace vs diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/include/vsearch/common.hpp" "b/09_vector_retrieval/\345\274\240\347\243\212/include/vsearch/common.hpp" new file mode 100644 index 00000000..9227ca85 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/include/vsearch/common.hpp" @@ -0,0 +1,184 @@ +#pragma once + +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#if defined(_MSC_VER) +#include +#endif + +namespace vs { + +using i64 = std::int64_t; +using i32 = std::int32_t; + +enum class DataType { + Fp32, + Fp16, +}; + +enum class Metric { + None, // only legal for query files + L2, + InnerProduct, // larger is better + Cosine, // engine reports cosine distance = 1 - cosine(a,b) +}; + +enum class SearchMode { + Exact, + IvfFlat, + IvfPq, +}; + +enum class IndexKind : i32 { + IvfFlat = 0, + IvfPq = 1, +}; + +inline bool metricIsSmallerBetter(Metric m) { + return m == Metric::L2 || m == Metric::Cosine; +} + +inline const char* metricName(Metric m) { + switch (m) { + case Metric::None: return "none"; + case Metric::L2: return "l2"; + case Metric::InnerProduct: return "inner_product"; + case Metric::Cosine: return "cosine"; + } + return "none"; +} + +inline const char* modeName(SearchMode m) { + switch (m) { + case SearchMode::Exact: return "exact"; + case SearchMode::IvfFlat: return "ivf_flat"; + case SearchMode::IvfPq: return "ivf_pq"; + } + return "exact"; +} + +[[noreturn]] inline void throwRuntime(const std::string& msg) { + throw std::runtime_error(msg); +} + +inline i64 nowNanos() { + return std::chrono::duration_cast( + std::chrono::steady_clock::now().time_since_epoch()) + .count(); +} + +// 主机侧单调计时器（steady_clock），用于各阶段墙钟耗时统计。 +class Timer { + public: + Timer() : start_(nowNanos()) {} + void reset() { start_ = nowNanos(); } + double ms() const { return static_cast(nowNanos() - start_) / 1e6; } + double sec() const { return static_cast(nowNanos() - start_) / 1e9; } + + private: + i64 start_; +}; + +// A cache-friendly aligned float allocator. std::vector> +// keeps CUDA memcpy fast and enables float4 reads when alignment is available. +template +class AlignedAllocator { + public: + using value_type = T; + AlignedAllocator() noexcept {} + template + AlignedAllocator(const AlignedAllocator&) noexcept {} + + T* allocate(std::size_t n) { + constexpr std::size_t kAlign = 64; + if (n == 0) return nullptr; + void* p = nullptr; +#if defined(_MSC_VER) + p = _aligned_malloc(n * sizeof(T), kAlign); + if (!p) throw std::bad_alloc(); +#else + if (posix_memalign(&p, kAlign, n * sizeof(T)) != 0) throw std::bad_alloc(); +#endif + return static_cast(p); + } + + void deallocate(T* p, std::size_t) noexcept { + if (!p) return; +#if defined(_MSC_VER) + _aligned_free(p); +#else + free(p); +#endif + } + + template + bool operator==(const AlignedAllocator&) const noexcept { + return true; + } + template + bool operator!=(const AlignedAllocator&) const noexcept { + return false; + } +}; + +using FloatVec = std::vector>; + +// Vector collection shared by database and query files. +// +// 向量集合：数据库与查询文件共用同一结构。data 始终以 fp32 行主序保存 +// （fp16 输入在读取时转换），便于所有 kernel 使用统一的输入类型。 +struct Dataset { + i64 n = 0; // number of rows + i32 dim = 0; // vector dimension + DataType dtype = DataType::Fp32; + Metric metric = Metric::None; + FloatVec data; // row-major, always converted to fp32 + + std::size_t bytes() const { + return static_cast(n) * dim * sizeof(float); + } +}; + +// Parameters parsed from the text retrieval-parameter file. +// +// 检索参数：来自文本参数文件，也可被命令行覆盖。前几项对应题目要求的 +// top_k / search_mode / batch_size / nlist / nprobe / pq_m；其余为实验扩展项 +// （k-means 采样与迭代、PQ 精排宽度、日志路径、CPU 参考 query 数等）。 +struct SearchConfig { + int top_k = 10; + std::string search_mode = "exact"; // exact / ivf_flat / ivf_pq + int batch_size = 128; + int nlist = 4096; + int nprobe = 16; + int pq_m = 16; + int pq_ks = 256; + int pq_rerank = 256; // top-N candidates rescored exactly after ADC + + // ---- 构建 k-means 的扩展参数 ---- + int kmeans_iters = 12; + i64 kmeans_sample = 131072; // mini-batch used while refining centers + i64 kmeans_chunk_rows = 16384; // rows per GEMM chunk during assignment + int kmeans_seed = 2026; + double kmeans_assign_frac = 0.0; // optional early stop + bool cosine_normalize_centers = true; + + // ---- CLI / 驱动使用的路径与开关 ---- + int nthreads = 0; // 0 => hardware concurrency + std::string index_path; // optional when used by driver + std::string result_path; + std::string perf_log_path; + std::string quality_log_path; + bool force_rebuild = false; + i64 ref_query_limit = 200; // queries used by the CPU reference + i64 exact_memory_mb = 1536; // approximate upper bound per exact chunk +}; + +} // namespace vs diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/include/vsearch/config.hpp" "b/09_vector_retrieval/\345\274\240\347\243\212/include/vsearch/config.hpp" new file mode 100644 index 00000000..24c86996 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/include/vsearch/config.hpp" @@ -0,0 +1,12 @@ +#pragma once + +#include "vsearch/common.hpp" + +namespace vs { + +// Parse a retrieval-parameter file (text, key = value, '#' comments). +// Unknown keys are preserved in `extra` so driver tools can log them. +SearchConfig parseParamFile(const std::string& path); +SearchConfig parseParamString(const std::string& text); + +} // namespace vs diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/include/vsearch/cpu_reference.hpp" "b/09_vector_retrieval/\345\274\240\347\243\212/include/vsearch/cpu_reference.hpp" new file mode 100644 index 00000000..b5a8d172 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/include/vsearch/cpu_reference.hpp" @@ -0,0 +1,21 @@ +#pragma once + +#include "vsearch/common.hpp" + +namespace vs { + +// Brute-force CPU reference. `ids` and `scores` are nq*topK row-major; the K +// entries for a query are ordered best-first with deterministic id tie-breaks. +// L2 / cosine entries are Euclidean / cosine distances; inner product entries +// are raw dot products. This is deliberately simple (not vectorized) so it can +// serve as an independent correctness oracle. +// +// 单线程暴力精确检索（正确性 oracle）：输出 nq×topK 行主序结果， +// 每个 query 的 K 个结果按优劣排序，同分时按 id 升序。刻意保持朴素实现 +// （不做向量化），以保证它与 GPU 实现相互独立，能真正验证 GPU 的正确性。 +// 返回值为 CPU 耗时（毫秒），用于计算加速比。 +double cpuExactSearch(const Dataset& ds, i64 nq, const float* queries, + int topK, std::vector* ids, + FloatVec* scores); + +} // namespace vs diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/include/vsearch/engine.hpp" "b/09_vector_retrieval/\345\274\240\347\243\212/include/vsearch/engine.hpp" new file mode 100644 index 00000000..e2f8232b --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/include/vsearch/engine.hpp" @@ -0,0 +1,81 @@ +#pragma once + +#include +#include +#include + +#include "vsearch/common.hpp" + +namespace vs { + +// 索引构建统计：buildMs 为整体墙钟时间，其余为各阶段细分（训练中心、全库 +// 分配、PQ 编码）与设备/序列化占用，用于性能日志与报告分析。 +struct IndexBuildStats { + double buildMs = 0.0; // host wall time of the full build + double gpuWorkMs = 0.0; // kernel/GEMM wall time measured with events + std::size_t deviceBytes = 0; // device-side index bytes + std::size_t fileBytes = 0; // serialized index bytes + double trainMs = 0.0; + double assignMs = 0.0; + double pqEncodeMs = 0.0; +}; + +// 单次批量检索统计：wallMs 是主机侧总耗时，gpuMs 是各 batch CUDA event 之和， +// batchMs 保存每个内部 batch 的耗时以计算 P50/P99；qps 基于 wallMs 计算。 +struct SearchStats { + double wallMs = 0.0; // host wall time of searchAll + double gpuMs = 0.0; // summed GPU event time over batches + double qps = 0.0; + double p50BatchMs = 0.0; + double p99BatchMs = 0.0; + double meanBatchMs = 0.0; + std::vector batchMs; // one entry per internal batch + std::size_t deviceUsedBytes = 0; // free-vs-total delta snapshot +}; + +// GPU engine implementing exact, IVF-Flat and IVF-PQ searches. The dataset is +// uploaded once and retained; approximate index state is either built or +// loaded from a file. +// +// GPU 检索引擎门面类：构造时上传向量库并常驻显存；近似索引可现场构建， +// 也可从文件加载。对外只暴露 build/搜索/持久化接口，内部实现（kernel、 +// 缓冲布局）全部封装在 Impl 中。 +class GpuEngine { + public: + GpuEngine(const Dataset& ds, const SearchConfig& cfg); + ~GpuEngine(); + GpuEngine(const GpuEngine&) = delete; + GpuEngine& operator=(const GpuEngine&) = delete; + GpuEngine(GpuEngine&&) noexcept; + GpuEngine& operator=(GpuEngine&&) noexcept; + + // mode must be IvfFlat or IvfPq. Requires nlist*dim*4 bytes etc. to fit. + // 构建近似索引（IVF-Flat / IVF-PQ），返回各阶段耗时与显存占用。 + IndexBuildStats buildIndex(SearchMode mode); + // 索引是否已构建或成功加载。 + bool hasIndex() const; + // 索引落盘 / 从文件加载（跨平台的小端二进制格式，见 engine.cu）。 + void saveIndex(const std::string& path) const; + void loadIndex(const std::string& path); + + // Run one mode on the whole query set (internal batching uses cfg.batch_size, + // or batchOverride when > 0). IDs/scores are nq*topK row-major and best-first. + // 对整批 query 运行指定模式：内部按 batch_size 分批，输出 nq×topK 行主序、 + // 按相似度从优到劣排列的 id 与分数。 + void searchAll(SearchMode mode, const float* queries, i64 nq, int topK, + std::vector* ids, FloatVec* scores, + SearchStats* stats, int batchOverride = 0); + + static std::size_t deviceTotalBytes(); + static std::size_t deviceFreeBytes(); + + public: + // Exposed for the implementation translation unit; callers should treat the + // type as opaque. + struct Impl; + + private: + std::unique_ptr impl_; +}; + +} // namespace vs diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/include/vsearch/metric.hpp" "b/09_vector_retrieval/\345\274\240\347\243\212/include/vsearch/metric.hpp" new file mode 100644 index 00000000..72a7f629 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/include/vsearch/metric.hpp" @@ -0,0 +1,37 @@ +#pragma once + +#include "vsearch/common.hpp" + +namespace vs { + +Metric parseMetric(const std::string& s); +DataType parseDataType(const std::string& s); +SearchMode parseSearchMode(const std::string& s); +IndexKind parseIndexKind(const std::string& s); + +// Exact float representation sort is used as the ranking key. +inline i32 floatBits(float v) { + i32 u; + std::memcpy(&u, &v, sizeof(u)); + return u; +} + +inline float bitsToFloat(i32 u) { + float v; + std::memcpy(&v, &u, sizeof(v)); + return v; +} + +inline i32 f32ToSortableBits(float v) { + const i32 u = floatBits(v); + // IEEE-754 fp32 total order. Negative values invert all bits; the sign bit + // is then cleared so the mapping is strictly monotone. + return (u & 0x80000000) ? ~u : (u | 0x80000000); +} + +inline float sortableBitsToF32(i32 u) { + const i32 raw = (u & 0x80000000) ? (u & 0x7fffffff) : ~u; + return bitsToFloat(raw); +} + +} // namespace vs diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/include/vsearch/result_io.hpp" "b/09_vector_retrieval/\345\274\240\347\243\212/include/vsearch/result_io.hpp" new file mode 100644 index 00000000..d025069e --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/include/vsearch/result_io.hpp" @@ -0,0 +1,50 @@ +#pragma once + +#include "vsearch/common.hpp" + +namespace vs { + +// 一次检索的结果集合：nq×topK 行主序，每个 query 的 K 条按优到劣排列。 +// metric/mode 仅用于结果文件的可读性标注。 +struct SearchResult { + i64 nq = 0; + int topK = 0; + Metric metric = Metric::None; + std::string mode; + std::vector ids; // nq*topK + FloatVec scores; // nq*topK +}; + +void writeResultText(const std::string& path, const SearchResult& r); + +// 性能日志的一行记录：覆盖题目要求的 build/search 时间、QPS、P50/P99、 +// 显存占用，以及相对 CPU 精确基线的加速比。 +struct PerfRecord { + std::string mode; + i64 nq = 0; + i64 n = 0; + int dim = 0; + int topK = 0; + double buildMs = 0.0; + double searchMs = 0.0; + double qps = 0.0; + double p50Ms = 0.0; + double p99Ms = 0.0; + double meanBatchMs = 0.0; + std::size_t gpuUsedBytes = 0; + double cpuExactMs = 0.0; + double speedupVsCpu = 0.0; +}; + +void writePerfLog(const std::string& path, + const std::vector& rows); + +// Quality comparison against a reference (typically the GPU exact baseline). +// 质量日志：以 gold（通常是 GPU exact）为基准，输出 recall@K、平均距离误差 +// 与逐 rank 不一致数；近似检索的召回/误差都以此衡量。 +void writeQualityLog(const std::string& path, i64 nq, int topK, + Metric metric, const SearchResult& pred, + const SearchResult& gold, double avgDistanceError, + int mismatchedRankCount); + +} // namespace vs diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/PROFILING.md" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/PROFILING.md" new file mode 100644 index 00000000..e68f9360 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/PROFILING.md" @@ -0,0 +1,92 @@ +# GPU Profiling：Nsight Systems 实测分析 + +## 1. 环境与工作负载 + +- GPU：NVIDIA RTX 4090 24 GB（sm_89） +- 系统：Ubuntu 24.04 +- 驱动：570.124（用户态 libcuda 已修正为同版本） +- CUDA Toolkit：12.8；Nsight Systems：2024.6.2 +- 工作负载：`N=10^6, D=128, nq=1000, topK=100, nlist=4096, nprobe=16` + +## 2. 采集方法 + +```bash +# exact 检索 +nsys profile --force-overwrite=true -o prof/nsys_exact -t cuda,osrt \ + ./build/vsearch search --vectors=data_ann/vectors.bin \ + --queries=data_ann/queries.bin --params=data_ann/params.txt \ + --search_mode=exact --batch_size=128 + +# IVF-Flat 检索 +nsys profile --force-overwrite=true -o prof/nsys_ivf_flat -t cuda,osrt \ + ./build/vsearch search --vectors=data_ann/vectors.bin \ + --queries=data_ann/queries.bin --params=data_ann/params.txt \ + --search_mode=ivf_flat --nprobe=16 --batch_size=128 \ + --index=outputs/ann_flat/index.idx + +# IVF-PQ16 + rerank 检索 +nsys profile --force-overwrite=true -o prof/nsys_pq -t cuda,osrt \ + ./build/vsearch search --vectors=data_ann/vectors.bin \ + --queries=data_ann/queries.bin --params=data_ann/params.txt \ + --search_mode=ivf_pq --pq_m=16 --pq_rerank=256 --nprobe=16 \ + --batch_size=128 --index=outputs/ann_pq/index_pq.idx + +# 查看 kernel/内存操作汇总 +nsys stats --report cuda_gpu_sum prof/nsys_exact.nsys-rep +nsys stats --report cuda_gpu_sum prof/nsys_ivf_flat.nsys-rep +nsys stats --report cuda_gpu_sum prof/nsys_pq.nsys-rep +``` + +采集得到的 `.nsys-rep` 报告即上述命令中 `-o prof/nsys_*` 指定的文件。 + +## 3. exact 检索 kernel 占比 + +| Kernel | GPU 时间占比 | 平均耗时 | +| --- | ---: | ---: | +| `exactKeysKernel`（全量打分） | 74.9% | 49.2 ms | +| CUB segmented radix sort（两级内核） | 23.1% | 约 1.3-1.6 ms/instance | +| H2D 查询/键上传等 | 1.9% | 24 μs avg | +| `decodeTopKeysKernel` | <0.1% | 1.6 μs | + +分析：exact 的主要成本是“读取 512 MB 向量库并计算 1e6×128 的点积”；分段排序占 +约 1/4 时间，属于精确检索的固定开销。 + +## 4. IVF-Flat 阶段（不包含 exact baseline） + +| Kernel | 总耗时（1000 query） | 平均/instance | 说明 | +| --- | ---: | ---: | --- | +| `ivfCenterKeysKernel` | 2.57 ms | 0.32 ms | 128 query 对 4096 中心打分 | +| `ivfFlatKeysKernel` | 23.37 ms | 2.92 ms | 候选向量精确重打分 | +| `gatherCandidatesKernel` | 84 μs | 10.5 μs | 倒排桶拼接 | +| probe/count/scan/decode 等 | <1 ms 合计 | 微秒级 | 候选管理和解码 | +| CUB 分段排序 | 约 22.5% | - | 中心排序 + 候选 Top-K | + +分析：IVF-Flat 中每次 batch（128 query）需要重算约 3900/query 个候选， +`ivfFlatKeysKernel` 平均仅 2.9 ms；倒排拼接、扫描、解码开销都很小。进一步优化应 +减少排序数据量或使用阈值式 Top-K。 + +## 5. IVF-PQ16 + rerank 阶段 + +| Kernel | 平均/instance | 说明 | +| --- | ---: | --- | +| `ivfCenterKeysKernel` | 0.32 ms | query 到中心 | +| `pqTableKernel` | 5.4 μs | 128 query × 16×256 ADC 表 | +| `pqPackKeysKernel` | 0.126 ms | ADC 候选打分 | +| CUB segmented sort（ADC 粗排） | 数十 μs 至 1.4 ms | 与数据量相关 | +| `rerankPrepKernel` | 0.33 ms | 取 ADC top-256 | +| `ivfFlatKeysKernel`（精排） | 0.08 ms | 只重算 top-256 | +| `decodeVariableTopKernel` | 1.2 μs | 结果写出 | + +分析：PQ 表构建极便宜；ADC 打分只有 0.126 ms/batch。rerank 把原始向量重算限制到 +每 query 256 个，因此 recall 与 IVF-Flat 相当，搜索总耗时也未增加。 + +## 6. 结论与后续优化建议 + +1. `exactKeysKernel` 是 full-scan 主瓶颈，后续可用 float4 向量化、每线程多行合并 + 减少索引/调度开销，或使用 fp16/tensor core 累计内积。 +2. 精确 Top-K 的分段 radix sort 约占 1/4；候选集更大时可改“粗阈值 + 紧凑选择” + 降低排序带宽。 +3. IVF 的 gather/scan 仅数微秒，说明倒排结构设计合理，不需要微优化。 +4. nsys 时间线适合定位“哪个 kernel 占时间”；若需要 SM/DRAM 占用率等硬件计数器， + 可在具备硬件计数权限的宿主环境用厂商计数器工具补测 `exactKeysKernel` 的 + 访存吞吐，以确认是否已达 DRAM 带宽上限。 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/README.md" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/README.md" new file mode 100644 index 00000000..a003e4be --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/README.md" @@ -0,0 +1,58 @@ +# 实验产物（NVIDIA 平台） + +本目录保存 NVIDIA（RTX 4090）平台的实验日志与结果样例，对应报告 7.3 节的表 1-4。 +另外三个平台的产物分别在： + +| 目录 | 平台 | 对应报告章节 | +| --- | --- | --- | +| `outputs/`（本目录） | NVIDIA RTX 4090 | 7.3 节的表 1-4 | +| `outputs_corex/` | 天数智芯 MR-V100 | 7.4 节的表 5-6 | +| `outputs_maca/` | 沐曦 MetaX MXC500 | 7.5 节的表 7-8 | +| `outputs_musa/` | 摩尔线程 MUSA | 7.6 节的表 9-10 | + +四平台横向对比见报告 7.7 节的表 11；内核耗时剖析见第 8 章与 +[PROFILING.md](PROFILING.md)。 + +## 目录结构 + +```text +outputs/ +├── README.md 本说明 +├── PROFILING.md Nsight Systems kernel 占比分析（报告第 8 章） +├── experiment_summary.csv 1e6 数据组的 nprobe × batch 扫描汇总（表 2） +├── exact_perf.log exact bench 性能 +├── ivf_flat_perf.log IVF-Flat 性能 +├── ivf_flat_quality.log IVF-Flat 召回率与距离误差（表 1） +├── ivf_pq16_perf.log IVF-PQ16 + rerank 性能 +├── ivf_pq16_quality.log IVF-PQ16 + rerank 质量（表 3） +├── sweep/ 21 组 nprobe(1 至 64) × batch(32/128/512) 的 +│ result / perf / quality 三件套 +├── retrieval_results/ exact / IVF-Flat / IVF-PQ16 的 Top-K 结果样例 +├── indexes/ IVF-Flat 与 IVF-PQ16 索引文件 +└── nvidia_300k_regression/ 300k 数据组的复核产物（表 4） +``` + +## 数据组对照 + +| 位置 | 数据规模 | 参数 | 对应报告 | +| --- | --- | --- | --- | +| 根目录日志、`sweep/`、`indexes/`、`retrieval_results/` | 1e6×128，nq=1000 | nlist=4096，nprobe=16，topK=100，pq_m=16 | 7.3 节的表 1-3 | +| `nvidia_300k_regression/` | 300k×128，nq=1000 | nlist=1024，nprobe=16，topK=100（与另两个平台同参数同种子） | 7.3 节的表 4 | + +## 复现 + +```bash +# 构建（NVIDIA） +cmake -S . -B build -DCMAKE_BUILD_TYPE=Release +cmake --build build -j + +# 生成 1e6 数据组并扫描 +python python/gen_dataset.py --out data \ + --n 1000000 --dim 128 --nq 1000 --top-k 100 --metric l2 +python python/run_experiments.py --vsearch ./build/vsearch \ + --data data --mode ivf_flat \ + --nprobe-list 1,2,4,8,16,32,64 --batch-list 32,128,512 +``` + +其他平台的构建与复现命令见各自目录的 README（`outputs_corex/`、 +`outputs_maca/`）。 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/exact_perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/exact_perf.log" new file mode 100644 index 00000000..e90a345d --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/exact_perf.log" @@ -0,0 +1,3 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact 1000 1000000 128 100 0.000 1433.493 697.6 71.5469 73.4423 71.6648 1.24 GB 0.000 0.0 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/experiment_summary.csv" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/experiment_summary.csv" new file mode 100644 index 00000000..192d8934 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/experiment_summary.csv" @@ -0,0 +1,22 @@ +mode,nprobe,batch,qps,p50_ms,p99_ms,exact_qps,recall_at_k,avg_distance_error,perf_log +ivf_flat,1,32,42752.5,0.7146,1.0253,608.3,0.019180,0,outputs/sweep/ivf_flat_np1_b32/perf.log +ivf_flat,1,128,69384.9,1.7804,2.1141,728.2,0.019220,0,outputs/sweep/ivf_flat_np1_b128/perf.log +ivf_flat,1,512,80964.6,6.1663,6.4633,732.0,0.019220,0,outputs/sweep/ivf_flat_np1_b512/perf.log +ivf_flat,2,32,40254.5,0.7565,1.1116,610.8,0.043800,0,outputs/sweep/ivf_flat_np2_b32/perf.log +ivf_flat,2,128,60489.0,2.0350,2.3919,729.7,0.043800,0,outputs/sweep/ivf_flat_np2_b128/perf.log +ivf_flat,2,512,71865.4,6.9477,7.3946,715.6,0.043780,0,outputs/sweep/ivf_flat_np2_b512/perf.log +ivf_flat,4,32,38899.9,0.7898,1.0879,608.1,0.215480,0,outputs/sweep/ivf_flat_np4_b32/perf.log +ivf_flat,4,128,52347.0,2.3589,2.7026,731.6,0.215480,0,outputs/sweep/ivf_flat_np4_b128/perf.log +ivf_flat,4,512,66621.4,7.4959,7.8646,724.5,0.215480,0,outputs/sweep/ivf_flat_np4_b512/perf.log +ivf_flat,8,32,35749.0,0.8640,1.1988,609.6,0.860750,0,outputs/sweep/ivf_flat_np8_b32/perf.log +ivf_flat,8,128,47862.0,2.5871,3.0342,726.4,0.860750,0,outputs/sweep/ivf_flat_np8_b128/perf.log +ivf_flat,8,512,60324.8,8.2794,8.6309,731.5,0.860750,0,outputs/sweep/ivf_flat_np8_b512/perf.log +ivf_flat,16,32,24796.3,1.2825,1.7960,611.0,1.000000,0,outputs/sweep/ivf_flat_np16_b32/perf.log +ivf_flat,16,128,38240.0,3.2434,3.7819,727.0,1.000000,0,outputs/sweep/ivf_flat_np16_b128/perf.log +ivf_flat,16,512,48897.7,10.2162,10.8662,715.1,1.000000,0,outputs/sweep/ivf_flat_np16_b512/perf.log +ivf_flat,32,32,17965.3,1.7665,2.2260,615.1,1.000000,0,outputs/sweep/ivf_flat_np32_b32/perf.log +ivf_flat,32,128,28433.9,4.3487,5.0046,722.9,1.000000,0,outputs/sweep/ivf_flat_np32_b128/perf.log +ivf_flat,32,512,35921.6,13.9092,14.5113,731.3,1.000000,0,outputs/sweep/ivf_flat_np32_b512/perf.log +ivf_flat,64,32,13604.0,2.2964,2.7960,610.9,1.000000,0,outputs/sweep/ivf_flat_np64_b32/perf.log +ivf_flat,64,128,20057.5,6.2134,6.8308,727.2,1.000000,0,outputs/sweep/ivf_flat_np64_b128/perf.log +ivf_flat,64,512,22272.6,22.4394,22.9436,731.9,1.000000,0,outputs/sweep/ivf_flat_np64_b512/perf.log diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/indexes/ivf_flat.index.idx" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/indexes/ivf_flat.index.idx" new file mode 100644 index 00000000..82320397 Binary files /dev/null and "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/indexes/ivf_flat.index.idx" differ diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/indexes/ivf_pq16.index.idx" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/indexes/ivf_pq16.index.idx" new file mode 100644 index 00000000..3c32a4e0 Binary files /dev/null and "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/indexes/ivf_pq16.index.idx" differ diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/ivf_flat_perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/ivf_flat_perf.log" new file mode 100644 index 00000000..8d7c6f0a --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/ivf_flat_perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 50 1000000 128 100 0.000 66.947 746.9 66.9173 66.9173 66.9173 1.24 GB 7413.327 110.7 +ivf_flat 1000 1000000 128 100 0.000 47.282 21149.7 5.9031 6.4340 5.9032 0.89 GB 7413.327 156.8 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/ivf_flat_quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/ivf_flat_quality.log" new file mode 100644 index 00000000..dc632d01 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/ivf_flat_quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.926360 +id_match_ratio=0.926360 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=7364 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/ivf_pq16_perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/ivf_pq16_perf.log" new file mode 100644 index 00000000..aa26543a --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/ivf_pq16_perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 50 1000000 128 100 0.000 66.699 749.6 66.6693 66.6693 66.6693 1.24 GB 7478.420 112.1 +ivf_pq 1000 1000000 128 100 0.000 34.085 29338.4 4.1744 4.8339 4.2534 0.90 GB 7478.420 219.4 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/ivf_pq16_quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/ivf_pq16_quality.log" new file mode 100644 index 00000000..0cf0806c --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/ivf_pq16_quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_pq +recall_at_k=0.924830 +id_match_ratio=0.924830 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=7517 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/README.md" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/README.md" new file mode 100644 index 00000000..0edc0054 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/README.md" @@ -0,0 +1,32 @@ +# NVIDIA 300k 回归数据（2026-09-07） + +对应报告 7.3 节的表 4：在 NVIDIA RTX 4090 上重新生成 300k 数据并完成 +exact / IVF-Flat / IVF-PQ 三次完整 bench，用于与另两个平台（7.4 节、7.5 节） +在相同数据参数下交叉核对。 + +数据规模：`N=300000, D=128, nq=1000, topK=100, nlist=1024, nprobe=16, pq_m=16` +（`python/gen_dataset.py --clusters 100 --vector-scale 0.10 +--query-scale 0.02`，修复后文件头格式）。 + +```text +exact_perf.log 独立 exact bench 的 perf（nq=200 CPU 参考行 + 全程行） +exact_quality.log exact 模式质量 +ivf_flat_perf.log IVF-Flat bench（内含 exact 子集对比行） +ivf_flat_quality.log IVF-Flat recall@100=0.985830 +ivf_pq_perf.log IVF-PQ16 + rerank bench +ivf_pq_quality.log IVF-PQ recall@100=0.012280 +ivf_flat_result.txt / ivf_pq_result.txt Top-100 检索结果（1000 query） +params.txt 实际运行参数 +indexes/ IVF-Flat 与 IVF-PQ 构建索引 +``` + +说明： + +- 表 4 的 build_ms（ivf_flat=97、ivf_pq=213）来自 bench 运行日志 + `index built: build_ms=...`，perf.log 的 build_ms 字段在 bench 模式下为 0 + （检索阶段单独计时，索引构建在 perf 行采样前完成）。 +- exact 表行以独立 `exact_perf.log` 为准（98.6 ms / 2029 QPS / 87.1×）； + IVF bench 内嵌的 exact 子集对比行（约 95.5 ms / 90.8×）用于 recall 与 speedup + 对照，两者存在正常的运行间波动。 +- 原始 `vectors.bin` / `queries.bin` 数据文件不随报告分发；如需复现，用 + `python/gen_dataset.py`（参数见上文）重新生成即可。 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/exact_perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/exact_perf.log" new file mode 100644 index 00000000..664feb0b --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/exact_perf.log" @@ -0,0 +1,3 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 98.565 2029.1 49.2645 59.4799 49.2645 0.82 GB 8589.284 87.1 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/exact_quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/exact_quality.log" new file mode 100644 index 00000000..577cf341 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/exact_quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=exact +recall_at_k=1.000000 +id_match_ratio=1.000000 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=0 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/indexes/ivf_flat.idx" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/indexes/ivf_flat.idx" new file mode 100644 index 00000000..a4ecf19d Binary files /dev/null and "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/indexes/ivf_flat.idx" differ diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/indexes/ivf_pq.idx" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/indexes/ivf_pq.idx" new file mode 100644 index 00000000..36dbb91d Binary files /dev/null and "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/indexes/ivf_pq.idx" differ diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/ivf_flat_perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/ivf_flat_perf.log" new file mode 100644 index 00000000..c945fa12 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/ivf_flat_perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 95.513 2094.0 47.7390 58.3872 47.7390 0.82 GB 8672.779 90.8 +ivf_flat 1000 300000 128 100 0.000 20.384 49058.4 2.5080 3.0158 2.5411 0.54 GB 8672.779 425.5 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/ivf_flat_quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/ivf_flat_quality.log" new file mode 100644 index 00000000..feefd336 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/ivf_flat_quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.985830 +id_match_ratio=0.985830 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=1417 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/ivf_flat_result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/ivf_flat_result.txt" new file mode 100644 index 00000000..20d84f92 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/ivf_flat_result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=ivf_flat metric=l2 num_queries=1000 top_k=100 +Q 0: 36326 0.24246895 269692 1.3187422 221045 1.3254304 77927 1.329767 88855 1.3611294 154043 1.3619831 233748 1.3681233 167723 1.3723967 33983 1.3834752 232271 1.3836122 238969 1.3836234 145643 1.3852776 125685 1.3855091 99259 1.3856678 106217 1.3874723 185227 1.3905522 150130 1.3905643 237831 1.3918649 246300 1.3963574 21260 1.4004627 158920 1.4036661 196672 1.4046015 50365 1.4091301 195551 1.4106163 274587 1.4171463 200223 1.418287 228019 1.4186443 199961 1.4192222 272189 1.4210227 134848 1.4211695 12543 1.4229453 119820 1.4231825 247404 1.4240034 80241 1.4248842 154225 1.4254593 92280 1.4257703 269712 1.4259367 262790 1.4261494 61119 1.4262629 950 1.4264274 225950 1.4264349 48396 1.4293932 96881 1.4317666 217550 1.4319441 63215 1.4322531 18 1.4325144 176850 1.4329485 149719 1.4347388 129191 1.4348185 227452 1.4351925 173055 1.4357606 254096 1.4379737 264497 1.4380744 80305 1.4382858 41566 1.4382964 74267 1.4384954 71031 1.4387162 235223 1.438727 211900 1.439027 265364 1.4397463 288903 1.4408143 123011 1.44173 162529 1.4435006 119254 1.4439802 49311 1.4446785 16353 1.4465127 92393 1.44681 270451 1.4475601 13868 1.4478894 16898 1.4484012 120456 1.4488881 139977 1.4499248 195782 1.4505062 235712 1.4508976 111967 1.4515296 13076 1.4519473 62520 1.4520078 197723 1.4524568 167429 1.4527911 194948 1.4529285 202680 1.4538506 255581 1.4541054 8077 1.4542437 48710 1.4557496 254240 1.4557768 22505 1.4561234 244787 1.4564763 136670 1.4570377 118432 1.4577717 60433 1.4592673 39357 1.4593259 101791 1.4599463 29095 1.4607097 34291 1.460988 230649 1.4620432 46051 1.4627583 46276 1.4629605 109506 1.4652909 22134 1.4653898 5998 1.4656624 +Q 1: 145118 0.25025561 72694 1.3183508 83981 1.3240479 77949 1.3295504 131820 1.3399079 132332 1.3459322 257370 1.3494247 33406 1.3537291 210042 1.3551559 278790 1.3557518 219195 1.35621 93803 1.3597258 123237 1.3663902 231756 1.3664263 158212 1.3666643 198535 1.3669299 203206 1.3681289 2074 1.3681413 247623 1.3691032 173250 1.3705752 219833 1.3756263 286335 1.3760298 145423 1.3779141 203318 1.3807313 214140 1.381303 87361 1.3813928 37156 1.3824283 137258 1.3863786 145521 1.3867556 289733 1.3867587 270494 1.3868263 74396 1.3885312 276889 1.3909835 155065 1.3921471 56094 1.3923643 242352 1.3925436 3947 1.3939172 289218 1.3960809 273668 1.397964 237420 1.3981124 171920 1.3997285 292291 1.3998384 91291 1.4010173 126639 1.402127 200295 1.4027224 64192 1.4033647 201343 1.4033769 175535 1.4040796 108619 1.4048227 67690 1.405249 196782 1.4060894 239577 1.4066324 204072 1.406646 67057 1.4068153 56490 1.4074792 236235 1.4077095 32364 1.4079328 253541 1.4086258 40506 1.4094076 51090 1.4096037 86254 1.4104131 19278 1.4106591 229418 1.4110343 116475 1.411078 22533 1.4111576 69391 1.4114811 117779 1.4126289 296598 1.4139687 209005 1.4158914 114889 1.4160906 214896 1.4163136 81517 1.417004 223805 1.4181522 40097 1.4182031 287130 1.4186965 279810 1.4191232 248558 1.4194745 2036 1.4195529 236401 1.4195794 8535 1.4197065 271016 1.420507 117374 1.4205441 274203 1.4213605 77514 1.4214832 38871 1.4219271 161942 1.4226334 168837 1.4235154 106156 1.4235508 15602 1.4236307 210332 1.4238296 68787 1.4259105 246743 1.4260796 297076 1.4266834 287931 1.4272733 104924 1.4273944 256795 1.4279408 132843 1.4286984 89763 1.4288969 67036 1.4299222 274752 1.4303962 +Q 2: 220609 0.24384388 146152 1.2762556 279191 1.2872528 227337 1.2901248 22333 1.2985126 293161 1.305908 40520 1.3213681 18111 1.3245151 135681 1.3265606 259991 1.3297179 154308 1.3305358 219007 1.3328639 124932 1.3352596 118906 1.3385392 164448 1.343822 199084 1.345174 166009 1.3457285 143993 1.3457959 99901 1.3481479 25520 1.3493497 141376 1.3504462 24418 1.3528081 111038 1.3529359 124049 1.3555455 87931 1.357142 128101 1.3584981 121247 1.3598216 221510 1.3613671 105 1.3619776 184828 1.3638952 91516 1.3641984 252868 1.3650486 212159 1.3655387 35601 1.3678002 134237 1.3684043 211124 1.3691339 174502 1.3699709 119797 1.3702431 122485 1.3723768 204253 1.3743503 148717 1.3757902 197327 1.3760173 56053 1.3761935 50569 1.3766152 238048 1.3783036 73836 1.3786922 257492 1.3804249 139706 1.3813148 245340 1.3829049 168337 1.3834324 182273 1.3838358 297138 1.3838392 99235 1.3843944 111575 1.3850089 141588 1.3851379 190345 1.386108 55029 1.3863934 71991 1.3864844 33730 1.3865453 298995 1.3867407 224587 1.3885247 119088 1.3888911 102972 1.3891487 61743 1.389951 270027 1.3902067 56271 1.3902223 236966 1.3905358 214191 1.3912011 268465 1.3912063 104784 1.3912337 4625 1.3913203 152001 1.3913817 68772 1.3922116 153532 1.3932496 176803 1.3937092 115830 1.3938862 135976 1.394991 244832 1.3950608 280247 1.3952196 78360 1.3961698 115852 1.3974833 299835 1.397939 20430 1.3980753 96413 1.3982829 26439 1.3982891 41552 1.3985829 27583 1.3996959 94261 1.4000323 283554 1.4008235 124782 1.4017351 118039 1.402261 117257 1.4022737 261760 1.4028094 248721 1.404528 71994 1.4051239 78968 1.4051526 265907 1.4052684 299111 1.4054065 24462 1.4057813 106198 1.4064288 +Q 3: 154 0.21913254 56803 1.2655536 206970 1.2797863 65493 1.2811301 41660 1.2833798 235683 1.2845134 106519 1.2878152 155795 1.2951353 298506 1.2953718 167653 1.2968615 247174 1.29726 214219 1.2978973 108469 1.2983004 158060 1.3012061 180068 1.3023946 210759 1.309019 141776 1.3108727 185946 1.3114209 158823 1.3132614 53740 1.31583 128543 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1.485131 161712 1.4864625 67478 1.4878211 172646 1.487867 73568 1.4879754 262568 1.488088 +Q 994: 94500 0.22929852 243589 1.3107687 61170 1.315717 287962 1.3279103 209774 1.3396262 193367 1.3438773 166459 1.3452663 39826 1.3457313 272821 1.3477948 78125 1.3496912 145596 1.3519132 137735 1.3575174 205170 1.3618833 45134 1.3632933 243995 1.3661034 175151 1.3691725 127007 1.3702967 161680 1.3715266 113790 1.3733628 177403 1.3743447 141613 1.3745584 191969 1.3755064 211909 1.3785408 175934 1.3786299 170377 1.3792981 229151 1.3802303 209033 1.381472 250770 1.3838559 234888 1.3843776 101880 1.385996 105310 1.3860058 226299 1.3861943 123857 1.386917 263408 1.3869396 159244 1.3878618 199528 1.3879497 159487 1.3898314 98611 1.3906902 191644 1.3910213 87923 1.3914703 241222 1.3916652 155140 1.3929932 224555 1.3945141 230941 1.394614 282506 1.394653 248414 1.3948029 104811 1.3949997 237592 1.3951349 92939 1.3975683 225853 1.3979852 272061 1.3982968 203387 1.3987178 40813 1.4012417 148332 1.4015876 127971 1.4019868 190978 1.4021634 289754 1.4027476 162645 1.4029471 209915 1.4038345 215064 1.4042479 94092 1.4045168 192853 1.4056361 94508 1.4061263 29343 1.4070108 280782 1.4074502 79060 1.4075569 281397 1.4079261 169267 1.40812 37995 1.408456 272119 1.4089639 116321 1.4092506 81764 1.4103281 174912 1.4110535 197438 1.4115949 215052 1.412115 276634 1.4121834 280243 1.4122804 252728 1.4126135 287593 1.4131461 290850 1.4132233 116797 1.4132959 93491 1.4133002 267878 1.4135398 168933 1.4146502 79789 1.4149872 58033 1.4150536 272464 1.4153799 75535 1.4156169 223327 1.4158971 42121 1.4163607 123244 1.4182392 170796 1.4188234 242805 1.4191347 195340 1.4206978 124636 1.4207212 206962 1.4212822 134246 1.4215364 197633 1.421584 149925 1.4217461 12418 1.4218314 +Q 995: 93714 0.24059495 76353 1.2560005 33406 1.2613965 267467 1.2674152 15335 1.2722975 253541 1.2862967 130569 1.2927142 212154 1.2974807 203805 1.298383 33970 1.2989169 282926 1.2999332 238784 1.3093705 77949 1.3108075 229895 1.3117503 219006 1.3222758 84707 1.3258361 97371 1.3295499 101279 1.3299066 185795 1.3309147 242980 1.3328365 88597 1.3332919 218060 1.3334315 276543 1.3353611 295468 1.3369249 174219 1.3370881 66982 1.3401469 283928 1.3407267 285554 1.3408926 165042 1.3410038 53941 1.3415788 144657 1.343146 162545 1.3463875 28803 1.3484714 272078 1.3487049 15602 1.3489031 163690 1.3492388 14617 1.3494732 65885 1.3527927 83505 1.3532246 193384 1.3537416 18634 1.3541151 1331 1.354221 91402 1.3555292 61030 1.355848 177252 1.3565581 289415 1.3576251 31302 1.3607491 145511 1.3614159 220522 1.3617167 237708 1.3618664 228412 1.3619269 48374 1.3636571 63850 1.3638936 148326 1.3639349 287130 1.3644574 53879 1.3652216 246293 1.365281 232107 1.3657449 275287 1.3667171 62121 1.3671281 273774 1.3677257 149955 1.3679758 131820 1.3683897 6131 1.3695385 49111 1.3705565 240857 1.3705934 185403 1.3706928 93803 1.3710257 281340 1.3718505 259265 1.372431 47132 1.3731624 225204 1.3733923 83981 1.3737712 200295 1.3737893 175384 1.3740447 201230 1.3766658 240699 1.3771864 61482 1.3772417 284031 1.3774148 289416 1.3775423 274503 1.3777134 3072 1.3782419 152609 1.3783951 240575 1.3785304 188429 1.3788273 183718 1.3788714 114310 1.3792597 68733 1.3794434 205690 1.3795984 277394 1.3802428 114889 1.3809851 180402 1.3811489 202789 1.3812006 203958 1.3816407 257952 1.3819199 214140 1.3823316 273428 1.3823642 67788 1.3827243 100382 1.383364 233313 1.3842919 +Q 996: 113265 0.22078614 71945 1.298363 250 1.3122424 107471 1.31873 120377 1.3197958 257913 1.3221598 55248 1.3284501 232152 1.3332475 63445 1.3436962 33613 1.3484329 30186 1.3496573 87892 1.354514 34622 1.361213 215636 1.3655497 76955 1.3659427 37416 1.3665518 68400 1.3673059 102239 1.3702971 79585 1.3704413 200489 1.3729701 124587 1.374113 189540 1.375267 159955 1.3761897 77089 1.3771119 207786 1.3783343 32571 1.3792757 96541 1.3799555 20662 1.3804008 95315 1.3814787 164767 1.3821355 147188 1.3821864 107212 1.3824403 68710 1.3843075 20035 1.3851157 44691 1.3869581 217890 1.3885795 102808 1.3902849 164775 1.3911253 257539 1.391162 76154 1.3925655 239045 1.3926452 234733 1.3937337 244551 1.3960639 67023 1.3968093 217673 1.397068 67907 1.3974524 296893 1.3980075 128026 1.3991704 114288 1.3998494 19477 1.3999784 127153 1.4012752 279513 1.4013438 299226 1.4014426 227599 1.4020309 74455 1.4039421 117680 1.4051573 114051 1.4051801 208444 1.4084095 121842 1.4095807 7966 1.4114218 203618 1.4116747 91668 1.4122335 132928 1.4125232 45928 1.4130163 279766 1.4140006 26475 1.4153063 67334 1.416209 204767 1.41769 76095 1.4178996 296951 1.4179906 184794 1.4189848 248518 1.4193444 79787 1.4193828 200865 1.4199307 170089 1.420382 219173 1.4205929 49990 1.4214278 63474 1.4222862 92475 1.4224584 65337 1.4225861 292695 1.4227653 193536 1.423665 85936 1.4239762 111505 1.4242622 146930 1.4246749 25318 1.4251844 16016 1.4268672 74109 1.4272493 28958 1.4275047 147564 1.4276016 86292 1.4278142 112454 1.4285716 130621 1.4292059 256437 1.4304086 203135 1.4317852 75042 1.4327182 2957 1.4327809 100416 1.4329762 107194 1.4330848 235111 1.433099 +Q 997: 105306 0.21174878 243339 1.3417615 81133 1.3492265 296248 1.3495549 27394 1.350201 120885 1.3513997 183094 1.3517007 25307 1.3627939 95469 1.3644542 188877 1.364961 97405 1.3650569 134494 1.3665425 94771 1.3683783 90904 1.3739849 294054 1.3751076 216677 1.3787813 153716 1.3790162 139118 1.3798693 76342 1.3814762 276598 1.3824068 157319 1.382453 255289 1.3844725 144605 1.3848124 79891 1.385602 282402 1.3883365 281003 1.3886992 123832 1.3902644 269699 1.3908709 277515 1.3910452 283606 1.3918803 53588 1.3926536 2988 1.3931437 31206 1.3934383 130932 1.3943623 53175 1.3963827 125080 1.3992724 184539 1.4040731 160181 1.4048607 185864 1.4054015 7871 1.4055401 269496 1.4056127 199182 1.4072132 284052 1.4072984 102078 1.4074651 55211 1.4083617 43042 1.4095439 166652 1.4097154 92714 1.4098291 11303 1.4099501 226365 1.4112625 88255 1.4114337 188176 1.4115673 112981 1.4118478 28653 1.4130625 127449 1.4133604 159349 1.4137758 52196 1.4155904 169083 1.4167516 216301 1.4168559 8609 1.4170588 156815 1.417155 173924 1.4174709 73136 1.4183372 73349 1.4183613 129737 1.4187106 68476 1.4192661 215380 1.4202126 34228 1.4210989 118797 1.4216793 181186 1.4220275 262122 1.4221059 29759 1.4221079 11969 1.4222906 258672 1.4225311 82962 1.42414 264379 1.4242295 266521 1.4252151 251041 1.4253223 201955 1.4253538 256541 1.425675 36317 1.4258534 23385 1.4259006 13648 1.4265755 32577 1.4271611 12711 1.4275655 98029 1.4277568 183347 1.4285303 202358 1.4306304 217209 1.4326396 43234 1.4333119 178222 1.4335061 57202 1.4335901 190802 1.4341813 31788 1.4344585 34052 1.4345385 264064 1.435127 233053 1.4352686 90808 1.4354886 2870 1.4368376 51526 1.4368995 +Q 998: 258165 0.22247401 191637 1.3446798 58133 1.3538448 11937 1.3805673 298963 1.3919044 148153 1.3968941 42326 1.4018093 232317 1.40275 48237 1.4118201 224487 1.4151642 245415 1.4196848 55852 1.4240122 28081 1.4264406 144672 1.4302489 118985 1.43074 203771 1.4321301 202676 1.4326016 262541 1.4366243 52977 1.4373173 97823 1.4374053 59978 1.4380928 137295 1.4396098 26522 1.4397665 60734 1.4412638 129893 1.4442837 158847 1.4462883 292241 1.4500051 68428 1.4516845 59121 1.4521892 14207 1.4524626 232974 1.4534149 197231 1.4551629 52784 1.4551672 118083 1.455372 243621 1.4564466 63568 1.4597238 15625 1.4600132 89796 1.4607201 241221 1.4611228 141967 1.4639384 55802 1.4640723 195310 1.4643641 87261 1.4644471 202750 1.4654629 259598 1.4689403 109149 1.4695508 125215 1.4697345 94708 1.4706266 141857 1.4706427 228006 1.4714519 49805 1.4732165 289618 1.4738522 112489 1.4746157 218445 1.4748589 167722 1.4752387 240569 1.4760938 130121 1.4770582 57819 1.4789702 260818 1.4790477 124293 1.4809064 50774 1.4809611 12394 1.4812331 79071 1.4822851 100677 1.4826316 208487 1.4826435 61174 1.4828113 166749 1.4830273 83753 1.4832351 246155 1.4834096 155470 1.4840012 12209 1.4852782 76651 1.4855543 240500 1.4864143 252716 1.4873418 256989 1.4874334 161328 1.488358 212603 1.4884988 268682 1.4886644 215610 1.4893574 19469 1.4896808 79077 1.4899005 196419 1.4904511 185130 1.4921526 75090 1.494348 104718 1.4949515 82841 1.4949545 141046 1.4951729 51398 1.495241 122509 1.4956857 183912 1.4963759 191084 1.4971758 202391 1.4971975 299836 1.4976434 176152 1.4980565 167546 1.4984726 151299 1.4995352 200713 1.5008262 33152 1.5017569 68251 1.502107 280937 1.5029646 +Q 999: 267641 0.20550013 165040 1.3447931 102362 1.363834 18146 1.3639613 272795 1.379271 252393 1.3815209 46133 1.3835293 17342 1.3892289 65732 1.3969132 25895 1.4005177 72200 1.4013356 129166 1.4016908 46253 1.4075953 194074 1.4077696 163933 1.4095334 2579 1.4102006 154207 1.4112693 232611 1.4117901 54131 1.4121208 127656 1.4123353 125028 1.4125649 110456 1.414422 163974 1.4164548 261580 1.4173619 4146 1.4199935 279463 1.4202509 251082 1.4204487 258460 1.42322 22908 1.4237309 107931 1.4239483 123805 1.4248497 226172 1.4254514 243706 1.4268373 175026 1.4269201 245140 1.4279816 210587 1.4302624 47504 1.4322548 4 1.4324887 290435 1.433535 61717 1.4335657 292491 1.4338225 162165 1.4338427 62492 1.4340099 298185 1.4342234 134793 1.4349505 186126 1.435851 197361 1.4385194 177918 1.439896 284051 1.4401489 284515 1.4402297 18649 1.440729 118440 1.4410794 28216 1.4411122 127930 1.4416021 143902 1.4439714 258991 1.444221 119698 1.4444015 55610 1.4445362 243134 1.4451518 135601 1.44529 58248 1.4461695 110550 1.4462793 25762 1.4472513 169034 1.4480464 92577 1.4481896 8929 1.449267 164425 1.4495498 94019 1.4497929 30828 1.4500844 87377 1.4508394 20337 1.4511154 233187 1.4520959 224822 1.4522434 200169 1.4526379 289184 1.4526796 140279 1.4535979 25451 1.4537083 156003 1.4537908 240306 1.4541702 292444 1.4556968 288477 1.4561201 194114 1.456145 62685 1.4563844 28008 1.4565681 14309 1.4566392 286777 1.4568259 110472 1.4575491 183980 1.4575928 227997 1.4578233 122377 1.458514 239476 1.4590647 284651 1.4591166 33096 1.4594951 196547 1.4601083 174410 1.4618012 81053 1.4622122 14676 1.4622456 4101 1.4629946 123101 1.4630704 208868 1.4634366 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/ivf_pq_perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/ivf_pq_perf.log" new file mode 100644 index 00000000..4059bdcc --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/ivf_pq_perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 95.326 2098.1 47.6451 58.3546 47.6451 0.82 GB 8661.262 90.9 +ivf_pq 1000 300000 128 100 0.000 21.838 45791.5 2.5927 3.6800 2.7227 0.54 GB 8661.262 396.6 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/ivf_pq_quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/ivf_pq_quality.log" new file mode 100644 index 00000000..e1afa5dc --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/ivf_pq_quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_pq +recall_at_k=0.012280 +id_match_ratio=0.012280 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=98772 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/ivf_pq_result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/ivf_pq_result.txt" new file mode 100644 index 00000000..05295286 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/ivf_pq_result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=ivf_pq metric=l2 num_queries=1000 top_k=100 +Q 0: 36326 0.24246895 269692 1.3187422 221045 1.3254304 77927 1.329767 154043 1.3619831 106217 1.3874723 950 1.4264274 48396 1.4293932 217550 1.4319441 211900 1.439027 195782 1.4505062 13076 1.4519473 8077 1.4542437 48710 1.4557496 22505 1.4561234 34291 1.460988 5998 1.4656624 115476 1.4659607 127482 1.4666045 143283 1.472765 116280 1.4780644 214782 1.482939 260882 1.4869934 69711 1.4875333 223968 1.4877032 169536 1.4902147 157022 1.4904665 278645 1.4926674 182967 1.4943354 85969 1.494543 224566 1.4960289 10795 1.4980302 148323 1.4982793 56770 1.4986708 151745 1.5034403 63444 1.5046834 289574 1.5049063 225519 1.5054939 261716 1.5098447 193086 1.5127573 126858 1.5148679 30999 1.5158199 120126 1.5161716 299526 1.5182563 286498 1.5185978 214954 1.5214812 172226 1.5215166 188315 1.5218832 154780 1.5225329 62984 1.5228494 26586 1.5237968 234772 1.524418 155865 1.5245657 121243 1.5270399 61534 1.5280604 81677 1.5281806 159364 1.5308497 278380 1.5318776 98032 1.5348952 7007 1.5356899 119247 1.5357449 258486 1.5360535 215581 1.5374418 185221 1.5388175 138584 1.5406048 244834 1.5425247 130813 1.5437484 207743 1.544884 87925 1.5460438 21434 1.5462196 45351 1.5466335 72646 1.5470588 97116 1.5479941 243160 1.5484474 284121 1.5486139 279227 1.5515034 235522 1.5516431 123965 1.5523412 113487 1.5524164 81555 1.5530887 266657 1.5535914 166282 1.5542548 140096 1.5552615 182194 1.5552616 285353 1.5562078 167836 1.5565209 277215 1.5567598 291526 1.5587727 56831 1.5597285 285846 1.5605859 94987 1.5618308 289833 1.5621589 84641 1.5628181 8513 1.5630788 108438 1.5642844 274229 1.5642912 165672 1.5646464 261786 1.5660566 278940 1.5668745 26103 1.5680624 +Q 1: 2074 1.3681413 51090 1.4096037 19278 1.4106591 25891 1.43153 22819 1.4325027 1185 1.4370532 48521 1.4377245 14301 1.4384868 25551 1.4386972 29743 1.4402025 4515 1.4404196 39259 1.4423927 477 1.4430977 30178 1.4446496 18804 1.447302 50490 1.4491146 19071 1.4537187 50116 1.456048 49919 1.4647676 731 1.4669272 28341 1.4677269 13596 1.4697148 41343 1.4705193 21462 1.4718834 31075 1.4731718 50771 1.4752084 7078 1.4755683 12861 1.4765759 43452 1.4782075 6965 1.4795717 21143 1.4811407 42073 1.4833983 31704 1.484865 49264 1.4856118 34552 1.4858274 39150 1.4887733 25961 1.4895093 38316 1.4933561 31642 1.4940977 10807 1.4957758 34865 1.496547 27616 1.4968575 30355 1.4982363 43501 1.499397 50134 1.4999826 36720 1.5015281 37687 1.5018367 49244 1.5037924 47882 1.5065185 4396 1.5076909 19186 1.509758 2655 1.5098938 32218 1.5104707 13489 1.5126737 25099 1.5131079 9558 1.5133263 19830 1.5136381 40651 1.5139321 17971 1.5154297 47763 1.5172384 5739 1.5188003 35239 1.520273 25326 1.5206705 5633 1.5207063 30193 1.5225807 31626 1.5226086 43740 1.5227889 22 1.5254273 39798 1.5264275 51725 1.5286599 1331 1.5292622 24045 1.5299897 28515 1.5315305 23688 1.5320487 8863 1.5327536 23212 1.5328125 20328 1.5331337 17013 1.5331728 15228 1.5339658 8215 1.5347822 46755 1.5360993 10937 1.5363039 38194 1.5372026 35090 1.5378304 35198 1.538601 5496 1.5416411 3871 1.5428488 5170 1.5449709 11517 1.5457829 27658 1.5470679 21816 1.5476878 24391 1.5493069 10059 1.5498991 10614 1.5499035 34102 1.5505071 50628 1.5507454 42790 1.551533 6917 1.5528544 13934 1.5544717 28612 1.5577015 +Q 2: 22333 1.2985126 18111 1.3245151 24418 1.3528081 105 1.3619776 4625 1.3913203 20430 1.3980753 24462 1.4057813 24613 1.408361 14990 1.409532 15365 1.4111218 22801 1.4143269 10502 1.4239137 1006 1.4276643 13196 1.4283358 16685 1.4317708 7745 1.4342397 8798 1.4347528 9279 1.4355032 13847 1.4366281 14927 1.4368728 15664 1.4378152 21954 1.438717 8483 1.4420247 21562 1.4436237 14573 1.4460251 3971 1.4470911 16804 1.4477948 8623 1.4501431 6052 1.4511586 23211 1.4533643 22669 1.4565433 14323 1.4579681 17156 1.459915 9113 1.4601001 10525 1.469267 2536 1.4694815 14149 1.4699433 18548 1.4702287 12278 1.4714391 3567 1.471837 6980 1.4724636 19247 1.4743384 23336 1.4763895 11548 1.4789261 20435 1.4810061 16232 1.4815509 23299 1.4819528 20219 1.4821151 15182 1.4827831 9114 1.4845883 95 1.4853653 13248 1.4862028 5928 1.4868268 14272 1.4872956 18361 1.4884816 22585 1.4892956 24605 1.4902711 7342 1.4915042 11055 1.4917905 12983 1.4922451 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1.4051801 121842 1.4095807 67334 1.416209 76095 1.4178996 219173 1.4205929 49990 1.4214278 63474 1.4222862 92475 1.4224584 74109 1.4272493 3399 1.4331038 128864 1.4337248 91017 1.4370081 296145 1.4378046 235736 1.4381911 85879 1.4383458 33193 1.4419438 94516 1.443024 111421 1.4443188 227279 1.4459678 120934 1.4493972 58771 1.4496773 151311 1.4530659 239778 1.4572867 49802 1.4578552 37939 1.4581782 210999 1.4584382 92781 1.4618164 72544 1.4634874 4432 1.4654979 285914 1.4665817 122543 1.4668887 87959 1.4687494 94217 1.4717665 91418 1.4726652 199624 1.4730375 266432 1.4732223 24496 1.4742961 288945 1.4743185 284004 1.4774039 265998 1.4774435 224428 1.4789215 170882 1.479389 290281 1.4815216 238530 1.4827765 98192 1.4849384 110377 1.4873679 175751 1.4874074 254927 1.487412 46049 1.4886431 71616 1.4886812 228322 1.4887389 105527 1.4890412 206716 1.4899054 126271 1.4905822 20743 1.4916351 109479 1.4916592 205727 1.4918121 140598 1.4927025 284073 1.4931674 116171 1.493217 32915 1.4937123 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1.4669387 244691 1.4676087 31037 1.4680989 48770 1.4692503 31273 1.4696574 235539 1.4720898 132968 1.4721742 244125 1.4733473 26847 1.4762286 77619 1.4780004 178574 1.4783475 190426 1.4788522 22183 1.4797491 9980 1.4813311 184057 1.4874945 155336 1.4878821 282464 1.4886979 205651 1.4894302 287166 1.4916859 193138 1.4919044 136258 1.4931973 172102 1.4934387 57462 1.4981529 290956 1.4987774 263367 1.4997102 202009 1.5042676 13575 1.5113651 62569 1.5117321 264948 1.512043 6963 1.5135046 294322 1.5158844 23388 1.5168101 298503 1.5176309 241632 1.518329 265639 1.5190517 71542 1.5193508 45350 1.5208533 199329 1.5212098 199022 1.5227492 285910 1.5233051 153631 1.5246594 120054 1.5283146 200399 1.5289654 46445 1.5314949 88910 1.5315946 228661 1.5319148 105011 1.5326079 239367 1.5326576 142360 1.5333859 104745 1.5337013 52185 1.5349027 20034 1.5355526 140970 1.5369396 219088 1.5377313 140797 1.5391132 69085 1.5420181 6160 1.5437999 +Q 998: 11937 1.3805673 28081 1.4264406 52977 1.4373173 14207 1.4524626 49805 1.4732165 12394 1.4812331 12209 1.4852782 51398 1.495241 31267 1.5051479 52598 1.5069696 40253 1.5089072 21499 1.5092366 3424 1.5101948 31059 1.5137012 46455 1.5194515 9064 1.5217862 12997 1.5239193 37080 1.5274901 37859 1.5364239 5614 1.5387508 40847 1.5429485 30098 1.5486374 47768 1.5488672 17982 1.5532168 41907 1.5604119 46159 1.5611725 53271 1.562981 16239 1.5637046 44010 1.5645025 12221 1.5662796 25702 1.5672117 35741 1.5675638 5529 1.571118 18650 1.5720843 22498 1.5723362 38440 1.5736691 12121 1.5739202 84 1.5752238 37274 1.5754157 5612 1.5768584 33441 1.5791196 34293 1.5793689 29355 1.5836966 41414 1.5847214 6580 1.5873235 33865 1.587718 12802 1.5899389 35797 1.5901995 49422 1.5902954 39966 1.5924217 11040 1.5931566 22532 1.5976214 48673 1.5983413 531 1.5990148 34993 1.5998987 985 1.6033672 44681 1.6060344 48010 1.6062529 29098 1.6064047 1475 1.6064075 10970 1.6079519 49291 1.6101356 25178 1.6111366 6454 1.6132412 21863 1.613644 13375 1.6138901 7909 1.6144192 45917 1.6158504 13328 1.6167251 28716 1.6170418 6115 1.6171026 44223 1.6175672 15748 1.6191999 11160 1.6210499 43565 1.6216619 48712 1.6219283 5499 1.6228039 41043 1.6234505 48112 1.623953 2148 1.6244657 19870 1.6246309 27108 1.6250014 24342 1.6265752 19885 1.6275212 25735 1.6279866 14297 1.6280065 29104 1.6300578 51468 1.6302569 5517 1.6307306 28898 1.6324081 7890 1.6334275 696 1.6350571 36969 1.6361331 53568 1.6361694 19597 1.6372188 45925 1.6382464 50676 1.6393614 47268 1.6404971 10526 1.6405866 11057 1.6407949 +Q 999: 267641 0.20550013 165040 1.3447931 102362 1.363834 252393 1.3815209 65732 1.3969132 129166 1.4016908 232611 1.4117901 54131 1.4121208 110456 1.414422 163974 1.4164548 261580 1.4173619 22908 1.4237309 123805 1.4248497 210587 1.4302624 61717 1.4335657 62492 1.4340099 197361 1.4385194 87377 1.4508394 20337 1.4511154 233187 1.4520959 224822 1.4522434 28008 1.4565681 196547 1.4601083 81053 1.4622122 4101 1.4629946 123101 1.4630704 231306 1.4649857 27255 1.4674977 224610 1.4751414 66318 1.4753631 191263 1.4757638 148780 1.4764941 128084 1.4770317 23114 1.4781494 193512 1.4786912 256290 1.479956 169827 1.4831111 143512 1.4835991 112340 1.486688 133452 1.4912481 169670 1.5007733 268143 1.5008857 195160 1.5009409 160290 1.5013492 94465 1.5016888 34653 1.5037283 224342 1.5046598 3908 1.5052422 116788 1.5070343 59946 1.5099994 124687 1.5105038 230012 1.511629 9288 1.511844 256349 1.5118854 61728 1.5120882 156186 1.5125265 281689 1.5127119 28095 1.5129123 143856 1.5135335 62378 1.5142612 141974 1.5150298 82224 1.5156735 150532 1.5219049 29013 1.5231664 63819 1.5236446 208672 1.5237175 232451 1.5246571 182328 1.5265648 137102 1.5273688 28039 1.5280485 93358 1.5324212 174555 1.5331838 221672 1.5332096 223154 1.5333627 242198 1.534638 244200 1.5348607 159309 1.5357732 170633 1.5365874 70061 1.5369495 198368 1.5369806 197829 1.5381118 292344 1.5384051 249105 1.5401216 223648 1.5466944 255120 1.5473542 45169 1.5484968 236656 1.5484968 233907 1.5490029 121729 1.5504616 296860 1.5505452 168080 1.5509529 85156 1.5517195 5013 1.5519218 200207 1.5521762 194637 1.5523616 121282 1.5532717 53783 1.5537552 69211 1.5539601 127126 1.5541185 80157 1.555427 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/params.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/params.txt" new file mode 100644 index 00000000..af123ba8 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/nvidia_300k_regression/params.txt" @@ -0,0 +1,15 @@ +# vsearch retrieval parameters +top_k = 100 +search_mode = "ivf_flat" +batch_size = 128 +nlist = 1024 +nprobe = 16 +pq_m = 16 + +# extension knobs +kmeans_sample = 131072 +kmeans_iters = 12 +index_path = data_nv/index.idx +result_path = data_nv/result.txt +perf_log_path = data_nv/perf.log +quality_log_path = data_nv/quality.log diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/retrieval_results/exact_result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/retrieval_results/exact_result.txt" new file mode 100644 index 00000000..bc758946 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/retrieval_results/exact_result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=exact metric=l2 num_queries=1000 top_k=100 +Q 0: 318042 0.25202122 630300 7.1180215 541961 7.2792444 568818 7.2935042 400528 7.4053297 920898 7.5157595 707724 7.5271606 166992 7.554966 671518 7.5622363 354124 7.5785799 793201 7.608366 381830 7.6337032 26806 7.635056 458199 7.6446013 452255 7.7006025 473991 7.7058353 127521 7.7154617 102838 7.7171555 649639 7.7400436 507102 7.7621984 921654 7.7793384 662691 7.8757811 348597 7.8777189 232987 7.8783879 244796 7.8893447 649989 7.8905816 338606 7.9188542 304066 7.9246669 592342 7.9251285 549220 7.9298711 332572 7.9418745 157734 7.971149 77534 7.9732633 193167 7.980092 586648 7.9886341 340979 7.9969115 966855 7.9985056 920654 8.0009604 269722 8.0106678 202265 8.0183706 695568 8.0242863 91101 8.0303202 130506 8.0343056 979969 8.0961409 640795 8.1045055 268469 8.1056538 637921 8.1219196 100612 8.1336069 637252 8.1527128 720579 8.2017326 62226 8.2103968 882037 8.2125034 168913 8.2183685 644882 8.2272825 985823 8.2435427 633047 8.2632008 358067 8.2634821 742073 8.2729397 216385 8.277689 417039 8.2883587 968473 8.3087406 981859 8.3230686 271660 8.3344717 574521 8.3606071 652880 8.3641987 671417 8.3714018 964500 8.3784027 694926 8.3934031 843984 8.3959799 808990 8.447958 847638 8.4529743 62815 8.4537249 831763 8.5044937 409356 8.5050421 822592 8.5928602 955334 8.6000147 716774 8.6031733 762855 8.7681618 981786 8.8184042 565586 8.9630842 961273 8.9886942 494844 13.142515 800035 13.44976 812201 13.451316 390895 13.474973 67434 13.478369 797448 13.572617 322984 13.605762 675163 13.621263 606632 13.639164 821223 13.646363 887019 13.659557 219947 13.674993 640022 13.678293 5972 13.698371 740781 13.704865 346402 13.706404 389288 13.74178 981922 13.751651 814907 13.768026 +Q 1: 708357 0.21813595 273585 7.455862 499666 7.5181136 279793 7.5978451 691465 7.6608624 38545 7.7272539 548871 7.764575 52006 7.7795296 217001 7.8314924 500804 7.8337765 411019 7.8449721 387528 7.8756151 345201 7.9007206 486293 7.9225655 262659 7.9407449 148699 7.9695392 440095 7.9730835 209937 7.973423 402957 8.0061169 440363 8.0276556 149905 8.0424452 374641 8.0608664 948172 8.0667934 660145 8.0683565 500908 8.0772467 138016 8.0879126 600376 8.0965681 125973 8.0966311 97401 8.1007509 886620 8.1010818 943741 8.1108437 871810 8.1448479 48579 8.1538877 196567 8.1560278 306886 8.1705275 12136 8.1744871 294173 8.1829157 467591 8.1904058 668852 8.2065039 834612 8.2152262 360671 8.2159576 996195 8.2397604 498484 8.2476625 173715 8.2769117 569818 8.2846775 329669 8.2880144 181609 8.3102131 277493 8.3153028 818548 8.3854809 151273 8.3902359 53276 8.3943281 618983 8.4040985 697064 8.4053135 64676 8.4057751 279965 8.4092321 948159 8.4231682 522002 8.4272041 923620 8.4373989 324356 8.4465818 939831 8.4657345 483328 8.4696083 648604 8.5031414 253882 8.5078325 158044 8.5100861 588912 8.512681 930581 8.5133152 756210 8.5213566 643651 8.5304527 808832 8.5325298 967258 8.5409679 824011 8.5523119 23380 8.5561228 597987 8.586771 377956 8.596014 510742 8.5974159 334224 8.5982618 574639 8.6004066 679570 8.6147785 50835 8.6151876 303947 8.6359215 423738 8.6696529 554559 8.6728334 760614 8.7093077 488993 8.7098217 262525 8.7203827 131472 8.7681513 591869 8.7898321 69868 8.8055706 541642 8.8599777 408147 8.8628559 600458 8.8781185 23002 8.8832064 629514 8.8933296 80175 8.9510574 624560 8.9575253 980761 9.0079126 969092 9.013958 453919 9.0562563 442878 9.0884838 701551 9.1456308 +Q 2: 179521 0.22171502 389395 7.1731052 393550 7.283185 734424 7.3133311 518596 7.3136396 993032 7.3311782 724538 7.3797393 322217 7.3974233 565612 7.4242964 565338 7.4392409 823370 7.4408846 806631 7.4464645 104938 7.4634371 54885 7.4754562 783433 7.4779329 30143 7.5367351 406471 7.5505595 966715 7.5830026 654746 7.5897322 574689 7.6389537 557286 7.6529651 680249 7.6559534 444545 7.6642623 928600 7.67238 149622 7.6824284 809849 7.6900907 705045 7.7005339 768609 7.7060142 801967 7.7065549 64268 7.7373419 490770 7.7541137 150859 7.761837 240093 7.7623606 401882 7.773356 149408 7.8113456 620935 7.8134236 820350 7.8314185 765148 7.8605204 7599 7.8759775 581263 7.8765121 398021 7.8852463 926961 7.8943458 767917 7.9005919 524906 7.9050231 354394 7.9073634 10265 7.9227676 225910 7.9227877 535711 7.9425478 44166 7.9432669 537472 7.9600797 866598 7.9747176 609954 8.0125141 45086 8.0184984 583982 8.0290956 964180 8.0295563 449364 8.041852 543414 8.0479803 306350 8.0629463 14419 8.1010265 505762 8.1153383 237701 8.1262817 181887 8.1269169 966360 8.1296148 936551 8.1356153 288669 8.1444283 282612 8.1450109 386732 8.1594992 385358 8.199316 731874 8.2010632 119195 8.206953 876355 8.2096367 366073 8.223772 201617 8.2321892 610141 8.2440481 897096 8.2513227 739465 8.2578449 527059 8.2609043 892987 8.2845049 589278 8.3076382 509574 8.3154526 640282 8.3339806 344628 8.3614388 149152 8.3705292 401887 8.3912964 930344 8.4045658 432492 8.4096794 782586 8.4319086 205106 8.4778099 274734 8.4796829 843499 8.4847355 819661 8.5122643 473574 8.5210428 569882 8.5238771 818776 8.5294752 166638 8.5313358 973852 8.5320578 638654 8.5322571 901146 8.5488758 971497 8.560607 555842 8.5643787 +Q 3: 727529 0.21986471 703761 6.9713922 289690 7.0924783 592707 7.2044048 101434 7.222919 853290 7.2630749 515984 7.3120847 661783 7.3672814 296316 7.3820024 909800 7.3975787 170657 7.4391956 687648 7.5192699 592123 7.5541749 866479 7.5712843 653456 7.5745463 542502 7.5784292 622404 7.5843973 225807 7.5988131 893026 7.6016517 610321 7.6123905 415038 7.6319084 983331 7.6338205 825934 7.6396942 202040 7.6447911 706436 7.6525645 714683 7.6772704 95094 7.6870914 908923 7.7057958 784856 7.7115793 705960 7.717175 781661 7.7506394 830829 7.7519979 693285 7.7528996 7000 7.765882 216728 7.8506923 900266 7.8512096 202939 7.8757153 625352 7.876739 192433 7.9019079 422725 7.9140368 545733 7.9148388 197748 7.920114 557755 7.9304085 857799 7.9333267 241033 7.9442239 590982 7.9543624 593127 7.9874082 776866 7.9925389 954863 8.010087 642338 8.0248222 234402 8.0396814 857450 8.0645514 693640 8.065917 536075 8.074831 607450 8.0838289 521925 8.0918846 155663 8.0926962 352557 8.0966978 145938 8.1260853 3902 8.12955 651960 8.1301479 473685 8.135973 413456 8.1417141 354541 8.1559286 850623 8.1813078 273314 8.1859102 821677 8.1891232 207714 8.2122965 306093 8.2233343 488767 8.2285099 244398 8.2674847 390741 8.2705717 377372 8.2759218 916328 8.3033247 758407 8.3159447 161254 8.3651457 347122 8.3727694 387651 8.3745079 467836 8.3747663 626449 8.4214191 951983 8.4276361 322822 8.4479427 795455 8.4514408 678132 8.4516973 525510 8.471487 113620 8.4801111 288397 8.4896669 267050 8.4978456 184932 8.5020838 737230 8.5671549 955693 8.5699253 396326 8.5735464 279376 8.6048117 192372 8.7087173 896843 8.816165 870730 8.8301554 250000 8.9001255 283240 13.853473 393652 13.859198 131952 14.042307 +Q 4: 520992 0.22918971 57107 7.4012589 476406 7.4817452 844959 7.5540743 312222 7.6319089 187111 7.6319346 651957 7.634006 440610 7.6430736 190036 7.6432419 460830 7.6450005 260022 7.6459317 330122 7.6639628 449333 7.6907034 314396 7.69239 540953 7.7434983 927072 7.752975 706876 7.759027 850126 7.784133 265298 7.7962828 216834 7.7974725 223034 7.8024907 785892 7.8156796 55156 7.8168406 319121 7.8203783 331610 7.8250985 829989 7.8256516 927253 7.8294315 167192 7.8313656 795587 7.8450961 4393 7.8589869 786568 7.8648653 615146 7.8661389 926389 7.872333 982824 7.8740339 672104 7.8742743 190215 7.878108 548227 7.8835711 993333 7.8965063 908481 7.9060426 729266 7.9368539 998172 7.9418144 844002 7.9521475 515244 7.9661736 362744 7.9937711 721655 7.9953899 102618 8.0227995 756517 8.0613632 116253 8.0629263 202160 8.0682878 26463 8.0784397 468571 8.0804434 8905 8.0858536 946591 8.0913725 60168 8.1011171 661631 8.1212769 491898 8.121603 237925 8.124155 797949 8.1454668 62903 8.1500216 237548 8.2031584 164837 8.2583475 758064 8.2767792 452581 8.2768841 177008 8.2838821 768702 8.2887058 127706 8.3015156 441346 8.3193283 663385 8.3652649 392988 8.3661938 520769 8.3752337 163674 8.377018 724276 8.3950834 60909 8.428093 33785 8.4321156 250132 8.440362 976791 8.4409122 22858 8.4540167 180756 8.4777117 742209 8.5161533 707534 8.5403576 25705 8.5440922 507307 8.5587206 45457 8.5791187 91970 8.594945 719623 8.5960302 589332 8.6427946 368365 8.6767788 679178 8.6916208 476142 8.7195883 291233 8.7416439 116768 8.7477446 912722 8.7873478 406881 8.7959738 100062 8.8094139 395144 8.8472137 294719 8.8967018 5167 8.8991165 234857 8.9580431 910457 14.050787 442290 14.164196 +Q 5: 97906 0.20319182 362722 6.8067746 728183 6.9655409 800675 7.0349712 585094 7.114933 349652 7.1704965 241539 7.2981482 414970 7.3777213 247960 7.3887072 919067 7.3989859 641095 7.4114022 690677 7.4344034 951621 7.4352913 786970 7.4932494 822357 7.5206289 512278 7.5385237 654503 7.5395608 957860 7.5568295 964801 7.6131706 373179 7.6154304 39837 7.6182566 506269 7.6501603 757361 7.65027 77247 7.6605496 297812 7.6716833 28355 7.7004428 599690 7.7250557 357394 7.7329659 147662 7.7344866 258805 7.7431407 785673 7.7450147 844820 7.7523627 306971 7.7593346 698246 7.7695732 260608 7.7970009 999653 7.8016167 296121 7.8119688 73424 7.8250637 719181 7.8348799 669949 7.8448486 870230 7.8596106 927648 7.8620763 391734 7.8663721 957931 7.8782496 927076 7.8855877 920891 7.8925319 435937 7.9008741 504708 7.9016681 780881 7.914186 270259 7.9219894 472688 7.9262753 817619 7.9561791 263371 7.9577937 30289 7.9645505 557392 7.9835644 278688 7.9897327 934831 7.9948654 439221 7.9949107 463743 8.0216045 234037 8.0347462 929443 8.0456638 823503 8.0467825 192206 8.0500488 231922 8.0553484 24219 8.0613012 351214 8.0689631 511629 8.0764742 947014 8.1289024 798870 8.1324892 797690 8.158391 54848 8.1586466 886182 8.1749086 298467 8.1981287 75574 8.1990051 43575 8.205162 608298 8.208128 671583 8.2142801 497434 8.2160692 597337 8.2224121 405175 8.2228661 457996 8.2290325 592647 8.2527552 281606 8.26091 777853 8.2630568 679631 8.2760849 564783 8.2806559 753405 8.3045368 545038 8.3255816 383028 8.3488245 807807 8.3543997 885175 8.3838692 247075 8.3844967 541428 8.4728699 525324 8.4735651 498047 8.4830027 15513 8.5031023 11212 8.5152645 107784 8.5263834 864749 8.5497952 777850 8.5804825 +Q 6: 983638 0.22015195 81408 6.3859262 888097 6.9086246 368490 6.973537 380667 7.0201344 951989 7.082818 650388 7.1625981 457119 7.231493 585408 7.2329702 530830 7.2350664 639700 7.2790055 874055 7.2915573 243534 7.3282576 964815 7.3319879 957842 7.3909726 330154 7.4205747 782020 7.4208169 626425 7.4240694 179051 7.4369221 913278 7.4643545 537584 7.4722834 352185 7.475841 932997 7.4909997 759035 7.5107012 823688 7.5258555 800367 7.5594387 805056 7.5600891 433093 7.567966 531652 7.5846143 676225 7.5853009 415494 7.5940084 735207 7.6179943 972131 7.651793 366934 7.652411 448050 7.6545091 439006 7.6617928 258788 7.6871796 971456 7.6983428 412482 7.7104259 369161 7.7241645 245123 7.750927 490747 7.7518172 526273 7.7536159 793962 7.7674003 202488 7.7705317 321157 7.772531 243132 7.7935209 359805 7.8065047 122459 7.8214746 52507 7.8228312 532836 7.8351464 147092 7.8620582 966774 7.8878975 207812 7.8882399 898516 7.8980355 638591 7.9016967 110779 7.9185853 132665 7.9279165 748115 7.932507 533276 7.9403138 882307 7.9564166 418514 7.9589839 180244 7.9811287 613250 7.9813414 900517 8.005353 286477 8.0199022 621578 8.0213833 245720 8.0390635 185606 8.0413647 512824 8.0523539 596539 8.0529776 956994 8.0858259 659630 8.1037769 660579 8.1122942 244202 8.1137934 735206 8.1219196 556276 8.1230612 96854 8.1578779 951958 8.1699572 980874 8.1702681 267898 8.1778212 847034 8.2077293 787881 8.2579632 648017 8.2803764 992868 8.3248005 175074 8.380619 910625 8.3976231 815298 8.4048481 339182 8.4105539 115955 8.4228067 108573 8.4432745 994800 8.448554 316334 8.4583168 971025 8.4798088 350010 8.5012646 76609 8.5177431 419116 8.6352777 619207 8.7378006 161167 8.7387972 56515 8.9131556 +Q 7: 355869 0.24619645 898478 6.8610334 855786 6.9760261 323732 7.1044474 196728 7.1595001 970854 7.3703585 484055 7.3921456 70469 7.4619055 966141 7.4674129 997792 7.5451174 271335 7.558773 752483 7.63588 881847 7.6398206 86899 7.6487999 387247 7.6609235 953523 7.6626816 385156 7.6734691 737375 7.6956177 340888 7.6971049 296690 7.7293777 388708 7.7637057 769869 7.7989922 707939 7.8052688 234065 7.807971 310954 7.809032 88455 7.8092895 290308 7.8173065 18557 7.8249502 678575 7.8399444 945910 7.8405418 666055 7.8438163 469285 7.8441253 99310 7.88345 418440 7.8888955 898310 7.9140882 153411 7.92556 515565 7.9324069 537553 7.935142 901795 7.9622478 146873 7.9641733 717732 7.9652805 248478 7.9802012 840411 7.9904399 995756 7.9967408 140504 8.0208044 60454 8.0222263 950819 8.0419712 279035 8.0423794 290401 8.0598488 862407 8.0634623 758826 8.0689583 514828 8.0702648 195112 8.0770464 556062 8.0852222 560159 8.086915 799075 8.1171169 631309 8.1349745 86953 8.1386862 621085 8.1431885 644129 8.1562214 780268 8.1618013 113207 8.2051744 967618 8.2092743 581457 8.2224159 950856 8.2293377 979325 8.2445402 959331 8.246088 377151 8.2685814 812423 8.2778492 945804 8.2781811 879858 8.2789145 921697 8.298933 888821 8.3127756 896488 8.3163462 216454 8.3425417 323977 8.364397 803812 8.3650846 776756 8.3752346 19536 8.3918867 985419 8.3981495 209818 8.3985147 869806 8.4021702 169002 8.4058762 196779 8.4154472 230431 8.4262199 471523 8.4451532 884117 8.4550285 800401 8.4777842 104685 8.4925766 522545 8.5017319 814940 8.5330086 696064 8.5435476 656721 8.5459118 395888 8.5606804 541800 8.5648479 799290 8.5745163 885707 8.5773287 855263 8.6056042 121407 8.6524401 61803 8.6780672 +Q 8: 914965 0.24530382 986024 7.0030766 325355 7.0063691 345511 7.0300879 977040 7.0375752 380239 7.1169643 296054 7.1268301 35960 7.1444492 391051 7.1574364 690312 7.270453 293507 7.3254886 944853 7.3283439 573274 7.3329158 112395 7.3444991 198110 7.3536024 686766 7.3868284 288992 7.3914747 467770 7.3993049 349814 7.4116392 639794 7.4171968 412683 7.42764 771732 7.4330816 220069 7.4448109 985719 7.4644189 219637 7.4662185 501650 7.487071 157881 7.5074716 607195 7.5194368 749881 7.5268435 632564 7.5378914 498555 7.5433583 637578 7.5517626 27593 7.5533547 91212 7.5642543 717572 7.5741444 530404 7.5798593 694548 7.5865192 680346 7.6189017 890567 7.6247091 413346 7.6512909 70849 7.6541667 488162 7.6561217 265351 7.6567397 582574 7.6735988 155649 7.6835461 659013 7.7030134 31714 7.7071667 430498 7.7099195 518294 7.7100091 736773 7.7193422 900064 7.7731538 221269 7.7780123 30986 7.8003359 736131 7.8084559 76184 7.8876452 900270 7.889092 728940 7.8913641 64985 7.9185104 419477 7.9213037 535168 7.9380884 16402 7.9446855 215324 7.9773788 466591 8.0065432 377397 8.008687 255058 8.0331345 323113 8.0399179 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909252 7.6473317 308993 7.6708746 880901 7.7020917 68422 7.7093697 811436 7.7169452 698340 7.7528996 80326 7.7536983 454148 7.7695999 274062 7.77143 316663 7.7742562 829562 7.7758007 47905 7.7759252 151288 7.7783265 243200 7.7863078 942620 7.7917185 107074 7.831707 431284 7.8586478 701478 7.8595662 14283 7.8603992 611384 7.8832707 128519 7.8838921 16772 7.8998055 521241 7.9184375 902102 7.9192686 117050 7.9229541 712714 7.9273019 402396 7.9321976 68645 7.9335675 72250 7.9412656 874588 7.9415522 142958 7.9454398 204349 7.954927 343825 7.957334 161470 7.9581428 467234 7.9596615 723582 7.9598293 860602 7.9815335 515014 7.9911718 154099 7.99647 370151 7.9998856 673549 8.0027752 220501 8.0096397 496614 8.0272751 155010 8.0521336 353508 8.0533552 191890 8.0876741 989417 8.0888786 650574 8.090147 998515 8.0962172 193728 8.1014395 510114 8.1209249 919134 8.1418705 199581 8.1493721 263730 8.1551046 452480 8.1567268 576818 8.1798277 440345 8.184514 316174 8.1852436 386668 8.1976442 756351 8.2424879 516393 8.2469826 657883 8.2561607 690047 8.2680426 334133 8.2689199 982709 8.3137255 80959 8.3509722 437378 8.3937759 856456 8.4181643 389200 8.4202204 988214 8.4299679 631538 8.4304647 781390 8.4504261 640708 8.451705 352608 8.4606028 61023 8.4622517 +Q 994: 336170 0.24058767 286114 6.8767695 442674 6.8788109 272754 6.8879452 908699 6.9249535 785532 6.9615259 75563 6.9679394 681966 6.9720001 329430 7.0775809 874985 7.1186595 867923 7.1734209 304380 7.2110257 189436 7.2431889 752753 7.2690153 477084 7.278574 353050 7.282516 777409 7.3117604 573994 7.320962 502009 7.3433909 256315 7.3575163 643882 7.3652396 777541 7.375319 29302 7.3768072 835186 7.379168 399038 7.399581 168874 7.4057689 509154 7.4089103 110911 7.4101377 861301 7.4247313 722048 7.4314847 871792 7.4330583 737972 7.4454927 539783 7.4505486 642894 7.4759369 588098 7.4986787 162461 7.5116687 138489 7.5189228 715775 7.5194097 855658 7.5451493 29349 7.5494266 423952 7.5520558 673885 7.5543475 555619 7.5575099 192449 7.5577078 591473 7.5594416 966934 7.5671258 926254 7.5746136 963489 7.5836186 676 7.5857425 173095 7.5909033 640127 7.5977316 372576 7.6203842 262873 7.6300545 336174 7.6330795 489135 7.6332307 662864 7.6379275 255213 7.6407752 192859 7.6565461 172065 7.6597829 964508 7.6674886 848035 7.7169533 544865 7.7210813 975638 7.7324347 336740 7.7614212 170969 7.7623587 531772 7.7707334 211839 7.7713609 730166 7.7845278 891557 7.7989883 959357 7.8016729 465533 7.8032298 195297 7.8048692 761036 7.8119135 581099 7.8156066 905511 7.8323846 501801 7.8392801 562795 7.8398981 355873 7.8761444 282728 7.8913565 495382 7.8949718 910168 7.904295 981340 7.9177403 405700 7.9224205 26501 7.9428105 391203 7.9518085 789690 7.9522657 932442 7.9549937 792498 7.9681697 184683 7.9847932 734257 7.9877515 276178 8.0099468 561560 8.0204563 730937 8.0705948 664395 8.0935822 179850 8.0957689 297841 8.0976286 239787 8.1131296 995753 8.1188192 714082 8.1227522 743313 8.139308 +Q 995: 236031 0.22851244 87741 6.8957143 780920 6.9287734 276993 7.2566547 572281 7.3305635 197562 7.3468013 161748 7.3831263 915528 7.4478612 471276 7.4894242 822688 7.5037866 767224 7.527308 610840 7.5456324 852074 7.5485811 631038 7.5648165 291931 7.5686502 720124 7.5746913 395350 7.5771289 137643 7.6240287 333957 7.692574 672820 7.7049456 313479 7.7071638 784280 7.7181072 233026 7.7198119 249778 7.7342048 483118 7.7502294 214693 7.7542849 725346 7.7622271 379036 7.7669916 522960 7.7718148 644422 7.7745962 121058 7.7880449 221264 7.8149953 107672 7.8223486 289145 7.8236723 413566 7.8315821 705895 7.833189 630622 7.8538404 693644 7.8641024 788587 7.8722839 284167 7.879889 586403 7.8815546 180442 7.8836274 870591 7.8902168 193586 7.8933487 960879 7.8962274 665632 7.9064159 972264 7.9120235 315342 7.9289241 164435 7.932035 830594 7.9474826 587951 7.9548488 479407 7.9582229 346286 7.9647608 654767 7.9678688 231867 7.9776106 654911 7.9798179 657412 7.984067 295929 8.0173655 966997 8.0173664 895300 8.0281487 15541 8.0393801 956964 8.0607491 417230 8.0853729 72074 8.090621 249820 8.0951815 887328 8.0973883 333377 8.0995369 372827 8.10285 706783 8.1199408 149584 8.1277561 834242 8.1485243 694961 8.1552382 871483 8.1709728 611866 8.1747265 888610 8.1752672 454417 8.1805716 34584 8.1811838 990509 8.1901331 514498 8.1924067 215149 8.202775 317263 8.2181673 935423 8.2314672 744553 8.2392006 405193 8.2415924 67080 8.2451296 365391 8.2495422 950117 8.2515574 61758 8.2562017 968387 8.2705097 697541 8.2720213 982271 8.3021336 517288 8.3044682 998898 8.3066483 627328 8.3154583 318470 8.3289852 490776 8.3449459 546164 8.3840322 401 8.3936014 370427 8.4018831 716279 8.4268084 +Q 996: 397405 0.23683146 786551 6.5425177 271178 6.7161078 834618 6.7519073 614743 6.9963994 262452 7.0468235 354238 7.0772567 30956 7.0778971 955344 7.1007004 337408 7.1576467 263589 7.1618786 735330 7.1692748 965475 7.1795111 828386 7.2038684 720755 7.220583 268121 7.2247229 313591 7.2327189 590048 7.2364559 912971 7.2384906 296913 7.2469382 611033 7.2517533 575765 7.2552795 991811 7.2566166 981360 7.2803693 924496 7.3148713 722998 7.3221688 460698 7.329874 896920 7.3404717 228956 7.3534169 626829 7.3703971 571685 7.3810396 643357 7.384624 741401 7.386158 34466 7.4019523 417003 7.4078197 138468 7.4193034 49447 7.4451532 647099 7.4454355 114399 7.4645891 252167 7.4676528 379574 7.4743443 129137 7.4878435 644801 7.4907103 620379 7.4978557 642250 7.5183687 921027 7.5285878 979166 7.5324111 639882 7.5324259 890743 7.5635147 8148 7.5660787 287290 7.5782204 432360 7.5856552 248067 7.5901012 934781 7.5932975 754323 7.5992546 429566 7.6256022 355334 7.6269345 466174 7.6522179 311773 7.6789932 794497 7.7036419 51338 7.7125144 387760 7.7441316 669718 7.7449508 817657 7.75775 913544 7.7593269 126581 7.7659206 212000 7.7664351 267135 7.7687554 449655 7.7819252 793768 7.7851219 996924 7.7863917 868921 7.7910991 569498 7.7994013 223567 7.8455224 159311 7.8643951 873474 7.8770185 758023 7.8784213 226409 7.8932457 861456 7.9314775 279358 7.9323492 495511 7.9324317 156986 7.9339066 600157 7.9430871 379388 7.947938 941020 7.9888968 670811 7.9997864 621453 7.9998341 548528 8.0090437 432720 8.0206165 892238 8.0299902 62681 8.0559702 990357 8.0770483 217207 8.0797243 313414 8.0822706 422745 8.1232939 87221 8.1274109 888680 8.2838593 481265 8.2865877 501917 8.2911034 667270 8.3161964 +Q 997: 278942 0.24848495 163950 6.9055014 559248 6.9531555 832145 7.0818934 175512 7.1676054 904424 7.2493801 137907 7.2688484 520729 7.3296633 717523 7.3322468 626465 7.4416223 197400 7.4755993 518062 7.4815326 394002 7.4892082 977263 7.5307865 534943 7.5553575 599890 7.5799575 10116 7.5825367 432691 7.59867 707785 7.6077909 357683 7.68009 466860 7.6885629 391344 7.688838 659402 7.7036519 951337 7.7184076 240246 7.7224207 184183 7.7356768 914746 7.7387209 575322 7.7515578 920987 7.756619 315695 7.7695017 438536 7.7722139 548385 7.7797327 477098 7.7822123 604669 7.7917247 661950 7.8017011 28776 7.8151717 765410 7.8231239 250096 7.8639822 929941 7.874866 119964 7.8985996 659997 7.9608808 360303 7.9768319 314743 7.9837718 907547 8.0036602 806486 8.0114794 897750 8.0225124 945668 8.0249138 815598 8.0431099 29464 8.0463562 812520 8.0993156 643087 8.1000338 236567 8.1481752 143614 8.1515112 375378 8.1515417 371753 8.1643677 570214 8.1710682 968452 8.1785059 713144 8.1988173 424828 8.2087593 73793 8.2097673 743793 8.2121029 661211 8.2288456 668385 8.2301893 793345 8.2309713 439557 8.2425623 80541 8.2572002 137662 8.3008251 131473 8.3255177 134345 8.3313971 856141 8.3334789 26665 8.4386492 228223 8.4519911 266833 8.4581766 510263 8.5098267 768806 8.5200987 239076 8.5761108 297912 8.5819702 369899 8.594532 736827 8.6327829 286012 8.7274456 455665 8.7356386 705508 8.8097811 239206 8.8883371 323587 8.9941196 822806 8.9966183 932894 9.0532827 743348 14.081579 196204 14.197891 612104 14.226758 313330 14.259027 720587 14.281164 500882 14.29026 262517 14.298866 878738 14.353499 629687 14.400007 232590 14.40868 619938 14.427236 957859 14.445235 402563 14.461061 722846 14.462624 +Q 998: 858698 0.20773359 882001 6.24789 227993 6.66081 685455 6.6612458 344946 6.6638203 627330 6.6827221 871431 6.7555876 327090 6.7866273 749682 6.8666854 836339 6.8964424 39422 6.901947 983428 6.9171963 728065 6.9216957 518623 6.984211 637670 6.998373 706085 7.0060511 843691 7.0061769 275549 7.0271688 135900 7.044837 440473 7.0547853 305735 7.0728259 839990 7.0751576 473783 7.0860929 47013 7.1017127 614164 7.1022725 405793 7.1023555 445379 7.1116009 673528 7.1885929 422373 7.198288 194985 7.2016044 817822 7.2105837 676431 7.2537937 755785 7.2837367 301471 7.2865167 194180 7.2974043 639484 7.31006 471502 7.3146892 104487 7.3185472 326852 7.3257771 48731 7.3452835 752248 7.3485012 438648 7.352622 448772 7.3646889 129338 7.3703427 56140 7.3773561 216799 7.39959 553884 7.4144239 517358 7.4239917 852958 7.4327941 565866 7.44345 358563 7.4499326 946810 7.4599719 723381 7.4649377 680918 7.4805264 783790 7.4858694 873390 7.4882393 827191 7.4933658 201480 7.4991522 276744 7.4994459 107369 7.5001626 139229 7.502564 652881 7.5204768 792038 7.5271688 525983 7.5421782 352501 7.5524473 428318 7.5535173 994707 7.5571494 987510 7.5629382 981713 7.5736909 452563 7.585012 980813 7.5908151 217313 7.602591 439655 7.6149654 968748 7.6575155 405430 7.6667576 516074 7.6692257 231155 7.6713481 557111 7.6801538 150982 7.6979122 920569 7.6997952 495655 7.7137599 149402 7.7182088 426090 7.7264314 306460 7.7359776 259913 7.7411184 876622 7.7552433 11529 7.759028 576367 7.7602181 623861 7.7678828 520924 7.7811713 527174 7.7824998 939414 7.7893114 865582 7.8206024 46572 7.8217821 45636 7.8302364 446501 7.8433104 331377 7.8523531 709984 7.8856454 590433 7.899096 933278 7.9253187 +Q 999: 846671 0.22646235 941722 7.256515 131450 7.2821479 231419 7.3142915 110506 7.3169975 254178 7.3423781 971552 7.3567495 496041 7.4033356 427559 7.4107494 392852 7.427186 794083 7.4445138 562659 7.4775996 263044 7.5175819 684162 7.5366311 260794 7.5815325 597176 7.6556196 191244 7.6849489 702413 7.7130966 770683 7.7871013 311659 7.7883983 263735 7.8162675 320297 7.828052 6266 7.829813 333518 7.8309278 252346 7.8317804 525823 7.8325977 144576 7.8468356 690666 7.8497481 160010 7.8550572 129570 7.8856378 946366 7.8986497 326229 7.9018922 554714 7.9116421 527197 7.9127269 423538 7.9167576 423785 7.9199762 768545 7.9316154 559125 7.9346023 686165 7.9353933 556188 7.9677534 494160 7.9691482 342213 7.9768114 586983 8.0111647 907054 8.0261192 53651 8.0266314 966312 8.0301809 807400 8.0322876 893381 8.0348654 428932 8.0349932 700321 8.0355387 529399 8.0667458 380810 8.0696507 235393 8.0712004 117495 8.071372 829286 8.0736542 361819 8.0796843 692722 8.1072321 685630 8.1363678 598280 8.140542 52173 8.1499119 602568 8.1533403 554136 8.1803093 679170 8.2095938 460221 8.2132893 426614 8.2360888 939059 8.254776 290984 8.2574358 512320 8.2733688 864863 8.292923 283805 8.2940569 608140 8.2989578 805598 8.3003798 333444 8.3017931 417799 8.3038273 657942 8.3266802 900250 8.3422041 456503 8.3502579 663381 8.3518639 959770 8.3580742 65787 8.37955 337959 8.4013071 932986 8.4040031 731816 8.4065752 674828 8.4131527 328643 8.4342403 521202 8.4686127 812667 8.4851942 774162 8.4870472 944254 8.5148783 204708 8.5468702 718988 8.5607853 961150 8.5802116 331952 8.6273298 449713 8.6293459 784054 8.6790628 536443 8.7029715 826272 8.7349796 748027 8.7944365 234598 8.8906078 523155 8.8960419 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/retrieval_results/ivf_flat_result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/retrieval_results/ivf_flat_result.txt" new file mode 100644 index 00000000..041f8250 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/retrieval_results/ivf_flat_result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=ivf_flat metric=l2 num_queries=1000 top_k=100 +Q 0: 318042 0.25202122 630300 7.1180215 541961 7.2792444 568818 7.2935042 400528 7.4053297 920898 7.5157595 707724 7.5271606 166992 7.554966 671518 7.5622363 354124 7.5785799 793201 7.608366 381830 7.6337032 26806 7.635056 458199 7.6446013 452255 7.7006025 473991 7.7058353 127521 7.7154617 102838 7.7171555 649639 7.7400436 507102 7.7621984 921654 7.7793384 662691 7.8757811 348597 7.8777189 232987 7.8783879 244796 7.8893447 649989 7.8905816 338606 7.9188542 304066 7.9246669 592342 7.9251285 549220 7.9298711 332572 7.9418745 157734 7.971149 77534 7.9732633 193167 7.980092 586648 7.9886341 340979 7.9969115 966855 7.9985056 920654 8.0009604 269722 8.0106678 202265 8.0183706 695568 8.0242863 91101 8.0303202 130506 8.0343056 979969 8.0961409 640795 8.1045055 268469 8.1056538 637921 8.1219196 100612 8.1336069 637252 8.1527128 720579 8.2017326 62226 8.2103968 882037 8.2125034 168913 8.2183685 644882 8.2272825 985823 8.2435427 633047 8.2632008 358067 8.2634821 742073 8.2729397 216385 8.277689 417039 8.2883587 968473 8.3087406 981859 8.3230686 271660 8.3344717 574521 8.3606071 652880 8.3641987 671417 8.3714018 964500 8.3784027 694926 8.3934031 843984 8.3959799 808990 8.447958 847638 8.4529743 62815 8.4537249 831763 8.5044937 409356 8.5050421 822592 8.5928602 955334 8.6000147 716774 8.6031733 762855 8.7681618 981786 8.8184042 565586 8.9630842 961273 8.9886942 494844 13.142515 346402 13.706404 389288 13.74178 436621 13.830543 56566 13.893073 143223 13.906429 50178 13.948985 241723 13.993684 937612 14.103829 232805 14.121639 489979 14.149928 388923 14.151529 109416 14.152118 710492 14.169822 701553 14.169953 739139 14.175427 900158 14.176072 19547 14.18003 491984 14.186625 +Q 1: 708357 0.21813595 273585 7.455862 499666 7.5181136 279793 7.5978451 691465 7.6608624 38545 7.7272539 548871 7.764575 52006 7.7795296 217001 7.8314924 500804 7.8337765 411019 7.8449721 387528 7.8756151 345201 7.9007206 486293 7.9225655 262659 7.9407449 148699 7.9695392 440095 7.9730835 209937 7.973423 402957 8.0061169 440363 8.0276556 149905 8.0424452 374641 8.0608664 948172 8.0667934 660145 8.0683565 500908 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7.2688484 520729 7.3296633 717523 7.3322468 626465 7.4416223 197400 7.4755993 518062 7.4815326 394002 7.4892082 977263 7.5307865 534943 7.5553575 599890 7.5799575 10116 7.5825367 432691 7.59867 707785 7.6077909 357683 7.68009 466860 7.6885629 391344 7.688838 659402 7.7036519 951337 7.7184076 240246 7.7224207 184183 7.7356768 914746 7.7387209 575322 7.7515578 920987 7.756619 315695 7.7695017 438536 7.7722139 548385 7.7797327 477098 7.7822123 604669 7.7917247 661950 7.8017011 28776 7.8151717 765410 7.8231239 250096 7.8639822 929941 7.874866 119964 7.8985996 659997 7.9608808 360303 7.9768319 314743 7.9837718 907547 8.0036602 806486 8.0114794 897750 8.0225124 945668 8.0249138 815598 8.0431099 29464 8.0463562 812520 8.0993156 643087 8.1000338 236567 8.1481752 143614 8.1515112 375378 8.1515417 371753 8.1643677 570214 8.1710682 968452 8.1785059 713144 8.1988173 424828 8.2087593 73793 8.2097673 743793 8.2121029 661211 8.2288456 668385 8.2301893 793345 8.2309713 439557 8.2425623 80541 8.2572002 137662 8.3008251 131473 8.3255177 134345 8.3313971 856141 8.3334789 26665 8.4386492 228223 8.4519911 266833 8.4581766 510263 8.5098267 768806 8.5200987 239076 8.5761108 297912 8.5819702 369899 8.594532 736827 8.6327829 286012 8.7274456 455665 8.7356386 705508 8.8097811 239206 8.8883371 323587 8.9941196 822806 8.9966183 932894 9.0532827 612104 14.226758 629687 14.400007 232590 14.40868 619938 14.427236 353616 14.515592 722638 14.521588 213009 14.522688 765940 14.545838 798279 14.581967 765250 14.618351 240032 14.619265 76974 14.620844 167578 14.628771 303055 14.656041 +Q 998: 858698 0.20773359 882001 6.24789 227993 6.66081 685455 6.6612458 344946 6.6638203 627330 6.6827221 871431 6.7555876 327090 6.7866273 749682 6.8666854 836339 6.8964424 39422 6.901947 983428 6.9171963 728065 6.9216957 518623 6.984211 637670 6.998373 706085 7.0060511 843691 7.0061769 275549 7.0271688 135900 7.044837 440473 7.0547853 305735 7.0728259 839990 7.0751576 473783 7.0860929 47013 7.1017127 614164 7.1022725 405793 7.1023555 445379 7.1116009 673528 7.1885929 422373 7.198288 194985 7.2016044 817822 7.2105837 676431 7.2537937 755785 7.2837367 301471 7.2865167 194180 7.2974043 639484 7.31006 471502 7.3146892 104487 7.3185472 326852 7.3257771 48731 7.3452835 752248 7.3485012 438648 7.352622 448772 7.3646889 129338 7.3703427 56140 7.3773561 216799 7.39959 553884 7.4144239 517358 7.4239917 852958 7.4327941 565866 7.44345 358563 7.4499326 946810 7.4599719 723381 7.4649377 680918 7.4805264 783790 7.4858694 873390 7.4882393 827191 7.4933658 201480 7.4991522 276744 7.4994459 107369 7.5001626 139229 7.502564 652881 7.5204768 792038 7.5271688 525983 7.5421782 352501 7.5524473 428318 7.5535173 994707 7.5571494 987510 7.5629382 981713 7.5736909 452563 7.585012 980813 7.5908151 217313 7.602591 439655 7.6149654 968748 7.6575155 405430 7.6667576 516074 7.6692257 231155 7.6713481 557111 7.6801538 150982 7.6979122 920569 7.6997952 495655 7.7137599 149402 7.7182088 426090 7.7264314 306460 7.7359776 259913 7.7411184 876622 7.7552433 11529 7.759028 576367 7.7602181 623861 7.7678828 520924 7.7811713 527174 7.7824998 939414 7.7893114 865582 7.8206024 46572 7.8217821 45636 7.8302364 446501 7.8433104 331377 7.8523531 709984 7.8856454 590433 7.899096 933278 7.9253187 +Q 999: 846671 0.22646235 941722 7.256515 131450 7.2821479 231419 7.3142915 110506 7.3169975 254178 7.3423781 971552 7.3567495 496041 7.4033356 427559 7.4107494 392852 7.427186 794083 7.4445138 562659 7.4775996 263044 7.5175819 684162 7.5366311 260794 7.5815325 597176 7.6556196 191244 7.6849489 702413 7.7130966 770683 7.7871013 311659 7.7883983 263735 7.8162675 320297 7.828052 6266 7.829813 333518 7.8309278 252346 7.8317804 525823 7.8325977 144576 7.8468356 690666 7.8497481 160010 7.8550572 129570 7.8856378 946366 7.8986497 326229 7.9018922 554714 7.9116421 527197 7.9127269 423538 7.9167576 423785 7.9199762 768545 7.9316154 559125 7.9346023 686165 7.9353933 556188 7.9677534 494160 7.9691482 342213 7.9768114 586983 8.0111647 907054 8.0261192 53651 8.0266314 966312 8.0301809 807400 8.0322876 893381 8.0348654 428932 8.0349932 700321 8.0355387 529399 8.0667458 380810 8.0696507 235393 8.0712004 117495 8.071372 829286 8.0736542 361819 8.0796843 692722 8.1072321 685630 8.1363678 598280 8.140542 52173 8.1499119 602568 8.1533403 554136 8.1803093 679170 8.2095938 460221 8.2132893 426614 8.2360888 939059 8.254776 290984 8.2574358 512320 8.2733688 864863 8.292923 283805 8.2940569 608140 8.2989578 805598 8.3003798 333444 8.3017931 417799 8.3038273 657942 8.3266802 900250 8.3422041 456503 8.3502579 663381 8.3518639 959770 8.3580742 65787 8.37955 337959 8.4013071 932986 8.4040031 731816 8.4065752 674828 8.4131527 328643 8.4342403 521202 8.4686127 812667 8.4851942 774162 8.4870472 944254 8.5148783 204708 8.5468702 718988 8.5607853 961150 8.5802116 331952 8.6273298 449713 8.6293459 784054 8.6790628 536443 8.7029715 826272 8.7349796 748027 8.7944365 234598 8.8906078 523155 8.8960419 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/retrieval_results/ivf_pq16_rerank_result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/retrieval_results/ivf_pq16_rerank_result.txt" new file mode 100644 index 00000000..0c17ce99 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/retrieval_results/ivf_pq16_rerank_result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=ivf_pq metric=l2 num_queries=1000 top_k=100 +Q 0: 318042 0.25202122 630300 7.1180215 541961 7.2792444 568818 7.2935042 400528 7.4053297 920898 7.5157595 707724 7.5271606 166992 7.554966 671518 7.5622363 354124 7.5785799 793201 7.608366 381830 7.6337032 26806 7.635056 458199 7.6446013 452255 7.7006025 473991 7.7058353 127521 7.7154617 102838 7.7171555 649639 7.7400436 507102 7.7621984 921654 7.7793384 662691 7.8757811 348597 7.8777189 232987 7.8783879 244796 7.8893447 649989 7.8905816 338606 7.9188542 304066 7.9246669 592342 7.9251285 549220 7.9298711 332572 7.9418745 157734 7.971149 77534 7.9732633 193167 7.980092 586648 7.9886341 340979 7.9969115 966855 7.9985056 920654 8.0009604 269722 8.0106678 202265 8.0183706 695568 8.0242863 91101 8.0303202 130506 8.0343056 979969 8.0961409 640795 8.1045055 268469 8.1056538 637921 8.1219196 100612 8.1336069 637252 8.1527128 720579 8.2017326 62226 8.2103968 882037 8.2125034 168913 8.2183685 644882 8.2272825 985823 8.2435427 633047 8.2632008 358067 8.2634821 742073 8.2729397 216385 8.277689 417039 8.2883587 968473 8.3087406 981859 8.3230686 271660 8.3344717 574521 8.3606071 652880 8.3641987 671417 8.3714018 964500 8.3784027 694926 8.3934031 843984 8.3959799 808990 8.447958 847638 8.4529743 62815 8.4537249 831763 8.5044937 409356 8.5050421 822592 8.5928602 955334 8.6000147 716774 8.6031733 762855 8.7681618 981786 8.8184042 565586 8.9630842 961273 8.9886942 346402 13.706404 436621 13.830543 143223 13.906429 241723 13.993684 937612 14.103829 710492 14.169822 739139 14.175427 19547 14.18003 127238 14.215486 558467 14.225837 360867 14.255228 865844 14.272453 980823 14.28283 849984 14.29605 658462 14.351359 511992 14.360711 512108 14.365628 232529 14.419895 589587 14.42901 +Q 1: 708357 0.21813595 273585 7.455862 499666 7.5181136 279793 7.5978451 691465 7.6608624 38545 7.7272539 548871 7.764575 52006 7.7795296 217001 7.8314924 500804 7.8337765 411019 7.8449721 387528 7.8756151 345201 7.9007206 486293 7.9225655 262659 7.9407449 148699 7.9695392 440095 7.9730835 209937 7.973423 402957 8.0061169 440363 8.0276556 149905 8.0424452 374641 8.0608664 948172 8.0667934 660145 8.0683565 500908 8.0772467 138016 8.0879126 600376 8.0965681 125973 8.0966311 97401 8.1007509 886620 8.1010818 943741 8.1108437 871810 8.1448479 48579 8.1538877 196567 8.1560278 306886 8.1705275 12136 8.1744871 294173 8.1829157 467591 8.1904058 668852 8.2065039 834612 8.2152262 360671 8.2159576 996195 8.2397604 498484 8.2476625 173715 8.2769117 569818 8.2846775 329669 8.2880144 181609 8.3102131 277493 8.3153028 818548 8.3854809 151273 8.3902359 53276 8.3943281 618983 8.4040985 697064 8.4053135 64676 8.4057751 279965 8.4092321 948159 8.4231682 522002 8.4272041 923620 8.4373989 324356 8.4465818 939831 8.4657345 483328 8.4696083 648604 8.5031414 253882 8.5078325 158044 8.5100861 588912 8.512681 930581 8.5133152 756210 8.5213566 643651 8.5304527 808832 8.5325298 967258 8.5409679 824011 8.5523119 23380 8.5561228 597987 8.586771 377956 8.596014 510742 8.5974159 334224 8.5982618 574639 8.6004066 679570 8.6147785 50835 8.6151876 303947 8.6359215 423738 8.6696529 554559 8.6728334 760614 8.7093077 488993 8.7098217 262525 8.7203827 131472 8.7681513 591869 8.7898321 69868 8.8055706 541642 8.8599777 408147 8.8628559 600458 8.8781185 23002 8.8832064 629514 8.8933296 80175 8.9510574 624560 8.9575253 980761 9.0079126 969092 9.013958 453919 9.0562563 442878 9.0884838 701551 9.1456308 +Q 2: 179521 0.22171502 389395 7.1731052 393550 7.283185 734424 7.3133311 518596 7.3136396 993032 7.3311782 724538 7.3797393 322217 7.3974233 565612 7.4242964 565338 7.4392409 823370 7.4408846 806631 7.4464645 104938 7.4634371 54885 7.4754562 783433 7.4779329 30143 7.5367351 406471 7.5505595 966715 7.5830026 654746 7.5897322 574689 7.6389537 557286 7.6529651 680249 7.6559534 444545 7.6642623 928600 7.67238 149622 7.6824284 809849 7.6900907 705045 7.7005339 768609 7.7060142 801967 7.7065549 64268 7.7373419 490770 7.7541137 150859 7.761837 240093 7.7623606 401882 7.773356 149408 7.8113456 620935 7.8134236 820350 7.8314185 765148 7.8605204 7599 7.8759775 581263 7.8765121 398021 7.8852463 926961 7.8943458 767917 7.9005919 524906 7.9050231 354394 7.9073634 10265 7.9227676 225910 7.9227877 535711 7.9425478 44166 7.9432669 537472 7.9600797 866598 7.9747176 609954 8.0125141 45086 8.0184984 583982 8.0290956 964180 8.0295563 449364 8.041852 543414 8.0479803 306350 8.0629463 14419 8.1010265 505762 8.1153383 237701 8.1262817 181887 8.1269169 966360 8.1296148 936551 8.1356153 288669 8.1444283 282612 8.1450109 386732 8.1594992 385358 8.199316 731874 8.2010632 119195 8.206953 876355 8.2096367 366073 8.223772 201617 8.2321892 610141 8.2440481 897096 8.2513227 739465 8.2578449 527059 8.2609043 892987 8.2845049 589278 8.3076382 509574 8.3154526 640282 8.3339806 344628 8.3614388 149152 8.3705292 401887 8.3912964 930344 8.4045658 432492 8.4096794 782586 8.4319086 205106 8.4778099 274734 8.4796829 843499 8.4847355 819661 8.5122643 473574 8.5210428 569882 8.5238771 818776 8.5294752 166638 8.5313358 973852 8.5320578 638654 8.5322571 901146 8.5488758 971497 8.560607 555842 8.5643787 +Q 3: 727529 0.21986471 703761 6.9713922 289690 7.0924783 592707 7.2044048 101434 7.222919 853290 7.2630749 515984 7.3120847 661783 7.3672814 296316 7.3820024 909800 7.3975787 170657 7.4391956 687648 7.5192699 592123 7.5541749 866479 7.5712843 653456 7.5745463 542502 7.5784292 622404 7.5843973 225807 7.5988131 893026 7.6016517 610321 7.6123905 415038 7.6319084 983331 7.6338205 825934 7.6396942 202040 7.6447911 706436 7.6525645 714683 7.6772704 95094 7.6870914 908923 7.7057958 784856 7.7115793 705960 7.717175 781661 7.7506394 830829 7.7519979 693285 7.7528996 7000 7.765882 216728 7.8506923 900266 7.8512096 202939 7.8757153 625352 7.876739 192433 7.9019079 422725 7.9140368 545733 7.9148388 197748 7.920114 557755 7.9304085 857799 7.9333267 241033 7.9442239 590982 7.9543624 593127 7.9874082 776866 7.9925389 954863 8.010087 642338 8.0248222 234402 8.0396814 857450 8.0645514 693640 8.065917 536075 8.074831 607450 8.0838289 521925 8.0918846 155663 8.0926962 352557 8.0966978 145938 8.1260853 3902 8.12955 651960 8.1301479 473685 8.135973 413456 8.1417141 354541 8.1559286 850623 8.1813078 273314 8.1859102 821677 8.1891232 207714 8.2122965 306093 8.2233343 488767 8.2285099 244398 8.2674847 390741 8.2705717 377372 8.2759218 916328 8.3033247 758407 8.3159447 161254 8.3651457 347122 8.3727694 387651 8.3745079 467836 8.3747663 626449 8.4214191 951983 8.4276361 322822 8.4479427 795455 8.4514408 678132 8.4516973 525510 8.471487 113620 8.4801111 288397 8.4896669 267050 8.4978456 184932 8.5020838 737230 8.5671549 955693 8.5699253 396326 8.5735464 279376 8.6048117 192372 8.7087173 896843 8.816165 870730 8.8301554 250000 8.9001255 283240 13.853473 393652 13.859198 724155 14.254795 +Q 4: 520992 0.22918971 57107 7.4012589 476406 7.4817452 844959 7.5540743 312222 7.6319089 187111 7.6319346 651957 7.634006 440610 7.6430736 190036 7.6432419 460830 7.6450005 260022 7.6459317 330122 7.6639628 449333 7.6907034 314396 7.69239 540953 7.7434983 927072 7.752975 706876 7.759027 850126 7.784133 265298 7.7962828 216834 7.7974725 223034 7.8024907 785892 7.8156796 55156 7.8168406 319121 7.8203783 331610 7.8250985 829989 7.8256516 927253 7.8294315 167192 7.8313656 795587 7.8450961 4393 7.8589869 786568 7.8648653 615146 7.8661389 926389 7.872333 982824 7.8740339 672104 7.8742743 190215 7.878108 548227 7.8835711 993333 7.8965063 908481 7.9060426 729266 7.9368539 998172 7.9418144 844002 7.9521475 515244 7.9661736 362744 7.9937711 721655 7.9953899 102618 8.0227995 756517 8.0613632 116253 8.0629263 202160 8.0682878 26463 8.0784397 468571 8.0804434 8905 8.0858536 946591 8.0913725 60168 8.1011171 661631 8.1212769 491898 8.121603 237925 8.124155 797949 8.1454668 62903 8.1500216 237548 8.2031584 164837 8.2583475 758064 8.2767792 452581 8.2768841 177008 8.2838821 768702 8.2887058 127706 8.3015156 441346 8.3193283 663385 8.3652649 392988 8.3661938 520769 8.3752337 163674 8.377018 724276 8.3950834 60909 8.428093 33785 8.4321156 250132 8.440362 976791 8.4409122 22858 8.4540167 180756 8.4777117 742209 8.5161533 707534 8.5403576 25705 8.5440922 507307 8.5587206 45457 8.5791187 91970 8.594945 719623 8.5960302 589332 8.6427946 368365 8.6767788 679178 8.6916208 476142 8.7195883 291233 8.7416439 116768 8.7477446 912722 8.7873478 406881 8.7959738 100062 8.8094139 395144 8.8472137 294719 8.8967018 5167 8.8991165 234857 8.9580431 931777 14.356369 164382 14.45063 +Q 5: 97906 0.20319182 362722 6.8067746 728183 6.9655409 800675 7.0349712 585094 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7.9797392 804574 8.0021143 661445 8.0127897 995886 8.0169497 453673 8.0248203 304489 8.0280209 724974 8.0319691 307382 8.0557823 992146 8.066227 948546 8.0865335 434639 8.1002426 260821 8.1090841 152425 8.1229076 977213 8.1358213 167538 8.163785 250379 8.178875 216418 8.1839752 770477 8.1984978 564191 8.2198524 782193 8.283515 737257 8.2858944 230648 8.3937922 173409 8.4620304 457601 8.4720774 835513 8.4738932 325217 8.5847483 143612 8.5928631 249758 8.6223593 315646 8.6270399 505392 13.184353 301398 13.929799 555949 14.062472 479166 14.135969 695414 14.232755 228309 14.269229 409150 14.287011 833596 14.324654 +Q 993: 804975 0.24301946 176787 6.8856354 525866 6.9088721 276835 6.9839478 206290 7.0467281 329961 7.0690589 445856 7.3370795 698561 7.3815675 924093 7.4405179 240481 7.4523559 606144 7.4611506 188429 7.4749308 406924 7.4820757 985243 7.5045671 995104 7.5056534 622103 7.5060697 452848 7.5217838 174302 7.5220084 300502 7.5276141 314048 7.5283723 239864 7.5599194 814036 7.5633354 329181 7.5853863 565765 7.5927625 968105 7.5930228 909252 7.6473317 308993 7.6708746 880901 7.7020917 68422 7.7093697 811436 7.7169452 698340 7.7528996 80326 7.7536983 454148 7.7695999 274062 7.77143 316663 7.7742562 829562 7.7758007 47905 7.7759252 151288 7.7783265 243200 7.7863078 942620 7.7917185 107074 7.831707 431284 7.8586478 701478 7.8595662 14283 7.8603992 611384 7.8832707 128519 7.8838921 16772 7.8998055 521241 7.9184375 902102 7.9192686 117050 7.9229541 712714 7.9273019 402396 7.9321976 68645 7.9335675 72250 7.9412656 874588 7.9415522 142958 7.9454398 204349 7.954927 343825 7.957334 161470 7.9581428 467234 7.9596615 723582 7.9598293 860602 7.9815335 515014 7.9911718 154099 7.99647 370151 7.9998856 673549 8.0027752 220501 8.0096397 496614 8.0272751 155010 8.0521336 353508 8.0533552 191890 8.0876741 989417 8.0888786 650574 8.090147 998515 8.0962172 193728 8.1014395 510114 8.1209249 919134 8.1418705 199581 8.1493721 263730 8.1551046 452480 8.1567268 576818 8.1798277 440345 8.184514 316174 8.1852436 386668 8.1976442 756351 8.2424879 516393 8.2469826 657883 8.2561607 690047 8.2680426 334133 8.2689199 982709 8.3137255 80959 8.3509722 437378 8.3937759 856456 8.4181643 389200 8.4202204 988214 8.4299679 631538 8.4304647 781390 8.4504261 640708 8.451705 352608 8.4606028 61023 8.4622517 +Q 994: 336170 0.24058767 286114 6.8767695 442674 6.8788109 272754 6.8879452 908699 6.9249535 785532 6.9615259 75563 6.9679394 681966 6.9720001 329430 7.0775809 874985 7.1186595 867923 7.1734209 304380 7.2110257 189436 7.2431889 752753 7.2690153 477084 7.278574 353050 7.282516 777409 7.3117604 573994 7.320962 502009 7.3433909 256315 7.3575163 643882 7.3652396 777541 7.375319 29302 7.3768072 835186 7.379168 399038 7.399581 168874 7.4057689 509154 7.4089103 110911 7.4101377 861301 7.4247313 722048 7.4314847 871792 7.4330583 737972 7.4454927 539783 7.4505486 642894 7.4759369 588098 7.4986787 162461 7.5116687 138489 7.5189228 715775 7.5194097 855658 7.5451493 29349 7.5494266 423952 7.5520558 673885 7.5543475 555619 7.5575099 192449 7.5577078 591473 7.5594416 966934 7.5671258 926254 7.5746136 963489 7.5836186 676 7.5857425 173095 7.5909033 640127 7.5977316 372576 7.6203842 262873 7.6300545 336174 7.6330795 489135 7.6332307 662864 7.6379275 255213 7.6407752 192859 7.6565461 172065 7.6597829 964508 7.6674886 848035 7.7169533 544865 7.7210813 975638 7.7324347 336740 7.7614212 170969 7.7623587 531772 7.7707334 211839 7.7713609 730166 7.7845278 891557 7.7989883 959357 7.8016729 465533 7.8032298 195297 7.8048692 761036 7.8119135 581099 7.8156066 905511 7.8323846 501801 7.8392801 562795 7.8398981 355873 7.8761444 282728 7.8913565 495382 7.8949718 910168 7.904295 981340 7.9177403 405700 7.9224205 26501 7.9428105 391203 7.9518085 789690 7.9522657 932442 7.9549937 792498 7.9681697 184683 7.9847932 734257 7.9877515 276178 8.0099468 561560 8.0204563 730937 8.0705948 664395 8.0935822 179850 8.0957689 297841 8.0976286 239787 8.1131296 995753 8.1188192 714082 8.1227522 743313 8.139308 +Q 995: 236031 0.22851244 87741 6.8957143 780920 6.9287734 276993 7.2566547 572281 7.3305635 197562 7.3468013 161748 7.3831263 915528 7.4478612 471276 7.4894242 822688 7.5037866 767224 7.527308 610840 7.5456324 852074 7.5485811 631038 7.5648165 291931 7.5686502 720124 7.5746913 395350 7.5771289 137643 7.6240287 333957 7.692574 672820 7.7049456 313479 7.7071638 784280 7.7181072 233026 7.7198119 249778 7.7342048 483118 7.7502294 214693 7.7542849 725346 7.7622271 379036 7.7669916 522960 7.7718148 644422 7.7745962 121058 7.7880449 221264 7.8149953 107672 7.8223486 289145 7.8236723 413566 7.8315821 705895 7.833189 630622 7.8538404 693644 7.8641024 788587 7.8722839 284167 7.879889 586403 7.8815546 180442 7.8836274 870591 7.8902168 193586 7.8933487 960879 7.8962274 665632 7.9064159 972264 7.9120235 315342 7.9289241 164435 7.932035 830594 7.9474826 587951 7.9548488 479407 7.9582229 346286 7.9647608 654767 7.9678688 231867 7.9776106 654911 7.9798179 657412 7.984067 295929 8.0173655 966997 8.0173664 895300 8.0281487 15541 8.0393801 956964 8.0607491 417230 8.0853729 72074 8.090621 249820 8.0951815 887328 8.0973883 333377 8.0995369 372827 8.10285 706783 8.1199408 149584 8.1277561 834242 8.1485243 694961 8.1552382 871483 8.1709728 611866 8.1747265 888610 8.1752672 454417 8.1805716 34584 8.1811838 990509 8.1901331 514498 8.1924067 215149 8.202775 317263 8.2181673 935423 8.2314672 744553 8.2392006 405193 8.2415924 67080 8.2451296 365391 8.2495422 950117 8.2515574 61758 8.2562017 968387 8.2705097 697541 8.2720213 982271 8.3021336 517288 8.3044682 998898 8.3066483 627328 8.3154583 318470 8.3289852 490776 8.3449459 546164 8.3840322 401 8.3936014 370427 8.4018831 716279 8.4268084 +Q 996: 397405 0.23683146 786551 6.5425177 271178 6.7161078 834618 6.7519073 614743 6.9963994 262452 7.0468235 354238 7.0772567 30956 7.0778971 955344 7.1007004 337408 7.1576467 263589 7.1618786 735330 7.1692748 965475 7.1795111 828386 7.2038684 720755 7.220583 268121 7.2247229 313591 7.2327189 590048 7.2364559 912971 7.2384906 296913 7.2469382 611033 7.2517533 575765 7.2552795 991811 7.2566166 981360 7.2803693 924496 7.3148713 722998 7.3221688 460698 7.329874 896920 7.3404717 228956 7.3534169 626829 7.3703971 571685 7.3810396 643357 7.384624 741401 7.386158 34466 7.4019523 417003 7.4078197 138468 7.4193034 49447 7.4451532 647099 7.4454355 114399 7.4645891 252167 7.4676528 379574 7.4743443 129137 7.4878435 644801 7.4907103 620379 7.4978557 642250 7.5183687 921027 7.5285878 979166 7.5324111 639882 7.5324259 890743 7.5635147 8148 7.5660787 287290 7.5782204 432360 7.5856552 248067 7.5901012 934781 7.5932975 754323 7.5992546 429566 7.6256022 355334 7.6269345 466174 7.6522179 311773 7.6789932 794497 7.7036419 51338 7.7125144 387760 7.7441316 669718 7.7449508 817657 7.75775 913544 7.7593269 126581 7.7659206 212000 7.7664351 267135 7.7687554 449655 7.7819252 793768 7.7851219 996924 7.7863917 868921 7.7910991 569498 7.7994013 223567 7.8455224 159311 7.8643951 873474 7.8770185 758023 7.8784213 226409 7.8932457 861456 7.9314775 279358 7.9323492 495511 7.9324317 156986 7.9339066 600157 7.9430871 379388 7.947938 941020 7.9888968 670811 7.9997864 621453 7.9998341 548528 8.0090437 432720 8.0206165 892238 8.0299902 62681 8.0559702 990357 8.0770483 217207 8.0797243 313414 8.0822706 422745 8.1232939 87221 8.1274109 888680 8.2838593 481265 8.2865877 501917 8.2911034 667270 8.3161964 +Q 997: 278942 0.24848495 163950 6.9055014 559248 6.9531555 832145 7.0818934 175512 7.1676054 904424 7.2493801 137907 7.2688484 520729 7.3296633 717523 7.3322468 626465 7.4416223 197400 7.4755993 518062 7.4815326 394002 7.4892082 977263 7.5307865 534943 7.5553575 599890 7.5799575 10116 7.5825367 432691 7.59867 707785 7.6077909 357683 7.68009 466860 7.6885629 391344 7.688838 659402 7.7036519 951337 7.7184076 240246 7.7224207 184183 7.7356768 914746 7.7387209 575322 7.7515578 920987 7.756619 315695 7.7695017 438536 7.7722139 548385 7.7797327 477098 7.7822123 604669 7.7917247 661950 7.8017011 28776 7.8151717 765410 7.8231239 250096 7.8639822 929941 7.874866 119964 7.8985996 659997 7.9608808 360303 7.9768319 314743 7.9837718 907547 8.0036602 806486 8.0114794 897750 8.0225124 945668 8.0249138 815598 8.0431099 29464 8.0463562 812520 8.0993156 643087 8.1000338 236567 8.1481752 143614 8.1515112 375378 8.1515417 371753 8.1643677 570214 8.1710682 968452 8.1785059 713144 8.1988173 424828 8.2087593 73793 8.2097673 743793 8.2121029 661211 8.2288456 668385 8.2301893 793345 8.2309713 439557 8.2425623 80541 8.2572002 137662 8.3008251 131473 8.3255177 134345 8.3313971 856141 8.3334789 26665 8.4386492 228223 8.4519911 266833 8.4581766 510263 8.5098267 768806 8.5200987 239076 8.5761108 297912 8.5819702 369899 8.594532 736827 8.6327829 286012 8.7274456 455665 8.7356386 705508 8.8097811 239206 8.8883371 323587 8.9941196 822806 8.9966183 932894 9.0532827 612104 14.226758 629687 14.400007 232590 14.40868 353616 14.515592 765940 14.545838 798279 14.581967 240032 14.619265 76974 14.620844 167578 14.628771 35222 14.661162 904078 14.719443 70507 14.727195 160557 14.834128 174709 14.8481 +Q 998: 858698 0.20773359 882001 6.24789 227993 6.66081 685455 6.6612458 344946 6.6638203 627330 6.6827221 871431 6.7555876 327090 6.7866273 749682 6.8666854 836339 6.8964424 39422 6.901947 983428 6.9171963 728065 6.9216957 518623 6.984211 637670 6.998373 706085 7.0060511 843691 7.0061769 275549 7.0271688 135900 7.044837 440473 7.0547853 305735 7.0728259 839990 7.0751576 473783 7.0860929 47013 7.1017127 614164 7.1022725 405793 7.1023555 445379 7.1116009 673528 7.1885929 422373 7.198288 194985 7.2016044 817822 7.2105837 676431 7.2537937 755785 7.2837367 301471 7.2865167 194180 7.2974043 639484 7.31006 471502 7.3146892 104487 7.3185472 326852 7.3257771 48731 7.3452835 752248 7.3485012 438648 7.352622 448772 7.3646889 129338 7.3703427 56140 7.3773561 216799 7.39959 553884 7.4144239 517358 7.4239917 852958 7.4327941 565866 7.44345 358563 7.4499326 946810 7.4599719 723381 7.4649377 680918 7.4805264 783790 7.4858694 873390 7.4882393 827191 7.4933658 201480 7.4991522 276744 7.4994459 107369 7.5001626 139229 7.502564 652881 7.5204768 792038 7.5271688 525983 7.5421782 352501 7.5524473 428318 7.5535173 994707 7.5571494 987510 7.5629382 981713 7.5736909 452563 7.585012 980813 7.5908151 217313 7.602591 439655 7.6149654 968748 7.6575155 405430 7.6667576 516074 7.6692257 231155 7.6713481 557111 7.6801538 150982 7.6979122 920569 7.6997952 495655 7.7137599 149402 7.7182088 426090 7.7264314 306460 7.7359776 259913 7.7411184 876622 7.7552433 11529 7.759028 576367 7.7602181 623861 7.7678828 520924 7.7811713 527174 7.7824998 939414 7.7893114 865582 7.8206024 46572 7.8217821 45636 7.8302364 446501 7.8433104 331377 7.8523531 709984 7.8856454 590433 7.899096 933278 7.9253187 +Q 999: 846671 0.22646235 941722 7.256515 131450 7.2821479 231419 7.3142915 110506 7.3169975 254178 7.3423781 971552 7.3567495 496041 7.4033356 427559 7.4107494 392852 7.427186 794083 7.4445138 562659 7.4775996 263044 7.5175819 684162 7.5366311 260794 7.5815325 597176 7.6556196 191244 7.6849489 702413 7.7130966 770683 7.7871013 311659 7.7883983 263735 7.8162675 320297 7.828052 6266 7.829813 333518 7.8309278 252346 7.8317804 525823 7.8325977 144576 7.8468356 690666 7.8497481 160010 7.8550572 129570 7.8856378 946366 7.8986497 326229 7.9018922 554714 7.9116421 527197 7.9127269 423538 7.9167576 423785 7.9199762 768545 7.9316154 559125 7.9346023 686165 7.9353933 556188 7.9677534 494160 7.9691482 342213 7.9768114 586983 8.0111647 907054 8.0261192 53651 8.0266314 966312 8.0301809 807400 8.0322876 893381 8.0348654 428932 8.0349932 700321 8.0355387 529399 8.0667458 380810 8.0696507 235393 8.0712004 117495 8.071372 829286 8.0736542 361819 8.0796843 692722 8.1072321 685630 8.1363678 598280 8.140542 52173 8.1499119 602568 8.1533403 554136 8.1803093 679170 8.2095938 460221 8.2132893 426614 8.2360888 939059 8.254776 290984 8.2574358 512320 8.2733688 864863 8.292923 283805 8.2940569 608140 8.2989578 805598 8.3003798 333444 8.3017931 417799 8.3038273 657942 8.3266802 900250 8.3422041 456503 8.3502579 663381 8.3518639 959770 8.3580742 65787 8.37955 337959 8.4013071 932986 8.4040031 731816 8.4065752 674828 8.4131527 328643 8.4342403 521202 8.4686127 812667 8.4851942 774162 8.4870472 944254 8.5148783 204708 8.5468702 718988 8.5607853 961150 8.5802116 331952 8.6273298 449713 8.6293459 784054 8.6790628 536443 8.7029715 826272 8.7349796 748027 8.7944365 234598 8.8906078 523155 8.8960419 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b128/perf.log" new file mode 100644 index 00000000..a1c09e28 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 100 1000000 128 100 0.000 137.547 727.0 68.7541 70.8979 68.7541 1.24 GB 14372.793 104.5 +ivf_flat 1000 1000000 128 100 0.000 26.151 38240.0 3.2434 3.7819 3.2616 0.88 GB 14372.793 549.6 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b128/quality.log" new file mode 100644 index 00000000..e87c45b5 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=1.000000 +id_match_ratio=1.000000 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=0 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b128/result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b128/result.txt" new file mode 100644 index 00000000..32fc28ab --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b128/result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=ivf_flat metric=l2 num_queries=1000 top_k=100 +Q 0: 275594 0.57277745 399905 3.1297252 68087 3.178201 628001 3.2043431 906520 3.2148354 13696 3.2221193 448064 3.2361581 756003 3.2362912 61976 3.2568483 751677 3.2674544 698220 3.2789805 770360 3.2804844 83011 3.2893052 723162 3.3053117 628275 3.3106668 514401 3.3289564 624853 3.3339131 969681 3.3360972 479791 3.3373663 449137 3.3490021 336990 3.3538666 396212 3.3571751 104579 3.3581386 746209 3.3614411 960327 3.3618221 45050 3.3654776 779281 3.3655508 749513 3.3657978 701364 3.37326 952523 3.3737094 839174 3.3796086 287603 3.3811731 236240 3.3868151 167431 3.3871577 364946 3.3891444 534676 3.3909199 345080 3.3921554 171488 3.3929741 493324 3.3934836 636999 3.3948009 459362 3.3966768 78997 3.3974719 797407 3.3975379 916435 3.3982847 347986 3.3990924 639264 3.4011755 986136 3.4029212 638518 3.4035971 667534 3.4052739 61940 3.4070933 352393 3.4128246 112609 3.414953 30440 3.4162464 530578 3.4198008 669782 3.4213779 56337 3.4264426 18926 3.428561 559611 3.4340553 371130 3.4340935 254091 3.4361081 240146 3.4367862 984913 3.4386647 489749 3.4416339 872092 3.4461479 49010 3.4465799 243661 3.4467421 98811 3.4467962 783361 3.4476678 971274 3.4487598 747170 3.4504032 679611 3.4511628 327768 3.4526231 925807 3.4558728 243808 3.4582136 959283 3.4641421 229901 3.4658518 350547 3.467586 50716 3.4676359 686790 3.469871 529126 3.4703443 571667 3.470865 251384 3.4712372 494670 3.472461 629462 3.4726498 7645 3.4803035 299659 3.4817755 124870 3.4840808 125384 3.4846444 610175 3.4855039 231328 3.4878283 566424 3.4887118 430060 3.4890921 141002 3.4897065 317030 3.490478 951205 3.4905396 220066 3.4906862 884106 3.493335 966970 3.4935954 798559 3.4939556 801926 3.4950569 +Q 1: 303703 0.5239895 423726 3.1198909 480633 3.2211471 67275 3.2275636 446512 3.2732463 555142 3.2793686 190360 3.27953 207292 3.2902339 212833 3.2922301 548902 3.2956247 797665 3.3141572 403795 3.3173251 30269 3.327143 297928 3.3413367 174699 3.3454795 416104 3.349896 494947 3.3533323 11651 3.3697624 516150 3.3827679 800413 3.3919818 266617 3.3977754 771247 3.3988147 824748 3.4003112 377378 3.4062946 42288 3.4072695 691185 3.4112949 834389 3.4158485 12517 3.4160681 251699 3.4175806 957137 3.4200554 563269 3.4212625 218804 3.4214065 153418 3.42382 17094 3.4252717 723737 3.4274707 656427 3.4278567 603561 3.4303916 572583 3.4315712 445469 3.4327102 224044 3.436125 363080 3.4446976 14246 3.4473138 363799 3.4477131 726376 3.452147 684704 3.4564285 244868 3.4564471 23280 3.457531 1567 3.4590995 70731 3.4591701 592007 3.4592738 269252 3.460053 464509 3.4608705 926851 3.4618909 734749 3.462328 912914 3.4663522 727992 3.470331 447924 3.4709156 509307 3.471952 425619 3.4720044 151464 3.4747326 413986 3.4763327 357658 3.4780831 511601 3.481128 154736 3.4813392 614465 3.4818432 594554 3.483676 534144 3.4838536 662821 3.4839435 802762 3.4844534 880481 3.4849863 30632 3.4859061 311134 3.4880416 38846 3.4899876 706780 3.4906862 555085 3.4910455 562358 3.4963923 92000 3.4985836 273877 3.4994571 2925 3.5003834 812128 3.500983 412973 3.5011101 940601 3.5016973 718200 3.502836 111822 3.5080414 278193 3.509696 254287 3.5105498 500341 3.5116794 829043 3.5119739 819728 3.5119936 631272 3.513994 504154 3.5170877 447951 3.5177028 741632 3.5179064 548849 3.5192559 809030 3.5193424 203549 3.5198302 492317 3.5202026 238052 3.5218327 624268 3.5218687 618692 3.5219629 +Q 2: 659714 0.53363925 390454 3.3433743 180378 3.3583927 120046 3.4189367 325537 3.4507868 606739 3.4551005 642926 3.4672959 993301 3.4722023 999018 3.473031 432067 3.4791098 576556 3.4925506 756996 3.4982164 347052 3.5048544 966883 3.5049884 781837 3.5053587 878648 3.5132089 763894 3.5219891 416633 3.5288684 140908 3.5361264 453337 3.5447114 941830 3.5518916 383566 3.5568144 944289 3.5614178 433977 3.5665901 201055 3.5672157 373604 3.5689745 970295 3.5711796 428890 3.5724835 308856 3.5725868 266761 3.5739641 382168 3.574558 184454 3.5758545 107596 3.5797312 3229 3.580193 574100 3.5863528 570120 3.5882475 27142 3.5894938 327719 3.5941031 78845 3.5959394 825603 3.5960817 244943 3.5961277 176843 3.5977435 635449 3.6001954 535368 3.6003125 737054 3.6023905 289833 3.6032722 938496 3.6034503 547076 3.6073918 959357 3.6109784 893392 3.6113319 98131 3.6122477 541761 3.6158965 973769 3.6173682 295608 3.618185 811268 3.6184618 843275 3.6224632 806745 3.6231079 550460 3.6261606 822398 3.6308212 666218 3.63133 713913 3.6325018 534173 3.6337061 50073 3.6346493 195711 3.6347888 806305 3.635793 745947 3.6362698 108459 3.6391542 925953 3.6399658 565718 3.6400349 398093 3.6406538 153338 3.6410875 132801 3.6423204 136283 3.6424234 18293 3.6429694 969137 3.6434066 744202 3.6448953 103000 3.6449833 754092 3.6450021 788537 3.6451077 453028 3.6460166 770001 3.6466229 827862 3.6496561 839363 3.6500371 710297 3.652689 632682 3.6534243 366354 3.6549249 368291 3.6556082 352093 3.6582556 446779 3.6613042 162886 3.6620779 89362 3.665432 579756 3.6656466 881803 3.6684463 674480 3.6691339 869146 3.6704288 189720 3.6726115 304929 3.6727576 230618 3.6732116 151599 3.6746945 943716 3.6756139 +Q 3: 769561 0.55021656 225279 3.3954451 177351 3.4563618 763411 3.4687619 481767 3.4899912 607893 3.4903595 452823 3.4990633 754183 3.5037816 621097 3.5049353 598705 3.5067954 621713 3.5154233 138457 3.5162425 207647 3.5204642 916446 3.5208876 113639 3.5215006 855450 3.5256312 905038 3.534173 28922 3.5407636 932440 3.5461862 166259 3.5565786 14775 3.5628295 408301 3.5676258 108700 3.5680444 249613 3.573112 836938 3.5759645 362167 3.577234 221375 3.5809357 285316 3.585103 438430 3.5885713 991910 3.5911617 577272 3.5942709 873681 3.5986192 582584 3.6037366 913468 3.6053879 893277 3.6070561 621958 3.6080754 440177 3.6121905 426849 3.6150625 661165 3.6166487 558601 3.6171892 638154 3.618263 72138 3.6188607 238867 3.6227436 279075 3.6255379 85474 3.625674 726879 3.6320145 979989 3.6328316 784118 3.6349072 692944 3.6351857 748330 3.6353037 326307 3.6360362 397325 3.6431351 459017 3.6466324 955079 3.6470199 638952 3.6509016 621303 3.650944 45440 3.6516089 87357 3.6531761 330295 3.6541495 31429 3.6556275 824271 3.6564043 66739 3.6614745 30144 3.6636882 924363 3.6681035 952907 3.6712635 524728 3.6719615 57668 3.6722851 171910 3.6734695 194477 3.6740928 391315 3.6746101 953319 3.6764417 30397 3.6770072 99943 3.6770606 684523 3.6792345 392942 3.680753 123111 3.6810334 873526 3.6811633 547904 3.6848462 306090 3.6862357 36099 3.6864228 881521 3.6865084 402080 3.6877112 761825 3.6889811 794848 3.6908293 91656 3.6915898 614829 3.6932771 481253 3.693507 556962 3.6940284 636103 3.695317 322053 3.6967964 551161 3.6974843 709878 3.7002013 394781 3.7010479 425226 3.701195 114467 3.7018387 564766 3.7018871 469770 3.7019808 17674 3.7021475 90141 3.7042134 117504 3.7050898 +Q 4: 522350 0.58862907 480577 3.2981195 14086 3.409445 87436 3.4113162 305854 3.4308805 133309 3.4385464 301633 3.4423771 109230 3.4487815 771503 3.4552789 756350 3.4595475 621302 3.4675634 4128 3.4811811 919303 3.4903622 495399 3.5028532 836478 3.5116801 779788 3.5137815 170877 3.5147681 361351 3.5274014 824240 3.5299301 6050 3.5327673 158568 3.5347674 404539 3.5355434 849370 3.5380545 920673 3.5407071 131443 3.5465066 469453 3.5482402 608156 3.5494065 359666 3.5510995 516371 3.5511341 453358 3.5515342 790498 3.553108 774378 3.5567596 16732 3.5583599 783092 3.5591416 567860 3.559783 524450 3.5628581 103969 3.5671849 539620 3.5688267 463161 3.5713019 516490 3.5745378 812990 3.57511 765745 3.5758297 303890 3.5779235 287513 3.579603 865882 3.5823991 601425 3.5847814 781599 3.5863106 272922 3.5969136 178358 3.6014397 721506 3.6057394 308443 3.6070375 271776 3.6072657 618988 3.6077604 841786 3.6166804 523263 3.6180186 847842 3.6206832 755706 3.6229591 972396 3.6240611 624406 3.626106 445946 3.6279571 649227 3.6284468 453410 3.6292129 935680 3.6299555 825924 3.6357024 538537 3.6362722 898682 3.6372595 644017 3.637517 461999 3.6376424 685714 3.6379092 270412 3.6383479 437515 3.6391511 872100 3.6415474 973103 3.6420918 680561 3.6453755 649241 3.6455951 129183 3.6459308 749710 3.6478174 346750 3.6481121 360463 3.6498435 173686 3.6520956 799194 3.6527264 417986 3.6537817 523998 3.654635 580937 3.6547968 436190 3.6568768 93850 3.6581242 636528 3.6589818 734292 3.6606946 818960 3.6615248 820943 3.6629634 634315 3.6639736 895305 3.6642363 960578 3.6667383 977962 3.6687274 214700 3.6689715 7408 3.6693046 870041 3.6695373 288053 3.6732426 209702 3.6770678 474702 3.6781273 +Q 5: 670021 0.56717551 862266 3.330579 455421 3.428477 268885 3.4387131 739285 3.4412019 262614 3.4498198 835514 3.4552186 815057 3.4605279 506439 3.4690502 411319 3.4717112 84789 3.4847014 564077 3.4871798 542205 3.4918485 643797 3.50036 498952 3.5301552 438076 3.5338922 978531 3.5416799 65528 3.553616 300139 3.556628 66391 3.5719326 930650 3.5748255 899466 3.5751886 36319 3.5768619 58392 3.5781515 500255 3.5807505 369917 3.5816598 154988 3.5822506 86499 3.5849917 329646 3.5862703 591854 3.5863125 42748 3.586472 968654 3.5904295 510194 3.5908978 607803 3.5926113 761395 3.5947039 874374 3.5973558 643160 3.5986845 588887 3.6008172 559110 3.601033 106423 3.6037216 304505 3.6058805 803257 3.6062055 657167 3.606349 801340 3.6064339 125720 3.6076295 893369 3.6109169 88399 3.6145751 919878 3.6164906 599630 3.6168833 26442 3.6169593 766781 3.6186817 839473 3.6224041 224241 3.6231422 713853 3.6232319 468172 3.6260054 461956 3.6265309 431939 3.6283467 234517 3.6289902 251343 3.6292467 419013 3.6299694 279496 3.6304529 420256 3.6317804 989091 3.6339345 70584 3.6339946 451479 3.6413484 264791 3.6413491 314459 3.6424398 528041 3.6435423 287443 3.6436706 222046 3.6449192 953836 3.6449268 77805 3.6460533 525330 3.6472888 229513 3.6482975 137284 3.6500561 895756 3.6505444 776945 3.65224 497918 3.6533401 661594 3.6568182 533329 3.6569991 117044 3.6570714 941192 3.6593735 631777 3.6602874 175049 3.6606658 168392 3.6620934 366807 3.6635766 261948 3.6649637 714332 3.6657996 432046 3.6679158 603871 3.6689332 179439 3.6692317 171688 3.6697111 913143 3.6702251 779892 3.6703475 924165 3.6744478 886154 3.6750171 728333 3.6757824 66300 3.6764979 901448 3.677053 42073 3.6792009 +Q 6: 621586 0.52197427 730956 3.1587219 125002 3.1861682 796287 3.1862257 997963 3.2013998 768191 3.2045009 754057 3.2101455 423644 3.2174854 925017 3.2176502 640373 3.2299328 42750 3.2450001 719453 3.2586768 587573 3.2680132 488838 3.2736137 758358 3.2782812 157235 3.2790422 124399 3.2805197 270817 3.2817702 580895 3.2828691 72000 3.2925568 956536 3.2966599 661010 3.29776 765928 3.2987924 105451 3.3048644 666259 3.3103995 217070 3.3133214 701102 3.318558 343496 3.3187087 627378 3.3199608 338164 3.3211193 299303 3.3214335 308546 3.3226099 982549 3.3301132 189112 3.3316314 468797 3.3319798 996328 3.3405721 432123 3.3446198 975167 3.3463283 921199 3.3474953 121200 3.3516996 123732 3.3551631 726432 3.3570616 414644 3.3574641 708851 3.3592443 778411 3.3623087 689382 3.3624644 518255 3.3627958 55443 3.3633676 635424 3.3635983 849488 3.3653331 47109 3.3654189 192510 3.369854 982114 3.3727894 729414 3.3748987 540959 3.3763268 36333 3.3778846 809328 3.3792524 974010 3.3808668 675234 3.3835378 204029 3.3857126 319075 3.3895864 146025 3.3898726 397650 3.3914199 122640 3.3922744 417352 3.3924427 376492 3.393065 77039 3.3934171 181193 3.3939199 108130 3.3945787 589030 3.3950479 593565 3.3972411 405654 3.3993762 12917 3.3993788 479325 3.399776 471721 3.4001319 359323 3.401845 966082 3.4030604 23120 3.4057102 512145 3.4069471 753085 3.4069855 186905 3.4076972 392992 3.4101408 739772 3.4138031 517274 3.4141924 841612 3.4152198 13855 3.4187562 914114 3.4195299 732265 3.4213288 820669 3.4281332 230809 3.4315178 886724 3.4338741 673605 3.4338915 682025 3.4361477 256843 3.4361959 691997 3.4386063 465703 3.4423354 570736 3.4431875 943388 3.4438858 294929 3.4452279 835995 3.4463031 +Q 7: 564599 0.55385369 985011 3.3812563 250136 3.4423184 258318 3.4677835 595267 3.4783409 614240 3.4863822 799013 3.5158191 435497 3.5311623 150760 3.5313897 145233 3.535449 87874 3.5363026 103930 3.5557268 963655 3.5577099 323787 3.5693791 714556 3.5728362 934739 3.5765159 954484 3.5820155 118117 3.5854008 245301 3.5887959 233659 3.5899482 680824 3.5951602 548318 3.5990469 78894 3.5991828 806667 3.5994341 845344 3.6079473 325530 3.6117005 517638 3.6146743 818610 3.6147912 217304 3.6155031 673640 3.6258047 263902 3.625962 955476 3.6269622 985150 3.6281502 81064 3.6296647 156261 3.6344588 828775 3.6365571 807716 3.6399159 350892 3.6428001 840466 3.6433558 534899 3.6439452 711960 3.6444354 854904 3.647155 805166 3.6472611 725993 3.6476684 101674 3.6510003 387460 3.6523006 850574 3.6526928 337978 3.6533995 682262 3.6547921 768766 3.6594744 632827 3.6614783 453438 3.6615593 106103 3.6645334 961887 3.6649191 938063 3.6696048 546221 3.6737485 202125 3.6740019 551602 3.6762338 46032 3.6765091 67343 3.677696 683371 3.6779647 241216 3.678391 841278 3.6807187 336811 3.6845136 918417 3.690129 175710 3.690433 114761 3.6923475 830638 3.6936879 26113 3.6957438 591316 3.7014012 5679 3.7028015 839267 3.7041357 248377 3.7065837 36239 3.7077332 992173 3.7087727 124143 3.7121813 252268 3.7138598 467096 3.7159843 367853 3.7162943 373792 3.7173176 814498 3.7204092 594490 3.7207496 179629 3.7216074 764356 3.7219462 264773 3.7237339 482886 3.7242222 666373 3.7244046 471532 3.7260306 525350 3.7261589 195513 3.7268422 972123 3.7279923 114330 3.728225 566977 3.7284713 791319 3.7289679 747991 3.7319977 192815 3.7325954 777251 3.7331769 441628 3.7335255 439528 3.7349815 898125 3.7355454 +Q 8: 973883 0.576581 876809 3.3560584 338289 3.3638878 801747 3.3673432 765528 3.3817158 555662 3.3822436 867403 3.3937285 118467 3.408994 791284 3.4190285 133275 3.4251118 187403 3.4276211 452337 3.4375317 609261 3.4423313 286844 3.4466712 31988 3.4510014 565336 3.4528501 256072 3.4547155 79731 3.4610748 77770 3.4647515 65935 3.4653807 764986 3.4664242 237111 3.476783 733714 3.4780688 519623 3.4820344 235092 3.4864511 774362 3.4873331 402882 3.4875898 760267 3.4883759 189795 3.4904473 811446 3.4908197 791535 3.494767 446812 3.5004258 732860 3.5017343 871346 3.5054605 751120 3.5058861 505569 3.5060823 437720 3.507086 811747 3.5097327 870254 3.5125141 994711 3.5137105 980412 3.5179079 773693 3.5184431 339401 3.5216689 771255 3.5260549 295010 3.5310218 957661 3.5325911 767023 3.5330226 740493 3.5340831 414310 3.5362389 95401 3.5365527 174068 3.5381505 489101 3.5441351 887668 3.5454643 8101 3.5457575 393653 3.5480084 568890 3.5481086 632368 3.5489893 648723 3.5493445 660469 3.5535161 607148 3.5546451 922581 3.5582397 727737 3.5598876 280404 3.5605078 174772 3.560653 884717 3.5610428 527618 3.5628972 968957 3.5629716 871326 3.5633862 739854 3.5688252 721701 3.5690455 716233 3.5695083 958354 3.5716436 950958 3.5717461 823354 3.5724881 348803 3.5756459 689637 3.57935 675647 3.5793962 239073 3.5804911 162781 3.5815871 580208 3.5839725 541662 3.5854797 202407 3.5855105 63816 3.5870402 61127 3.5871627 709295 3.5891409 458967 3.5910149 783646 3.5918884 289077 3.5920446 165206 3.592247 119205 3.5922778 236236 3.5926883 416545 3.5931258 368106 3.5947893 313357 3.5950451 486536 3.5977995 460327 3.5984497 556255 3.5988321 783088 3.6006727 23431 3.6015089 851325 3.6016319 +Q 9: 779654 0.60864216 414876 3.0285454 188144 3.4520121 559173 3.4559455 407242 3.505965 936810 3.508244 625070 3.5174057 386916 3.5235121 89563 3.5264535 83616 3.5391309 381505 3.5591269 399143 3.5598171 390837 3.5682878 191818 3.5701213 752531 3.5737591 58636 3.576184 91112 3.5847363 270557 3.587085 460515 3.5893068 597232 3.5894995 982307 3.5971365 944048 3.6033151 516972 3.6071534 189921 3.6093404 713336 3.6105173 287168 3.6112406 830365 3.6114154 828599 3.6141591 242013 3.6146991 383627 3.6150084 402073 3.6150479 399334 3.6182592 762722 3.6191821 589723 3.622647 106767 3.6240673 812103 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3.3707969 132284 3.3787808 343325 3.3909361 212520 3.3915305 512586 3.3989685 750002 3.4030499 627074 3.4076302 724799 3.4194331 982950 3.4298904 409316 3.4303212 218545 3.4394939 388924 3.4430261 986780 3.4498739 63154 3.4501603 245010 3.4524176 895734 3.4530749 79580 3.4537632 347991 3.4632154 258819 3.4635971 829792 3.4672842 946628 3.4696965 588056 3.4740109 381855 3.4741635 697289 3.4867408 746286 3.4910324 223217 3.4952829 202038 3.4970515 59318 3.4976585 223459 3.4985638 394147 3.5011861 553315 3.5034354 354025 3.5041056 999803 3.5053344 150736 3.5067341 108941 3.5087607 537678 3.5112128 222899 3.5114157 584590 3.5150242 673937 3.5173264 446340 3.5203457 523885 3.5236223 785576 3.5278735 973279 3.5280662 120973 3.528965 711249 3.5304427 592952 3.5311739 505092 3.5345292 220038 3.5347962 108974 3.5384045 342443 3.5403981 340807 3.5407834 233554 3.5424831 296581 3.5429599 213254 3.5449646 829196 3.545135 328125 3.547605 391618 3.5513873 195130 3.5524065 5527 3.554415 44088 3.5545325 808367 3.5550888 812584 3.5590363 206471 3.5610807 986742 3.5646024 997226 3.5647511 235768 3.5738566 264097 3.5745308 948211 3.575897 536266 3.5807154 882675 3.5821881 991522 3.5850079 578430 3.5863359 516362 3.5869529 432030 3.5871985 36650 3.588264 42889 3.5897863 496052 3.5900943 786156 3.5905287 874392 3.5910666 315551 3.592391 58160 3.59361 339179 3.594424 122014 3.5953288 703289 3.5975573 768533 3.598017 704895 3.5984919 976325 3.6024745 610615 3.6026809 325615 3.6032588 472264 3.6034617 +Q 994: 445620 0.6096788 433882 3.2303472 570301 3.2581468 242991 3.2754955 160980 3.3504801 290798 3.3835332 722469 3.394882 531278 3.411411 303768 3.4153125 542182 3.4235034 31208 3.4246252 368808 3.424819 469314 3.4297323 907931 3.4395456 180673 3.4612288 523850 3.4691205 55268 3.4703269 236643 3.4729431 630181 3.4916265 267370 3.4929821 426144 3.4963424 621908 3.5020964 262477 3.5058019 811114 3.5083754 50928 3.5129836 556425 3.513768 244425 3.5138774 354865 3.5159571 214319 3.5189908 466820 3.5210986 659344 3.5232608 693734 3.524194 555270 3.5276792 773447 3.5279682 210037 3.5332198 804385 3.5340738 545469 3.5344462 769655 3.5344687 171075 3.5359941 985808 3.5389216 320188 3.5405633 279521 3.5434406 549053 3.5446062 210442 3.5512919 774226 3.5556679 901834 3.5586541 827999 3.5595577 523424 3.5645883 800079 3.5658784 979283 3.5700333 178784 3.5705998 383994 3.570931 89311 3.5719802 544728 3.5722091 173471 3.5750277 149707 3.5762916 821119 3.5780969 419563 3.5808499 838982 3.5813272 597349 3.5843084 89024 3.5853128 211556 3.588954 694380 3.5905581 185531 3.5908744 783306 3.5919063 539063 3.5924652 739991 3.5945017 202260 3.5974107 940663 3.5974841 622127 3.5976212 34665 3.6007323 330831 3.6008327 577168 3.602531 834836 3.6032605 374193 3.6038117 746293 3.6082077 320427 3.6092186 193609 3.6109459 801299 3.6132586 871247 3.6137812 28178 3.6144412 885326 3.6145422 395480 3.6163797 104654 3.6167338 448528 3.6169381 739747 3.6194856 682306 3.6222601 763693 3.6233501 530322 3.6240325 126237 3.6248176 901323 3.6249328 621028 3.6250436 653826 3.6262295 182525 3.6279278 983389 3.6293848 156286 3.6306138 350480 3.6326885 209296 3.633482 396710 3.6343625 403385 3.6344118 +Q 995: 212872 0.58969653 39998 3.2466033 904607 3.3340118 273816 3.4232757 843082 3.4370422 301867 3.4482479 473447 3.4710364 72472 3.4863198 2914 3.5052195 241942 3.5062447 436550 3.5183845 767235 3.5223427 896952 3.5226979 390605 3.5264528 60998 3.5356104 74883 3.5359328 275461 3.5404 542151 3.5412638 134226 3.5413125 117318 3.5445423 492653 3.5445576 89721 3.5455287 620796 3.5483575 781278 3.5492463 615079 3.5554223 310792 3.5639594 100403 3.5708025 39835 3.5843885 768738 3.5877461 803084 3.5978317 545628 3.6011324 368009 3.6104345 283097 3.6141229 165011 3.6200347 536367 3.6204944 910563 3.6209805 945335 3.624222 579298 3.6250074 583798 3.6253419 482023 3.6259284 871928 3.6263111 313100 3.6270795 385371 3.6271021 266384 3.6320531 118480 3.6326723 307695 3.6327612 827090 3.6342394 486762 3.6369138 509093 3.6369286 731916 3.6387811 875507 3.6428816 417504 3.6431546 556289 3.6443913 200961 3.6456778 513738 3.6500258 120634 3.6553588 29450 3.6597323 355874 3.6608105 85099 3.6616335 635407 3.6653841 599864 3.6661384 758952 3.6662662 635806 3.6667695 225540 3.6672134 727568 3.6692629 395170 3.6703963 791588 3.6707013 733769 3.671859 941908 3.6725841 851236 3.6748402 470651 3.6774108 86676 3.6784925 916339 3.6786683 228011 3.6809115 75965 3.6835511 991172 3.6846516 155303 3.6849263 232482 3.6849422 662701 3.6884677 139396 3.6891606 568799 3.68923 713138 3.6896753 792115 3.6902761 348016 3.6902888 164891 3.6903634 42386 3.6909826 976051 3.6937985 625685 3.6949611 855708 3.6955225 506906 3.6967819 164145 3.6973665 89972 3.6992531 820951 3.7011769 809972 3.7032433 413626 3.7032702 220604 3.7035339 215198 3.7038944 540074 3.7042172 427839 3.7054455 694456 3.7093039 +Q 996: 325781 0.60251296 17310 3.3395422 603116 3.5433929 881842 3.5606351 364267 3.5644319 268181 3.5747256 374576 3.5783114 751565 3.5798848 578539 3.5800612 660734 3.5825241 731548 3.6017745 597950 3.6018269 998507 3.6133614 844978 3.6148815 466750 3.6197431 810352 3.6291828 541746 3.6302152 149330 3.632535 456675 3.6329751 51000 3.6400008 370846 3.6443624 573204 3.6480811 997433 3.650887 28025 3.6511002 213760 3.6548831 273854 3.6555688 919718 3.6557415 76881 3.6572158 909595 3.6589797 175726 3.6615958 129694 3.6641128 812350 3.664248 811043 3.6647248 274869 3.666223 590200 3.6699033 310990 3.6729479 991419 3.6744518 7363 3.6749914 927479 3.6781535 266871 3.6814761 950729 3.681983 903089 3.6825485 61984 3.6847708 786425 3.6852171 147226 3.6880968 729564 3.6908674 179565 3.6945922 683760 3.6958573 227771 3.696928 93730 3.6978519 668478 3.7018676 226545 3.704695 579467 3.7054524 313144 3.7063694 438803 3.7075241 664590 3.7087204 632174 3.7091212 253810 3.7095163 140169 3.7102873 222897 3.7158806 987832 3.719548 264885 3.7197192 688802 3.7215624 36924 3.7232549 991718 3.7251117 103887 3.7271929 794001 3.7273231 83611 3.7314031 457664 3.7322509 786430 3.7324598 215530 3.7335377 516588 3.7339983 646532 3.7364912 969278 3.7394817 290163 3.7409129 535343 3.7420671 92094 3.7431965 619173 3.7449765 901445 3.7467568 126614 3.7468228 742635 3.7489111 200860 3.7492912 53483 3.7511785 856922 3.7541158 733823 3.7549114 5154 3.7573853 123723 3.7601573 95324 3.7614002 181948 3.7648861 685786 3.7656586 974710 3.7685246 901554 3.7685959 136878 3.7700157 415498 3.7718265 345240 3.7719953 280125 3.7741926 133676 3.7767677 644613 3.7806609 542078 3.7817364 930698 3.7822838 +Q 997: 934761 0.5301283 712049 3.2610607 29384 3.269726 179225 3.2925177 599292 3.3111987 357335 3.3397133 867639 3.340095 511275 3.3463452 338703 3.3481421 372002 3.3575053 737869 3.3702993 391579 3.3714666 246269 3.3715901 814257 3.3718438 302445 3.3768921 434628 3.3889868 689687 3.3952966 58907 3.4023845 689599 3.4149535 507309 3.416661 659760 3.4189565 72803 3.4211359 977461 3.421953 957313 3.4268632 80322 3.4308281 619397 3.4335616 132958 3.4352617 913324 3.4357131 581795 3.4369192 476285 3.4385593 941743 3.4404428 382245 3.4413884 326779 3.4429059 694326 3.4436357 673768 3.4451332 490856 3.4466064 771565 3.4475403 344692 3.4483566 831830 3.4485891 639771 3.4493377 751039 3.4582775 649541 3.4584954 234302 3.4586163 717532 3.4590659 579406 3.4605932 947994 3.4620359 373998 3.4642396 383812 3.4653399 353539 3.4723213 584467 3.4759328 711574 3.4763818 12773 3.4769909 11093 3.4813418 968191 3.4817102 148524 3.4824646 226120 3.4827092 256771 3.486047 19441 3.4900024 940868 3.4907031 350439 3.490725 983242 3.4923158 965509 3.4923759 417474 3.49387 536993 3.4944522 961559 3.4969063 899919 3.4982407 952854 3.4988513 666443 3.4990695 87186 3.4999413 715913 3.5024633 426477 3.5024707 861541 3.503427 744039 3.5038683 508885 3.5052369 994082 3.5066516 280924 3.5074234 30654 3.5077255 815470 3.5081952 108339 3.5116296 205552 3.515655 779345 3.5162411 667623 3.5172842 222642 3.5190353 784410 3.5213692 834222 3.5221379 431752 3.5222509 178744 3.5254257 647194 3.5258951 577354 3.528126 343896 3.5293381 225216 3.5295579 2452 3.5296469 879804 3.5301843 950921 3.5309167 767425 3.53262 421681 3.5339248 309725 3.5348763 648074 3.5353827 210115 3.5360522 446776 3.5366395 +Q 998: 760087 0.55740893 383959 3.1466305 586167 3.2381155 108887 3.2566862 814914 3.2749238 679252 3.3060596 103014 3.3382161 860755 3.3431447 338007 3.3439126 804018 3.3480229 45340 3.3501127 260198 3.3535042 96273 3.3606675 743972 3.3641677 537760 3.3712494 299621 3.3744314 448876 3.3807747 666828 3.3829002 239926 3.3891728 744822 3.3911192 317753 3.3925936 53559 3.3942602 816257 3.4083672 724788 3.4134276 801902 3.4134383 793527 3.41798 910938 3.4214227 173236 3.425976 688727 3.4289474 84250 3.4306259 158602 3.4333844 863737 3.4364347 677014 3.4391921 359738 3.4392178 143214 3.4393096 976383 3.441016 310790 3.4432776 138515 3.4434102 813793 3.4438682 972026 3.4469965 204976 3.449882 304037 3.4500678 645489 3.4524076 16144 3.4526937 261534 3.4535065 375052 3.4559944 338330 3.4590154 398781 3.467464 847204 3.4686668 294763 3.4697275 354524 3.4708476 20251 3.4744618 627817 3.4752998 48656 3.475971 743172 3.4780889 515641 3.4792912 455889 3.4794271 955966 3.4819813 712585 3.4867892 587925 3.4883513 940294 3.489398 347792 3.4894567 818297 3.4923921 625529 3.4939368 846136 3.4943705 390147 3.4947407 929091 3.4953437 698150 3.4955399 207711 3.4980884 673010 3.4992757 76618 3.5010419 742995 3.502723 220282 3.5053871 364880 3.5099697 402602 3.5104015 988927 3.5118918 355108 3.5121462 862597 3.5154126 891886 3.5155766 309867 3.5157766 753397 3.5164242 749199 3.5164721 261641 3.5172863 570259 3.5201933 447642 3.5202029 418324 3.5202227 875412 3.520381 968148 3.5215654 402034 3.5224757 145450 3.5237694 906674 3.5237985 969592 3.5241454 462481 3.5270138 804607 3.5276797 904085 3.52912 85523 3.5305262 373052 3.5313072 313178 3.5316362 229132 3.5337272 210335 3.534898 +Q 999: 220474 0.60258466 967235 3.5171657 317055 3.6349599 271207 3.6421463 862892 3.6493506 631260 3.6854718 171938 3.6944284 573056 3.7033944 817082 3.7094364 116699 3.7155578 289024 3.72527 925149 3.736762 409739 3.7398205 278196 3.7436936 486034 3.7452347 657732 3.7474096 490074 3.7522759 321680 3.7545841 730605 3.7565475 283022 3.7572012 506144 3.7593188 700105 3.7601762 7378 3.7625258 545749 3.7684689 84201 3.7745423 559867 3.7848849 395021 3.7879949 7175 3.7937446 332806 3.7947445 501324 3.7966106 792375 3.7984803 132710 3.798624 827713 3.8010364 632668 3.8027196 485196 3.8043814 709209 3.8076251 488565 3.8082049 899483 3.8096106 648452 3.8112383 308797 3.8145387 87295 3.8174145 790199 3.8246679 67629 3.8249612 162032 3.8304605 750139 3.8310642 68015 3.8337202 257096 3.8356552 611213 3.8373213 81347 3.8375156 105946 3.838676 479459 3.8388884 490263 3.8391905 873527 3.8426738 269725 3.8449826 590567 3.8471124 284092 3.8478234 795627 3.8501918 905324 3.8502333 543211 3.8562331 852743 3.8563187 299661 3.8570828 409637 3.8585088 578273 3.8587644 658055 3.860045 827562 3.861589 133981 3.8618367 805905 3.864347 982459 3.8663447 257720 3.8673465 65464 3.8688459 362026 3.8692317 279745 3.8734043 788598 3.8752356 807386 3.8754416 811583 3.8764606 665390 3.8781576 23555 3.8796232 694865 3.8823504 782631 3.8826847 95504 3.8841703 689097 3.8845611 749185 3.8886528 393996 3.8898854 230963 3.8902969 823236 3.892247 535566 3.8936489 256454 3.8938062 965417 3.8945251 822897 3.8968058 223995 3.897588 605935 3.8994844 576858 3.9019067 441231 3.9023144 500924 3.9024978 497473 3.9033163 242576 3.9043276 920450 3.9058747 955951 3.9072921 693034 3.9094179 861424 3.9096904 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b32/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b32/perf.log" new file mode 100644 index 00000000..2323b3ca --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b32/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 100 1000000 128 100 0.000 163.653 611.0 47.2243 49.5216 40.9006 1.10 GB 14573.755 89.1 +ivf_flat 1000 1000000 128 100 0.000 40.329 24796.3 1.2825 1.7960 1.2532 0.87 GB 14573.755 361.4 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b32/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b32/quality.log" new file mode 100644 index 00000000..e87c45b5 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b32/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=1.000000 +id_match_ratio=1.000000 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=0 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b32/result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b32/result.txt" new file mode 100644 index 00000000..32fc28ab --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b32/result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=ivf_flat metric=l2 num_queries=1000 top_k=100 +Q 0: 275594 0.57277745 399905 3.1297252 68087 3.178201 628001 3.2043431 906520 3.2148354 13696 3.2221193 448064 3.2361581 756003 3.2362912 61976 3.2568483 751677 3.2674544 698220 3.2789805 770360 3.2804844 83011 3.2893052 723162 3.3053117 628275 3.3106668 514401 3.3289564 624853 3.3339131 969681 3.3360972 479791 3.3373663 449137 3.3490021 336990 3.3538666 396212 3.3571751 104579 3.3581386 746209 3.3614411 960327 3.3618221 45050 3.3654776 779281 3.3655508 749513 3.3657978 701364 3.37326 952523 3.3737094 839174 3.3796086 287603 3.3811731 236240 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3.5311739 505092 3.5345292 220038 3.5347962 108974 3.5384045 342443 3.5403981 340807 3.5407834 233554 3.5424831 296581 3.5429599 213254 3.5449646 829196 3.545135 328125 3.547605 391618 3.5513873 195130 3.5524065 5527 3.554415 44088 3.5545325 808367 3.5550888 812584 3.5590363 206471 3.5610807 986742 3.5646024 997226 3.5647511 235768 3.5738566 264097 3.5745308 948211 3.575897 536266 3.5807154 882675 3.5821881 991522 3.5850079 578430 3.5863359 516362 3.5869529 432030 3.5871985 36650 3.588264 42889 3.5897863 496052 3.5900943 786156 3.5905287 874392 3.5910666 315551 3.592391 58160 3.59361 339179 3.594424 122014 3.5953288 703289 3.5975573 768533 3.598017 704895 3.5984919 976325 3.6024745 610615 3.6026809 325615 3.6032588 472264 3.6034617 +Q 994: 445620 0.6096788 433882 3.2303472 570301 3.2581468 242991 3.2754955 160980 3.3504801 290798 3.3835332 722469 3.394882 531278 3.411411 303768 3.4153125 542182 3.4235034 31208 3.4246252 368808 3.424819 469314 3.4297323 907931 3.4395456 180673 3.4612288 523850 3.4691205 55268 3.4703269 236643 3.4729431 630181 3.4916265 267370 3.4929821 426144 3.4963424 621908 3.5020964 262477 3.5058019 811114 3.5083754 50928 3.5129836 556425 3.513768 244425 3.5138774 354865 3.5159571 214319 3.5189908 466820 3.5210986 659344 3.5232608 693734 3.524194 555270 3.5276792 773447 3.5279682 210037 3.5332198 804385 3.5340738 545469 3.5344462 769655 3.5344687 171075 3.5359941 985808 3.5389216 320188 3.5405633 279521 3.5434406 549053 3.5446062 210442 3.5512919 774226 3.5556679 901834 3.5586541 827999 3.5595577 523424 3.5645883 800079 3.5658784 979283 3.5700333 178784 3.5705998 383994 3.570931 89311 3.5719802 544728 3.5722091 173471 3.5750277 149707 3.5762916 821119 3.5780969 419563 3.5808499 838982 3.5813272 597349 3.5843084 89024 3.5853128 211556 3.588954 694380 3.5905581 185531 3.5908744 783306 3.5919063 539063 3.5924652 739991 3.5945017 202260 3.5974107 940663 3.5974841 622127 3.5976212 34665 3.6007323 330831 3.6008327 577168 3.602531 834836 3.6032605 374193 3.6038117 746293 3.6082077 320427 3.6092186 193609 3.6109459 801299 3.6132586 871247 3.6137812 28178 3.6144412 885326 3.6145422 395480 3.6163797 104654 3.6167338 448528 3.6169381 739747 3.6194856 682306 3.6222601 763693 3.6233501 530322 3.6240325 126237 3.6248176 901323 3.6249328 621028 3.6250436 653826 3.6262295 182525 3.6279278 983389 3.6293848 156286 3.6306138 350480 3.6326885 209296 3.633482 396710 3.6343625 403385 3.6344118 +Q 995: 212872 0.58969653 39998 3.2466033 904607 3.3340118 273816 3.4232757 843082 3.4370422 301867 3.4482479 473447 3.4710364 72472 3.4863198 2914 3.5052195 241942 3.5062447 436550 3.5183845 767235 3.5223427 896952 3.5226979 390605 3.5264528 60998 3.5356104 74883 3.5359328 275461 3.5404 542151 3.5412638 134226 3.5413125 117318 3.5445423 492653 3.5445576 89721 3.5455287 620796 3.5483575 781278 3.5492463 615079 3.5554223 310792 3.5639594 100403 3.5708025 39835 3.5843885 768738 3.5877461 803084 3.5978317 545628 3.6011324 368009 3.6104345 283097 3.6141229 165011 3.6200347 536367 3.6204944 910563 3.6209805 945335 3.624222 579298 3.6250074 583798 3.6253419 482023 3.6259284 871928 3.6263111 313100 3.6270795 385371 3.6271021 266384 3.6320531 118480 3.6326723 307695 3.6327612 827090 3.6342394 486762 3.6369138 509093 3.6369286 731916 3.6387811 875507 3.6428816 417504 3.6431546 556289 3.6443913 200961 3.6456778 513738 3.6500258 120634 3.6553588 29450 3.6597323 355874 3.6608105 85099 3.6616335 635407 3.6653841 599864 3.6661384 758952 3.6662662 635806 3.6667695 225540 3.6672134 727568 3.6692629 395170 3.6703963 791588 3.6707013 733769 3.671859 941908 3.6725841 851236 3.6748402 470651 3.6774108 86676 3.6784925 916339 3.6786683 228011 3.6809115 75965 3.6835511 991172 3.6846516 155303 3.6849263 232482 3.6849422 662701 3.6884677 139396 3.6891606 568799 3.68923 713138 3.6896753 792115 3.6902761 348016 3.6902888 164891 3.6903634 42386 3.6909826 976051 3.6937985 625685 3.6949611 855708 3.6955225 506906 3.6967819 164145 3.6973665 89972 3.6992531 820951 3.7011769 809972 3.7032433 413626 3.7032702 220604 3.7035339 215198 3.7038944 540074 3.7042172 427839 3.7054455 694456 3.7093039 +Q 996: 325781 0.60251296 17310 3.3395422 603116 3.5433929 881842 3.5606351 364267 3.5644319 268181 3.5747256 374576 3.5783114 751565 3.5798848 578539 3.5800612 660734 3.5825241 731548 3.6017745 597950 3.6018269 998507 3.6133614 844978 3.6148815 466750 3.6197431 810352 3.6291828 541746 3.6302152 149330 3.632535 456675 3.6329751 51000 3.6400008 370846 3.6443624 573204 3.6480811 997433 3.650887 28025 3.6511002 213760 3.6548831 273854 3.6555688 919718 3.6557415 76881 3.6572158 909595 3.6589797 175726 3.6615958 129694 3.6641128 812350 3.664248 811043 3.6647248 274869 3.666223 590200 3.6699033 310990 3.6729479 991419 3.6744518 7363 3.6749914 927479 3.6781535 266871 3.6814761 950729 3.681983 903089 3.6825485 61984 3.6847708 786425 3.6852171 147226 3.6880968 729564 3.6908674 179565 3.6945922 683760 3.6958573 227771 3.696928 93730 3.6978519 668478 3.7018676 226545 3.704695 579467 3.7054524 313144 3.7063694 438803 3.7075241 664590 3.7087204 632174 3.7091212 253810 3.7095163 140169 3.7102873 222897 3.7158806 987832 3.719548 264885 3.7197192 688802 3.7215624 36924 3.7232549 991718 3.7251117 103887 3.7271929 794001 3.7273231 83611 3.7314031 457664 3.7322509 786430 3.7324598 215530 3.7335377 516588 3.7339983 646532 3.7364912 969278 3.7394817 290163 3.7409129 535343 3.7420671 92094 3.7431965 619173 3.7449765 901445 3.7467568 126614 3.7468228 742635 3.7489111 200860 3.7492912 53483 3.7511785 856922 3.7541158 733823 3.7549114 5154 3.7573853 123723 3.7601573 95324 3.7614002 181948 3.7648861 685786 3.7656586 974710 3.7685246 901554 3.7685959 136878 3.7700157 415498 3.7718265 345240 3.7719953 280125 3.7741926 133676 3.7767677 644613 3.7806609 542078 3.7817364 930698 3.7822838 +Q 997: 934761 0.5301283 712049 3.2610607 29384 3.269726 179225 3.2925177 599292 3.3111987 357335 3.3397133 867639 3.340095 511275 3.3463452 338703 3.3481421 372002 3.3575053 737869 3.3702993 391579 3.3714666 246269 3.3715901 814257 3.3718438 302445 3.3768921 434628 3.3889868 689687 3.3952966 58907 3.4023845 689599 3.4149535 507309 3.416661 659760 3.4189565 72803 3.4211359 977461 3.421953 957313 3.4268632 80322 3.4308281 619397 3.4335616 132958 3.4352617 913324 3.4357131 581795 3.4369192 476285 3.4385593 941743 3.4404428 382245 3.4413884 326779 3.4429059 694326 3.4436357 673768 3.4451332 490856 3.4466064 771565 3.4475403 344692 3.4483566 831830 3.4485891 639771 3.4493377 751039 3.4582775 649541 3.4584954 234302 3.4586163 717532 3.4590659 579406 3.4605932 947994 3.4620359 373998 3.4642396 383812 3.4653399 353539 3.4723213 584467 3.4759328 711574 3.4763818 12773 3.4769909 11093 3.4813418 968191 3.4817102 148524 3.4824646 226120 3.4827092 256771 3.486047 19441 3.4900024 940868 3.4907031 350439 3.490725 983242 3.4923158 965509 3.4923759 417474 3.49387 536993 3.4944522 961559 3.4969063 899919 3.4982407 952854 3.4988513 666443 3.4990695 87186 3.4999413 715913 3.5024633 426477 3.5024707 861541 3.503427 744039 3.5038683 508885 3.5052369 994082 3.5066516 280924 3.5074234 30654 3.5077255 815470 3.5081952 108339 3.5116296 205552 3.515655 779345 3.5162411 667623 3.5172842 222642 3.5190353 784410 3.5213692 834222 3.5221379 431752 3.5222509 178744 3.5254257 647194 3.5258951 577354 3.528126 343896 3.5293381 225216 3.5295579 2452 3.5296469 879804 3.5301843 950921 3.5309167 767425 3.53262 421681 3.5339248 309725 3.5348763 648074 3.5353827 210115 3.5360522 446776 3.5366395 +Q 998: 760087 0.55740893 383959 3.1466305 586167 3.2381155 108887 3.2566862 814914 3.2749238 679252 3.3060596 103014 3.3382161 860755 3.3431447 338007 3.3439126 804018 3.3480229 45340 3.3501127 260198 3.3535042 96273 3.3606675 743972 3.3641677 537760 3.3712494 299621 3.3744314 448876 3.3807747 666828 3.3829002 239926 3.3891728 744822 3.3911192 317753 3.3925936 53559 3.3942602 816257 3.4083672 724788 3.4134276 801902 3.4134383 793527 3.41798 910938 3.4214227 173236 3.425976 688727 3.4289474 84250 3.4306259 158602 3.4333844 863737 3.4364347 677014 3.4391921 359738 3.4392178 143214 3.4393096 976383 3.441016 310790 3.4432776 138515 3.4434102 813793 3.4438682 972026 3.4469965 204976 3.449882 304037 3.4500678 645489 3.4524076 16144 3.4526937 261534 3.4535065 375052 3.4559944 338330 3.4590154 398781 3.467464 847204 3.4686668 294763 3.4697275 354524 3.4708476 20251 3.4744618 627817 3.4752998 48656 3.475971 743172 3.4780889 515641 3.4792912 455889 3.4794271 955966 3.4819813 712585 3.4867892 587925 3.4883513 940294 3.489398 347792 3.4894567 818297 3.4923921 625529 3.4939368 846136 3.4943705 390147 3.4947407 929091 3.4953437 698150 3.4955399 207711 3.4980884 673010 3.4992757 76618 3.5010419 742995 3.502723 220282 3.5053871 364880 3.5099697 402602 3.5104015 988927 3.5118918 355108 3.5121462 862597 3.5154126 891886 3.5155766 309867 3.5157766 753397 3.5164242 749199 3.5164721 261641 3.5172863 570259 3.5201933 447642 3.5202029 418324 3.5202227 875412 3.520381 968148 3.5215654 402034 3.5224757 145450 3.5237694 906674 3.5237985 969592 3.5241454 462481 3.5270138 804607 3.5276797 904085 3.52912 85523 3.5305262 373052 3.5313072 313178 3.5316362 229132 3.5337272 210335 3.534898 +Q 999: 220474 0.60258466 967235 3.5171657 317055 3.6349599 271207 3.6421463 862892 3.6493506 631260 3.6854718 171938 3.6944284 573056 3.7033944 817082 3.7094364 116699 3.7155578 289024 3.72527 925149 3.736762 409739 3.7398205 278196 3.7436936 486034 3.7452347 657732 3.7474096 490074 3.7522759 321680 3.7545841 730605 3.7565475 283022 3.7572012 506144 3.7593188 700105 3.7601762 7378 3.7625258 545749 3.7684689 84201 3.7745423 559867 3.7848849 395021 3.7879949 7175 3.7937446 332806 3.7947445 501324 3.7966106 792375 3.7984803 132710 3.798624 827713 3.8010364 632668 3.8027196 485196 3.8043814 709209 3.8076251 488565 3.8082049 899483 3.8096106 648452 3.8112383 308797 3.8145387 87295 3.8174145 790199 3.8246679 67629 3.8249612 162032 3.8304605 750139 3.8310642 68015 3.8337202 257096 3.8356552 611213 3.8373213 81347 3.8375156 105946 3.838676 479459 3.8388884 490263 3.8391905 873527 3.8426738 269725 3.8449826 590567 3.8471124 284092 3.8478234 795627 3.8501918 905324 3.8502333 543211 3.8562331 852743 3.8563187 299661 3.8570828 409637 3.8585088 578273 3.8587644 658055 3.860045 827562 3.861589 133981 3.8618367 805905 3.864347 982459 3.8663447 257720 3.8673465 65464 3.8688459 362026 3.8692317 279745 3.8734043 788598 3.8752356 807386 3.8754416 811583 3.8764606 665390 3.8781576 23555 3.8796232 694865 3.8823504 782631 3.8826847 95504 3.8841703 689097 3.8845611 749185 3.8886528 393996 3.8898854 230963 3.8902969 823236 3.892247 535566 3.8936489 256454 3.8938062 965417 3.8945251 822897 3.8968058 223995 3.897588 605935 3.8994844 576858 3.9019067 441231 3.9023144 500924 3.9024978 497473 3.9033163 242576 3.9043276 920450 3.9058747 955951 3.9072921 693034 3.9094179 861424 3.9096904 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b512/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b512/perf.log" new file mode 100644 index 00000000..721515c4 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b512/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 100 1000000 128 100 0.000 139.835 715.1 69.8991 71.8288 69.8991 1.24 GB 14479.715 103.5 +ivf_flat 1000 1000000 128 100 0.000 20.451 48897.7 10.2162 10.8662 10.2162 0.89 GB 14479.715 708.0 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b512/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b512/quality.log" new file mode 100644 index 00000000..e87c45b5 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b512/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=1.000000 +id_match_ratio=1.000000 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=0 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b512/result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b512/result.txt" new file mode 100644 index 00000000..32fc28ab --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np16_b512/result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=ivf_flat metric=l2 num_queries=1000 top_k=100 +Q 0: 275594 0.57277745 399905 3.1297252 68087 3.178201 628001 3.2043431 906520 3.2148354 13696 3.2221193 448064 3.2361581 756003 3.2362912 61976 3.2568483 751677 3.2674544 698220 3.2789805 770360 3.2804844 83011 3.2893052 723162 3.3053117 628275 3.3106668 514401 3.3289564 624853 3.3339131 969681 3.3360972 479791 3.3373663 449137 3.3490021 336990 3.3538666 396212 3.3571751 104579 3.3581386 746209 3.3614411 960327 3.3618221 45050 3.3654776 779281 3.3655508 749513 3.3657978 701364 3.37326 952523 3.3737094 839174 3.3796086 287603 3.3811731 236240 3.3868151 167431 3.3871577 364946 3.3891444 534676 3.3909199 345080 3.3921554 171488 3.3929741 493324 3.3934836 636999 3.3948009 459362 3.3966768 78997 3.3974719 797407 3.3975379 916435 3.3982847 347986 3.3990924 639264 3.4011755 986136 3.4029212 638518 3.4035971 667534 3.4052739 61940 3.4070933 352393 3.4128246 112609 3.414953 30440 3.4162464 530578 3.4198008 669782 3.4213779 56337 3.4264426 18926 3.428561 559611 3.4340553 371130 3.4340935 254091 3.4361081 240146 3.4367862 984913 3.4386647 489749 3.4416339 872092 3.4461479 49010 3.4465799 243661 3.4467421 98811 3.4467962 783361 3.4476678 971274 3.4487598 747170 3.4504032 679611 3.4511628 327768 3.4526231 925807 3.4558728 243808 3.4582136 959283 3.4641421 229901 3.4658518 350547 3.467586 50716 3.4676359 686790 3.469871 529126 3.4703443 571667 3.470865 251384 3.4712372 494670 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3.6635811 163159 3.6655703 963175 3.6656418 651431 3.6672485 810739 3.6676838 293648 3.6680403 907655 3.6683364 887672 3.670084 356495 3.6715279 949453 3.6726165 948496 3.6727836 762906 3.6731672 236675 3.6763947 47483 3.6771846 27319 3.67782 923009 3.680429 +Q 993: 834307 0.56117594 930803 3.2564564 938432 3.3158376 783295 3.3322072 320969 3.335109 15481 3.3360751 983375 3.3390698 454024 3.3406842 328819 3.3568437 416095 3.3616576 500564 3.3707969 132284 3.3787808 343325 3.3909361 212520 3.3915305 512586 3.3989685 750002 3.4030499 627074 3.4076302 724799 3.4194331 982950 3.4298904 409316 3.4303212 218545 3.4394939 388924 3.4430261 986780 3.4498739 63154 3.4501603 245010 3.4524176 895734 3.4530749 79580 3.4537632 347991 3.4632154 258819 3.4635971 829792 3.4672842 946628 3.4696965 588056 3.4740109 381855 3.4741635 697289 3.4867408 746286 3.4910324 223217 3.4952829 202038 3.4970515 59318 3.4976585 223459 3.4985638 394147 3.5011861 553315 3.5034354 354025 3.5041056 999803 3.5053344 150736 3.5067341 108941 3.5087607 537678 3.5112128 222899 3.5114157 584590 3.5150242 673937 3.5173264 446340 3.5203457 523885 3.5236223 785576 3.5278735 973279 3.5280662 120973 3.528965 711249 3.5304427 592952 3.5311739 505092 3.5345292 220038 3.5347962 108974 3.5384045 342443 3.5403981 340807 3.5407834 233554 3.5424831 296581 3.5429599 213254 3.5449646 829196 3.545135 328125 3.547605 391618 3.5513873 195130 3.5524065 5527 3.554415 44088 3.5545325 808367 3.5550888 812584 3.5590363 206471 3.5610807 986742 3.5646024 997226 3.5647511 235768 3.5738566 264097 3.5745308 948211 3.575897 536266 3.5807154 882675 3.5821881 991522 3.5850079 578430 3.5863359 516362 3.5869529 432030 3.5871985 36650 3.588264 42889 3.5897863 496052 3.5900943 786156 3.5905287 874392 3.5910666 315551 3.592391 58160 3.59361 339179 3.594424 122014 3.5953288 703289 3.5975573 768533 3.598017 704895 3.5984919 976325 3.6024745 610615 3.6026809 325615 3.6032588 472264 3.6034617 +Q 994: 445620 0.6096788 433882 3.2303472 570301 3.2581468 242991 3.2754955 160980 3.3504801 290798 3.3835332 722469 3.394882 531278 3.411411 303768 3.4153125 542182 3.4235034 31208 3.4246252 368808 3.424819 469314 3.4297323 907931 3.4395456 180673 3.4612288 523850 3.4691205 55268 3.4703269 236643 3.4729431 630181 3.4916265 267370 3.4929821 426144 3.4963424 621908 3.5020964 262477 3.5058019 811114 3.5083754 50928 3.5129836 556425 3.513768 244425 3.5138774 354865 3.5159571 214319 3.5189908 466820 3.5210986 659344 3.5232608 693734 3.524194 555270 3.5276792 773447 3.5279682 210037 3.5332198 804385 3.5340738 545469 3.5344462 769655 3.5344687 171075 3.5359941 985808 3.5389216 320188 3.5405633 279521 3.5434406 549053 3.5446062 210442 3.5512919 774226 3.5556679 901834 3.5586541 827999 3.5595577 523424 3.5645883 800079 3.5658784 979283 3.5700333 178784 3.5705998 383994 3.570931 89311 3.5719802 544728 3.5722091 173471 3.5750277 149707 3.5762916 821119 3.5780969 419563 3.5808499 838982 3.5813272 597349 3.5843084 89024 3.5853128 211556 3.588954 694380 3.5905581 185531 3.5908744 783306 3.5919063 539063 3.5924652 739991 3.5945017 202260 3.5974107 940663 3.5974841 622127 3.5976212 34665 3.6007323 330831 3.6008327 577168 3.602531 834836 3.6032605 374193 3.6038117 746293 3.6082077 320427 3.6092186 193609 3.6109459 801299 3.6132586 871247 3.6137812 28178 3.6144412 885326 3.6145422 395480 3.6163797 104654 3.6167338 448528 3.6169381 739747 3.6194856 682306 3.6222601 763693 3.6233501 530322 3.6240325 126237 3.6248176 901323 3.6249328 621028 3.6250436 653826 3.6262295 182525 3.6279278 983389 3.6293848 156286 3.6306138 350480 3.6326885 209296 3.633482 396710 3.6343625 403385 3.6344118 +Q 995: 212872 0.58969653 39998 3.2466033 904607 3.3340118 273816 3.4232757 843082 3.4370422 301867 3.4482479 473447 3.4710364 72472 3.4863198 2914 3.5052195 241942 3.5062447 436550 3.5183845 767235 3.5223427 896952 3.5226979 390605 3.5264528 60998 3.5356104 74883 3.5359328 275461 3.5404 542151 3.5412638 134226 3.5413125 117318 3.5445423 492653 3.5445576 89721 3.5455287 620796 3.5483575 781278 3.5492463 615079 3.5554223 310792 3.5639594 100403 3.5708025 39835 3.5843885 768738 3.5877461 803084 3.5978317 545628 3.6011324 368009 3.6104345 283097 3.6141229 165011 3.6200347 536367 3.6204944 910563 3.6209805 945335 3.624222 579298 3.6250074 583798 3.6253419 482023 3.6259284 871928 3.6263111 313100 3.6270795 385371 3.6271021 266384 3.6320531 118480 3.6326723 307695 3.6327612 827090 3.6342394 486762 3.6369138 509093 3.6369286 731916 3.6387811 875507 3.6428816 417504 3.6431546 556289 3.6443913 200961 3.6456778 513738 3.6500258 120634 3.6553588 29450 3.6597323 355874 3.6608105 85099 3.6616335 635407 3.6653841 599864 3.6661384 758952 3.6662662 635806 3.6667695 225540 3.6672134 727568 3.6692629 395170 3.6703963 791588 3.6707013 733769 3.671859 941908 3.6725841 851236 3.6748402 470651 3.6774108 86676 3.6784925 916339 3.6786683 228011 3.6809115 75965 3.6835511 991172 3.6846516 155303 3.6849263 232482 3.6849422 662701 3.6884677 139396 3.6891606 568799 3.68923 713138 3.6896753 792115 3.6902761 348016 3.6902888 164891 3.6903634 42386 3.6909826 976051 3.6937985 625685 3.6949611 855708 3.6955225 506906 3.6967819 164145 3.6973665 89972 3.6992531 820951 3.7011769 809972 3.7032433 413626 3.7032702 220604 3.7035339 215198 3.7038944 540074 3.7042172 427839 3.7054455 694456 3.7093039 +Q 996: 325781 0.60251296 17310 3.3395422 603116 3.5433929 881842 3.5606351 364267 3.5644319 268181 3.5747256 374576 3.5783114 751565 3.5798848 578539 3.5800612 660734 3.5825241 731548 3.6017745 597950 3.6018269 998507 3.6133614 844978 3.6148815 466750 3.6197431 810352 3.6291828 541746 3.6302152 149330 3.632535 456675 3.6329751 51000 3.6400008 370846 3.6443624 573204 3.6480811 997433 3.650887 28025 3.6511002 213760 3.6548831 273854 3.6555688 919718 3.6557415 76881 3.6572158 909595 3.6589797 175726 3.6615958 129694 3.6641128 812350 3.664248 811043 3.6647248 274869 3.666223 590200 3.6699033 310990 3.6729479 991419 3.6744518 7363 3.6749914 927479 3.6781535 266871 3.6814761 950729 3.681983 903089 3.6825485 61984 3.6847708 786425 3.6852171 147226 3.6880968 729564 3.6908674 179565 3.6945922 683760 3.6958573 227771 3.696928 93730 3.6978519 668478 3.7018676 226545 3.704695 579467 3.7054524 313144 3.7063694 438803 3.7075241 664590 3.7087204 632174 3.7091212 253810 3.7095163 140169 3.7102873 222897 3.7158806 987832 3.719548 264885 3.7197192 688802 3.7215624 36924 3.7232549 991718 3.7251117 103887 3.7271929 794001 3.7273231 83611 3.7314031 457664 3.7322509 786430 3.7324598 215530 3.7335377 516588 3.7339983 646532 3.7364912 969278 3.7394817 290163 3.7409129 535343 3.7420671 92094 3.7431965 619173 3.7449765 901445 3.7467568 126614 3.7468228 742635 3.7489111 200860 3.7492912 53483 3.7511785 856922 3.7541158 733823 3.7549114 5154 3.7573853 123723 3.7601573 95324 3.7614002 181948 3.7648861 685786 3.7656586 974710 3.7685246 901554 3.7685959 136878 3.7700157 415498 3.7718265 345240 3.7719953 280125 3.7741926 133676 3.7767677 644613 3.7806609 542078 3.7817364 930698 3.7822838 +Q 997: 934761 0.5301283 712049 3.2610607 29384 3.269726 179225 3.2925177 599292 3.3111987 357335 3.3397133 867639 3.340095 511275 3.3463452 338703 3.3481421 372002 3.3575053 737869 3.3702993 391579 3.3714666 246269 3.3715901 814257 3.3718438 302445 3.3768921 434628 3.3889868 689687 3.3952966 58907 3.4023845 689599 3.4149535 507309 3.416661 659760 3.4189565 72803 3.4211359 977461 3.421953 957313 3.4268632 80322 3.4308281 619397 3.4335616 132958 3.4352617 913324 3.4357131 581795 3.4369192 476285 3.4385593 941743 3.4404428 382245 3.4413884 326779 3.4429059 694326 3.4436357 673768 3.4451332 490856 3.4466064 771565 3.4475403 344692 3.4483566 831830 3.4485891 639771 3.4493377 751039 3.4582775 649541 3.4584954 234302 3.4586163 717532 3.4590659 579406 3.4605932 947994 3.4620359 373998 3.4642396 383812 3.4653399 353539 3.4723213 584467 3.4759328 711574 3.4763818 12773 3.4769909 11093 3.4813418 968191 3.4817102 148524 3.4824646 226120 3.4827092 256771 3.486047 19441 3.4900024 940868 3.4907031 350439 3.490725 983242 3.4923158 965509 3.4923759 417474 3.49387 536993 3.4944522 961559 3.4969063 899919 3.4982407 952854 3.4988513 666443 3.4990695 87186 3.4999413 715913 3.5024633 426477 3.5024707 861541 3.503427 744039 3.5038683 508885 3.5052369 994082 3.5066516 280924 3.5074234 30654 3.5077255 815470 3.5081952 108339 3.5116296 205552 3.515655 779345 3.5162411 667623 3.5172842 222642 3.5190353 784410 3.5213692 834222 3.5221379 431752 3.5222509 178744 3.5254257 647194 3.5258951 577354 3.528126 343896 3.5293381 225216 3.5295579 2452 3.5296469 879804 3.5301843 950921 3.5309167 767425 3.53262 421681 3.5339248 309725 3.5348763 648074 3.5353827 210115 3.5360522 446776 3.5366395 +Q 998: 760087 0.55740893 383959 3.1466305 586167 3.2381155 108887 3.2566862 814914 3.2749238 679252 3.3060596 103014 3.3382161 860755 3.3431447 338007 3.3439126 804018 3.3480229 45340 3.3501127 260198 3.3535042 96273 3.3606675 743972 3.3641677 537760 3.3712494 299621 3.3744314 448876 3.3807747 666828 3.3829002 239926 3.3891728 744822 3.3911192 317753 3.3925936 53559 3.3942602 816257 3.4083672 724788 3.4134276 801902 3.4134383 793527 3.41798 910938 3.4214227 173236 3.425976 688727 3.4289474 84250 3.4306259 158602 3.4333844 863737 3.4364347 677014 3.4391921 359738 3.4392178 143214 3.4393096 976383 3.441016 310790 3.4432776 138515 3.4434102 813793 3.4438682 972026 3.4469965 204976 3.449882 304037 3.4500678 645489 3.4524076 16144 3.4526937 261534 3.4535065 375052 3.4559944 338330 3.4590154 398781 3.467464 847204 3.4686668 294763 3.4697275 354524 3.4708476 20251 3.4744618 627817 3.4752998 48656 3.475971 743172 3.4780889 515641 3.4792912 455889 3.4794271 955966 3.4819813 712585 3.4867892 587925 3.4883513 940294 3.489398 347792 3.4894567 818297 3.4923921 625529 3.4939368 846136 3.4943705 390147 3.4947407 929091 3.4953437 698150 3.4955399 207711 3.4980884 673010 3.4992757 76618 3.5010419 742995 3.502723 220282 3.5053871 364880 3.5099697 402602 3.5104015 988927 3.5118918 355108 3.5121462 862597 3.5154126 891886 3.5155766 309867 3.5157766 753397 3.5164242 749199 3.5164721 261641 3.5172863 570259 3.5201933 447642 3.5202029 418324 3.5202227 875412 3.520381 968148 3.5215654 402034 3.5224757 145450 3.5237694 906674 3.5237985 969592 3.5241454 462481 3.5270138 804607 3.5276797 904085 3.52912 85523 3.5305262 373052 3.5313072 313178 3.5316362 229132 3.5337272 210335 3.534898 +Q 999: 220474 0.60258466 967235 3.5171657 317055 3.6349599 271207 3.6421463 862892 3.6493506 631260 3.6854718 171938 3.6944284 573056 3.7033944 817082 3.7094364 116699 3.7155578 289024 3.72527 925149 3.736762 409739 3.7398205 278196 3.7436936 486034 3.7452347 657732 3.7474096 490074 3.7522759 321680 3.7545841 730605 3.7565475 283022 3.7572012 506144 3.7593188 700105 3.7601762 7378 3.7625258 545749 3.7684689 84201 3.7745423 559867 3.7848849 395021 3.7879949 7175 3.7937446 332806 3.7947445 501324 3.7966106 792375 3.7984803 132710 3.798624 827713 3.8010364 632668 3.8027196 485196 3.8043814 709209 3.8076251 488565 3.8082049 899483 3.8096106 648452 3.8112383 308797 3.8145387 87295 3.8174145 790199 3.8246679 67629 3.8249612 162032 3.8304605 750139 3.8310642 68015 3.8337202 257096 3.8356552 611213 3.8373213 81347 3.8375156 105946 3.838676 479459 3.8388884 490263 3.8391905 873527 3.8426738 269725 3.8449826 590567 3.8471124 284092 3.8478234 795627 3.8501918 905324 3.8502333 543211 3.8562331 852743 3.8563187 299661 3.8570828 409637 3.8585088 578273 3.8587644 658055 3.860045 827562 3.861589 133981 3.8618367 805905 3.864347 982459 3.8663447 257720 3.8673465 65464 3.8688459 362026 3.8692317 279745 3.8734043 788598 3.8752356 807386 3.8754416 811583 3.8764606 665390 3.8781576 23555 3.8796232 694865 3.8823504 782631 3.8826847 95504 3.8841703 689097 3.8845611 749185 3.8886528 393996 3.8898854 230963 3.8902969 823236 3.892247 535566 3.8936489 256454 3.8938062 965417 3.8945251 822897 3.8968058 223995 3.897588 605935 3.8994844 576858 3.9019067 441231 3.9023144 500924 3.9024978 497473 3.9033163 242576 3.9043276 920450 3.9058747 955951 3.9072921 693034 3.9094179 861424 3.9096904 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b128/perf.log" new file mode 100644 index 00000000..b3bd5362 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 100 1000000 128 100 0.000 137.316 728.2 68.6392 70.5265 68.6392 1.24 GB 14288.201 104.1 +ivf_flat 1000 1000000 128 100 0.000 14.412 69384.9 1.7804 2.1141 1.7944 0.88 GB 14288.201 991.4 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b128/quality.log" new file mode 100644 index 00000000..1cba7e73 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.019220 +id_match_ratio=0.019220 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=98078 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b128/result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b128/result.txt" new file mode 100644 index 00000000..b49c9d6e --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b128/result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=ivf_flat metric=l2 num_queries=1000 top_k=100 +Q 0: 275594 0.57277745 13696 3.2221193 770360 3.2804844 45050 3.3654776 749513 3.3657978 839174 3.3796086 287603 3.3811731 236240 3.3868151 534676 3.3909199 345080 3.3921554 916435 3.3982847 638518 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3.6635811 651431 3.6672485 293648 3.6680403 762906 3.6731672 27319 3.67782 923009 3.680429 380538 3.6820846 316647 3.6854024 323338 3.6883829 78852 3.6904387 319701 3.6943271 12951 3.6993575 717286 3.6996784 305639 3.7005424 334274 3.7034333 478608 3.7083728 325581 3.7084644 365936 3.7089162 247270 3.709367 159719 3.7095668 902958 3.7097869 344749 3.710726 938981 3.7153227 944668 3.7154002 831175 3.7159207 470551 3.7163787 139605 3.7177978 44410 3.7178831 716787 3.7189338 190708 3.7200749 472201 3.7203538 698659 3.7224448 293 3.7245145 58305 3.7247255 666461 3.7251468 934189 3.7263043 151455 3.7284286 675390 3.7291081 777412 3.733274 454580 3.7339478 296786 3.7340615 726281 3.735281 35760 3.7368956 935366 3.7376473 345996 3.7397716 261677 3.741436 264667 3.7439532 460233 3.7454545 478438 3.7470927 273233 3.7505682 922199 3.7527938 546648 3.757494 317922 3.7597916 469334 3.7599876 84844 3.7641671 31188 3.7658865 176622 3.7659428 611551 3.7662883 930428 3.7674446 734705 3.767447 6505 3.7706661 492850 3.7722774 290220 3.7741206 907890 3.7753656 344440 3.7756922 689752 3.777777 983298 3.7799973 306950 3.7805953 857675 3.7810314 472565 3.781544 364831 3.7826428 984510 3.7831829 638624 3.7851925 230625 3.7875311 +Q 993: 834307 0.56117594 938432 3.3158376 783295 3.3322072 320969 3.335109 15481 3.3360751 454024 3.3406842 328819 3.3568437 416095 3.3616576 132284 3.3787808 512586 3.3989685 750002 3.4030499 724799 3.4194331 982950 3.4298904 409316 3.4303212 218545 3.4394939 986780 3.4498739 63154 3.4501603 79580 3.4537632 347991 3.4632154 258819 3.4635971 588056 3.4740109 553315 3.5034354 354025 3.5041056 150736 3.5067341 108941 3.5087607 222899 3.5114157 584590 3.5150242 973279 3.5280662 711249 3.5304427 342443 3.5403981 233554 3.5424831 296581 3.5429599 213254 3.5449646 829196 3.545135 328125 3.547605 44088 3.5545325 808367 3.5550888 812584 3.5590363 997226 3.5647511 235768 3.5738566 516362 3.5869529 496052 3.5900943 58160 3.59361 704895 3.5984919 294451 3.6050336 248792 3.6083212 111214 3.6104345 2107 3.6122181 286495 3.6155963 556442 3.6189494 335800 3.6208513 590369 3.6299713 526887 3.6314552 542970 3.6367958 87918 3.6382422 160216 3.6389906 742900 3.6400266 190542 3.6426971 932899 3.6433642 133503 3.6473491 163753 3.6496177 325092 3.649812 7819 3.6556404 970855 3.6572592 575326 3.6610096 748243 3.6629965 820196 3.6631372 771997 3.668411 916485 3.670233 194051 3.6755753 886858 3.6767306 941181 3.6772814 411562 3.680496 598181 3.6823452 77076 3.6855981 215117 3.6862032 648411 3.6865799 473049 3.6919944 556698 3.6935177 443197 3.6938658 93665 3.6948559 89073 3.6953175 72901 3.6970127 417847 3.6993294 901075 3.6999717 759759 3.700181 412488 3.7021368 870649 3.7064826 658014 3.7071004 12840 3.7074821 263746 3.7082913 108051 3.7086451 890812 3.7122631 693360 3.7129457 871537 3.714278 990954 3.715523 456225 3.7162538 567907 3.7184956 30414 3.7196653 972445 3.7240663 +Q 994: 445620 0.6096788 570301 3.2581468 180673 3.4612288 426144 3.4963424 244425 3.5138774 773447 3.5279682 320188 3.5405633 597349 3.5843084 783306 3.5919063 885326 3.6145422 682306 3.6222601 621028 3.6250436 182525 3.6279278 983389 3.6293848 40286 3.6362996 817963 3.6390281 747545 3.6390777 966080 3.6444044 621489 3.6539071 711540 3.6597724 26853 3.6677241 112510 3.6717241 66155 3.6728256 757868 3.6761017 53303 3.6765625 439491 3.6793609 663124 3.6802847 889220 3.6925299 104487 3.6926508 42122 3.694293 993190 3.6972387 388862 3.698266 641905 3.7042911 180892 3.7105229 641918 3.7126782 671213 3.7132609 726083 3.7176611 323868 3.7208085 888118 3.7226985 463092 3.7243891 142724 3.7256277 656354 3.7260847 636455 3.7283676 420652 3.7290006 453252 3.730303 162500 3.7327144 741903 3.7341197 8438 3.7399149 565674 3.7400932 128761 3.7405109 156540 3.7426178 959341 3.7426891 90658 3.7428463 269836 3.7515116 653230 3.7559633 275040 3.7589185 768559 3.759304 209856 3.7606442 692910 3.7608948 511388 3.7670574 896669 3.768646 885899 3.7708914 168644 3.7740815 463380 3.7746828 271264 3.7768488 271153 3.7813871 545079 3.7850914 308488 3.7874463 309433 3.7974503 549110 3.7993629 841913 3.8007793 244725 3.8010263 139832 3.8015761 306064 3.8041296 368944 3.8044159 957130 3.8060548 925764 3.808769 159004 3.8110721 100154 3.8112273 442997 3.8185344 90077 3.8188915 704954 3.8240273 515092 3.8260186 269707 3.826196 853518 3.8293145 565320 3.8301642 162214 3.8318002 835172 3.8364437 964714 3.8374858 893052 3.8445327 738274 3.8448813 485216 3.8450854 506268 3.8465436 904177 3.850081 444513 3.8503406 386058 3.8523219 996999 3.8526831 804091 3.8543737 822195 3.8556659 620816 3.8592138 +Q 995: 39998 3.2466033 904607 3.3340118 301867 3.4482479 473447 3.4710364 72472 3.4863198 767235 3.5223427 60998 3.5356104 74883 3.5359328 542151 3.5412638 781278 3.5492463 615079 3.5554223 545628 3.6011324 283097 3.6141229 165011 3.6200347 482023 3.6259284 313100 3.6270795 385371 3.6271021 486762 3.6369138 731916 3.6387811 417504 3.6431546 556289 3.6443913 513738 3.6500258 120634 3.6553588 29450 3.6597323 85099 3.6616335 599864 3.6661384 225540 3.6672134 727568 3.6692629 395170 3.6703963 791588 3.6707013 470651 3.6774108 916339 3.6786683 991172 3.6846516 662701 3.6884677 568799 3.68923 713138 3.6896753 164891 3.6903634 42386 3.6909826 89972 3.6992531 820951 3.7011769 427839 3.7054455 985486 3.7101347 765200 3.7104042 385429 3.7118881 701204 3.7134297 95964 3.7139983 256484 3.7172563 737248 3.7181773 257071 3.7212718 123462 3.7221379 257651 3.7244313 680608 3.7253692 933375 3.7292337 570632 3.729701 944705 3.7369711 424181 3.7374458 984741 3.7432961 413569 3.744566 676468 3.7448628 841286 3.7459948 494561 3.7460449 706048 3.7467227 606691 3.7499995 779786 3.7539456 47946 3.7550728 746639 3.7552004 675682 3.7557657 19037 3.7558758 409313 3.7563133 234843 3.7609825 843619 3.7629457 47805 3.7694771 103771 3.7703285 710528 3.7757907 174169 3.7791941 769847 3.7792978 364206 3.7797513 6945 3.7803183 222214 3.7807071 874743 3.7825475 916638 3.7837071 469169 3.7842133 910513 3.7848651 499090 3.7850664 349899 3.7870142 520201 3.7880208 725355 3.7918692 504356 3.7919288 57064 3.7920191 280393 3.7921848 662936 3.7923632 355949 3.792866 106134 3.7933691 908757 3.7948425 939061 3.7960124 669438 3.7971997 950267 3.7974846 236126 3.7988019 777815 3.8009975 259674 3.8018675 +Q 996: 325781 0.60251296 603116 3.5433929 268181 3.5747256 660734 3.5825241 844978 3.6148815 466750 3.6197431 149330 3.632535 573204 3.6480811 919718 3.6557415 76881 3.6572158 175726 3.6615958 812350 3.664248 179565 3.6945922 683760 3.6958573 579467 3.7054524 313144 3.7063694 632174 3.7091212 991718 3.7251117 83611 3.7314031 457664 3.7322509 215530 3.7335377 646532 3.7364912 969278 3.7394817 535343 3.7420671 901445 3.7467568 5154 3.7573853 974710 3.7685246 901554 3.7685959 361419 3.7885258 203707 3.7968802 425268 3.7995427 500605 3.8007665 784493 3.8008921 312947 3.8085313 590434 3.8096163 833194 3.8110092 307236 3.8159091 599986 3.8162897 740533 3.8195884 996111 3.8248961 263759 3.8398666 124215 3.8452647 755515 3.847321 989132 3.8522425 890402 3.8524015 290053 3.8526342 741205 3.8547695 47420 3.8568587 651075 3.8601201 752561 3.8602393 33333 3.8629184 957114 3.8653574 415954 3.8669159 194272 3.8701859 722278 3.8703599 494416 3.8736267 651654 3.8743539 281252 3.8743916 477664 3.874603 851548 3.8802128 126767 3.8820462 203409 3.8824849 327473 3.8831205 232373 3.8842816 682594 3.8861215 36399 3.8895659 312657 3.8931932 275065 3.8934469 341468 3.8946133 540396 3.8950717 918030 3.8952506 192041 3.8961542 976505 3.8981328 868345 3.90137 487516 3.9025354 500284 3.9029551 349546 3.9045703 459285 3.9049952 79328 3.9057949 260517 3.9076664 767286 3.9079065 526196 3.9102509 836251 3.9147272 392634 3.9147632 4818 3.9173832 896013 3.9183726 317777 3.9269438 53287 3.9286652 80267 3.9296241 503200 3.9332275 337458 3.9340892 599656 3.9341235 766006 3.9353549 923613 3.9389224 627368 3.9396963 129537 3.9407022 713527 3.9430437 76988 3.9456625 144316 3.9509017 346384 3.9557669 +Q 997: 934761 0.5301283 179225 3.2925177 302445 3.3768921 80322 3.4308281 132958 3.4352617 476285 3.4385593 694326 3.4436357 771565 3.4475403 639771 3.4493377 649541 3.4584954 947994 3.4620359 383812 3.4653399 711574 3.4763818 11093 3.4813418 983242 3.4923158 536993 3.4944522 961559 3.4969063 899919 3.4982407 666443 3.4990695 87186 3.4999413 861541 3.503427 280924 3.5074234 815470 3.5081952 205552 3.515655 834222 3.5221379 431752 3.5222509 178744 3.5254257 647194 3.5258951 309725 3.5348763 210115 3.5360522 568959 3.5481496 272560 3.5485306 640566 3.550106 854920 3.5507872 595101 3.5540485 699403 3.5548153 843319 3.5560803 137496 3.5593095 4660 3.561964 166149 3.5628324 580456 3.5664325 537508 3.5696929 207737 3.571429 572904 3.5715303 692332 3.5716 284684 3.5723753 46307 3.5758903 447317 3.5759039 836917 3.5781052 103726 3.5797868 340060 3.5872724 63663 3.595896 263465 3.5979042 101281 3.5985265 844768 3.5999043 193402 3.6012075 357096 3.6024306 534779 3.6030641 672785 3.6037974 137448 3.6067817 600004 3.6097543 72286 3.6108918 777053 3.6122365 290925 3.6129453 793594 3.6149261 342166 3.616734 704663 3.6191652 682983 3.6211607 941289 3.6214128 701450 3.6217875 344373 3.6229565 358494 3.623508 387462 3.6235776 470129 3.6256082 951963 3.6261034 26244 3.6274006 345459 3.6278203 201258 3.6278968 268853 3.630161 991789 3.6302211 290442 3.6329789 930929 3.6336586 123963 3.634516 334270 3.6370313 379818 3.6371047 824214 3.637183 759128 3.6381872 903000 3.6400037 860577 3.641197 257246 3.6424558 227063 3.6453896 395899 3.6455519 631886 3.6503944 374220 3.6505604 857153 3.6508982 901783 3.652343 484105 3.6537712 107245 3.6552761 195466 3.6589444 210709 3.6596868 +Q 998: 108887 3.2566862 338007 3.3439126 537760 3.3712494 299621 3.3744314 448876 3.3807747 816257 3.4083672 724788 3.4134276 793527 3.41798 173236 3.425976 688727 3.4289474 677014 3.4391921 143214 3.4393096 972026 3.4469965 847204 3.4686668 627817 3.4752998 743172 3.4780889 955966 3.4819813 846136 3.4943705 207711 3.4980884 862597 3.5154126 309867 3.5157766 402034 3.5224757 145450 3.5237694 313178 3.5316362 229132 3.5337272 515912 3.5390587 309961 3.5410063 113789 3.5419598 67408 3.543786 773365 3.5441453 626424 3.5480103 173287 3.5531485 970952 3.5617537 103348 3.5671847 762667 3.5685081 360375 3.5713029 322127 3.575068 336340 3.5753448 416472 3.5797913 594715 3.5808496 79671 3.5833697 380904 3.5867972 38418 3.5869806 672555 3.5872972 44628 3.5923257 93497 3.5966527 182111 3.5968521 920583 3.601048 555143 3.6057651 191860 3.6062436 8809 3.6095979 67553 3.6101942 112574 3.6105814 992981 3.6130235 263134 3.6137502 234328 3.6145773 828320 3.6247523 591767 3.6258426 732328 3.6282322 205883 3.6325727 403703 3.6333594 712891 3.6340516 744871 3.6373246 33707 3.6393008 755924 3.6417484 489681 3.6471891 707214 3.6474557 293276 3.6483476 638087 3.6486049 651360 3.6505115 725598 3.6545203 233263 3.6545768 728446 3.6553407 257740 3.6557429 806989 3.6565778 332034 3.6575713 324595 3.6591859 31857 3.6593542 630788 3.6612248 228398 3.6616075 964421 3.6622128 680457 3.6640048 513971 3.6641977 379512 3.6654062 816101 3.6672533 639572 3.6673017 378411 3.6694622 209447 3.6707034 423347 3.676321 433038 3.6777601 61827 3.6790845 342088 3.6798556 805160 3.6805084 159977 3.6813178 308534 3.6875358 304409 3.6899254 699193 3.6910324 868013 3.691668 35854 3.6932263 349226 3.6935 +Q 999: 220474 0.60258466 967235 3.5171657 317055 3.6349599 271207 3.6421463 862892 3.6493506 631260 3.6854718 171938 3.6944284 573056 3.7033944 817082 3.7094364 116699 3.7155578 289024 3.72527 925149 3.736762 409739 3.7398205 486034 3.7452347 490074 3.7522759 506144 3.7593188 700105 3.7601762 7378 3.7625258 545749 3.7684689 84201 3.7745423 559867 3.7848849 395021 3.7879949 332806 3.7947445 501324 3.7966106 792375 3.7984803 709209 3.8076251 488565 3.8082049 648452 3.8112383 750139 3.8310642 68015 3.8337202 257096 3.8356552 611213 3.8373213 81347 3.8375156 105946 3.838676 490263 3.8391905 873527 3.8426738 905324 3.8502333 852743 3.8563187 299661 3.8570828 827562 3.861589 133981 3.8618367 982459 3.8663447 257720 3.8673465 65464 3.8688459 362026 3.8692317 279745 3.8734043 811583 3.8764606 665390 3.8781576 23555 3.8796232 694865 3.8823504 782631 3.8826847 95504 3.8841703 689097 3.8845611 749185 3.8886528 393996 3.8898854 535566 3.8936489 256454 3.8938062 822897 3.8968058 223995 3.897588 605935 3.8994844 441231 3.9023144 500924 3.9024978 497473 3.9033163 242576 3.9043276 893555 3.9128473 85747 3.9144924 870101 3.9156098 794217 3.9179394 236156 3.919579 437527 3.9226177 905474 3.9284103 481804 3.9299245 274265 3.9300163 982450 3.9309235 778853 3.9315977 52285 3.9348919 610091 3.9358578 228843 3.9368558 899084 3.9380529 807046 3.9424989 835795 3.9435017 980487 3.9437375 982082 3.9441757 858562 3.9459443 844416 3.9461546 626522 3.9464495 298050 3.9484606 717938 3.9539261 650192 3.9541442 267116 3.9547999 575306 3.9558914 421220 3.9574635 511045 3.9590499 988417 3.9642684 998653 3.9719539 667442 3.9726055 278576 3.9754829 115275 3.9774358 352985 3.9774969 965704 3.9776087 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b32/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b32/perf.log" new file mode 100644 index 00000000..2b42af0a --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b32/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 100 1000000 128 100 0.000 164.383 608.3 47.6913 49.6530 41.0833 1.10 GB 14323.629 87.1 +ivf_flat 1000 1000000 128 100 0.000 23.390 42752.5 0.7146 1.0253 0.7246 0.87 GB 14323.629 612.4 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b32/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b32/quality.log" new file mode 100644 index 00000000..1da947a9 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b32/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.019180 +id_match_ratio=0.019180 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=98082 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b32/result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b32/result.txt" new file mode 100644 index 00000000..546b6d7f --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b32/result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=ivf_flat metric=l2 num_queries=1000 top_k=100 +Q 0: 275594 0.57277745 13696 3.2221193 770360 3.2804844 45050 3.3654776 749513 3.3657978 839174 3.3796086 287603 3.3811731 236240 3.3868151 534676 3.3909199 345080 3.3921554 916435 3.3982847 638518 3.4035971 112609 3.414953 243661 3.4467421 959283 3.4641421 229901 3.4658518 686790 3.469871 494670 3.472461 629462 3.4726498 566424 3.4887118 951205 3.4905396 884106 3.493335 798559 3.4939556 375629 3.499347 246042 3.4993696 26324 3.5260828 113745 3.5320253 884570 3.5331802 748437 3.5363023 126683 3.5468006 996620 3.5481982 403276 3.5525348 405667 3.5540161 571758 3.5584378 976 3.5625362 101903 3.5769784 70456 3.5818689 769137 3.5870979 931126 3.5965202 907760 3.6029079 133393 3.603189 753206 3.6110144 716052 3.6112862 269948 3.6146898 519657 3.6151397 695469 3.6188011 231638 3.6228881 35915 3.631582 259571 3.6399403 605980 3.6419775 85821 3.6518934 802410 3.6538851 970834 3.6553535 256257 3.6602571 728414 3.6619906 972579 3.6622515 223791 3.6640165 792589 3.6747825 179212 3.6751227 28274 3.6801183 292390 3.6831069 166294 3.6845419 97825 3.6879997 32142 3.6906714 268666 3.6949408 290261 3.6977494 271946 3.70151 783535 3.7103956 770780 3.7121136 912746 3.7129142 735725 3.714648 178144 3.7158704 802344 3.7163961 531953 3.7177384 147207 3.7194819 89684 3.7197094 331075 3.720185 767659 3.7258539 63415 3.7278118 842503 3.727864 225916 3.7289279 268923 3.731087 960655 3.732703 702967 3.7354023 991931 3.7394712 392590 3.7412324 381843 3.7442098 161896 3.7469721 874502 3.7541358 832114 3.7543225 278566 3.7559767 673353 3.7585986 731437 3.7597125 460638 3.7650046 647433 3.767684 583292 3.7693486 647752 3.7741251 361340 3.7778053 128419 3.7837923 983344 3.7881892 +Q 1: 303703 0.5239895 480633 3.2211471 212833 3.2922301 30269 3.327143 416104 3.349896 11651 3.3697624 266617 3.3977754 824748 3.4003112 957137 3.4200554 563269 3.4212625 153418 3.42382 224044 3.436125 363080 3.4446976 14246 3.4473138 684704 3.4564285 244868 3.4564471 592007 3.4592738 926851 3.4618909 912914 3.4663522 151464 3.4747326 413986 3.4763327 357658 3.4780831 594554 3.483676 534144 3.4838536 662821 3.4839435 30632 3.4859061 311134 3.4880416 2925 3.5003834 812128 3.500983 278193 3.509696 500341 3.5116794 829043 3.5119739 631272 3.513994 447951 3.5177028 741632 3.5179064 809030 3.5193424 923210 3.5307033 827577 3.5362942 921333 3.5384271 637872 3.5450869 323718 3.5479696 836628 3.5479836 22085 3.5521202 163887 3.5550349 422440 3.5577531 933705 3.5598683 840375 3.560704 685021 3.5647058 944751 3.5652018 507599 3.5657563 818807 3.5691392 149363 3.5722435 253540 3.574558 493761 3.5751355 426423 3.5764935 513461 3.578676 500218 3.5796778 960687 3.5818481 163223 3.5828519 840172 3.5836518 336360 3.5850837 808295 3.5855243 149696 3.586427 57009 3.5889239 982231 3.5965931 576707 3.5971999 558170 3.5978014 391306 3.5983598 227158 3.60021 878048 3.6011763 716298 3.6014884 885076 3.6059029 987131 3.6076372 140514 3.6078267 629247 3.6116984 356106 3.6123359 24783 3.6140599 894122 3.616051 169778 3.6163356 96653 3.6192374 412120 3.6198897 525462 3.6207986 895640 3.6240814 828541 3.6243296 532316 3.6248746 10164 3.6276956 698915 3.6294632 949292 3.6295488 352087 3.6306918 789235 3.6318307 64157 3.6333618 161008 3.6338265 256985 3.6348255 579455 3.6399908 752445 3.6419163 496479 3.6430244 407019 3.6432965 397580 3.6441674 569988 3.644433 74281 3.645359 +Q 2: 659714 0.53363925 763894 3.5219891 266761 3.5739641 938496 3.6034503 843275 3.6224632 550460 3.6261606 398093 3.6406538 153338 3.6410875 744202 3.6448953 103000 3.6449833 827862 3.6496561 710297 3.652689 366354 3.6549249 368291 3.6556082 432109 3.6782701 983092 3.6917439 610369 3.6989017 456520 3.7009766 814433 3.7110152 588075 3.7198136 408287 3.7260656 598198 3.7264559 230604 3.7407441 700383 3.76057 981924 3.7728283 321710 3.7759366 340436 3.7763147 607099 3.7792029 451739 3.7794261 838987 3.785497 534915 3.7902923 388509 3.7906506 907605 3.7971442 205173 3.7973964 310508 3.8026423 568115 3.8148174 143212 3.8157907 389220 3.8187084 534782 3.8195424 470188 3.8236928 488008 3.8251233 44122 3.8289943 557235 3.8388259 521921 3.8529155 25680 3.8567724 309572 3.8570938 339467 3.8583417 915807 3.8743503 849067 3.8794749 911010 3.8870704 349845 3.8901503 312611 3.8937507 299656 3.8943362 165126 3.895617 187581 3.9063659 601612 3.9113793 561532 3.9143064 344618 3.9158993 228220 3.9246693 450453 3.9277964 328608 3.9331381 718471 3.9433303 15727 3.9464722 67913 3.9485517 919158 3.9490938 10471 3.9562209 356765 3.956872 935536 3.9595916 50042 3.9630141 327693 3.9688523 247452 3.9700963 485344 3.9719872 174927 3.9908943 585821 3.9928434 272928 4.0001197 135801 4.001193 683164 4.0032921 964314 4.0036778 290088 4.004447 746432 4.0055523 190155 4.006897 405192 4.0078411 552778 4.0172458 782325 4.0192866 741645 4.0269885 410704 4.0318117 772009 4.0387359 254113 4.040164 106514 4.0407858 154013 4.0409446 893919 4.0427375 101623 4.0484834 429844 4.0507612 437574 4.0516057 324262 4.0595288 555465 4.061718 62570 4.0654173 870980 4.0665951 709597 4.0762973 779668 4.0838718 +Q 3: 769561 0.55021656 177351 3.4563618 991910 3.5911617 577272 3.5942709 913468 3.6053879 440177 3.6121905 661165 3.6166487 558601 3.6171892 638952 3.6509016 621303 3.650944 87357 3.6531761 330295 3.6541495 824271 3.6564043 30397 3.6770072 761825 3.6889811 614829 3.6932771 636103 3.695317 394781 3.7010479 564766 3.7018871 117504 3.7050898 134208 3.7107301 913376 3.7192681 310520 3.7231138 181533 3.736418 308626 3.738714 140730 3.742651 732257 3.7431641 918447 3.7497787 135834 3.7508402 309339 3.757961 121712 3.7650974 553481 3.7698851 41749 3.7699225 642233 3.770071 340670 3.7739894 288284 3.7805934 163780 3.8027666 501127 3.8063748 429755 3.81354 156833 3.820893 429962 3.8225675 286319 3.823488 248574 3.8275678 383114 3.835176 137508 3.8382585 545128 3.8382618 687710 3.8409472 537374 3.8514495 594003 3.8521974 282858 3.8524451 199857 3.8572228 541910 3.868546 100298 3.8789799 659641 3.881635 62369 3.8819163 746853 3.8835614 787228 3.8843577 601825 3.8870811 100821 3.8907092 551624 3.8917582 216190 3.8951645 192930 3.8957639 796074 3.900944 882632 3.9127147 302976 3.9170704 581283 3.9216161 386562 3.9227779 46241 3.9260755 227431 3.926259 426112 3.9356081 80528 3.9392915 56032 3.9442477 196071 3.9461391 865712 3.949873 717656 3.9560237 304183 3.9575112 937091 3.9581568 471879 3.9590335 430129 3.9621103 602910 3.9671748 763898 3.9688907 198432 3.9772623 71852 3.9820356 981661 3.9820507 766956 3.9857671 86258 3.9878552 391686 3.989522 90728 3.9923632 496183 3.9978344 581460 4.0033393 516221 4.0107999 382484 4.0132418 679316 4.0145946 618896 4.0165224 530458 4.0172539 669559 4.0184608 582423 4.0202942 597323 4.0249362 327679 4.0294762 978083 4.0321527 +Q 4: 522350 0.58862907 305854 3.4308805 771503 3.4552789 756350 3.4595475 4128 3.4811811 919303 3.4903622 779788 3.5137815 170877 3.5147681 849370 3.5380545 920673 3.5407071 131443 3.5465066 469453 3.5482402 359666 3.5510995 516371 3.5511341 453358 3.5515342 790498 3.553108 783092 3.5591416 567860 3.559783 524450 3.5628581 103969 3.5671849 463161 3.5713019 765745 3.5758297 272922 3.5969136 178358 3.6014397 308443 3.6070375 618988 3.6077604 841786 3.6166804 523263 3.6180186 445946 3.6279571 461999 3.6376424 270412 3.6383479 872100 3.6415474 749710 3.6478174 173686 3.6520956 799194 3.6527264 417986 3.6537817 93850 3.6581242 818960 3.6615248 820943 3.6629634 634315 3.6639736 895305 3.6642363 977962 3.6687274 214700 3.6689715 870041 3.6695373 209702 3.6770678 474702 3.6781273 444175 3.6797371 648020 3.680377 760863 3.6841037 660961 3.6862621 6962 3.6911602 518731 3.6919045 153115 3.6929963 312469 3.6975379 588034 3.6989803 201689 3.6994669 554857 3.7000837 452679 3.7002811 837686 3.7007029 638269 3.7013509 799234 3.7066875 547596 3.7070272 759768 3.7092166 226423 3.713778 557652 3.7140965 471885 3.7156205 939960 3.7158475 131133 3.7166018 961056 3.7190008 639623 3.7204516 288593 3.7225106 235876 3.7256787 451678 3.7310133 815589 3.7319071 511507 3.7388277 96620 3.7398901 376369 3.7421901 539109 3.7443302 939600 3.7446208 70348 3.7450545 694284 3.7468162 147803 3.7470934 874446 3.748446 398351 3.7486093 773457 3.752269 153204 3.7524498 205158 3.7531397 897018 3.7542934 322800 3.7578602 899024 3.759697 621753 3.7599931 289724 3.7608995 602826 3.7645466 782076 3.7653561 800903 3.7669203 760859 3.7672148 826055 3.7739789 502012 3.7756939 141106 3.7768905 133780 3.779099 +Q 5: 670021 0.56717551 455421 3.428477 739285 3.4412019 262614 3.4498198 815057 3.4605279 84789 3.4847014 564077 3.4871798 65528 3.553616 86499 3.5849917 106423 3.6037216 304505 3.6058805 26442 3.6169593 713853 3.6232319 431939 3.6283467 419013 3.6299694 451479 3.6413484 287443 3.6436706 77805 3.6460533 661594 3.6568182 533329 3.6569991 168392 3.6620934 603871 3.6689332 179439 3.6692317 886154 3.6750171 66300 3.6764979 706570 3.7056372 493726 3.7169192 480304 3.7189319 740010 3.7189481 463551 3.7237377 531133 3.7295582 236004 3.7403364 905520 3.74563 950110 3.7507484 490691 3.7511535 715907 3.7584813 558986 3.7671783 922753 3.776751 49946 3.783895 730194 3.7857864 237263 3.7857916 391325 3.792362 196158 3.7953813 766706 3.7981234 980672 3.8023448 245623 3.808157 936274 3.8146274 562601 3.8151662 875190 3.8188753 890090 3.8215985 545 3.8255577 983594 3.8282475 691278 3.828995 117366 3.8322034 966655 3.832669 121888 3.8361998 711987 3.8369884 399756 3.8369946 533534 3.843523 619046 3.8528993 89808 3.8539667 653765 3.863946 752927 3.8646872 269181 3.8650372 575000 3.8660452 374570 3.8722293 511861 3.885951 289569 3.8913743 253536 3.8960617 667297 3.9004588 394189 3.9057474 795616 3.9166224 788668 3.9255977 290785 3.9256372 258769 3.9278121 315111 3.9286332 56587 3.9373338 671379 3.9389982 678094 3.9461284 743439 3.9486225 462598 3.9515727 335493 3.9532084 279897 3.9535389 505574 3.9585292 184072 3.9659717 623374 3.9678035 911939 3.9729393 346296 3.9735594 58761 3.983947 94362 3.9867387 480482 3.9921188 945428 3.9930394 785854 3.9945314 750429 3.9954276 524602 3.9970016 649477 4.0038576 796992 4.0055332 371182 4.0095577 167752 4.0131159 914261 4.013412 +Q 6: 621586 0.52197427 730956 3.1587219 125002 3.1861682 796287 3.1862257 997963 3.2013998 768191 3.2045009 423644 3.2174854 925017 3.2176502 640373 3.2299328 42750 3.2450001 157235 3.2790422 124399 3.2805197 270817 3.2817702 72000 3.2925568 765928 3.2987924 105451 3.3048644 666259 3.3103995 217070 3.3133214 701102 3.318558 627378 3.3199608 338164 3.3211193 299303 3.3214335 308546 3.3226099 189112 3.3316314 996328 3.3405721 432123 3.3446198 975167 3.3463283 921199 3.3474953 726432 3.3570616 778411 3.3623087 689382 3.3624644 518255 3.3627958 55443 3.3633676 635424 3.3635983 849488 3.3653331 47109 3.3654189 192510 3.369854 982114 3.3727894 729414 3.3748987 540959 3.3763268 36333 3.3778846 809328 3.3792524 974010 3.3808668 204029 3.3857126 146025 3.3898726 397650 3.3914199 376492 3.393065 77039 3.3934171 181193 3.3939199 108130 3.3945787 593565 3.3972411 405654 3.3993762 479325 3.399776 512145 3.4069471 753085 3.4069855 186905 3.4076972 392992 3.4101408 739772 3.4138031 841612 3.4152198 13855 3.4187562 732265 3.4213288 820669 3.4281332 886724 3.4338741 673605 3.4338915 682025 3.4361477 465703 3.4423354 294929 3.4452279 835995 3.4463031 377539 3.4474378 468189 3.4482338 221997 3.4484911 763796 3.4516478 35138 3.4535789 785282 3.4538295 135167 3.4542272 919235 3.4557722 611106 3.4561937 661823 3.4576399 381550 3.4585891 212365 3.4589434 102746 3.4591742 586705 3.4593058 783110 3.4617913 273019 3.4621036 935949 3.4622524 539466 3.4681039 493163 3.4692543 556041 3.4699001 543231 3.4705269 60870 3.4734392 340691 3.4736304 973253 3.4740424 513500 3.4746168 33144 3.4747124 484935 3.476361 647348 3.4777174 231455 3.4781423 221717 3.4788606 468439 3.481431 182335 3.4818146 +Q 7: 564599 0.55385369 250136 3.4423184 595267 3.4783409 799013 3.5158191 87874 3.5363026 714556 3.5728362 118117 3.5854008 245301 3.5887959 233659 3.5899482 680824 3.5951602 845344 3.6079473 517638 3.6146743 818610 3.6147912 217304 3.6155031 263902 3.625962 828775 3.6365571 711960 3.6444354 854904 3.647155 805166 3.6472611 337978 3.6533995 682262 3.6547921 453438 3.6615593 938063 3.6696048 546221 3.6737485 46032 3.6765091 67343 3.677696 336811 3.6845136 830638 3.6936879 26113 3.6957438 5679 3.7028015 467096 3.7159843 373792 3.7173176 594490 3.7207496 764356 3.7219462 482886 3.7242222 666373 3.7244046 471532 3.7260306 195513 3.7268422 972123 3.7279923 777251 3.7331769 272326 3.7359138 731369 3.7396955 13038 3.7409937 272368 3.7460551 222753 3.7488072 831705 3.7508028 126593 3.7509358 455640 3.7542295 86565 3.7543471 110480 3.7601426 882967 3.7606936 375718 3.7644935 205702 3.764571 755599 3.7669616 564399 3.7673094 810558 3.7697678 471099 3.7722256 226450 3.7738655 568094 3.7851899 120860 3.7856236 900566 3.7868869 219167 3.7880785 7179 3.7888298 610754 3.7937076 536746 3.7946596 145939 3.7971206 464610 3.7972505 213072 3.7996271 826825 3.7999213 863434 3.8160889 225102 3.8161242 935447 3.8182847 986591 3.8204319 838177 3.8227992 54279 3.8228161 777742 3.8256235 750454 3.8316202 756943 3.8329098 918577 3.8337567 169911 3.8369751 543288 3.8382602 935580 3.8397956 392613 3.8399694 867598 3.8413329 534 3.8417618 523736 3.8510387 22900 3.8511255 542721 3.8529747 531818 3.8562186 299056 3.8580761 223299 3.8581212 6734 3.8604774 854747 3.8610859 280184 3.8614881 558865 3.8620121 481331 3.8633544 500296 3.8639348 186899 3.8651307 914722 3.8710887 297829 3.8714688 +Q 8: 973883 0.576581 338289 3.3638878 118467 3.408994 452337 3.4375317 286844 3.4466712 256072 3.4547155 79731 3.4610748 764986 3.4664242 519623 3.4820344 393653 3.5480084 568890 3.5481086 660469 3.5535161 280404 3.5605078 527618 3.5628972 871326 3.5633862 721701 3.5690455 716233 3.5695083 823354 3.5724881 162781 3.5815871 580208 3.5839725 63816 3.5870402 709295 3.5891409 165206 3.592247 119205 3.5922778 368106 3.5947893 783088 3.6006727 57411 3.6100159 761480 3.6128368 546872 3.6158679 275953 3.6196711 438811 3.6210282 435709 3.6231995 538205 3.6250594 525192 3.6268733 456237 3.6313207 413919 3.632915 800772 3.6350732 196897 3.6360698 894577 3.646975 122252 3.6471317 84740 3.6471691 419020 3.6497395 973162 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3.6141591 474945 3.6753247 314389 3.7148247 526651 3.7208436 197533 3.7241278 687301 3.7310011 386194 3.7429879 370063 3.7491601 154873 3.7535491 90284 3.7601588 582150 3.7939072 567249 3.8020873 107269 3.8056047 78356 3.8074682 749875 3.8076234 415807 3.8111553 617392 3.8242381 280495 3.827028 77440 3.8273971 209318 3.832787 453808 3.8366153 882499 3.8440351 542573 3.8550465 549618 3.8553338 547116 3.8560791 721769 3.8664191 737829 3.868552 218338 3.8701324 70672 3.8722279 961927 3.8749342 28000 3.875401 605339 3.8819103 452856 3.8933079 328106 3.902739 445957 3.9200509 182764 3.9201202 35609 3.9243548 908973 3.9259555 433393 3.9266484 525239 3.9422843 784917 3.9503703 444837 3.9507267 720835 3.9519072 332144 3.9534292 124599 3.9603982 106053 3.9623752 830502 3.9711545 394145 3.9771369 972152 3.9849861 598018 3.9868519 656959 3.9895701 581798 3.9898689 410510 3.9948928 503623 3.999285 530951 4.0039587 734285 4.0255075 741278 4.0274734 113936 4.0427475 88541 4.0489063 213590 4.0513129 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3.7291081 777412 3.733274 454580 3.7339478 296786 3.7340615 726281 3.735281 35760 3.7368956 935366 3.7376473 345996 3.7397716 261677 3.741436 264667 3.7439532 460233 3.7454545 478438 3.7470927 273233 3.7505682 922199 3.7527938 546648 3.757494 317922 3.7597916 469334 3.7599876 84844 3.7641671 31188 3.7658865 176622 3.7659428 611551 3.7662883 930428 3.7674446 734705 3.767447 6505 3.7706661 492850 3.7722774 290220 3.7741206 907890 3.7753656 344440 3.7756922 689752 3.777777 983298 3.7799973 306950 3.7805953 857675 3.7810314 472565 3.781544 364831 3.7826428 984510 3.7831829 638624 3.7851925 230625 3.7875311 +Q 993: 834307 0.56117594 938432 3.3158376 783295 3.3322072 320969 3.335109 15481 3.3360751 454024 3.3406842 328819 3.3568437 416095 3.3616576 132284 3.3787808 512586 3.3989685 750002 3.4030499 724799 3.4194331 982950 3.4298904 409316 3.4303212 218545 3.4394939 986780 3.4498739 63154 3.4501603 79580 3.4537632 347991 3.4632154 258819 3.4635971 588056 3.4740109 553315 3.5034354 354025 3.5041056 150736 3.5067341 108941 3.5087607 222899 3.5114157 584590 3.5150242 973279 3.5280662 711249 3.5304427 342443 3.5403981 233554 3.5424831 296581 3.5429599 213254 3.5449646 829196 3.545135 328125 3.547605 44088 3.5545325 808367 3.5550888 812584 3.5590363 997226 3.5647511 235768 3.5738566 516362 3.5869529 496052 3.5900943 58160 3.59361 704895 3.5984919 294451 3.6050336 248792 3.6083212 111214 3.6104345 2107 3.6122181 286495 3.6155963 556442 3.6189494 335800 3.6208513 590369 3.6299713 526887 3.6314552 542970 3.6367958 87918 3.6382422 160216 3.6389906 742900 3.6400266 190542 3.6426971 932899 3.6433642 133503 3.6473491 163753 3.6496177 325092 3.649812 7819 3.6556404 970855 3.6572592 575326 3.6610096 748243 3.6629965 820196 3.6631372 771997 3.668411 916485 3.670233 194051 3.6755753 886858 3.6767306 941181 3.6772814 411562 3.680496 598181 3.6823452 77076 3.6855981 215117 3.6862032 648411 3.6865799 473049 3.6919944 556698 3.6935177 443197 3.6938658 93665 3.6948559 89073 3.6953175 72901 3.6970127 417847 3.6993294 901075 3.6999717 759759 3.700181 412488 3.7021368 870649 3.7064826 658014 3.7071004 12840 3.7074821 263746 3.7082913 108051 3.7086451 890812 3.7122631 693360 3.7129457 871537 3.714278 990954 3.715523 456225 3.7162538 567907 3.7184956 30414 3.7196653 972445 3.7240663 +Q 994: 445620 0.6096788 570301 3.2581468 180673 3.4612288 426144 3.4963424 244425 3.5138774 773447 3.5279682 320188 3.5405633 597349 3.5843084 783306 3.5919063 885326 3.6145422 682306 3.6222601 621028 3.6250436 182525 3.6279278 983389 3.6293848 40286 3.6362996 817963 3.6390281 747545 3.6390777 966080 3.6444044 621489 3.6539071 711540 3.6597724 26853 3.6677241 112510 3.6717241 66155 3.6728256 757868 3.6761017 53303 3.6765625 439491 3.6793609 663124 3.6802847 889220 3.6925299 104487 3.6926508 42122 3.694293 993190 3.6972387 388862 3.698266 641905 3.7042911 180892 3.7105229 641918 3.7126782 671213 3.7132609 726083 3.7176611 323868 3.7208085 888118 3.7226985 463092 3.7243891 142724 3.7256277 656354 3.7260847 636455 3.7283676 420652 3.7290006 453252 3.730303 162500 3.7327144 741903 3.7341197 8438 3.7399149 565674 3.7400932 128761 3.7405109 156540 3.7426178 959341 3.7426891 90658 3.7428463 269836 3.7515116 653230 3.7559633 275040 3.7589185 768559 3.759304 209856 3.7606442 692910 3.7608948 511388 3.7670574 896669 3.768646 885899 3.7708914 168644 3.7740815 463380 3.7746828 271264 3.7768488 271153 3.7813871 545079 3.7850914 308488 3.7874463 309433 3.7974503 549110 3.7993629 841913 3.8007793 244725 3.8010263 139832 3.8015761 306064 3.8041296 368944 3.8044159 957130 3.8060548 925764 3.808769 159004 3.8110721 100154 3.8112273 442997 3.8185344 90077 3.8188915 704954 3.8240273 515092 3.8260186 269707 3.826196 853518 3.8293145 565320 3.8301642 162214 3.8318002 835172 3.8364437 964714 3.8374858 893052 3.8445327 738274 3.8448813 485216 3.8450854 506268 3.8465436 904177 3.850081 444513 3.8503406 386058 3.8523219 996999 3.8526831 804091 3.8543737 822195 3.8556659 620816 3.8592138 +Q 995: 39998 3.2466033 904607 3.3340118 301867 3.4482479 473447 3.4710364 72472 3.4863198 767235 3.5223427 60998 3.5356104 74883 3.5359328 542151 3.5412638 781278 3.5492463 615079 3.5554223 545628 3.6011324 283097 3.6141229 165011 3.6200347 482023 3.6259284 313100 3.6270795 385371 3.6271021 486762 3.6369138 731916 3.6387811 417504 3.6431546 556289 3.6443913 513738 3.6500258 120634 3.6553588 29450 3.6597323 85099 3.6616335 599864 3.6661384 225540 3.6672134 727568 3.6692629 395170 3.6703963 791588 3.6707013 470651 3.6774108 916339 3.6786683 991172 3.6846516 662701 3.6884677 568799 3.68923 713138 3.6896753 164891 3.6903634 42386 3.6909826 89972 3.6992531 820951 3.7011769 427839 3.7054455 985486 3.7101347 765200 3.7104042 385429 3.7118881 701204 3.7134297 95964 3.7139983 256484 3.7172563 737248 3.7181773 257071 3.7212718 123462 3.7221379 257651 3.7244313 680608 3.7253692 933375 3.7292337 570632 3.729701 944705 3.7369711 424181 3.7374458 984741 3.7432961 413569 3.744566 676468 3.7448628 841286 3.7459948 494561 3.7460449 706048 3.7467227 606691 3.7499995 779786 3.7539456 47946 3.7550728 746639 3.7552004 675682 3.7557657 19037 3.7558758 409313 3.7563133 234843 3.7609825 843619 3.7629457 47805 3.7694771 103771 3.7703285 710528 3.7757907 174169 3.7791941 769847 3.7792978 364206 3.7797513 6945 3.7803183 222214 3.7807071 874743 3.7825475 916638 3.7837071 469169 3.7842133 910513 3.7848651 499090 3.7850664 349899 3.7870142 520201 3.7880208 725355 3.7918692 504356 3.7919288 57064 3.7920191 280393 3.7921848 662936 3.7923632 355949 3.792866 106134 3.7933691 908757 3.7948425 939061 3.7960124 669438 3.7971997 950267 3.7974846 236126 3.7988019 777815 3.8009975 259674 3.8018675 +Q 996: 325781 0.60251296 603116 3.5433929 268181 3.5747256 660734 3.5825241 844978 3.6148815 466750 3.6197431 149330 3.632535 573204 3.6480811 919718 3.6557415 76881 3.6572158 175726 3.6615958 812350 3.664248 179565 3.6945922 683760 3.6958573 579467 3.7054524 313144 3.7063694 632174 3.7091212 991718 3.7251117 83611 3.7314031 457664 3.7322509 215530 3.7335377 646532 3.7364912 969278 3.7394817 535343 3.7420671 901445 3.7467568 5154 3.7573853 974710 3.7685246 901554 3.7685959 361419 3.7885258 203707 3.7968802 425268 3.7995427 500605 3.8007665 784493 3.8008921 312947 3.8085313 590434 3.8096163 833194 3.8110092 307236 3.8159091 599986 3.8162897 740533 3.8195884 996111 3.8248961 263759 3.8398666 124215 3.8452647 755515 3.847321 989132 3.8522425 890402 3.8524015 290053 3.8526342 741205 3.8547695 47420 3.8568587 651075 3.8601201 752561 3.8602393 33333 3.8629184 957114 3.8653574 415954 3.8669159 194272 3.8701859 722278 3.8703599 494416 3.8736267 651654 3.8743539 281252 3.8743916 477664 3.874603 851548 3.8802128 126767 3.8820462 203409 3.8824849 327473 3.8831205 232373 3.8842816 682594 3.8861215 36399 3.8895659 312657 3.8931932 275065 3.8934469 341468 3.8946133 540396 3.8950717 918030 3.8952506 192041 3.8961542 976505 3.8981328 868345 3.90137 487516 3.9025354 500284 3.9029551 349546 3.9045703 459285 3.9049952 79328 3.9057949 260517 3.9076664 767286 3.9079065 526196 3.9102509 836251 3.9147272 392634 3.9147632 4818 3.9173832 896013 3.9183726 317777 3.9269438 53287 3.9286652 80267 3.9296241 503200 3.9332275 337458 3.9340892 599656 3.9341235 766006 3.9353549 923613 3.9389224 627368 3.9396963 129537 3.9407022 713527 3.9430437 76988 3.9456625 144316 3.9509017 346384 3.9557669 +Q 997: 934761 0.5301283 179225 3.2925177 302445 3.3768921 80322 3.4308281 132958 3.4352617 476285 3.4385593 694326 3.4436357 771565 3.4475403 639771 3.4493377 649541 3.4584954 947994 3.4620359 383812 3.4653399 711574 3.4763818 11093 3.4813418 983242 3.4923158 536993 3.4944522 961559 3.4969063 899919 3.4982407 666443 3.4990695 87186 3.4999413 861541 3.503427 280924 3.5074234 815470 3.5081952 205552 3.515655 834222 3.5221379 431752 3.5222509 178744 3.5254257 647194 3.5258951 309725 3.5348763 210115 3.5360522 568959 3.5481496 272560 3.5485306 640566 3.550106 854920 3.5507872 595101 3.5540485 699403 3.5548153 843319 3.5560803 137496 3.5593095 4660 3.561964 166149 3.5628324 580456 3.5664325 537508 3.5696929 207737 3.571429 572904 3.5715303 692332 3.5716 284684 3.5723753 46307 3.5758903 447317 3.5759039 836917 3.5781052 103726 3.5797868 340060 3.5872724 63663 3.595896 263465 3.5979042 101281 3.5985265 844768 3.5999043 193402 3.6012075 357096 3.6024306 534779 3.6030641 672785 3.6037974 137448 3.6067817 600004 3.6097543 72286 3.6108918 777053 3.6122365 290925 3.6129453 793594 3.6149261 342166 3.616734 704663 3.6191652 682983 3.6211607 941289 3.6214128 701450 3.6217875 344373 3.6229565 358494 3.623508 387462 3.6235776 470129 3.6256082 951963 3.6261034 26244 3.6274006 345459 3.6278203 201258 3.6278968 268853 3.630161 991789 3.6302211 290442 3.6329789 930929 3.6336586 123963 3.634516 334270 3.6370313 379818 3.6371047 824214 3.637183 759128 3.6381872 903000 3.6400037 860577 3.641197 257246 3.6424558 227063 3.6453896 395899 3.6455519 631886 3.6503944 374220 3.6505604 857153 3.6508982 901783 3.652343 484105 3.6537712 107245 3.6552761 195466 3.6589444 210709 3.6596868 +Q 998: 108887 3.2566862 338007 3.3439126 537760 3.3712494 299621 3.3744314 448876 3.3807747 816257 3.4083672 724788 3.4134276 793527 3.41798 173236 3.425976 688727 3.4289474 677014 3.4391921 143214 3.4393096 972026 3.4469965 847204 3.4686668 627817 3.4752998 743172 3.4780889 955966 3.4819813 846136 3.4943705 207711 3.4980884 862597 3.5154126 309867 3.5157766 402034 3.5224757 145450 3.5237694 313178 3.5316362 229132 3.5337272 515912 3.5390587 309961 3.5410063 113789 3.5419598 67408 3.543786 773365 3.5441453 626424 3.5480103 173287 3.5531485 970952 3.5617537 103348 3.5671847 762667 3.5685081 360375 3.5713029 322127 3.575068 336340 3.5753448 416472 3.5797913 594715 3.5808496 79671 3.5833697 380904 3.5867972 38418 3.5869806 672555 3.5872972 44628 3.5923257 93497 3.5966527 182111 3.5968521 920583 3.601048 555143 3.6057651 191860 3.6062436 8809 3.6095979 67553 3.6101942 112574 3.6105814 992981 3.6130235 263134 3.6137502 234328 3.6145773 828320 3.6247523 591767 3.6258426 732328 3.6282322 205883 3.6325727 403703 3.6333594 712891 3.6340516 744871 3.6373246 33707 3.6393008 755924 3.6417484 489681 3.6471891 707214 3.6474557 293276 3.6483476 638087 3.6486049 651360 3.6505115 725598 3.6545203 233263 3.6545768 728446 3.6553407 257740 3.6557429 806989 3.6565778 332034 3.6575713 324595 3.6591859 31857 3.6593542 630788 3.6612248 228398 3.6616075 964421 3.6622128 680457 3.6640048 513971 3.6641977 379512 3.6654062 816101 3.6672533 639572 3.6673017 378411 3.6694622 209447 3.6707034 423347 3.676321 433038 3.6777601 61827 3.6790845 342088 3.6798556 805160 3.6805084 159977 3.6813178 308534 3.6875358 304409 3.6899254 699193 3.6910324 868013 3.691668 35854 3.6932263 349226 3.6935 +Q 999: 220474 0.60258466 967235 3.5171657 317055 3.6349599 271207 3.6421463 862892 3.6493506 631260 3.6854718 171938 3.6944284 573056 3.7033944 817082 3.7094364 116699 3.7155578 289024 3.72527 925149 3.736762 409739 3.7398205 486034 3.7452347 490074 3.7522759 506144 3.7593188 700105 3.7601762 7378 3.7625258 545749 3.7684689 84201 3.7745423 559867 3.7848849 395021 3.7879949 332806 3.7947445 501324 3.7966106 792375 3.7984803 709209 3.8076251 488565 3.8082049 648452 3.8112383 750139 3.8310642 68015 3.8337202 257096 3.8356552 611213 3.8373213 81347 3.8375156 105946 3.838676 490263 3.8391905 873527 3.8426738 905324 3.8502333 852743 3.8563187 299661 3.8570828 827562 3.861589 133981 3.8618367 982459 3.8663447 257720 3.8673465 65464 3.8688459 362026 3.8692317 279745 3.8734043 811583 3.8764606 665390 3.8781576 23555 3.8796232 694865 3.8823504 782631 3.8826847 95504 3.8841703 689097 3.8845611 749185 3.8886528 393996 3.8898854 535566 3.8936489 256454 3.8938062 822897 3.8968058 223995 3.897588 605935 3.8994844 441231 3.9023144 500924 3.9024978 497473 3.9033163 242576 3.9043276 893555 3.9128473 85747 3.9144924 870101 3.9156098 794217 3.9179394 236156 3.919579 437527 3.9226177 905474 3.9284103 481804 3.9299245 274265 3.9300163 982450 3.9309235 778853 3.9315977 52285 3.9348919 610091 3.9358578 228843 3.9368558 899084 3.9380529 807046 3.9424989 835795 3.9435017 980487 3.9437375 982082 3.9441757 858562 3.9459443 844416 3.9461546 626522 3.9464495 298050 3.9484606 717938 3.9539261 650192 3.9541442 267116 3.9547999 575306 3.9558914 421220 3.9574635 511045 3.9590499 988417 3.9642684 998653 3.9719539 667442 3.9726055 278576 3.9754829 115275 3.9774358 352985 3.9774969 965704 3.9776087 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b512/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b512/perf.log" new file mode 100644 index 00000000..680a9e4a --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b512/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 100 1000000 128 100 0.000 136.606 732.0 68.2843 69.8637 68.2843 1.24 GB 14381.505 105.3 +ivf_flat 1000 1000000 128 100 0.000 12.351 80964.6 6.1663 6.4633 6.1663 0.89 GB 14381.505 1164.4 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b512/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b512/quality.log" new file mode 100644 index 00000000..1cba7e73 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b512/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.019220 +id_match_ratio=0.019220 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=98078 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b512/result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b512/result.txt" new file mode 100644 index 00000000..e889305c --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np1_b512/result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=ivf_flat metric=l2 num_queries=1000 top_k=100 +Q 0: 275594 0.57277745 13696 3.2221193 770360 3.2804844 45050 3.3654776 749513 3.3657978 839174 3.3796086 287603 3.3811731 236240 3.3868151 534676 3.3909199 345080 3.3921554 916435 3.3982847 638518 3.4035971 112609 3.414953 243661 3.4467421 959283 3.4641421 229901 3.4658518 686790 3.469871 494670 3.472461 629462 3.4726498 566424 3.4887118 951205 3.4905396 884106 3.493335 798559 3.4939556 375629 3.499347 246042 3.4993696 26324 3.5260828 113745 3.5320253 884570 3.5331802 748437 3.5363023 126683 3.5468006 996620 3.5481982 403276 3.5525348 405667 3.5540161 571758 3.5584378 976 3.5625362 101903 3.5769784 70456 3.5818689 769137 3.5870979 931126 3.5965202 907760 3.6029079 133393 3.603189 753206 3.6110144 716052 3.6112862 269948 3.6146898 519657 3.6151397 695469 3.6188011 231638 3.6228881 35915 3.631582 259571 3.6399403 605980 3.6419775 85821 3.6518934 802410 3.6538851 970834 3.6553535 256257 3.6602571 728414 3.6619906 972579 3.6622515 223791 3.6640165 792589 3.6747825 179212 3.6751227 28274 3.6801183 292390 3.6831069 166294 3.6845419 97825 3.6879997 32142 3.6906714 268666 3.6949408 290261 3.6977494 271946 3.70151 783535 3.7103956 770780 3.7121136 912746 3.7129142 735725 3.714648 178144 3.7158704 802344 3.7163961 531953 3.7177384 147207 3.7194819 89684 3.7197094 331075 3.720185 767659 3.7258539 63415 3.7278118 842503 3.727864 225916 3.7289279 268923 3.731087 960655 3.732703 702967 3.7354023 991931 3.7394712 392590 3.7412324 381843 3.7442098 161896 3.7469721 874502 3.7541358 832114 3.7543225 278566 3.7559767 673353 3.7585986 731437 3.7597125 460638 3.7650046 647433 3.767684 583292 3.7693486 647752 3.7741251 361340 3.7778053 128419 3.7837923 983344 3.7881892 +Q 1: 303703 0.5239895 480633 3.2211471 212833 3.2922301 30269 3.327143 416104 3.349896 11651 3.3697624 266617 3.3977754 824748 3.4003112 957137 3.4200554 563269 3.4212625 153418 3.42382 224044 3.436125 363080 3.4446976 14246 3.4473138 684704 3.4564285 244868 3.4564471 592007 3.4592738 926851 3.4618909 912914 3.4663522 151464 3.4747326 413986 3.4763327 357658 3.4780831 594554 3.483676 534144 3.4838536 662821 3.4839435 30632 3.4859061 311134 3.4880416 2925 3.5003834 812128 3.500983 278193 3.509696 500341 3.5116794 829043 3.5119739 631272 3.513994 447951 3.5177028 741632 3.5179064 809030 3.5193424 923210 3.5307033 827577 3.5362942 921333 3.5384271 637872 3.5450869 323718 3.5479696 836628 3.5479836 22085 3.5521202 163887 3.5550349 422440 3.5577531 933705 3.5598683 840375 3.560704 685021 3.5647058 944751 3.5652018 507599 3.5657563 818807 3.5691392 149363 3.5722435 253540 3.574558 493761 3.5751355 426423 3.5764935 513461 3.578676 500218 3.5796778 960687 3.5818481 163223 3.5828519 840172 3.5836518 336360 3.5850837 808295 3.5855243 149696 3.586427 57009 3.5889239 982231 3.5965931 576707 3.5971999 558170 3.5978014 391306 3.5983598 227158 3.60021 878048 3.6011763 716298 3.6014884 885076 3.6059029 987131 3.6076372 140514 3.6078267 629247 3.6116984 356106 3.6123359 24783 3.6140599 894122 3.616051 169778 3.6163356 96653 3.6192374 412120 3.6198897 525462 3.6207986 895640 3.6240814 828541 3.6243296 532316 3.6248746 10164 3.6276956 698915 3.6294632 949292 3.6295488 352087 3.6306918 789235 3.6318307 64157 3.6333618 161008 3.6338265 256985 3.6348255 579455 3.6399908 752445 3.6419163 496479 3.6430244 407019 3.6432965 397580 3.6441674 569988 3.644433 74281 3.645359 +Q 2: 659714 0.53363925 763894 3.5219891 266761 3.5739641 938496 3.6034503 843275 3.6224632 550460 3.6261606 398093 3.6406538 153338 3.6410875 744202 3.6448953 103000 3.6449833 827862 3.6496561 710297 3.652689 366354 3.6549249 368291 3.6556082 432109 3.6782701 983092 3.6917439 610369 3.6989017 456520 3.7009766 814433 3.7110152 588075 3.7198136 408287 3.7260656 598198 3.7264559 230604 3.7407441 700383 3.76057 981924 3.7728283 321710 3.7759366 340436 3.7763147 607099 3.7792029 451739 3.7794261 838987 3.785497 534915 3.7902923 388509 3.7906506 907605 3.7971442 205173 3.7973964 310508 3.8026423 568115 3.8148174 143212 3.8157907 389220 3.8187084 534782 3.8195424 470188 3.8236928 488008 3.8251233 44122 3.8289943 557235 3.8388259 521921 3.8529155 25680 3.8567724 309572 3.8570938 339467 3.8583417 915807 3.8743503 849067 3.8794749 911010 3.8870704 349845 3.8901503 312611 3.8937507 299656 3.8943362 165126 3.895617 187581 3.9063659 601612 3.9113793 561532 3.9143064 344618 3.9158993 228220 3.9246693 450453 3.9277964 328608 3.9331381 718471 3.9433303 15727 3.9464722 67913 3.9485517 919158 3.9490938 10471 3.9562209 356765 3.956872 935536 3.9595916 50042 3.9630141 327693 3.9688523 247452 3.9700963 485344 3.9719872 174927 3.9908943 585821 3.9928434 272928 4.0001197 135801 4.001193 683164 4.0032921 964314 4.0036778 290088 4.004447 746432 4.0055523 190155 4.006897 405192 4.0078411 552778 4.0172458 782325 4.0192866 741645 4.0269885 410704 4.0318117 772009 4.0387359 254113 4.040164 106514 4.0407858 154013 4.0409446 893919 4.0427375 101623 4.0484834 429844 4.0507612 437574 4.0516057 324262 4.0595288 555465 4.061718 62570 4.0654173 870980 4.0665951 709597 4.0762973 779668 4.0838718 +Q 3: 769561 0.55021656 177351 3.4563618 991910 3.5911617 577272 3.5942709 913468 3.6053879 440177 3.6121905 661165 3.6166487 558601 3.6171892 638952 3.6509016 621303 3.650944 87357 3.6531761 330295 3.6541495 824271 3.6564043 30397 3.6770072 761825 3.6889811 614829 3.6932771 636103 3.695317 394781 3.7010479 564766 3.7018871 117504 3.7050898 134208 3.7107301 913376 3.7192681 310520 3.7231138 181533 3.736418 308626 3.738714 140730 3.742651 732257 3.7431641 918447 3.7497787 135834 3.7508402 309339 3.757961 121712 3.7650974 553481 3.7698851 41749 3.7699225 642233 3.770071 340670 3.7739894 288284 3.7805934 163780 3.8027666 501127 3.8063748 429755 3.81354 156833 3.820893 429962 3.8225675 286319 3.823488 248574 3.8275678 383114 3.835176 137508 3.8382585 545128 3.8382618 687710 3.8409472 537374 3.8514495 594003 3.8521974 282858 3.8524451 199857 3.8572228 541910 3.868546 100298 3.8789799 659641 3.881635 62369 3.8819163 746853 3.8835614 787228 3.8843577 601825 3.8870811 100821 3.8907092 551624 3.8917582 216190 3.8951645 192930 3.8957639 796074 3.900944 882632 3.9127147 302976 3.9170704 581283 3.9216161 386562 3.9227779 46241 3.9260755 227431 3.926259 426112 3.9356081 80528 3.9392915 56032 3.9442477 196071 3.9461391 865712 3.949873 717656 3.9560237 304183 3.9575112 937091 3.9581568 471879 3.9590335 430129 3.9621103 602910 3.9671748 763898 3.9688907 198432 3.9772623 71852 3.9820356 981661 3.9820507 766956 3.9857671 86258 3.9878552 391686 3.989522 90728 3.9923632 496183 3.9978344 581460 4.0033393 516221 4.0107999 382484 4.0132418 679316 4.0145946 618896 4.0165224 530458 4.0172539 669559 4.0184608 582423 4.0202942 597323 4.0249362 327679 4.0294762 978083 4.0321527 +Q 4: 522350 0.58862907 305854 3.4308805 771503 3.4552789 756350 3.4595475 4128 3.4811811 919303 3.4903622 779788 3.5137815 170877 3.5147681 849370 3.5380545 920673 3.5407071 131443 3.5465066 469453 3.5482402 359666 3.5510995 516371 3.5511341 453358 3.5515342 790498 3.553108 783092 3.5591416 567860 3.559783 524450 3.5628581 103969 3.5671849 463161 3.5713019 765745 3.5758297 272922 3.5969136 178358 3.6014397 308443 3.6070375 618988 3.6077604 841786 3.6166804 523263 3.6180186 445946 3.6279571 461999 3.6376424 270412 3.6383479 872100 3.6415474 749710 3.6478174 173686 3.6520956 799194 3.6527264 417986 3.6537817 93850 3.6581242 818960 3.6615248 820943 3.6629634 634315 3.6639736 895305 3.6642363 977962 3.6687274 214700 3.6689715 870041 3.6695373 209702 3.6770678 474702 3.6781273 444175 3.6797371 648020 3.680377 760863 3.6841037 660961 3.6862621 6962 3.6911602 518731 3.6919045 153115 3.6929963 312469 3.6975379 588034 3.6989803 201689 3.6994669 554857 3.7000837 452679 3.7002811 837686 3.7007029 638269 3.7013509 799234 3.7066875 547596 3.7070272 759768 3.7092166 226423 3.713778 557652 3.7140965 471885 3.7156205 939960 3.7158475 131133 3.7166018 961056 3.7190008 639623 3.7204516 288593 3.7225106 235876 3.7256787 451678 3.7310133 815589 3.7319071 511507 3.7388277 96620 3.7398901 376369 3.7421901 539109 3.7443302 939600 3.7446208 70348 3.7450545 694284 3.7468162 147803 3.7470934 874446 3.748446 398351 3.7486093 773457 3.752269 153204 3.7524498 205158 3.7531397 897018 3.7542934 322800 3.7578602 899024 3.759697 621753 3.7599931 289724 3.7608995 602826 3.7645466 782076 3.7653561 800903 3.7669203 760859 3.7672148 826055 3.7739789 502012 3.7756939 141106 3.7768905 133780 3.779099 +Q 5: 670021 0.56717551 455421 3.428477 739285 3.4412019 262614 3.4498198 815057 3.4605279 84789 3.4847014 564077 3.4871798 65528 3.553616 86499 3.5849917 106423 3.6037216 304505 3.6058805 26442 3.6169593 713853 3.6232319 431939 3.6283467 419013 3.6299694 451479 3.6413484 287443 3.6436706 77805 3.6460533 661594 3.6568182 533329 3.6569991 168392 3.6620934 603871 3.6689332 179439 3.6692317 886154 3.6750171 66300 3.6764979 706570 3.7056372 493726 3.7169192 480304 3.7189319 740010 3.7189481 463551 3.7237377 531133 3.7295582 236004 3.7403364 905520 3.74563 950110 3.7507484 490691 3.7511535 715907 3.7584813 558986 3.7671783 922753 3.776751 49946 3.783895 730194 3.7857864 237263 3.7857916 391325 3.792362 196158 3.7953813 766706 3.7981234 980672 3.8023448 245623 3.808157 936274 3.8146274 562601 3.8151662 875190 3.8188753 890090 3.8215985 545 3.8255577 983594 3.8282475 691278 3.828995 117366 3.8322034 966655 3.832669 121888 3.8361998 711987 3.8369884 399756 3.8369946 533534 3.843523 619046 3.8528993 89808 3.8539667 653765 3.863946 752927 3.8646872 269181 3.8650372 575000 3.8660452 374570 3.8722293 511861 3.885951 289569 3.8913743 253536 3.8960617 667297 3.9004588 394189 3.9057474 795616 3.9166224 788668 3.9255977 290785 3.9256372 258769 3.9278121 315111 3.9286332 56587 3.9373338 671379 3.9389982 678094 3.9461284 743439 3.9486225 462598 3.9515727 335493 3.9532084 279897 3.9535389 505574 3.9585292 184072 3.9659717 623374 3.9678035 911939 3.9729393 346296 3.9735594 58761 3.983947 94362 3.9867387 480482 3.9921188 945428 3.9930394 785854 3.9945314 750429 3.9954276 524602 3.9970016 649477 4.0038576 796992 4.0055332 371182 4.0095577 167752 4.0131159 914261 4.013412 +Q 6: 621586 0.52197427 730956 3.1587219 125002 3.1861682 796287 3.1862257 997963 3.2013998 768191 3.2045009 423644 3.2174854 925017 3.2176502 640373 3.2299328 42750 3.2450001 157235 3.2790422 124399 3.2805197 270817 3.2817702 72000 3.2925568 765928 3.2987924 105451 3.3048644 666259 3.3103995 217070 3.3133214 701102 3.318558 627378 3.3199608 338164 3.3211193 299303 3.3214335 308546 3.3226099 189112 3.3316314 996328 3.3405721 432123 3.3446198 975167 3.3463283 921199 3.3474953 726432 3.3570616 778411 3.3623087 689382 3.3624644 518255 3.3627958 55443 3.3633676 635424 3.3635983 849488 3.3653331 47109 3.3654189 192510 3.369854 982114 3.3727894 729414 3.3748987 540959 3.3763268 36333 3.3778846 809328 3.3792524 974010 3.3808668 204029 3.3857126 146025 3.3898726 397650 3.3914199 376492 3.393065 77039 3.3934171 181193 3.3939199 108130 3.3945787 593565 3.3972411 405654 3.3993762 479325 3.399776 512145 3.4069471 753085 3.4069855 186905 3.4076972 392992 3.4101408 739772 3.4138031 841612 3.4152198 13855 3.4187562 732265 3.4213288 820669 3.4281332 886724 3.4338741 673605 3.4338915 682025 3.4361477 465703 3.4423354 294929 3.4452279 835995 3.4463031 377539 3.4474378 468189 3.4482338 221997 3.4484911 763796 3.4516478 35138 3.4535789 785282 3.4538295 135167 3.4542272 919235 3.4557722 611106 3.4561937 661823 3.4576399 381550 3.4585891 212365 3.4589434 102746 3.4591742 586705 3.4593058 783110 3.4617913 273019 3.4621036 935949 3.4622524 539466 3.4681039 493163 3.4692543 556041 3.4699001 543231 3.4705269 60870 3.4734392 340691 3.4736304 973253 3.4740424 513500 3.4746168 33144 3.4747124 484935 3.476361 647348 3.4777174 231455 3.4781423 221717 3.4788606 468439 3.481431 182335 3.4818146 +Q 7: 564599 0.55385369 250136 3.4423184 595267 3.4783409 799013 3.5158191 87874 3.5363026 714556 3.5728362 118117 3.5854008 245301 3.5887959 233659 3.5899482 680824 3.5951602 845344 3.6079473 517638 3.6146743 818610 3.6147912 217304 3.6155031 263902 3.625962 828775 3.6365571 711960 3.6444354 854904 3.647155 805166 3.6472611 337978 3.6533995 682262 3.6547921 453438 3.6615593 938063 3.6696048 546221 3.6737485 46032 3.6765091 67343 3.677696 336811 3.6845136 830638 3.6936879 26113 3.6957438 5679 3.7028015 467096 3.7159843 373792 3.7173176 594490 3.7207496 764356 3.7219462 482886 3.7242222 666373 3.7244046 471532 3.7260306 195513 3.7268422 972123 3.7279923 777251 3.7331769 272326 3.7359138 731369 3.7396955 13038 3.7409937 272368 3.7460551 222753 3.7488072 831705 3.7508028 126593 3.7509358 455640 3.7542295 86565 3.7543471 110480 3.7601426 882967 3.7606936 375718 3.7644935 205702 3.764571 755599 3.7669616 564399 3.7673094 810558 3.7697678 471099 3.7722256 226450 3.7738655 568094 3.7851899 120860 3.7856236 900566 3.7868869 219167 3.7880785 7179 3.7888298 610754 3.7937076 536746 3.7946596 145939 3.7971206 464610 3.7972505 213072 3.7996271 826825 3.7999213 863434 3.8160889 225102 3.8161242 935447 3.8182847 986591 3.8204319 838177 3.8227992 54279 3.8228161 777742 3.8256235 750454 3.8316202 756943 3.8329098 918577 3.8337567 169911 3.8369751 543288 3.8382602 935580 3.8397956 392613 3.8399694 867598 3.8413329 534 3.8417618 523736 3.8510387 22900 3.8511255 542721 3.8529747 531818 3.8562186 299056 3.8580761 223299 3.8581212 6734 3.8604774 854747 3.8610859 280184 3.8614881 558865 3.8620121 481331 3.8633544 500296 3.8639348 186899 3.8651307 914722 3.8710887 297829 3.8714688 +Q 8: 973883 0.576581 338289 3.3638878 118467 3.408994 452337 3.4375317 286844 3.4466712 256072 3.4547155 79731 3.4610748 764986 3.4664242 519623 3.4820344 393653 3.5480084 568890 3.5481086 660469 3.5535161 280404 3.5605078 527618 3.5628972 871326 3.5633862 721701 3.5690455 716233 3.5695083 823354 3.5724881 162781 3.5815871 580208 3.5839725 63816 3.5870402 709295 3.5891409 165206 3.592247 119205 3.5922778 368106 3.5947893 783088 3.6006727 57411 3.6100159 761480 3.6128368 546872 3.6158679 275953 3.6196711 438811 3.6210282 435709 3.6231995 538205 3.6250594 525192 3.6268733 456237 3.6313207 413919 3.632915 800772 3.6350732 196897 3.6360698 894577 3.646975 122252 3.6471317 84740 3.6471691 419020 3.6497395 973162 3.65465 216255 3.6546667 586482 3.6574097 502479 3.6610267 754894 3.6623189 549546 3.6627531 710305 3.6633515 766606 3.6640363 71673 3.6649241 866829 3.6678479 822318 3.671648 326520 3.6725752 473828 3.6726608 839193 3.6738513 948368 3.6751351 858652 3.6837738 710495 3.6840429 244166 3.6843903 689339 3.6861279 954404 3.6873407 262815 3.6886179 266178 3.6894457 278771 3.689975 200545 3.6900945 363745 3.690532 952113 3.6925428 200963 3.6926143 826801 3.6933103 655324 3.6954556 115071 3.6968536 7855 3.6981108 238669 3.6983154 352088 3.7005079 529443 3.7012777 261275 3.7024059 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3.8981328 868345 3.90137 487516 3.9025354 500284 3.9029551 349546 3.9045703 459285 3.9049952 79328 3.9057949 260517 3.9076664 767286 3.9079065 526196 3.9102509 836251 3.9147272 392634 3.9147632 4818 3.9173832 896013 3.9183726 317777 3.9269438 53287 3.9286652 80267 3.9296241 503200 3.9332275 337458 3.9340892 599656 3.9341235 766006 3.9353549 923613 3.9389224 627368 3.9396963 129537 3.9407022 713527 3.9430437 76988 3.9456625 144316 3.9509017 346384 3.9557669 +Q 997: 934761 0.5301283 179225 3.2925177 302445 3.3768921 80322 3.4308281 132958 3.4352617 476285 3.4385593 694326 3.4436357 771565 3.4475403 639771 3.4493377 649541 3.4584954 947994 3.4620359 383812 3.4653399 711574 3.4763818 11093 3.4813418 983242 3.4923158 536993 3.4944522 961559 3.4969063 899919 3.4982407 666443 3.4990695 87186 3.4999413 861541 3.503427 280924 3.5074234 815470 3.5081952 205552 3.515655 834222 3.5221379 431752 3.5222509 178744 3.5254257 647194 3.5258951 309725 3.5348763 210115 3.5360522 568959 3.5481496 272560 3.5485306 640566 3.550106 854920 3.5507872 595101 3.5540485 699403 3.5548153 843319 3.5560803 137496 3.5593095 4660 3.561964 166149 3.5628324 580456 3.5664325 537508 3.5696929 207737 3.571429 572904 3.5715303 692332 3.5716 284684 3.5723753 46307 3.5758903 447317 3.5759039 836917 3.5781052 103726 3.5797868 340060 3.5872724 63663 3.595896 263465 3.5979042 101281 3.5985265 844768 3.5999043 193402 3.6012075 357096 3.6024306 534779 3.6030641 672785 3.6037974 137448 3.6067817 600004 3.6097543 72286 3.6108918 777053 3.6122365 290925 3.6129453 793594 3.6149261 342166 3.616734 704663 3.6191652 682983 3.6211607 941289 3.6214128 701450 3.6217875 344373 3.6229565 358494 3.623508 387462 3.6235776 470129 3.6256082 951963 3.6261034 26244 3.6274006 345459 3.6278203 201258 3.6278968 268853 3.630161 991789 3.6302211 290442 3.6329789 930929 3.6336586 123963 3.634516 334270 3.6370313 379818 3.6371047 824214 3.637183 759128 3.6381872 903000 3.6400037 860577 3.641197 257246 3.6424558 227063 3.6453896 395899 3.6455519 631886 3.6503944 374220 3.6505604 857153 3.6508982 901783 3.652343 484105 3.6537712 107245 3.6552761 195466 3.6589444 210709 3.6596868 +Q 998: 108887 3.2566862 338007 3.3439126 537760 3.3712494 299621 3.3744314 448876 3.3807747 816257 3.4083672 724788 3.4134276 793527 3.41798 173236 3.425976 688727 3.4289474 677014 3.4391921 143214 3.4393096 972026 3.4469965 847204 3.4686668 627817 3.4752998 743172 3.4780889 955966 3.4819813 846136 3.4943705 207711 3.4980884 862597 3.5154126 309867 3.5157766 402034 3.5224757 145450 3.5237694 313178 3.5316362 229132 3.5337272 515912 3.5390587 309961 3.5410063 113789 3.5419598 67408 3.543786 773365 3.5441453 626424 3.5480103 173287 3.5531485 970952 3.5617537 103348 3.5671847 762667 3.5685081 360375 3.5713029 322127 3.575068 336340 3.5753448 416472 3.5797913 594715 3.5808496 79671 3.5833697 380904 3.5867972 38418 3.5869806 672555 3.5872972 44628 3.5923257 93497 3.5966527 182111 3.5968521 920583 3.601048 555143 3.6057651 191860 3.6062436 8809 3.6095979 67553 3.6101942 112574 3.6105814 992981 3.6130235 263134 3.6137502 234328 3.6145773 828320 3.6247523 591767 3.6258426 732328 3.6282322 205883 3.6325727 403703 3.6333594 712891 3.6340516 744871 3.6373246 33707 3.6393008 755924 3.6417484 489681 3.6471891 707214 3.6474557 293276 3.6483476 638087 3.6486049 651360 3.6505115 725598 3.6545203 233263 3.6545768 728446 3.6553407 257740 3.6557429 806989 3.6565778 332034 3.6575713 324595 3.6591859 31857 3.6593542 630788 3.6612248 228398 3.6616075 964421 3.6622128 680457 3.6640048 513971 3.6641977 379512 3.6654062 816101 3.6672533 639572 3.6673017 378411 3.6694622 209447 3.6707034 423347 3.676321 433038 3.6777601 61827 3.6790845 342088 3.6798556 805160 3.6805084 159977 3.6813178 308534 3.6875358 304409 3.6899254 699193 3.6910324 868013 3.691668 35854 3.6932263 349226 3.6935 +Q 999: 220474 0.60258466 967235 3.5171657 317055 3.6349599 271207 3.6421463 862892 3.6493506 631260 3.6854718 171938 3.6944284 573056 3.7033944 817082 3.7094364 116699 3.7155578 289024 3.72527 925149 3.736762 409739 3.7398205 486034 3.7452347 490074 3.7522759 506144 3.7593188 700105 3.7601762 7378 3.7625258 545749 3.7684689 84201 3.7745423 559867 3.7848849 395021 3.7879949 332806 3.7947445 501324 3.7966106 792375 3.7984803 709209 3.8076251 488565 3.8082049 648452 3.8112383 750139 3.8310642 68015 3.8337202 257096 3.8356552 611213 3.8373213 81347 3.8375156 105946 3.838676 490263 3.8391905 873527 3.8426738 905324 3.8502333 852743 3.8563187 299661 3.8570828 827562 3.861589 133981 3.8618367 982459 3.8663447 257720 3.8673465 65464 3.8688459 362026 3.8692317 279745 3.8734043 811583 3.8764606 665390 3.8781576 23555 3.8796232 694865 3.8823504 782631 3.8826847 95504 3.8841703 689097 3.8845611 749185 3.8886528 393996 3.8898854 535566 3.8936489 256454 3.8938062 822897 3.8968058 223995 3.897588 605935 3.8994844 441231 3.9023144 500924 3.9024978 497473 3.9033163 242576 3.9043276 893555 3.9128473 85747 3.9144924 870101 3.9156098 794217 3.9179394 236156 3.919579 437527 3.9226177 905474 3.9284103 481804 3.9299245 274265 3.9300163 982450 3.9309235 778853 3.9315977 52285 3.9348919 610091 3.9358578 228843 3.9368558 899084 3.9380529 807046 3.9424989 835795 3.9435017 980487 3.9437375 982082 3.9441757 858562 3.9459443 844416 3.9461546 626522 3.9464495 298050 3.9484606 717938 3.9539261 650192 3.9541442 267116 3.9547999 575306 3.9558914 421220 3.9574635 511045 3.9590499 988417 3.9642684 998653 3.9719539 667442 3.9726055 278576 3.9754829 115275 3.9774358 352985 3.9774969 965704 3.9776087 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b128/perf.log" new file mode 100644 index 00000000..38d2cfc9 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 100 1000000 128 100 0.000 137.049 729.7 68.5051 69.9208 68.5051 1.24 GB 14376.222 104.9 +ivf_flat 1000 1000000 128 100 0.000 16.532 60489.0 2.0350 2.3919 2.0592 0.88 GB 14376.222 869.6 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b128/quality.log" new file mode 100644 index 00000000..be199f1a --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.043800 +id_match_ratio=0.043800 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=95620 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b128/result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b128/result.txt" new file mode 100644 index 00000000..a1c7a059 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b128/result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=ivf_flat metric=l2 num_queries=1000 top_k=100 +Q 0: 275594 0.57277745 68087 3.178201 13696 3.2221193 61976 3.2568483 770360 3.2804844 514401 3.3289564 624853 3.3339131 969681 3.3360972 396212 3.3571751 45050 3.3654776 779281 3.3655508 749513 3.3657978 839174 3.3796086 287603 3.3811731 236240 3.3868151 167431 3.3871577 534676 3.3909199 345080 3.3921554 636999 3.3948009 78997 3.3974719 916435 3.3982847 639264 3.4011755 986136 3.4029212 638518 3.4035971 112609 3.414953 18926 3.428561 254091 3.4361081 49010 3.4465799 243661 3.4467421 98811 3.4467962 971274 3.4487598 243808 3.4582136 959283 3.4641421 229901 3.4658518 686790 3.469871 529126 3.4703443 571667 3.470865 494670 3.472461 629462 3.4726498 125384 3.4846444 610175 3.4855039 231328 3.4878283 566424 3.4887118 317030 3.490478 951205 3.4905396 884106 3.493335 798559 3.4939556 32459 3.4986238 375629 3.499347 246042 3.4993696 222710 3.5066879 413171 3.5077384 306038 3.5096235 354152 3.5120397 267176 3.5124168 816018 3.514879 133817 3.5162132 495634 3.5174475 61541 3.5189331 723117 3.5208836 629699 3.5242515 514869 3.525353 26324 3.5260828 113745 3.5320253 884570 3.5331802 846011 3.534101 748437 3.5363023 35178 3.5373399 388375 3.5445106 158407 3.5448582 739102 3.5454783 910078 3.546541 126683 3.5468006 856762 3.5474133 882968 3.5477331 109320 3.5479419 996620 3.5481982 433838 3.5488317 221561 3.5492527 403276 3.5525348 735606 3.5536642 405667 3.5540161 571758 3.5584378 831260 3.5594332 433557 3.5609927 976 3.5625362 729603 3.5626092 452394 3.563318 978312 3.5635242 352813 3.568614 392825 3.5701745 17145 3.5712922 150297 3.5743339 101903 3.5769784 446556 3.5799127 70456 3.5818689 397492 3.5863614 407702 3.5869782 769137 3.5870979 226434 3.5903151 +Q 1: 303703 0.5239895 480633 3.2211471 212833 3.2922301 30269 3.327143 416104 3.349896 11651 3.3697624 266617 3.3977754 771247 3.3988147 824748 3.4003112 957137 3.4200554 563269 3.4212625 218804 3.4214065 153418 3.42382 723737 3.4274707 445469 3.4327102 224044 3.436125 363080 3.4446976 14246 3.4473138 684704 3.4564285 244868 3.4564471 592007 3.4592738 926851 3.4618909 912914 3.4663522 151464 3.4747326 413986 3.4763327 357658 3.4780831 594554 3.483676 534144 3.4838536 662821 3.4839435 30632 3.4859061 311134 3.4880416 706780 3.4906862 2925 3.5003834 812128 3.500983 718200 3.502836 278193 3.509696 500341 3.5116794 829043 3.5119739 631272 3.513994 447951 3.5177028 741632 3.5179064 809030 3.5193424 203549 3.5198302 624268 3.5218687 519943 3.5248353 615767 3.5283585 923210 3.5307033 827577 3.5362942 921333 3.5384271 637872 3.5450869 323718 3.5479696 836628 3.5479836 22085 3.5521202 163887 3.5550349 422440 3.5577531 933705 3.5598683 840375 3.560704 685021 3.5647058 944751 3.5652018 507599 3.5657563 818807 3.5691392 149363 3.5722435 89770 3.573741 253540 3.574558 493761 3.5751355 426423 3.5764935 767930 3.5781169 513461 3.578676 500218 3.5796778 960687 3.5818481 163223 3.5828519 840172 3.5836518 336360 3.5850837 808295 3.5855243 149696 3.586427 229486 3.5868773 57009 3.5889239 982231 3.5965931 576707 3.5971999 558170 3.5978014 391306 3.5983598 227158 3.60021 878048 3.6011763 716298 3.6014884 565729 3.6050904 885076 3.6059029 934148 3.6063259 977268 3.607585 987131 3.6076372 140514 3.6078267 629247 3.6116984 356106 3.6123359 797036 3.6124022 24783 3.6140599 901755 3.6146033 894122 3.616051 169778 3.6163356 96653 3.6192374 412120 3.6198897 732429 3.6205089 +Q 2: 659714 0.53363925 432067 3.4791098 756996 3.4982164 763894 3.5219891 941830 3.5518916 201055 3.5672157 308856 3.5725868 266761 3.5739641 107596 3.5797312 574100 3.5863528 244943 3.5961277 737054 3.6023905 289833 3.6032722 938496 3.6034503 893392 3.6113319 541761 3.6158965 843275 3.6224632 550460 3.6261606 50073 3.6346493 398093 3.6406538 153338 3.6410875 744202 3.6448953 103000 3.6449833 770001 3.6466229 827862 3.6496561 710297 3.652689 366354 3.6549249 368291 3.6556082 869146 3.6704288 151599 3.6746945 432109 3.6782701 826570 3.6801293 104918 3.6866887 983092 3.6917439 485612 3.6946259 221434 3.6954329 659066 3.698185 610369 3.6989017 456520 3.7009766 18514 3.7014909 461744 3.7108593 814433 3.7110152 588075 3.7198136 188356 3.7201741 972313 3.7221396 505117 3.7250454 807487 3.7259655 408287 3.7260656 598198 3.7264559 609921 3.7266684 835840 3.7280555 294395 3.731926 65743 3.7361002 478194 3.7393093 230604 3.7407441 614116 3.7420838 657533 3.7451763 719520 3.7465324 136118 3.7526181 700383 3.76057 697756 3.7694566 981924 3.7728283 380659 3.7740684 321710 3.7759366 340436 3.7763147 607099 3.7792029 451739 3.7794261 99022 3.7802129 715975 3.7836204 838987 3.785497 534915 3.7902923 388509 3.7906506 907605 3.7971442 205173 3.7973964 310508 3.8026423 435919 3.8045671 119525 3.8059282 357229 3.8097544 94860 3.8121047 568115 3.8148174 143212 3.8157907 903013 3.8170898 192555 3.8177884 389220 3.8187084 534782 3.8195424 941459 3.820792 648885 3.82177 470188 3.8236928 488008 3.8251233 883260 3.8272371 44122 3.8289943 864807 3.8337049 637908 3.8338611 688241 3.8343196 948743 3.8353424 120231 3.837512 557235 3.8388259 709780 3.839361 232043 3.8429067 905703 3.8478231 +Q 3: 769561 0.55021656 177351 3.4563618 481767 3.4899912 754183 3.5037816 621097 3.5049353 598705 3.5067954 855450 3.5256312 905038 3.534173 249613 3.573112 221375 3.5809357 991910 3.5911617 577272 3.5942709 913468 3.6053879 893277 3.6070561 440177 3.6121905 661165 3.6166487 558601 3.6171892 726879 3.6320145 979989 3.6328316 784118 3.6349072 692944 3.6351857 748330 3.6353037 638952 3.6509016 621303 3.650944 45440 3.6516089 87357 3.6531761 330295 3.6541495 31429 3.6556275 824271 3.6564043 30144 3.6636882 524728 3.6719615 30397 3.6770072 761825 3.6889811 91656 3.6915898 614829 3.6932771 636103 3.695317 394781 3.7010479 564766 3.7018871 17674 3.7021475 117504 3.7050898 640078 3.7081511 134208 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3.5905581 783306 3.5919063 34665 3.6007323 330831 3.6008327 834836 3.6032605 374193 3.6038117 746293 3.6082077 801299 3.6132586 28178 3.6144412 885326 3.6145422 739747 3.6194856 682306 3.6222601 621028 3.6250436 182525 3.6279278 983389 3.6293848 156286 3.6306138 209296 3.633482 396710 3.6343625 40286 3.6362996 697869 3.6388862 817963 3.6390281 747545 3.6390777 937553 3.6411278 116525 3.6435258 966080 3.6444044 964853 3.6454585 274241 3.6458595 459247 3.6466405 208836 3.6514034 373906 3.6516049 214421 3.6528881 621489 3.6539071 683534 3.6544564 376003 3.6545863 755550 3.6594641 711540 3.6597724 298728 3.6616423 43665 3.6642971 26853 3.6677241 453515 3.6681159 185033 3.6703584 152188 3.6716492 112510 3.6717241 947199 3.6724708 66155 3.6728256 924120 3.6734049 404335 3.6758201 757868 3.6761017 53303 3.6765625 439491 3.6793609 663124 3.6802847 808978 3.6827114 211719 3.6846642 976176 3.6856329 177233 3.6899853 926250 3.6901224 149137 3.6913235 993975 3.6920455 889220 3.6925299 104487 3.6926508 809362 3.6933572 465546 3.6935804 42122 3.694293 412758 3.6949561 778386 3.6960616 920204 3.6965287 993190 3.6972387 388862 3.698266 33234 3.7001457 247451 3.7002792 949043 3.7014365 +Q 995: 212872 0.58969653 39998 3.2466033 904607 3.3340118 301867 3.4482479 473447 3.4710364 72472 3.4863198 241942 3.5062447 767235 3.5223427 896952 3.5226979 60998 3.5356104 74883 3.5359328 275461 3.5404 542151 3.5412638 492653 3.5445576 620796 3.5483575 781278 3.5492463 615079 3.5554223 545628 3.6011324 368009 3.6104345 283097 3.6141229 165011 3.6200347 536367 3.6204944 482023 3.6259284 313100 3.6270795 385371 3.6271021 118480 3.6326723 307695 3.6327612 486762 3.6369138 731916 3.6387811 417504 3.6431546 556289 3.6443913 513738 3.6500258 120634 3.6553588 29450 3.6597323 85099 3.6616335 599864 3.6661384 635806 3.6667695 225540 3.6672134 727568 3.6692629 395170 3.6703963 791588 3.6707013 470651 3.6774108 916339 3.6786683 228011 3.6809115 991172 3.6846516 155303 3.6849263 232482 3.6849422 662701 3.6884677 568799 3.68923 713138 3.6896753 792115 3.6902761 164891 3.6903634 42386 3.6909826 506906 3.6967819 89972 3.6992531 820951 3.7011769 427839 3.7054455 985486 3.7101347 765200 3.7104042 236388 3.7106559 385429 3.7118881 449096 3.7127903 701204 3.7134297 95964 3.7139983 992444 3.7148881 426052 3.7167439 256484 3.7172563 737248 3.7181773 820114 3.7191746 257071 3.7212718 123462 3.7221379 257651 3.7244313 680608 3.7253692 933375 3.7292337 570632 3.729701 944705 3.7369711 424181 3.7374458 984741 3.7432961 413569 3.744566 676468 3.7448628 631588 3.745821 841286 3.7459948 494561 3.7460449 706048 3.7467227 606691 3.7499995 779786 3.7539456 47946 3.7550728 746639 3.7552004 675682 3.7557657 19037 3.7558758 409313 3.7563133 63299 3.7579052 234843 3.7609825 843619 3.7629457 598121 3.7668335 340401 3.7677183 204436 3.7680626 47805 3.7694771 103771 3.7703285 681128 3.7721848 +Q 996: 325781 0.60251296 603116 3.5433929 268181 3.5747256 751565 3.5798848 660734 3.5825241 597950 3.6018269 844978 3.6148815 466750 3.6197431 149330 3.632535 370846 3.6443624 573204 3.6480811 273854 3.6555688 919718 3.6557415 76881 3.6572158 909595 3.6589797 175726 3.6615958 812350 3.664248 991419 3.6744518 7363 3.6749914 266871 3.6814761 950729 3.681983 786425 3.6852171 179565 3.6945922 683760 3.6958573 227771 3.696928 579467 3.7054524 313144 3.7063694 632174 3.7091212 140169 3.7102873 222897 3.7158806 991718 3.7251117 103887 3.7271929 794001 3.7273231 83611 3.7314031 457664 3.7322509 215530 3.7335377 516588 3.7339983 646532 3.7364912 969278 3.7394817 535343 3.7420671 901445 3.7467568 126614 3.7468228 733823 3.7549114 5154 3.7573853 974710 3.7685246 901554 3.7685959 722961 3.7824476 513791 3.784076 361419 3.7885258 203707 3.7968802 425268 3.7995427 500605 3.8007665 784493 3.8008921 142064 3.8035686 312947 3.8085313 407733 3.8092115 590434 3.8096163 833194 3.8110092 86511 3.8154655 307236 3.8159091 581969 3.8161716 599986 3.8162897 740533 3.8195884 224886 3.8211102 698055 3.8225598 996111 3.8248961 865513 3.8255124 70448 3.8261752 351087 3.8273308 267608 3.8313093 11211 3.8361886 263759 3.8398666 124215 3.8452647 755515 3.847321 989132 3.8522425 890402 3.8524015 290053 3.8526342 741205 3.8547695 710450 3.8551812 11078 3.8554678 47420 3.8568587 651075 3.8601201 752561 3.8602393 33333 3.8629184 957114 3.8653574 415954 3.8669159 129169 3.8673034 194272 3.8701859 722278 3.8703599 434047 3.8735397 494416 3.8736267 651654 3.8743539 281252 3.8743916 477664 3.874603 597074 3.8751278 782729 3.8767781 851548 3.8802128 126767 3.8820462 203409 3.8824849 327473 3.8831205 +Q 997: 934761 0.5301283 29384 3.269726 179225 3.2925177 867639 3.340095 338703 3.3481421 372002 3.3575053 814257 3.3718438 302445 3.3768921 434628 3.3889868 507309 3.416661 80322 3.4308281 619397 3.4335616 132958 3.4352617 913324 3.4357131 476285 3.4385593 382245 3.4413884 326779 3.4429059 694326 3.4436357 673768 3.4451332 771565 3.4475403 344692 3.4483566 831830 3.4485891 639771 3.4493377 751039 3.4582775 649541 3.4584954 717532 3.4590659 579406 3.4605932 947994 3.4620359 373998 3.4642396 383812 3.4653399 353539 3.4723213 711574 3.4763818 11093 3.4813418 226120 3.4827092 19441 3.4900024 350439 3.490725 983242 3.4923158 965509 3.4923759 536993 3.4944522 961559 3.4969063 899919 3.4982407 666443 3.4990695 87186 3.4999413 861541 3.503427 508885 3.5052369 994082 3.5066516 280924 3.5074234 815470 3.5081952 108339 3.5116296 205552 3.515655 667623 3.5172842 222642 3.5190353 834222 3.5221379 431752 3.5222509 178744 3.5254257 647194 3.5258951 2452 3.5296469 879804 3.5301843 767425 3.53262 309725 3.5348763 648074 3.5353827 210115 3.5360522 568959 3.5481496 272560 3.5485306 640566 3.550106 854920 3.5507872 545250 3.5510504 884641 3.551234 871127 3.553627 595101 3.5540485 699403 3.5548153 843319 3.5560803 872771 3.5586145 137496 3.5593095 4660 3.561964 166149 3.5628324 580456 3.5664325 537508 3.5696929 492122 3.5711975 207737 3.571429 572904 3.5715303 692332 3.5716 284684 3.5723753 934432 3.5726914 829104 3.5743742 46307 3.5758903 447317 3.5759039 836917 3.5781052 103726 3.5797868 866936 3.5813422 190227 3.5842507 340060 3.5872724 852877 3.5884883 933206 3.5889344 388533 3.591907 177240 3.5926456 63663 3.595896 42096 3.5964708 632252 3.5973675 263465 3.5979042 +Q 998: 760087 0.55740893 108887 3.2566862 103014 3.3382161 338007 3.3439126 45340 3.3501127 537760 3.3712494 299621 3.3744314 448876 3.3807747 239926 3.3891728 744822 3.3911192 53559 3.3942602 816257 3.4083672 724788 3.4134276 801902 3.4134383 793527 3.41798 910938 3.4214227 173236 3.425976 688727 3.4289474 677014 3.4391921 143214 3.4393096 972026 3.4469965 847204 3.4686668 627817 3.4752998 48656 3.475971 743172 3.4780889 955966 3.4819813 846136 3.4943705 929091 3.4953437 698150 3.4955399 207711 3.4980884 673010 3.4992757 402602 3.5104015 862597 3.5154126 891886 3.5155766 309867 3.5157766 749199 3.5164721 570259 3.5201933 875412 3.520381 402034 3.5224757 145450 3.5237694 313178 3.5316362 229132 3.5337272 483755 3.537708 515912 3.5390587 309961 3.5410063 467394 3.5418563 113789 3.5419598 720092 3.5420897 67408 3.543786 773365 3.5441453 626424 3.5480103 781572 3.5499504 173287 3.5531485 449332 3.5564592 970952 3.5617537 579809 3.563885 237934 3.5649972 103348 3.5671847 762667 3.5685081 360375 3.5713029 576244 3.5725551 953123 3.573554 322127 3.575068 336340 3.5753448 844319 3.5775535 416472 3.5797913 594715 3.5808496 79671 3.5833697 508057 3.5842743 519655 3.5843601 465280 3.5858533 741 3.5863073 380904 3.5867972 38418 3.5869806 672555 3.5872972 701589 3.5910747 558764 3.592252 44628 3.5923257 847993 3.593545 491791 3.5935824 93497 3.5966527 182111 3.5968521 206414 3.601032 920583 3.601048 819709 3.6041908 849013 3.6048517 288722 3.6055069 555143 3.6057651 191860 3.6062436 639922 3.6063364 686266 3.6080837 738383 3.6083746 8809 3.6095979 67553 3.6101942 112574 3.6105814 267683 3.6112149 992981 3.6130235 263134 3.6137502 234328 3.6145773 375696 3.616025 +Q 999: 220474 0.60258466 967235 3.5171657 317055 3.6349599 271207 3.6421463 862892 3.6493506 631260 3.6854718 171938 3.6944284 573056 3.7033944 817082 3.7094364 116699 3.7155578 289024 3.72527 925149 3.736762 409739 3.7398205 486034 3.7452347 490074 3.7522759 506144 3.7593188 700105 3.7601762 7378 3.7625258 545749 3.7684689 84201 3.7745423 559867 3.7848849 395021 3.7879949 332806 3.7947445 501324 3.7966106 792375 3.7984803 709209 3.8076251 488565 3.8082049 648452 3.8112383 87295 3.8174145 750139 3.8310642 68015 3.8337202 257096 3.8356552 611213 3.8373213 81347 3.8375156 105946 3.838676 490263 3.8391905 873527 3.8426738 795627 3.8501918 905324 3.8502333 543211 3.8562331 852743 3.8563187 299661 3.8570828 578273 3.8587644 658055 3.860045 827562 3.861589 133981 3.8618367 982459 3.8663447 257720 3.8673465 65464 3.8688459 362026 3.8692317 279745 3.8734043 811583 3.8764606 665390 3.8781576 23555 3.8796232 694865 3.8823504 782631 3.8826847 95504 3.8841703 689097 3.8845611 749185 3.8886528 393996 3.8898854 535566 3.8936489 256454 3.8938062 965417 3.8945251 822897 3.8968058 223995 3.897588 605935 3.8994844 441231 3.9023144 500924 3.9024978 497473 3.9033163 242576 3.9043276 893555 3.9128473 85747 3.9144924 870101 3.9156098 794217 3.9179394 236156 3.919579 437527 3.9226177 905474 3.9284103 481804 3.9299245 274265 3.9300163 982450 3.9309235 778853 3.9315977 341960 3.9325101 52285 3.9348919 610091 3.9358578 228843 3.9368558 899084 3.9380529 807046 3.9424989 835795 3.9435017 980487 3.9437375 982082 3.9441757 858562 3.9459443 844416 3.9461546 626522 3.9464495 298050 3.9484606 717938 3.9539261 650192 3.9541442 390335 3.9543417 267116 3.9547999 575306 3.9558914 421220 3.9574635 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b32/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b32/perf.log" new file mode 100644 index 00000000..aa295421 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b32/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 100 1000000 128 100 0.000 163.733 610.8 47.1737 49.1473 40.9209 1.10 GB 14601.032 89.2 +ivf_flat 1000 1000000 128 100 0.000 24.842 40254.5 0.7565 1.1116 0.7699 0.87 GB 14601.032 587.8 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b32/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b32/quality.log" new file mode 100644 index 00000000..be199f1a --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b32/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.043800 +id_match_ratio=0.043800 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=95620 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b32/result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b32/result.txt" new file mode 100644 index 00000000..6b1a1b95 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b32/result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=ivf_flat metric=l2 num_queries=1000 top_k=100 +Q 0: 275594 0.57277745 68087 3.178201 13696 3.2221193 61976 3.2568483 770360 3.2804844 514401 3.3289564 624853 3.3339131 969681 3.3360972 396212 3.3571751 45050 3.3654776 779281 3.3655508 749513 3.3657978 839174 3.3796086 287603 3.3811731 236240 3.3868151 167431 3.3871577 534676 3.3909199 345080 3.3921554 636999 3.3948009 78997 3.3974719 916435 3.3982847 639264 3.4011755 986136 3.4029212 638518 3.4035971 112609 3.414953 18926 3.428561 254091 3.4361081 49010 3.4465799 243661 3.4467421 98811 3.4467962 971274 3.4487598 243808 3.4582136 959283 3.4641421 229901 3.4658518 686790 3.469871 529126 3.4703443 571667 3.470865 494670 3.472461 629462 3.4726498 125384 3.4846444 610175 3.4855039 231328 3.4878283 566424 3.4887118 317030 3.490478 951205 3.4905396 884106 3.493335 798559 3.4939556 32459 3.4986238 375629 3.499347 246042 3.4993696 222710 3.5066879 413171 3.5077384 306038 3.5096235 354152 3.5120397 267176 3.5124168 816018 3.514879 133817 3.5162132 495634 3.5174475 61541 3.5189331 723117 3.5208836 629699 3.5242515 514869 3.525353 26324 3.5260828 113745 3.5320253 884570 3.5331802 846011 3.534101 748437 3.5363023 35178 3.5373399 388375 3.5445106 158407 3.5448582 739102 3.5454783 910078 3.546541 126683 3.5468006 856762 3.5474133 882968 3.5477331 109320 3.5479419 996620 3.5481982 433838 3.5488317 221561 3.5492527 403276 3.5525348 735606 3.5536642 405667 3.5540161 571758 3.5584378 831260 3.5594332 433557 3.5609927 976 3.5625362 729603 3.5626092 452394 3.563318 978312 3.5635242 352813 3.568614 392825 3.5701745 17145 3.5712922 150297 3.5743339 101903 3.5769784 446556 3.5799127 70456 3.5818689 397492 3.5863614 407702 3.5869782 769137 3.5870979 226434 3.5903151 +Q 1: 303703 0.5239895 480633 3.2211471 212833 3.2922301 30269 3.327143 416104 3.349896 11651 3.3697624 266617 3.3977754 771247 3.3988147 824748 3.4003112 957137 3.4200554 563269 3.4212625 218804 3.4214065 153418 3.42382 723737 3.4274707 445469 3.4327102 224044 3.436125 363080 3.4446976 14246 3.4473138 684704 3.4564285 244868 3.4564471 592007 3.4592738 926851 3.4618909 912914 3.4663522 151464 3.4747326 413986 3.4763327 357658 3.4780831 594554 3.483676 534144 3.4838536 662821 3.4839435 30632 3.4859061 311134 3.4880416 706780 3.4906862 2925 3.5003834 812128 3.500983 718200 3.502836 278193 3.509696 500341 3.5116794 829043 3.5119739 631272 3.513994 447951 3.5177028 741632 3.5179064 809030 3.5193424 203549 3.5198302 624268 3.5218687 519943 3.5248353 615767 3.5283585 923210 3.5307033 827577 3.5362942 921333 3.5384271 637872 3.5450869 323718 3.5479696 836628 3.5479836 22085 3.5521202 163887 3.5550349 422440 3.5577531 933705 3.5598683 840375 3.560704 685021 3.5647058 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686266 3.6080837 738383 3.6083746 8809 3.6095979 67553 3.6101942 112574 3.6105814 267683 3.6112149 992981 3.6130235 263134 3.6137502 234328 3.6145773 375696 3.616025 +Q 999: 220474 0.60258466 967235 3.5171657 317055 3.6349599 271207 3.6421463 862892 3.6493506 631260 3.6854718 171938 3.6944284 573056 3.7033944 817082 3.7094364 116699 3.7155578 289024 3.72527 925149 3.736762 409739 3.7398205 486034 3.7452347 490074 3.7522759 506144 3.7593188 700105 3.7601762 7378 3.7625258 545749 3.7684689 84201 3.7745423 559867 3.7848849 395021 3.7879949 332806 3.7947445 501324 3.7966106 792375 3.7984803 709209 3.8076251 488565 3.8082049 648452 3.8112383 87295 3.8174145 750139 3.8310642 68015 3.8337202 257096 3.8356552 611213 3.8373213 81347 3.8375156 105946 3.838676 490263 3.8391905 873527 3.8426738 795627 3.8501918 905324 3.8502333 543211 3.8562331 852743 3.8563187 299661 3.8570828 578273 3.8587644 658055 3.860045 827562 3.861589 133981 3.8618367 982459 3.8663447 257720 3.8673465 65464 3.8688459 362026 3.8692317 279745 3.8734043 811583 3.8764606 665390 3.8781576 23555 3.8796232 694865 3.8823504 782631 3.8826847 95504 3.8841703 689097 3.8845611 749185 3.8886528 393996 3.8898854 535566 3.8936489 256454 3.8938062 965417 3.8945251 822897 3.8968058 223995 3.897588 605935 3.8994844 441231 3.9023144 500924 3.9024978 497473 3.9033163 242576 3.9043276 893555 3.9128473 85747 3.9144924 870101 3.9156098 794217 3.9179394 236156 3.919579 437527 3.9226177 905474 3.9284103 481804 3.9299245 274265 3.9300163 982450 3.9309235 778853 3.9315977 341960 3.9325101 52285 3.9348919 610091 3.9358578 228843 3.9368558 899084 3.9380529 807046 3.9424989 835795 3.9435017 980487 3.9437375 982082 3.9441757 858562 3.9459443 844416 3.9461546 626522 3.9464495 298050 3.9484606 717938 3.9539261 650192 3.9541442 390335 3.9543417 267116 3.9547999 575306 3.9558914 421220 3.9574635 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b512/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b512/perf.log" new file mode 100644 index 00000000..d7791c0d --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b512/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 100 1000000 128 100 0.000 139.740 715.6 69.8492 71.8862 69.8492 1.24 GB 14517.947 103.9 +ivf_flat 1000 1000000 128 100 0.000 13.915 71865.4 6.9477 7.3946 6.9477 0.89 GB 14517.947 1043.3 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b512/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b512/quality.log" new file mode 100644 index 00000000..fa5a54f0 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b512/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.043780 +id_match_ratio=0.043780 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=95622 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b512/result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b512/result.txt" new file mode 100644 index 00000000..de2faf21 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np2_b512/result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=ivf_flat metric=l2 num_queries=1000 top_k=100 +Q 0: 275594 0.57277745 68087 3.178201 13696 3.2221193 61976 3.2568483 770360 3.2804844 514401 3.3289564 624853 3.3339131 969681 3.3360972 396212 3.3571751 45050 3.3654776 779281 3.3655508 749513 3.3657978 839174 3.3796086 287603 3.3811731 236240 3.3868151 167431 3.3871577 534676 3.3909199 345080 3.3921554 636999 3.3948009 78997 3.3974719 916435 3.3982847 639264 3.4011755 986136 3.4029212 638518 3.4035971 112609 3.414953 18926 3.428561 254091 3.4361081 49010 3.4465799 243661 3.4467421 98811 3.4467962 971274 3.4487598 243808 3.4582136 959283 3.4641421 229901 3.4658518 686790 3.469871 529126 3.4703443 571667 3.470865 494670 3.472461 629462 3.4726498 125384 3.4846444 610175 3.4855039 231328 3.4878283 566424 3.4887118 317030 3.490478 951205 3.4905396 884106 3.493335 798559 3.4939556 32459 3.4986238 375629 3.499347 246042 3.4993696 222710 3.5066879 413171 3.5077384 306038 3.5096235 354152 3.5120397 267176 3.5124168 816018 3.514879 133817 3.5162132 495634 3.5174475 61541 3.5189331 723117 3.5208836 629699 3.5242515 514869 3.525353 26324 3.5260828 113745 3.5320253 884570 3.5331802 846011 3.534101 748437 3.5363023 35178 3.5373399 388375 3.5445106 158407 3.5448582 739102 3.5454783 910078 3.546541 126683 3.5468006 856762 3.5474133 882968 3.5477331 109320 3.5479419 996620 3.5481982 433838 3.5488317 221561 3.5492527 403276 3.5525348 735606 3.5536642 405667 3.5540161 571758 3.5584378 831260 3.5594332 433557 3.5609927 976 3.5625362 729603 3.5626092 452394 3.563318 978312 3.5635242 352813 3.568614 392825 3.5701745 17145 3.5712922 150297 3.5743339 101903 3.5769784 446556 3.5799127 70456 3.5818689 397492 3.5863614 407702 3.5869782 769137 3.5870979 226434 3.5903151 +Q 1: 303703 0.5239895 480633 3.2211471 212833 3.2922301 30269 3.327143 416104 3.349896 11651 3.3697624 266617 3.3977754 771247 3.3988147 824748 3.4003112 957137 3.4200554 563269 3.4212625 218804 3.4214065 153418 3.42382 723737 3.4274707 445469 3.4327102 224044 3.436125 363080 3.4446976 14246 3.4473138 684704 3.4564285 244868 3.4564471 592007 3.4592738 926851 3.4618909 912914 3.4663522 151464 3.4747326 413986 3.4763327 357658 3.4780831 594554 3.483676 534144 3.4838536 662821 3.4839435 30632 3.4859061 311134 3.4880416 706780 3.4906862 2925 3.5003834 812128 3.500983 718200 3.502836 278193 3.509696 500341 3.5116794 829043 3.5119739 631272 3.513994 447951 3.5177028 741632 3.5179064 809030 3.5193424 203549 3.5198302 624268 3.5218687 519943 3.5248353 615767 3.5283585 923210 3.5307033 827577 3.5362942 921333 3.5384271 637872 3.5450869 323718 3.5479696 836628 3.5479836 22085 3.5521202 163887 3.5550349 422440 3.5577531 933705 3.5598683 840375 3.560704 685021 3.5647058 944751 3.5652018 507599 3.5657563 818807 3.5691392 149363 3.5722435 89770 3.573741 253540 3.574558 493761 3.5751355 426423 3.5764935 767930 3.5781169 513461 3.578676 500218 3.5796778 960687 3.5818481 163223 3.5828519 840172 3.5836518 336360 3.5850837 808295 3.5855243 149696 3.586427 229486 3.5868773 57009 3.5889239 982231 3.5965931 576707 3.5971999 558170 3.5978014 391306 3.5983598 227158 3.60021 878048 3.6011763 716298 3.6014884 565729 3.6050904 885076 3.6059029 934148 3.6063259 977268 3.607585 987131 3.6076372 140514 3.6078267 629247 3.6116984 356106 3.6123359 797036 3.6124022 24783 3.6140599 901755 3.6146033 894122 3.616051 169778 3.6163356 96653 3.6192374 412120 3.6198897 732429 3.6205089 +Q 2: 659714 0.53363925 432067 3.4791098 756996 3.4982164 763894 3.5219891 941830 3.5518916 201055 3.5672157 308856 3.5725868 266761 3.5739641 107596 3.5797312 574100 3.5863528 244943 3.5961277 737054 3.6023905 289833 3.6032722 938496 3.6034503 893392 3.6113319 541761 3.6158965 843275 3.6224632 550460 3.6261606 50073 3.6346493 398093 3.6406538 153338 3.6410875 744202 3.6448953 103000 3.6449833 770001 3.6466229 827862 3.6496561 710297 3.652689 366354 3.6549249 368291 3.6556082 869146 3.6704288 151599 3.6746945 432109 3.6782701 826570 3.6801293 104918 3.6866887 983092 3.6917439 485612 3.6946259 221434 3.6954329 659066 3.698185 610369 3.6989017 456520 3.7009766 18514 3.7014909 461744 3.7108593 814433 3.7110152 588075 3.7198136 188356 3.7201741 972313 3.7221396 505117 3.7250454 807487 3.7259655 408287 3.7260656 598198 3.7264559 609921 3.7266684 835840 3.7280555 294395 3.731926 65743 3.7361002 478194 3.7393093 230604 3.7407441 614116 3.7420838 657533 3.7451763 719520 3.7465324 136118 3.7526181 700383 3.76057 697756 3.7694566 981924 3.7728283 380659 3.7740684 321710 3.7759366 340436 3.7763147 607099 3.7792029 451739 3.7794261 99022 3.7802129 715975 3.7836204 838987 3.785497 534915 3.7902923 388509 3.7906506 907605 3.7971442 205173 3.7973964 310508 3.8026423 435919 3.8045671 119525 3.8059282 357229 3.8097544 94860 3.8121047 568115 3.8148174 143212 3.8157907 903013 3.8170898 192555 3.8177884 389220 3.8187084 534782 3.8195424 941459 3.820792 648885 3.82177 470188 3.8236928 488008 3.8251233 883260 3.8272371 44122 3.8289943 864807 3.8337049 637908 3.8338611 688241 3.8343196 948743 3.8353424 120231 3.837512 557235 3.8388259 709780 3.839361 232043 3.8429067 905703 3.8478231 +Q 3: 769561 0.55021656 177351 3.4563618 481767 3.4899912 754183 3.5037816 621097 3.5049353 598705 3.5067954 855450 3.5256312 905038 3.534173 249613 3.573112 221375 3.5809357 991910 3.5911617 577272 3.5942709 913468 3.6053879 893277 3.6070561 440177 3.6121905 661165 3.6166487 558601 3.6171892 726879 3.6320145 979989 3.6328316 784118 3.6349072 692944 3.6351857 748330 3.6353037 638952 3.6509016 621303 3.650944 45440 3.6516089 87357 3.6531761 330295 3.6541495 31429 3.6556275 824271 3.6564043 30144 3.6636882 524728 3.6719615 30397 3.6770072 761825 3.6889811 91656 3.6915898 614829 3.6932771 636103 3.695317 394781 3.7010479 564766 3.7018871 17674 3.7021475 117504 3.7050898 640078 3.7081511 134208 3.7107301 836907 3.7163348 913376 3.7192681 310520 3.7231138 417991 3.7311537 703841 3.7320309 214503 3.7322469 618412 3.7329626 181533 3.736418 308626 3.738714 6866 3.7389381 532730 3.7389512 523788 3.7414515 140730 3.742651 732257 3.7431641 114832 3.7480466 70651 3.7492614 197099 3.749764 918447 3.7497787 353292 3.7505052 135834 3.7508402 720335 3.7523689 772179 3.7543736 481032 3.7554097 309339 3.757961 252847 3.7580414 121712 3.7650974 17142 3.7681694 553481 3.7698851 41749 3.7699225 642233 3.770071 894374 3.770813 340670 3.7739894 105467 3.7789698 968991 3.7798641 873862 3.7803245 288284 3.7805934 88832 3.7856536 669416 3.7894566 315628 3.7898622 283827 3.7910123 862533 3.7970834 874309 3.8022861 163780 3.8027666 841965 3.8030522 536543 3.8032608 144968 3.8056912 501127 3.8063748 528181 3.8073492 261358 3.8074334 981490 3.8084152 517330 3.8084316 871234 3.8090019 498310 3.8093646 983398 3.8100512 291545 3.8105688 151870 3.8111718 147808 3.8118947 429755 3.81354 +Q 4: 522350 0.58862907 305854 3.4308805 133309 3.4385464 771503 3.4552789 756350 3.4595475 4128 3.4811811 919303 3.4903622 495399 3.5028532 779788 3.5137815 170877 3.5147681 824240 3.5299301 158568 3.5347674 404539 3.5355434 849370 3.5380545 920673 3.5407071 131443 3.5465066 469453 3.5482402 608156 3.5494065 359666 3.5510995 516371 3.5511341 453358 3.5515342 790498 3.553108 774378 3.5567596 16732 3.5583599 783092 3.5591416 567860 3.559783 524450 3.5628581 103969 3.5671849 463161 3.5713019 516490 3.5745378 812990 3.57511 765745 3.5758297 287513 3.579603 781599 3.5863106 272922 3.5969136 178358 3.6014397 721506 3.6057394 308443 3.6070375 618988 3.6077604 841786 3.6166804 523263 3.6180186 847842 3.6206832 755706 3.6229591 445946 3.6279571 649227 3.6284468 453410 3.6292129 825924 3.6357024 538537 3.6362722 898682 3.6372595 644017 3.637517 461999 3.6376424 685714 3.6379092 270412 3.6383479 872100 3.6415474 973103 3.6420918 680561 3.6453755 649241 3.6455951 749710 3.6478174 346750 3.6481121 173686 3.6520956 799194 3.6527264 417986 3.6537817 436190 3.6568768 93850 3.6581242 734292 3.6606946 818960 3.6615248 820943 3.6629634 634315 3.6639736 895305 3.6642363 977962 3.6687274 214700 3.6689715 7408 3.6693046 870041 3.6695373 288053 3.6732426 209702 3.6770678 474702 3.6781273 444175 3.6797371 648020 3.680377 512405 3.683408 760863 3.6841037 660961 3.6862621 154804 3.6876204 405744 3.6889935 439970 3.6903923 6962 3.6911602 90929 3.6917348 518731 3.6919045 153115 3.6929963 476403 3.6962762 312469 3.6975379 588034 3.6989803 868129 3.6992896 201689 3.6994669 554857 3.7000837 452679 3.7002811 837686 3.7007029 102976 3.7013264 638269 3.7013509 504273 3.701941 419488 3.7033448 +Q 5: 670021 0.56717551 455421 3.428477 739285 3.4412019 262614 3.4498198 815057 3.4605279 506439 3.4690502 84789 3.4847014 564077 3.4871798 438076 3.5338922 65528 3.553616 300139 3.556628 154988 3.5822506 86499 3.5849917 106423 3.6037216 304505 3.6058805 26442 3.6169593 224241 3.6231422 713853 3.6232319 431939 3.6283467 419013 3.6299694 451479 3.6413484 287443 3.6436706 222046 3.6449192 77805 3.6460533 661594 3.6568182 533329 3.6569991 168392 3.6620934 603871 3.6689332 179439 3.6692317 913143 3.6702251 886154 3.6750171 66300 3.6764979 640090 3.6805661 190081 3.6825297 823858 3.700175 706570 3.7056372 493726 3.7169192 480304 3.7189319 740010 3.7189481 193202 3.7222269 463551 3.7237377 531133 3.7295582 665942 3.7373455 333265 3.738946 236004 3.7403364 905520 3.74563 25772 3.7505209 950110 3.7507484 490691 3.7511535 715907 3.7584813 558986 3.7671783 845860 3.7672355 922753 3.776751 49946 3.783895 655349 3.7854214 730194 3.7857864 237263 3.7857916 396076 3.7883914 391325 3.792362 483330 3.7928419 27162 3.7936282 196158 3.7953813 766706 3.7981234 980672 3.8023448 216956 3.8047333 922674 3.8067093 245623 3.808157 288406 3.8099504 924286 3.8112054 274506 3.8115804 946139 3.8132827 2852 3.8139558 936274 3.8146274 562601 3.8151662 875190 3.8188753 890090 3.8215985 545 3.8255577 708450 3.8281496 983594 3.8282475 691278 3.828995 853739 3.8321631 117366 3.8322034 966655 3.832669 83707 3.8354282 121888 3.8361998 711987 3.8369884 399756 3.8369946 369414 3.8382285 826138 3.8402255 533534 3.843523 810966 3.8453496 619046 3.8528993 465544 3.8536294 89808 3.8539667 650783 3.8548717 886638 3.8581045 653765 3.863946 752927 3.8646872 269181 3.8650372 575000 3.8660452 +Q 6: 621586 0.52197427 730956 3.1587219 125002 3.1861682 796287 3.1862257 997963 3.2013998 768191 3.2045009 754057 3.2101455 423644 3.2174854 925017 3.2176502 640373 3.2299328 42750 3.2450001 719453 3.2586768 587573 3.2680132 758358 3.2782812 157235 3.2790422 124399 3.2805197 270817 3.2817702 580895 3.2828691 72000 3.2925568 956536 3.2966599 661010 3.29776 765928 3.2987924 105451 3.3048644 666259 3.3103995 217070 3.3133214 701102 3.318558 627378 3.3199608 338164 3.3211193 299303 3.3214335 308546 3.3226099 982549 3.3301132 189112 3.3316314 468797 3.3319798 996328 3.3405721 432123 3.3446198 975167 3.3463283 921199 3.3474953 121200 3.3516996 123732 3.3551631 726432 3.3570616 414644 3.3574641 778411 3.3623087 689382 3.3624644 518255 3.3627958 55443 3.3633676 635424 3.3635983 849488 3.3653331 47109 3.3654189 192510 3.369854 982114 3.3727894 729414 3.3748987 540959 3.3763268 36333 3.3778846 809328 3.3792524 974010 3.3808668 675234 3.3835378 204029 3.3857126 319075 3.3895864 146025 3.3898726 397650 3.3914199 122640 3.3922744 417352 3.3924427 376492 3.393065 77039 3.3934171 181193 3.3939199 108130 3.3945787 593565 3.3972411 405654 3.3993762 12917 3.3993788 479325 3.399776 471721 3.4001319 512145 3.4069471 753085 3.4069855 186905 3.4076972 392992 3.4101408 739772 3.4138031 517274 3.4141924 841612 3.4152198 13855 3.4187562 914114 3.4195299 732265 3.4213288 820669 3.4281332 230809 3.4315178 886724 3.4338741 673605 3.4338915 682025 3.4361477 256843 3.4361959 465703 3.4423354 294929 3.4452279 835995 3.4463031 377539 3.4474378 468189 3.4482338 221997 3.4484911 841384 3.4491169 763796 3.4516478 495100 3.4524693 35138 3.4535789 785282 3.4538295 135167 3.4542272 919235 3.4557722 +Q 7: 564599 0.55385369 985011 3.3812563 250136 3.4423184 595267 3.4783409 799013 3.5158191 435497 3.5311623 87874 3.5363026 963655 3.5577099 714556 3.5728362 118117 3.5854008 245301 3.5887959 233659 3.5899482 680824 3.5951602 845344 3.6079473 517638 3.6146743 818610 3.6147912 217304 3.6155031 673640 3.6258047 263902 3.625962 828775 3.6365571 807716 3.6399159 711960 3.6444354 854904 3.647155 805166 3.6472611 387460 3.6523006 337978 3.6533995 682262 3.6547921 453438 3.6615593 961887 3.6649191 938063 3.6696048 546221 3.6737485 46032 3.6765091 67343 3.677696 241216 3.678391 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3.7467568 126614 3.7468228 733823 3.7549114 5154 3.7573853 974710 3.7685246 901554 3.7685959 722961 3.7824476 513791 3.784076 361419 3.7885258 203707 3.7968802 425268 3.7995427 500605 3.8007665 784493 3.8008921 142064 3.8035686 312947 3.8085313 407733 3.8092115 590434 3.8096163 833194 3.8110092 86511 3.8154655 307236 3.8159091 581969 3.8161716 599986 3.8162897 740533 3.8195884 224886 3.8211102 698055 3.8225598 996111 3.8248961 865513 3.8255124 70448 3.8261752 351087 3.8273308 267608 3.8313093 11211 3.8361886 263759 3.8398666 124215 3.8452647 755515 3.847321 989132 3.8522425 890402 3.8524015 290053 3.8526342 741205 3.8547695 710450 3.8551812 11078 3.8554678 47420 3.8568587 651075 3.8601201 752561 3.8602393 33333 3.8629184 957114 3.8653574 415954 3.8669159 129169 3.8673034 194272 3.8701859 722278 3.8703599 434047 3.8735397 494416 3.8736267 651654 3.8743539 281252 3.8743916 477664 3.874603 597074 3.8751278 782729 3.8767781 851548 3.8802128 126767 3.8820462 203409 3.8824849 327473 3.8831205 +Q 997: 934761 0.5301283 29384 3.269726 179225 3.2925177 867639 3.340095 338703 3.3481421 372002 3.3575053 814257 3.3718438 302445 3.3768921 434628 3.3889868 507309 3.416661 80322 3.4308281 619397 3.4335616 132958 3.4352617 913324 3.4357131 476285 3.4385593 382245 3.4413884 326779 3.4429059 694326 3.4436357 673768 3.4451332 771565 3.4475403 344692 3.4483566 831830 3.4485891 639771 3.4493377 751039 3.4582775 649541 3.4584954 717532 3.4590659 579406 3.4605932 947994 3.4620359 373998 3.4642396 383812 3.4653399 353539 3.4723213 711574 3.4763818 11093 3.4813418 226120 3.4827092 19441 3.4900024 350439 3.490725 983242 3.4923158 965509 3.4923759 536993 3.4944522 961559 3.4969063 899919 3.4982407 666443 3.4990695 87186 3.4999413 861541 3.503427 508885 3.5052369 994082 3.5066516 280924 3.5074234 815470 3.5081952 108339 3.5116296 205552 3.515655 667623 3.5172842 222642 3.5190353 834222 3.5221379 431752 3.5222509 178744 3.5254257 647194 3.5258951 2452 3.5296469 879804 3.5301843 767425 3.53262 309725 3.5348763 648074 3.5353827 210115 3.5360522 568959 3.5481496 272560 3.5485306 640566 3.550106 854920 3.5507872 545250 3.5510504 884641 3.551234 871127 3.553627 595101 3.5540485 699403 3.5548153 843319 3.5560803 872771 3.5586145 137496 3.5593095 4660 3.561964 166149 3.5628324 580456 3.5664325 537508 3.5696929 492122 3.5711975 207737 3.571429 572904 3.5715303 692332 3.5716 284684 3.5723753 934432 3.5726914 829104 3.5743742 46307 3.5758903 447317 3.5759039 836917 3.5781052 103726 3.5797868 866936 3.5813422 190227 3.5842507 340060 3.5872724 852877 3.5884883 933206 3.5889344 388533 3.591907 177240 3.5926456 63663 3.595896 42096 3.5964708 632252 3.5973675 263465 3.5979042 +Q 998: 760087 0.55740893 108887 3.2566862 103014 3.3382161 338007 3.3439126 45340 3.3501127 537760 3.3712494 299621 3.3744314 448876 3.3807747 239926 3.3891728 744822 3.3911192 53559 3.3942602 816257 3.4083672 724788 3.4134276 801902 3.4134383 793527 3.41798 910938 3.4214227 173236 3.425976 688727 3.4289474 677014 3.4391921 143214 3.4393096 972026 3.4469965 847204 3.4686668 627817 3.4752998 48656 3.475971 743172 3.4780889 955966 3.4819813 846136 3.4943705 929091 3.4953437 698150 3.4955399 207711 3.4980884 673010 3.4992757 402602 3.5104015 862597 3.5154126 891886 3.5155766 309867 3.5157766 749199 3.5164721 570259 3.5201933 875412 3.520381 402034 3.5224757 145450 3.5237694 313178 3.5316362 229132 3.5337272 483755 3.537708 515912 3.5390587 309961 3.5410063 467394 3.5418563 113789 3.5419598 720092 3.5420897 67408 3.543786 773365 3.5441453 626424 3.5480103 781572 3.5499504 173287 3.5531485 449332 3.5564592 970952 3.5617537 579809 3.563885 237934 3.5649972 103348 3.5671847 762667 3.5685081 360375 3.5713029 576244 3.5725551 953123 3.573554 322127 3.575068 336340 3.5753448 844319 3.5775535 416472 3.5797913 594715 3.5808496 79671 3.5833697 508057 3.5842743 519655 3.5843601 465280 3.5858533 741 3.5863073 380904 3.5867972 38418 3.5869806 672555 3.5872972 701589 3.5910747 558764 3.592252 44628 3.5923257 847993 3.593545 491791 3.5935824 93497 3.5966527 182111 3.5968521 206414 3.601032 920583 3.601048 819709 3.6041908 849013 3.6048517 288722 3.6055069 555143 3.6057651 191860 3.6062436 639922 3.6063364 686266 3.6080837 738383 3.6083746 8809 3.6095979 67553 3.6101942 112574 3.6105814 267683 3.6112149 992981 3.6130235 263134 3.6137502 234328 3.6145773 375696 3.616025 +Q 999: 220474 0.60258466 967235 3.5171657 317055 3.6349599 271207 3.6421463 862892 3.6493506 631260 3.6854718 171938 3.6944284 573056 3.7033944 817082 3.7094364 116699 3.7155578 289024 3.72527 925149 3.736762 409739 3.7398205 486034 3.7452347 490074 3.7522759 506144 3.7593188 700105 3.7601762 7378 3.7625258 545749 3.7684689 84201 3.7745423 559867 3.7848849 395021 3.7879949 332806 3.7947445 501324 3.7966106 792375 3.7984803 709209 3.8076251 488565 3.8082049 648452 3.8112383 87295 3.8174145 750139 3.8310642 68015 3.8337202 257096 3.8356552 611213 3.8373213 81347 3.8375156 105946 3.838676 490263 3.8391905 873527 3.8426738 795627 3.8501918 905324 3.8502333 543211 3.8562331 852743 3.8563187 299661 3.8570828 578273 3.8587644 658055 3.860045 827562 3.861589 133981 3.8618367 982459 3.8663447 257720 3.8673465 65464 3.8688459 362026 3.8692317 279745 3.8734043 811583 3.8764606 665390 3.8781576 23555 3.8796232 694865 3.8823504 782631 3.8826847 95504 3.8841703 689097 3.8845611 749185 3.8886528 393996 3.8898854 535566 3.8936489 256454 3.8938062 965417 3.8945251 822897 3.8968058 223995 3.897588 605935 3.8994844 441231 3.9023144 500924 3.9024978 497473 3.9033163 242576 3.9043276 893555 3.9128473 85747 3.9144924 870101 3.9156098 794217 3.9179394 236156 3.919579 437527 3.9226177 905474 3.9284103 481804 3.9299245 274265 3.9300163 982450 3.9309235 778853 3.9315977 341960 3.9325101 52285 3.9348919 610091 3.9358578 228843 3.9368558 899084 3.9380529 807046 3.9424989 835795 3.9435017 980487 3.9437375 982082 3.9441757 858562 3.9459443 844416 3.9461546 626522 3.9464495 298050 3.9484606 717938 3.9539261 650192 3.9541442 390335 3.9543417 267116 3.9547999 575306 3.9558914 421220 3.9574635 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b128/perf.log" new file mode 100644 index 00000000..e4ab253f --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 100 1000000 128 100 0.000 138.335 722.9 69.1225 70.9967 69.1225 1.24 GB 14753.541 106.7 +ivf_flat 1000 1000000 128 100 0.000 35.169 28433.9 4.3487 5.0046 4.3889 0.88 GB 14753.541 419.5 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b128/quality.log" new file mode 100644 index 00000000..e87c45b5 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=1.000000 +id_match_ratio=1.000000 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=0 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b128/result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b128/result.txt" new file mode 100644 index 00000000..32fc28ab --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b128/result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=ivf_flat metric=l2 num_queries=1000 top_k=100 +Q 0: 275594 0.57277745 399905 3.1297252 68087 3.178201 628001 3.2043431 906520 3.2148354 13696 3.2221193 448064 3.2361581 756003 3.2362912 61976 3.2568483 751677 3.2674544 698220 3.2789805 770360 3.2804844 83011 3.2893052 723162 3.3053117 628275 3.3106668 514401 3.3289564 624853 3.3339131 969681 3.3360972 479791 3.3373663 449137 3.3490021 336990 3.3538666 396212 3.3571751 104579 3.3581386 746209 3.3614411 960327 3.3618221 45050 3.3654776 779281 3.3655508 749513 3.3657978 701364 3.37326 952523 3.3737094 839174 3.3796086 287603 3.3811731 236240 3.3868151 167431 3.3871577 364946 3.3891444 534676 3.3909199 345080 3.3921554 171488 3.3929741 493324 3.3934836 636999 3.3948009 459362 3.3966768 78997 3.3974719 797407 3.3975379 916435 3.3982847 347986 3.3990924 639264 3.4011755 986136 3.4029212 638518 3.4035971 667534 3.4052739 61940 3.4070933 352393 3.4128246 112609 3.414953 30440 3.4162464 530578 3.4198008 669782 3.4213779 56337 3.4264426 18926 3.428561 559611 3.4340553 371130 3.4340935 254091 3.4361081 240146 3.4367862 984913 3.4386647 489749 3.4416339 872092 3.4461479 49010 3.4465799 243661 3.4467421 98811 3.4467962 783361 3.4476678 971274 3.4487598 747170 3.4504032 679611 3.4511628 327768 3.4526231 925807 3.4558728 243808 3.4582136 959283 3.4641421 229901 3.4658518 350547 3.467586 50716 3.4676359 686790 3.469871 529126 3.4703443 571667 3.470865 251384 3.4712372 494670 3.472461 629462 3.4726498 7645 3.4803035 299659 3.4817755 124870 3.4840808 125384 3.4846444 610175 3.4855039 231328 3.4878283 566424 3.4887118 430060 3.4890921 141002 3.4897065 317030 3.490478 951205 3.4905396 220066 3.4906862 884106 3.493335 966970 3.4935954 798559 3.4939556 801926 3.4950569 +Q 1: 303703 0.5239895 423726 3.1198909 480633 3.2211471 67275 3.2275636 446512 3.2732463 555142 3.2793686 190360 3.27953 207292 3.2902339 212833 3.2922301 548902 3.2956247 797665 3.3141572 403795 3.3173251 30269 3.327143 297928 3.3413367 174699 3.3454795 416104 3.349896 494947 3.3533323 11651 3.3697624 516150 3.3827679 800413 3.3919818 266617 3.3977754 771247 3.3988147 824748 3.4003112 377378 3.4062946 42288 3.4072695 691185 3.4112949 834389 3.4158485 12517 3.4160681 251699 3.4175806 957137 3.4200554 563269 3.4212625 218804 3.4214065 153418 3.42382 17094 3.4252717 723737 3.4274707 656427 3.4278567 603561 3.4303916 572583 3.4315712 445469 3.4327102 224044 3.436125 363080 3.4446976 14246 3.4473138 363799 3.4477131 726376 3.452147 684704 3.4564285 244868 3.4564471 23280 3.457531 1567 3.4590995 70731 3.4591701 592007 3.4592738 269252 3.460053 464509 3.4608705 926851 3.4618909 734749 3.462328 912914 3.4663522 727992 3.470331 447924 3.4709156 509307 3.471952 425619 3.4720044 151464 3.4747326 413986 3.4763327 357658 3.4780831 511601 3.481128 154736 3.4813392 614465 3.4818432 594554 3.483676 534144 3.4838536 662821 3.4839435 802762 3.4844534 880481 3.4849863 30632 3.4859061 311134 3.4880416 38846 3.4899876 706780 3.4906862 555085 3.4910455 562358 3.4963923 92000 3.4985836 273877 3.4994571 2925 3.5003834 812128 3.500983 412973 3.5011101 940601 3.5016973 718200 3.502836 111822 3.5080414 278193 3.509696 254287 3.5105498 500341 3.5116794 829043 3.5119739 819728 3.5119936 631272 3.513994 504154 3.5170877 447951 3.5177028 741632 3.5179064 548849 3.5192559 809030 3.5193424 203549 3.5198302 492317 3.5202026 238052 3.5218327 624268 3.5218687 618692 3.5219629 +Q 2: 659714 0.53363925 390454 3.3433743 180378 3.3583927 120046 3.4189367 325537 3.4507868 606739 3.4551005 642926 3.4672959 993301 3.4722023 999018 3.473031 432067 3.4791098 576556 3.4925506 756996 3.4982164 347052 3.5048544 966883 3.5049884 781837 3.5053587 878648 3.5132089 763894 3.5219891 416633 3.5288684 140908 3.5361264 453337 3.5447114 941830 3.5518916 383566 3.5568144 944289 3.5614178 433977 3.5665901 201055 3.5672157 373604 3.5689745 970295 3.5711796 428890 3.5724835 308856 3.5725868 266761 3.5739641 382168 3.574558 184454 3.5758545 107596 3.5797312 3229 3.580193 574100 3.5863528 570120 3.5882475 27142 3.5894938 327719 3.5941031 78845 3.5959394 825603 3.5960817 244943 3.5961277 176843 3.5977435 635449 3.6001954 535368 3.6003125 737054 3.6023905 289833 3.6032722 938496 3.6034503 547076 3.6073918 959357 3.6109784 893392 3.6113319 98131 3.6122477 541761 3.6158965 973769 3.6173682 295608 3.618185 811268 3.6184618 843275 3.6224632 806745 3.6231079 550460 3.6261606 822398 3.6308212 666218 3.63133 713913 3.6325018 534173 3.6337061 50073 3.6346493 195711 3.6347888 806305 3.635793 745947 3.6362698 108459 3.6391542 925953 3.6399658 565718 3.6400349 398093 3.6406538 153338 3.6410875 132801 3.6423204 136283 3.6424234 18293 3.6429694 969137 3.6434066 744202 3.6448953 103000 3.6449833 754092 3.6450021 788537 3.6451077 453028 3.6460166 770001 3.6466229 827862 3.6496561 839363 3.6500371 710297 3.652689 632682 3.6534243 366354 3.6549249 368291 3.6556082 352093 3.6582556 446779 3.6613042 162886 3.6620779 89362 3.665432 579756 3.6656466 881803 3.6684463 674480 3.6691339 869146 3.6704288 189720 3.6726115 304929 3.6727576 230618 3.6732116 151599 3.6746945 943716 3.6756139 +Q 3: 769561 0.55021656 225279 3.3954451 177351 3.4563618 763411 3.4687619 481767 3.4899912 607893 3.4903595 452823 3.4990633 754183 3.5037816 621097 3.5049353 598705 3.5067954 621713 3.5154233 138457 3.5162425 207647 3.5204642 916446 3.5208876 113639 3.5215006 855450 3.5256312 905038 3.534173 28922 3.5407636 932440 3.5461862 166259 3.5565786 14775 3.5628295 408301 3.5676258 108700 3.5680444 249613 3.573112 836938 3.5759645 362167 3.577234 221375 3.5809357 285316 3.585103 438430 3.5885713 991910 3.5911617 577272 3.5942709 873681 3.5986192 582584 3.6037366 913468 3.6053879 893277 3.6070561 621958 3.6080754 440177 3.6121905 426849 3.6150625 661165 3.6166487 558601 3.6171892 638154 3.618263 72138 3.6188607 238867 3.6227436 279075 3.6255379 85474 3.625674 726879 3.6320145 979989 3.6328316 784118 3.6349072 692944 3.6351857 748330 3.6353037 326307 3.6360362 397325 3.6431351 459017 3.6466324 955079 3.6470199 638952 3.6509016 621303 3.650944 45440 3.6516089 87357 3.6531761 330295 3.6541495 31429 3.6556275 824271 3.6564043 66739 3.6614745 30144 3.6636882 924363 3.6681035 952907 3.6712635 524728 3.6719615 57668 3.6722851 171910 3.6734695 194477 3.6740928 391315 3.6746101 953319 3.6764417 30397 3.6770072 99943 3.6770606 684523 3.6792345 392942 3.680753 123111 3.6810334 873526 3.6811633 547904 3.6848462 306090 3.6862357 36099 3.6864228 881521 3.6865084 402080 3.6877112 761825 3.6889811 794848 3.6908293 91656 3.6915898 614829 3.6932771 481253 3.693507 556962 3.6940284 636103 3.695317 322053 3.6967964 551161 3.6974843 709878 3.7002013 394781 3.7010479 425226 3.701195 114467 3.7018387 564766 3.7018871 469770 3.7019808 17674 3.7021475 90141 3.7042134 117504 3.7050898 +Q 4: 522350 0.58862907 480577 3.2981195 14086 3.409445 87436 3.4113162 305854 3.4308805 133309 3.4385464 301633 3.4423771 109230 3.4487815 771503 3.4552789 756350 3.4595475 621302 3.4675634 4128 3.4811811 919303 3.4903622 495399 3.5028532 836478 3.5116801 779788 3.5137815 170877 3.5147681 361351 3.5274014 824240 3.5299301 6050 3.5327673 158568 3.5347674 404539 3.5355434 849370 3.5380545 920673 3.5407071 131443 3.5465066 469453 3.5482402 608156 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3.6635811 163159 3.6655703 963175 3.6656418 651431 3.6672485 810739 3.6676838 293648 3.6680403 907655 3.6683364 887672 3.670084 356495 3.6715279 949453 3.6726165 948496 3.6727836 762906 3.6731672 236675 3.6763947 47483 3.6771846 27319 3.67782 923009 3.680429 +Q 993: 834307 0.56117594 930803 3.2564564 938432 3.3158376 783295 3.3322072 320969 3.335109 15481 3.3360751 983375 3.3390698 454024 3.3406842 328819 3.3568437 416095 3.3616576 500564 3.3707969 132284 3.3787808 343325 3.3909361 212520 3.3915305 512586 3.3989685 750002 3.4030499 627074 3.4076302 724799 3.4194331 982950 3.4298904 409316 3.4303212 218545 3.4394939 388924 3.4430261 986780 3.4498739 63154 3.4501603 245010 3.4524176 895734 3.4530749 79580 3.4537632 347991 3.4632154 258819 3.4635971 829792 3.4672842 946628 3.4696965 588056 3.4740109 381855 3.4741635 697289 3.4867408 746286 3.4910324 223217 3.4952829 202038 3.4970515 59318 3.4976585 223459 3.4985638 394147 3.5011861 553315 3.5034354 354025 3.5041056 999803 3.5053344 150736 3.5067341 108941 3.5087607 537678 3.5112128 222899 3.5114157 584590 3.5150242 673937 3.5173264 446340 3.5203457 523885 3.5236223 785576 3.5278735 973279 3.5280662 120973 3.528965 711249 3.5304427 592952 3.5311739 505092 3.5345292 220038 3.5347962 108974 3.5384045 342443 3.5403981 340807 3.5407834 233554 3.5424831 296581 3.5429599 213254 3.5449646 829196 3.545135 328125 3.547605 391618 3.5513873 195130 3.5524065 5527 3.554415 44088 3.5545325 808367 3.5550888 812584 3.5590363 206471 3.5610807 986742 3.5646024 997226 3.5647511 235768 3.5738566 264097 3.5745308 948211 3.575897 536266 3.5807154 882675 3.5821881 991522 3.5850079 578430 3.5863359 516362 3.5869529 432030 3.5871985 36650 3.588264 42889 3.5897863 496052 3.5900943 786156 3.5905287 874392 3.5910666 315551 3.592391 58160 3.59361 339179 3.594424 122014 3.5953288 703289 3.5975573 768533 3.598017 704895 3.5984919 976325 3.6024745 610615 3.6026809 325615 3.6032588 472264 3.6034617 +Q 994: 445620 0.6096788 433882 3.2303472 570301 3.2581468 242991 3.2754955 160980 3.3504801 290798 3.3835332 722469 3.394882 531278 3.411411 303768 3.4153125 542182 3.4235034 31208 3.4246252 368808 3.424819 469314 3.4297323 907931 3.4395456 180673 3.4612288 523850 3.4691205 55268 3.4703269 236643 3.4729431 630181 3.4916265 267370 3.4929821 426144 3.4963424 621908 3.5020964 262477 3.5058019 811114 3.5083754 50928 3.5129836 556425 3.513768 244425 3.5138774 354865 3.5159571 214319 3.5189908 466820 3.5210986 659344 3.5232608 693734 3.524194 555270 3.5276792 773447 3.5279682 210037 3.5332198 804385 3.5340738 545469 3.5344462 769655 3.5344687 171075 3.5359941 985808 3.5389216 320188 3.5405633 279521 3.5434406 549053 3.5446062 210442 3.5512919 774226 3.5556679 901834 3.5586541 827999 3.5595577 523424 3.5645883 800079 3.5658784 979283 3.5700333 178784 3.5705998 383994 3.570931 89311 3.5719802 544728 3.5722091 173471 3.5750277 149707 3.5762916 821119 3.5780969 419563 3.5808499 838982 3.5813272 597349 3.5843084 89024 3.5853128 211556 3.588954 694380 3.5905581 185531 3.5908744 783306 3.5919063 539063 3.5924652 739991 3.5945017 202260 3.5974107 940663 3.5974841 622127 3.5976212 34665 3.6007323 330831 3.6008327 577168 3.602531 834836 3.6032605 374193 3.6038117 746293 3.6082077 320427 3.6092186 193609 3.6109459 801299 3.6132586 871247 3.6137812 28178 3.6144412 885326 3.6145422 395480 3.6163797 104654 3.6167338 448528 3.6169381 739747 3.6194856 682306 3.6222601 763693 3.6233501 530322 3.6240325 126237 3.6248176 901323 3.6249328 621028 3.6250436 653826 3.6262295 182525 3.6279278 983389 3.6293848 156286 3.6306138 350480 3.6326885 209296 3.633482 396710 3.6343625 403385 3.6344118 +Q 995: 212872 0.58969653 39998 3.2466033 904607 3.3340118 273816 3.4232757 843082 3.4370422 301867 3.4482479 473447 3.4710364 72472 3.4863198 2914 3.5052195 241942 3.5062447 436550 3.5183845 767235 3.5223427 896952 3.5226979 390605 3.5264528 60998 3.5356104 74883 3.5359328 275461 3.5404 542151 3.5412638 134226 3.5413125 117318 3.5445423 492653 3.5445576 89721 3.5455287 620796 3.5483575 781278 3.5492463 615079 3.5554223 310792 3.5639594 100403 3.5708025 39835 3.5843885 768738 3.5877461 803084 3.5978317 545628 3.6011324 368009 3.6104345 283097 3.6141229 165011 3.6200347 536367 3.6204944 910563 3.6209805 945335 3.624222 579298 3.6250074 583798 3.6253419 482023 3.6259284 871928 3.6263111 313100 3.6270795 385371 3.6271021 266384 3.6320531 118480 3.6326723 307695 3.6327612 827090 3.6342394 486762 3.6369138 509093 3.6369286 731916 3.6387811 875507 3.6428816 417504 3.6431546 556289 3.6443913 200961 3.6456778 513738 3.6500258 120634 3.6553588 29450 3.6597323 355874 3.6608105 85099 3.6616335 635407 3.6653841 599864 3.6661384 758952 3.6662662 635806 3.6667695 225540 3.6672134 727568 3.6692629 395170 3.6703963 791588 3.6707013 733769 3.671859 941908 3.6725841 851236 3.6748402 470651 3.6774108 86676 3.6784925 916339 3.6786683 228011 3.6809115 75965 3.6835511 991172 3.6846516 155303 3.6849263 232482 3.6849422 662701 3.6884677 139396 3.6891606 568799 3.68923 713138 3.6896753 792115 3.6902761 348016 3.6902888 164891 3.6903634 42386 3.6909826 976051 3.6937985 625685 3.6949611 855708 3.6955225 506906 3.6967819 164145 3.6973665 89972 3.6992531 820951 3.7011769 809972 3.7032433 413626 3.7032702 220604 3.7035339 215198 3.7038944 540074 3.7042172 427839 3.7054455 694456 3.7093039 +Q 996: 325781 0.60251296 17310 3.3395422 603116 3.5433929 881842 3.5606351 364267 3.5644319 268181 3.5747256 374576 3.5783114 751565 3.5798848 578539 3.5800612 660734 3.5825241 731548 3.6017745 597950 3.6018269 998507 3.6133614 844978 3.6148815 466750 3.6197431 810352 3.6291828 541746 3.6302152 149330 3.632535 456675 3.6329751 51000 3.6400008 370846 3.6443624 573204 3.6480811 997433 3.650887 28025 3.6511002 213760 3.6548831 273854 3.6555688 919718 3.6557415 76881 3.6572158 909595 3.6589797 175726 3.6615958 129694 3.6641128 812350 3.664248 811043 3.6647248 274869 3.666223 590200 3.6699033 310990 3.6729479 991419 3.6744518 7363 3.6749914 927479 3.6781535 266871 3.6814761 950729 3.681983 903089 3.6825485 61984 3.6847708 786425 3.6852171 147226 3.6880968 729564 3.6908674 179565 3.6945922 683760 3.6958573 227771 3.696928 93730 3.6978519 668478 3.7018676 226545 3.704695 579467 3.7054524 313144 3.7063694 438803 3.7075241 664590 3.7087204 632174 3.7091212 253810 3.7095163 140169 3.7102873 222897 3.7158806 987832 3.719548 264885 3.7197192 688802 3.7215624 36924 3.7232549 991718 3.7251117 103887 3.7271929 794001 3.7273231 83611 3.7314031 457664 3.7322509 786430 3.7324598 215530 3.7335377 516588 3.7339983 646532 3.7364912 969278 3.7394817 290163 3.7409129 535343 3.7420671 92094 3.7431965 619173 3.7449765 901445 3.7467568 126614 3.7468228 742635 3.7489111 200860 3.7492912 53483 3.7511785 856922 3.7541158 733823 3.7549114 5154 3.7573853 123723 3.7601573 95324 3.7614002 181948 3.7648861 685786 3.7656586 974710 3.7685246 901554 3.7685959 136878 3.7700157 415498 3.7718265 345240 3.7719953 280125 3.7741926 133676 3.7767677 644613 3.7806609 542078 3.7817364 930698 3.7822838 +Q 997: 934761 0.5301283 712049 3.2610607 29384 3.269726 179225 3.2925177 599292 3.3111987 357335 3.3397133 867639 3.340095 511275 3.3463452 338703 3.3481421 372002 3.3575053 737869 3.3702993 391579 3.3714666 246269 3.3715901 814257 3.3718438 302445 3.3768921 434628 3.3889868 689687 3.3952966 58907 3.4023845 689599 3.4149535 507309 3.416661 659760 3.4189565 72803 3.4211359 977461 3.421953 957313 3.4268632 80322 3.4308281 619397 3.4335616 132958 3.4352617 913324 3.4357131 581795 3.4369192 476285 3.4385593 941743 3.4404428 382245 3.4413884 326779 3.4429059 694326 3.4436357 673768 3.4451332 490856 3.4466064 771565 3.4475403 344692 3.4483566 831830 3.4485891 639771 3.4493377 751039 3.4582775 649541 3.4584954 234302 3.4586163 717532 3.4590659 579406 3.4605932 947994 3.4620359 373998 3.4642396 383812 3.4653399 353539 3.4723213 584467 3.4759328 711574 3.4763818 12773 3.4769909 11093 3.4813418 968191 3.4817102 148524 3.4824646 226120 3.4827092 256771 3.486047 19441 3.4900024 940868 3.4907031 350439 3.490725 983242 3.4923158 965509 3.4923759 417474 3.49387 536993 3.4944522 961559 3.4969063 899919 3.4982407 952854 3.4988513 666443 3.4990695 87186 3.4999413 715913 3.5024633 426477 3.5024707 861541 3.503427 744039 3.5038683 508885 3.5052369 994082 3.5066516 280924 3.5074234 30654 3.5077255 815470 3.5081952 108339 3.5116296 205552 3.515655 779345 3.5162411 667623 3.5172842 222642 3.5190353 784410 3.5213692 834222 3.5221379 431752 3.5222509 178744 3.5254257 647194 3.5258951 577354 3.528126 343896 3.5293381 225216 3.5295579 2452 3.5296469 879804 3.5301843 950921 3.5309167 767425 3.53262 421681 3.5339248 309725 3.5348763 648074 3.5353827 210115 3.5360522 446776 3.5366395 +Q 998: 760087 0.55740893 383959 3.1466305 586167 3.2381155 108887 3.2566862 814914 3.2749238 679252 3.3060596 103014 3.3382161 860755 3.3431447 338007 3.3439126 804018 3.3480229 45340 3.3501127 260198 3.3535042 96273 3.3606675 743972 3.3641677 537760 3.3712494 299621 3.3744314 448876 3.3807747 666828 3.3829002 239926 3.3891728 744822 3.3911192 317753 3.3925936 53559 3.3942602 816257 3.4083672 724788 3.4134276 801902 3.4134383 793527 3.41798 910938 3.4214227 173236 3.425976 688727 3.4289474 84250 3.4306259 158602 3.4333844 863737 3.4364347 677014 3.4391921 359738 3.4392178 143214 3.4393096 976383 3.441016 310790 3.4432776 138515 3.4434102 813793 3.4438682 972026 3.4469965 204976 3.449882 304037 3.4500678 645489 3.4524076 16144 3.4526937 261534 3.4535065 375052 3.4559944 338330 3.4590154 398781 3.467464 847204 3.4686668 294763 3.4697275 354524 3.4708476 20251 3.4744618 627817 3.4752998 48656 3.475971 743172 3.4780889 515641 3.4792912 455889 3.4794271 955966 3.4819813 712585 3.4867892 587925 3.4883513 940294 3.489398 347792 3.4894567 818297 3.4923921 625529 3.4939368 846136 3.4943705 390147 3.4947407 929091 3.4953437 698150 3.4955399 207711 3.4980884 673010 3.4992757 76618 3.5010419 742995 3.502723 220282 3.5053871 364880 3.5099697 402602 3.5104015 988927 3.5118918 355108 3.5121462 862597 3.5154126 891886 3.5155766 309867 3.5157766 753397 3.5164242 749199 3.5164721 261641 3.5172863 570259 3.5201933 447642 3.5202029 418324 3.5202227 875412 3.520381 968148 3.5215654 402034 3.5224757 145450 3.5237694 906674 3.5237985 969592 3.5241454 462481 3.5270138 804607 3.5276797 904085 3.52912 85523 3.5305262 373052 3.5313072 313178 3.5316362 229132 3.5337272 210335 3.534898 +Q 999: 220474 0.60258466 967235 3.5171657 317055 3.6349599 271207 3.6421463 862892 3.6493506 631260 3.6854718 171938 3.6944284 573056 3.7033944 817082 3.7094364 116699 3.7155578 289024 3.72527 925149 3.736762 409739 3.7398205 278196 3.7436936 486034 3.7452347 657732 3.7474096 490074 3.7522759 321680 3.7545841 730605 3.7565475 283022 3.7572012 506144 3.7593188 700105 3.7601762 7378 3.7625258 545749 3.7684689 84201 3.7745423 559867 3.7848849 395021 3.7879949 7175 3.7937446 332806 3.7947445 501324 3.7966106 792375 3.7984803 132710 3.798624 827713 3.8010364 632668 3.8027196 485196 3.8043814 709209 3.8076251 488565 3.8082049 899483 3.8096106 648452 3.8112383 308797 3.8145387 87295 3.8174145 790199 3.8246679 67629 3.8249612 162032 3.8304605 750139 3.8310642 68015 3.8337202 257096 3.8356552 611213 3.8373213 81347 3.8375156 105946 3.838676 479459 3.8388884 490263 3.8391905 873527 3.8426738 269725 3.8449826 590567 3.8471124 284092 3.8478234 795627 3.8501918 905324 3.8502333 543211 3.8562331 852743 3.8563187 299661 3.8570828 409637 3.8585088 578273 3.8587644 658055 3.860045 827562 3.861589 133981 3.8618367 805905 3.864347 982459 3.8663447 257720 3.8673465 65464 3.8688459 362026 3.8692317 279745 3.8734043 788598 3.8752356 807386 3.8754416 811583 3.8764606 665390 3.8781576 23555 3.8796232 694865 3.8823504 782631 3.8826847 95504 3.8841703 689097 3.8845611 749185 3.8886528 393996 3.8898854 230963 3.8902969 823236 3.892247 535566 3.8936489 256454 3.8938062 965417 3.8945251 822897 3.8968058 223995 3.897588 605935 3.8994844 576858 3.9019067 441231 3.9023144 500924 3.9024978 497473 3.9033163 242576 3.9043276 920450 3.9058747 955951 3.9072921 693034 3.9094179 861424 3.9096904 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b32/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b32/perf.log" new file mode 100644 index 00000000..381a0cc3 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b32/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 100 1000000 128 100 0.000 162.573 615.1 47.2558 48.7157 40.6305 1.10 GB 14552.669 89.5 +ivf_flat 1000 1000000 128 100 0.000 55.663 17965.3 1.7665 2.2260 1.7319 0.87 GB 14552.669 261.4 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b32/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b32/quality.log" new file mode 100644 index 00000000..e87c45b5 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b32/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=1.000000 +id_match_ratio=1.000000 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=0 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b32/result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b32/result.txt" new file mode 100644 index 00000000..32fc28ab --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b32/result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=ivf_flat metric=l2 num_queries=1000 top_k=100 +Q 0: 275594 0.57277745 399905 3.1297252 68087 3.178201 628001 3.2043431 906520 3.2148354 13696 3.2221193 448064 3.2361581 756003 3.2362912 61976 3.2568483 751677 3.2674544 698220 3.2789805 770360 3.2804844 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3.6635811 163159 3.6655703 963175 3.6656418 651431 3.6672485 810739 3.6676838 293648 3.6680403 907655 3.6683364 887672 3.670084 356495 3.6715279 949453 3.6726165 948496 3.6727836 762906 3.6731672 236675 3.6763947 47483 3.6771846 27319 3.67782 923009 3.680429 +Q 993: 834307 0.56117594 930803 3.2564564 938432 3.3158376 783295 3.3322072 320969 3.335109 15481 3.3360751 983375 3.3390698 454024 3.3406842 328819 3.3568437 416095 3.3616576 500564 3.3707969 132284 3.3787808 343325 3.3909361 212520 3.3915305 512586 3.3989685 750002 3.4030499 627074 3.4076302 724799 3.4194331 982950 3.4298904 409316 3.4303212 218545 3.4394939 388924 3.4430261 986780 3.4498739 63154 3.4501603 245010 3.4524176 895734 3.4530749 79580 3.4537632 347991 3.4632154 258819 3.4635971 829792 3.4672842 946628 3.4696965 588056 3.4740109 381855 3.4741635 697289 3.4867408 746286 3.4910324 223217 3.4952829 202038 3.4970515 59318 3.4976585 223459 3.4985638 394147 3.5011861 553315 3.5034354 354025 3.5041056 999803 3.5053344 150736 3.5067341 108941 3.5087607 537678 3.5112128 222899 3.5114157 584590 3.5150242 673937 3.5173264 446340 3.5203457 523885 3.5236223 785576 3.5278735 973279 3.5280662 120973 3.528965 711249 3.5304427 592952 3.5311739 505092 3.5345292 220038 3.5347962 108974 3.5384045 342443 3.5403981 340807 3.5407834 233554 3.5424831 296581 3.5429599 213254 3.5449646 829196 3.545135 328125 3.547605 391618 3.5513873 195130 3.5524065 5527 3.554415 44088 3.5545325 808367 3.5550888 812584 3.5590363 206471 3.5610807 986742 3.5646024 997226 3.5647511 235768 3.5738566 264097 3.5745308 948211 3.575897 536266 3.5807154 882675 3.5821881 991522 3.5850079 578430 3.5863359 516362 3.5869529 432030 3.5871985 36650 3.588264 42889 3.5897863 496052 3.5900943 786156 3.5905287 874392 3.5910666 315551 3.592391 58160 3.59361 339179 3.594424 122014 3.5953288 703289 3.5975573 768533 3.598017 704895 3.5984919 976325 3.6024745 610615 3.6026809 325615 3.6032588 472264 3.6034617 +Q 994: 445620 0.6096788 433882 3.2303472 570301 3.2581468 242991 3.2754955 160980 3.3504801 290798 3.3835332 722469 3.394882 531278 3.411411 303768 3.4153125 542182 3.4235034 31208 3.4246252 368808 3.424819 469314 3.4297323 907931 3.4395456 180673 3.4612288 523850 3.4691205 55268 3.4703269 236643 3.4729431 630181 3.4916265 267370 3.4929821 426144 3.4963424 621908 3.5020964 262477 3.5058019 811114 3.5083754 50928 3.5129836 556425 3.513768 244425 3.5138774 354865 3.5159571 214319 3.5189908 466820 3.5210986 659344 3.5232608 693734 3.524194 555270 3.5276792 773447 3.5279682 210037 3.5332198 804385 3.5340738 545469 3.5344462 769655 3.5344687 171075 3.5359941 985808 3.5389216 320188 3.5405633 279521 3.5434406 549053 3.5446062 210442 3.5512919 774226 3.5556679 901834 3.5586541 827999 3.5595577 523424 3.5645883 800079 3.5658784 979283 3.5700333 178784 3.5705998 383994 3.570931 89311 3.5719802 544728 3.5722091 173471 3.5750277 149707 3.5762916 821119 3.5780969 419563 3.5808499 838982 3.5813272 597349 3.5843084 89024 3.5853128 211556 3.588954 694380 3.5905581 185531 3.5908744 783306 3.5919063 539063 3.5924652 739991 3.5945017 202260 3.5974107 940663 3.5974841 622127 3.5976212 34665 3.6007323 330831 3.6008327 577168 3.602531 834836 3.6032605 374193 3.6038117 746293 3.6082077 320427 3.6092186 193609 3.6109459 801299 3.6132586 871247 3.6137812 28178 3.6144412 885326 3.6145422 395480 3.6163797 104654 3.6167338 448528 3.6169381 739747 3.6194856 682306 3.6222601 763693 3.6233501 530322 3.6240325 126237 3.6248176 901323 3.6249328 621028 3.6250436 653826 3.6262295 182525 3.6279278 983389 3.6293848 156286 3.6306138 350480 3.6326885 209296 3.633482 396710 3.6343625 403385 3.6344118 +Q 995: 212872 0.58969653 39998 3.2466033 904607 3.3340118 273816 3.4232757 843082 3.4370422 301867 3.4482479 473447 3.4710364 72472 3.4863198 2914 3.5052195 241942 3.5062447 436550 3.5183845 767235 3.5223427 896952 3.5226979 390605 3.5264528 60998 3.5356104 74883 3.5359328 275461 3.5404 542151 3.5412638 134226 3.5413125 117318 3.5445423 492653 3.5445576 89721 3.5455287 620796 3.5483575 781278 3.5492463 615079 3.5554223 310792 3.5639594 100403 3.5708025 39835 3.5843885 768738 3.5877461 803084 3.5978317 545628 3.6011324 368009 3.6104345 283097 3.6141229 165011 3.6200347 536367 3.6204944 910563 3.6209805 945335 3.624222 579298 3.6250074 583798 3.6253419 482023 3.6259284 871928 3.6263111 313100 3.6270795 385371 3.6271021 266384 3.6320531 118480 3.6326723 307695 3.6327612 827090 3.6342394 486762 3.6369138 509093 3.6369286 731916 3.6387811 875507 3.6428816 417504 3.6431546 556289 3.6443913 200961 3.6456778 513738 3.6500258 120634 3.6553588 29450 3.6597323 355874 3.6608105 85099 3.6616335 635407 3.6653841 599864 3.6661384 758952 3.6662662 635806 3.6667695 225540 3.6672134 727568 3.6692629 395170 3.6703963 791588 3.6707013 733769 3.671859 941908 3.6725841 851236 3.6748402 470651 3.6774108 86676 3.6784925 916339 3.6786683 228011 3.6809115 75965 3.6835511 991172 3.6846516 155303 3.6849263 232482 3.6849422 662701 3.6884677 139396 3.6891606 568799 3.68923 713138 3.6896753 792115 3.6902761 348016 3.6902888 164891 3.6903634 42386 3.6909826 976051 3.6937985 625685 3.6949611 855708 3.6955225 506906 3.6967819 164145 3.6973665 89972 3.6992531 820951 3.7011769 809972 3.7032433 413626 3.7032702 220604 3.7035339 215198 3.7038944 540074 3.7042172 427839 3.7054455 694456 3.7093039 +Q 996: 325781 0.60251296 17310 3.3395422 603116 3.5433929 881842 3.5606351 364267 3.5644319 268181 3.5747256 374576 3.5783114 751565 3.5798848 578539 3.5800612 660734 3.5825241 731548 3.6017745 597950 3.6018269 998507 3.6133614 844978 3.6148815 466750 3.6197431 810352 3.6291828 541746 3.6302152 149330 3.632535 456675 3.6329751 51000 3.6400008 370846 3.6443624 573204 3.6480811 997433 3.650887 28025 3.6511002 213760 3.6548831 273854 3.6555688 919718 3.6557415 76881 3.6572158 909595 3.6589797 175726 3.6615958 129694 3.6641128 812350 3.664248 811043 3.6647248 274869 3.666223 590200 3.6699033 310990 3.6729479 991419 3.6744518 7363 3.6749914 927479 3.6781535 266871 3.6814761 950729 3.681983 903089 3.6825485 61984 3.6847708 786425 3.6852171 147226 3.6880968 729564 3.6908674 179565 3.6945922 683760 3.6958573 227771 3.696928 93730 3.6978519 668478 3.7018676 226545 3.704695 579467 3.7054524 313144 3.7063694 438803 3.7075241 664590 3.7087204 632174 3.7091212 253810 3.7095163 140169 3.7102873 222897 3.7158806 987832 3.719548 264885 3.7197192 688802 3.7215624 36924 3.7232549 991718 3.7251117 103887 3.7271929 794001 3.7273231 83611 3.7314031 457664 3.7322509 786430 3.7324598 215530 3.7335377 516588 3.7339983 646532 3.7364912 969278 3.7394817 290163 3.7409129 535343 3.7420671 92094 3.7431965 619173 3.7449765 901445 3.7467568 126614 3.7468228 742635 3.7489111 200860 3.7492912 53483 3.7511785 856922 3.7541158 733823 3.7549114 5154 3.7573853 123723 3.7601573 95324 3.7614002 181948 3.7648861 685786 3.7656586 974710 3.7685246 901554 3.7685959 136878 3.7700157 415498 3.7718265 345240 3.7719953 280125 3.7741926 133676 3.7767677 644613 3.7806609 542078 3.7817364 930698 3.7822838 +Q 997: 934761 0.5301283 712049 3.2610607 29384 3.269726 179225 3.2925177 599292 3.3111987 357335 3.3397133 867639 3.340095 511275 3.3463452 338703 3.3481421 372002 3.3575053 737869 3.3702993 391579 3.3714666 246269 3.3715901 814257 3.3718438 302445 3.3768921 434628 3.3889868 689687 3.3952966 58907 3.4023845 689599 3.4149535 507309 3.416661 659760 3.4189565 72803 3.4211359 977461 3.421953 957313 3.4268632 80322 3.4308281 619397 3.4335616 132958 3.4352617 913324 3.4357131 581795 3.4369192 476285 3.4385593 941743 3.4404428 382245 3.4413884 326779 3.4429059 694326 3.4436357 673768 3.4451332 490856 3.4466064 771565 3.4475403 344692 3.4483566 831830 3.4485891 639771 3.4493377 751039 3.4582775 649541 3.4584954 234302 3.4586163 717532 3.4590659 579406 3.4605932 947994 3.4620359 373998 3.4642396 383812 3.4653399 353539 3.4723213 584467 3.4759328 711574 3.4763818 12773 3.4769909 11093 3.4813418 968191 3.4817102 148524 3.4824646 226120 3.4827092 256771 3.486047 19441 3.4900024 940868 3.4907031 350439 3.490725 983242 3.4923158 965509 3.4923759 417474 3.49387 536993 3.4944522 961559 3.4969063 899919 3.4982407 952854 3.4988513 666443 3.4990695 87186 3.4999413 715913 3.5024633 426477 3.5024707 861541 3.503427 744039 3.5038683 508885 3.5052369 994082 3.5066516 280924 3.5074234 30654 3.5077255 815470 3.5081952 108339 3.5116296 205552 3.515655 779345 3.5162411 667623 3.5172842 222642 3.5190353 784410 3.5213692 834222 3.5221379 431752 3.5222509 178744 3.5254257 647194 3.5258951 577354 3.528126 343896 3.5293381 225216 3.5295579 2452 3.5296469 879804 3.5301843 950921 3.5309167 767425 3.53262 421681 3.5339248 309725 3.5348763 648074 3.5353827 210115 3.5360522 446776 3.5366395 +Q 998: 760087 0.55740893 383959 3.1466305 586167 3.2381155 108887 3.2566862 814914 3.2749238 679252 3.3060596 103014 3.3382161 860755 3.3431447 338007 3.3439126 804018 3.3480229 45340 3.3501127 260198 3.3535042 96273 3.3606675 743972 3.3641677 537760 3.3712494 299621 3.3744314 448876 3.3807747 666828 3.3829002 239926 3.3891728 744822 3.3911192 317753 3.3925936 53559 3.3942602 816257 3.4083672 724788 3.4134276 801902 3.4134383 793527 3.41798 910938 3.4214227 173236 3.425976 688727 3.4289474 84250 3.4306259 158602 3.4333844 863737 3.4364347 677014 3.4391921 359738 3.4392178 143214 3.4393096 976383 3.441016 310790 3.4432776 138515 3.4434102 813793 3.4438682 972026 3.4469965 204976 3.449882 304037 3.4500678 645489 3.4524076 16144 3.4526937 261534 3.4535065 375052 3.4559944 338330 3.4590154 398781 3.467464 847204 3.4686668 294763 3.4697275 354524 3.4708476 20251 3.4744618 627817 3.4752998 48656 3.475971 743172 3.4780889 515641 3.4792912 455889 3.4794271 955966 3.4819813 712585 3.4867892 587925 3.4883513 940294 3.489398 347792 3.4894567 818297 3.4923921 625529 3.4939368 846136 3.4943705 390147 3.4947407 929091 3.4953437 698150 3.4955399 207711 3.4980884 673010 3.4992757 76618 3.5010419 742995 3.502723 220282 3.5053871 364880 3.5099697 402602 3.5104015 988927 3.5118918 355108 3.5121462 862597 3.5154126 891886 3.5155766 309867 3.5157766 753397 3.5164242 749199 3.5164721 261641 3.5172863 570259 3.5201933 447642 3.5202029 418324 3.5202227 875412 3.520381 968148 3.5215654 402034 3.5224757 145450 3.5237694 906674 3.5237985 969592 3.5241454 462481 3.5270138 804607 3.5276797 904085 3.52912 85523 3.5305262 373052 3.5313072 313178 3.5316362 229132 3.5337272 210335 3.534898 +Q 999: 220474 0.60258466 967235 3.5171657 317055 3.6349599 271207 3.6421463 862892 3.6493506 631260 3.6854718 171938 3.6944284 573056 3.7033944 817082 3.7094364 116699 3.7155578 289024 3.72527 925149 3.736762 409739 3.7398205 278196 3.7436936 486034 3.7452347 657732 3.7474096 490074 3.7522759 321680 3.7545841 730605 3.7565475 283022 3.7572012 506144 3.7593188 700105 3.7601762 7378 3.7625258 545749 3.7684689 84201 3.7745423 559867 3.7848849 395021 3.7879949 7175 3.7937446 332806 3.7947445 501324 3.7966106 792375 3.7984803 132710 3.798624 827713 3.8010364 632668 3.8027196 485196 3.8043814 709209 3.8076251 488565 3.8082049 899483 3.8096106 648452 3.8112383 308797 3.8145387 87295 3.8174145 790199 3.8246679 67629 3.8249612 162032 3.8304605 750139 3.8310642 68015 3.8337202 257096 3.8356552 611213 3.8373213 81347 3.8375156 105946 3.838676 479459 3.8388884 490263 3.8391905 873527 3.8426738 269725 3.8449826 590567 3.8471124 284092 3.8478234 795627 3.8501918 905324 3.8502333 543211 3.8562331 852743 3.8563187 299661 3.8570828 409637 3.8585088 578273 3.8587644 658055 3.860045 827562 3.861589 133981 3.8618367 805905 3.864347 982459 3.8663447 257720 3.8673465 65464 3.8688459 362026 3.8692317 279745 3.8734043 788598 3.8752356 807386 3.8754416 811583 3.8764606 665390 3.8781576 23555 3.8796232 694865 3.8823504 782631 3.8826847 95504 3.8841703 689097 3.8845611 749185 3.8886528 393996 3.8898854 230963 3.8902969 823236 3.892247 535566 3.8936489 256454 3.8938062 965417 3.8945251 822897 3.8968058 223995 3.897588 605935 3.8994844 576858 3.9019067 441231 3.9023144 500924 3.9024978 497473 3.9033163 242576 3.9043276 920450 3.9058747 955951 3.9072921 693034 3.9094179 861424 3.9096904 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b512/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b512/perf.log" new file mode 100644 index 00000000..5b3452ab --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b512/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 100 1000000 128 100 0.000 136.751 731.3 68.3560 69.8295 68.3560 1.24 GB 14506.813 106.1 +ivf_flat 1000 1000000 128 100 0.000 27.838 35921.6 13.9092 14.5113 13.9092 0.90 GB 14506.813 521.1 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b512/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b512/quality.log" new file mode 100644 index 00000000..e87c45b5 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b512/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=1.000000 +id_match_ratio=1.000000 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=0 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b512/result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b512/result.txt" new file mode 100644 index 00000000..32fc28ab --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np32_b512/result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=ivf_flat metric=l2 num_queries=1000 top_k=100 +Q 0: 275594 0.57277745 399905 3.1297252 68087 3.178201 628001 3.2043431 906520 3.2148354 13696 3.2221193 448064 3.2361581 756003 3.2362912 61976 3.2568483 751677 3.2674544 698220 3.2789805 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3.6635811 163159 3.6655703 963175 3.6656418 651431 3.6672485 810739 3.6676838 293648 3.6680403 907655 3.6683364 887672 3.670084 356495 3.6715279 949453 3.6726165 948496 3.6727836 762906 3.6731672 236675 3.6763947 47483 3.6771846 27319 3.67782 923009 3.680429 +Q 993: 834307 0.56117594 930803 3.2564564 938432 3.3158376 783295 3.3322072 320969 3.335109 15481 3.3360751 983375 3.3390698 454024 3.3406842 328819 3.3568437 416095 3.3616576 500564 3.3707969 132284 3.3787808 343325 3.3909361 212520 3.3915305 512586 3.3989685 750002 3.4030499 627074 3.4076302 724799 3.4194331 982950 3.4298904 409316 3.4303212 218545 3.4394939 388924 3.4430261 986780 3.4498739 63154 3.4501603 245010 3.4524176 895734 3.4530749 79580 3.4537632 347991 3.4632154 258819 3.4635971 829792 3.4672842 946628 3.4696965 588056 3.4740109 381855 3.4741635 697289 3.4867408 746286 3.4910324 223217 3.4952829 202038 3.4970515 59318 3.4976585 223459 3.4985638 394147 3.5011861 553315 3.5034354 354025 3.5041056 999803 3.5053344 150736 3.5067341 108941 3.5087607 537678 3.5112128 222899 3.5114157 584590 3.5150242 673937 3.5173264 446340 3.5203457 523885 3.5236223 785576 3.5278735 973279 3.5280662 120973 3.528965 711249 3.5304427 592952 3.5311739 505092 3.5345292 220038 3.5347962 108974 3.5384045 342443 3.5403981 340807 3.5407834 233554 3.5424831 296581 3.5429599 213254 3.5449646 829196 3.545135 328125 3.547605 391618 3.5513873 195130 3.5524065 5527 3.554415 44088 3.5545325 808367 3.5550888 812584 3.5590363 206471 3.5610807 986742 3.5646024 997226 3.5647511 235768 3.5738566 264097 3.5745308 948211 3.575897 536266 3.5807154 882675 3.5821881 991522 3.5850079 578430 3.5863359 516362 3.5869529 432030 3.5871985 36650 3.588264 42889 3.5897863 496052 3.5900943 786156 3.5905287 874392 3.5910666 315551 3.592391 58160 3.59361 339179 3.594424 122014 3.5953288 703289 3.5975573 768533 3.598017 704895 3.5984919 976325 3.6024745 610615 3.6026809 325615 3.6032588 472264 3.6034617 +Q 994: 445620 0.6096788 433882 3.2303472 570301 3.2581468 242991 3.2754955 160980 3.3504801 290798 3.3835332 722469 3.394882 531278 3.411411 303768 3.4153125 542182 3.4235034 31208 3.4246252 368808 3.424819 469314 3.4297323 907931 3.4395456 180673 3.4612288 523850 3.4691205 55268 3.4703269 236643 3.4729431 630181 3.4916265 267370 3.4929821 426144 3.4963424 621908 3.5020964 262477 3.5058019 811114 3.5083754 50928 3.5129836 556425 3.513768 244425 3.5138774 354865 3.5159571 214319 3.5189908 466820 3.5210986 659344 3.5232608 693734 3.524194 555270 3.5276792 773447 3.5279682 210037 3.5332198 804385 3.5340738 545469 3.5344462 769655 3.5344687 171075 3.5359941 985808 3.5389216 320188 3.5405633 279521 3.5434406 549053 3.5446062 210442 3.5512919 774226 3.5556679 901834 3.5586541 827999 3.5595577 523424 3.5645883 800079 3.5658784 979283 3.5700333 178784 3.5705998 383994 3.570931 89311 3.5719802 544728 3.5722091 173471 3.5750277 149707 3.5762916 821119 3.5780969 419563 3.5808499 838982 3.5813272 597349 3.5843084 89024 3.5853128 211556 3.588954 694380 3.5905581 185531 3.5908744 783306 3.5919063 539063 3.5924652 739991 3.5945017 202260 3.5974107 940663 3.5974841 622127 3.5976212 34665 3.6007323 330831 3.6008327 577168 3.602531 834836 3.6032605 374193 3.6038117 746293 3.6082077 320427 3.6092186 193609 3.6109459 801299 3.6132586 871247 3.6137812 28178 3.6144412 885326 3.6145422 395480 3.6163797 104654 3.6167338 448528 3.6169381 739747 3.6194856 682306 3.6222601 763693 3.6233501 530322 3.6240325 126237 3.6248176 901323 3.6249328 621028 3.6250436 653826 3.6262295 182525 3.6279278 983389 3.6293848 156286 3.6306138 350480 3.6326885 209296 3.633482 396710 3.6343625 403385 3.6344118 +Q 995: 212872 0.58969653 39998 3.2466033 904607 3.3340118 273816 3.4232757 843082 3.4370422 301867 3.4482479 473447 3.4710364 72472 3.4863198 2914 3.5052195 241942 3.5062447 436550 3.5183845 767235 3.5223427 896952 3.5226979 390605 3.5264528 60998 3.5356104 74883 3.5359328 275461 3.5404 542151 3.5412638 134226 3.5413125 117318 3.5445423 492653 3.5445576 89721 3.5455287 620796 3.5483575 781278 3.5492463 615079 3.5554223 310792 3.5639594 100403 3.5708025 39835 3.5843885 768738 3.5877461 803084 3.5978317 545628 3.6011324 368009 3.6104345 283097 3.6141229 165011 3.6200347 536367 3.6204944 910563 3.6209805 945335 3.624222 579298 3.6250074 583798 3.6253419 482023 3.6259284 871928 3.6263111 313100 3.6270795 385371 3.6271021 266384 3.6320531 118480 3.6326723 307695 3.6327612 827090 3.6342394 486762 3.6369138 509093 3.6369286 731916 3.6387811 875507 3.6428816 417504 3.6431546 556289 3.6443913 200961 3.6456778 513738 3.6500258 120634 3.6553588 29450 3.6597323 355874 3.6608105 85099 3.6616335 635407 3.6653841 599864 3.6661384 758952 3.6662662 635806 3.6667695 225540 3.6672134 727568 3.6692629 395170 3.6703963 791588 3.6707013 733769 3.671859 941908 3.6725841 851236 3.6748402 470651 3.6774108 86676 3.6784925 916339 3.6786683 228011 3.6809115 75965 3.6835511 991172 3.6846516 155303 3.6849263 232482 3.6849422 662701 3.6884677 139396 3.6891606 568799 3.68923 713138 3.6896753 792115 3.6902761 348016 3.6902888 164891 3.6903634 42386 3.6909826 976051 3.6937985 625685 3.6949611 855708 3.6955225 506906 3.6967819 164145 3.6973665 89972 3.6992531 820951 3.7011769 809972 3.7032433 413626 3.7032702 220604 3.7035339 215198 3.7038944 540074 3.7042172 427839 3.7054455 694456 3.7093039 +Q 996: 325781 0.60251296 17310 3.3395422 603116 3.5433929 881842 3.5606351 364267 3.5644319 268181 3.5747256 374576 3.5783114 751565 3.5798848 578539 3.5800612 660734 3.5825241 731548 3.6017745 597950 3.6018269 998507 3.6133614 844978 3.6148815 466750 3.6197431 810352 3.6291828 541746 3.6302152 149330 3.632535 456675 3.6329751 51000 3.6400008 370846 3.6443624 573204 3.6480811 997433 3.650887 28025 3.6511002 213760 3.6548831 273854 3.6555688 919718 3.6557415 76881 3.6572158 909595 3.6589797 175726 3.6615958 129694 3.6641128 812350 3.664248 811043 3.6647248 274869 3.666223 590200 3.6699033 310990 3.6729479 991419 3.6744518 7363 3.6749914 927479 3.6781535 266871 3.6814761 950729 3.681983 903089 3.6825485 61984 3.6847708 786425 3.6852171 147226 3.6880968 729564 3.6908674 179565 3.6945922 683760 3.6958573 227771 3.696928 93730 3.6978519 668478 3.7018676 226545 3.704695 579467 3.7054524 313144 3.7063694 438803 3.7075241 664590 3.7087204 632174 3.7091212 253810 3.7095163 140169 3.7102873 222897 3.7158806 987832 3.719548 264885 3.7197192 688802 3.7215624 36924 3.7232549 991718 3.7251117 103887 3.7271929 794001 3.7273231 83611 3.7314031 457664 3.7322509 786430 3.7324598 215530 3.7335377 516588 3.7339983 646532 3.7364912 969278 3.7394817 290163 3.7409129 535343 3.7420671 92094 3.7431965 619173 3.7449765 901445 3.7467568 126614 3.7468228 742635 3.7489111 200860 3.7492912 53483 3.7511785 856922 3.7541158 733823 3.7549114 5154 3.7573853 123723 3.7601573 95324 3.7614002 181948 3.7648861 685786 3.7656586 974710 3.7685246 901554 3.7685959 136878 3.7700157 415498 3.7718265 345240 3.7719953 280125 3.7741926 133676 3.7767677 644613 3.7806609 542078 3.7817364 930698 3.7822838 +Q 997: 934761 0.5301283 712049 3.2610607 29384 3.269726 179225 3.2925177 599292 3.3111987 357335 3.3397133 867639 3.340095 511275 3.3463452 338703 3.3481421 372002 3.3575053 737869 3.3702993 391579 3.3714666 246269 3.3715901 814257 3.3718438 302445 3.3768921 434628 3.3889868 689687 3.3952966 58907 3.4023845 689599 3.4149535 507309 3.416661 659760 3.4189565 72803 3.4211359 977461 3.421953 957313 3.4268632 80322 3.4308281 619397 3.4335616 132958 3.4352617 913324 3.4357131 581795 3.4369192 476285 3.4385593 941743 3.4404428 382245 3.4413884 326779 3.4429059 694326 3.4436357 673768 3.4451332 490856 3.4466064 771565 3.4475403 344692 3.4483566 831830 3.4485891 639771 3.4493377 751039 3.4582775 649541 3.4584954 234302 3.4586163 717532 3.4590659 579406 3.4605932 947994 3.4620359 373998 3.4642396 383812 3.4653399 353539 3.4723213 584467 3.4759328 711574 3.4763818 12773 3.4769909 11093 3.4813418 968191 3.4817102 148524 3.4824646 226120 3.4827092 256771 3.486047 19441 3.4900024 940868 3.4907031 350439 3.490725 983242 3.4923158 965509 3.4923759 417474 3.49387 536993 3.4944522 961559 3.4969063 899919 3.4982407 952854 3.4988513 666443 3.4990695 87186 3.4999413 715913 3.5024633 426477 3.5024707 861541 3.503427 744039 3.5038683 508885 3.5052369 994082 3.5066516 280924 3.5074234 30654 3.5077255 815470 3.5081952 108339 3.5116296 205552 3.515655 779345 3.5162411 667623 3.5172842 222642 3.5190353 784410 3.5213692 834222 3.5221379 431752 3.5222509 178744 3.5254257 647194 3.5258951 577354 3.528126 343896 3.5293381 225216 3.5295579 2452 3.5296469 879804 3.5301843 950921 3.5309167 767425 3.53262 421681 3.5339248 309725 3.5348763 648074 3.5353827 210115 3.5360522 446776 3.5366395 +Q 998: 760087 0.55740893 383959 3.1466305 586167 3.2381155 108887 3.2566862 814914 3.2749238 679252 3.3060596 103014 3.3382161 860755 3.3431447 338007 3.3439126 804018 3.3480229 45340 3.3501127 260198 3.3535042 96273 3.3606675 743972 3.3641677 537760 3.3712494 299621 3.3744314 448876 3.3807747 666828 3.3829002 239926 3.3891728 744822 3.3911192 317753 3.3925936 53559 3.3942602 816257 3.4083672 724788 3.4134276 801902 3.4134383 793527 3.41798 910938 3.4214227 173236 3.425976 688727 3.4289474 84250 3.4306259 158602 3.4333844 863737 3.4364347 677014 3.4391921 359738 3.4392178 143214 3.4393096 976383 3.441016 310790 3.4432776 138515 3.4434102 813793 3.4438682 972026 3.4469965 204976 3.449882 304037 3.4500678 645489 3.4524076 16144 3.4526937 261534 3.4535065 375052 3.4559944 338330 3.4590154 398781 3.467464 847204 3.4686668 294763 3.4697275 354524 3.4708476 20251 3.4744618 627817 3.4752998 48656 3.475971 743172 3.4780889 515641 3.4792912 455889 3.4794271 955966 3.4819813 712585 3.4867892 587925 3.4883513 940294 3.489398 347792 3.4894567 818297 3.4923921 625529 3.4939368 846136 3.4943705 390147 3.4947407 929091 3.4953437 698150 3.4955399 207711 3.4980884 673010 3.4992757 76618 3.5010419 742995 3.502723 220282 3.5053871 364880 3.5099697 402602 3.5104015 988927 3.5118918 355108 3.5121462 862597 3.5154126 891886 3.5155766 309867 3.5157766 753397 3.5164242 749199 3.5164721 261641 3.5172863 570259 3.5201933 447642 3.5202029 418324 3.5202227 875412 3.520381 968148 3.5215654 402034 3.5224757 145450 3.5237694 906674 3.5237985 969592 3.5241454 462481 3.5270138 804607 3.5276797 904085 3.52912 85523 3.5305262 373052 3.5313072 313178 3.5316362 229132 3.5337272 210335 3.534898 +Q 999: 220474 0.60258466 967235 3.5171657 317055 3.6349599 271207 3.6421463 862892 3.6493506 631260 3.6854718 171938 3.6944284 573056 3.7033944 817082 3.7094364 116699 3.7155578 289024 3.72527 925149 3.736762 409739 3.7398205 278196 3.7436936 486034 3.7452347 657732 3.7474096 490074 3.7522759 321680 3.7545841 730605 3.7565475 283022 3.7572012 506144 3.7593188 700105 3.7601762 7378 3.7625258 545749 3.7684689 84201 3.7745423 559867 3.7848849 395021 3.7879949 7175 3.7937446 332806 3.7947445 501324 3.7966106 792375 3.7984803 132710 3.798624 827713 3.8010364 632668 3.8027196 485196 3.8043814 709209 3.8076251 488565 3.8082049 899483 3.8096106 648452 3.8112383 308797 3.8145387 87295 3.8174145 790199 3.8246679 67629 3.8249612 162032 3.8304605 750139 3.8310642 68015 3.8337202 257096 3.8356552 611213 3.8373213 81347 3.8375156 105946 3.838676 479459 3.8388884 490263 3.8391905 873527 3.8426738 269725 3.8449826 590567 3.8471124 284092 3.8478234 795627 3.8501918 905324 3.8502333 543211 3.8562331 852743 3.8563187 299661 3.8570828 409637 3.8585088 578273 3.8587644 658055 3.860045 827562 3.861589 133981 3.8618367 805905 3.864347 982459 3.8663447 257720 3.8673465 65464 3.8688459 362026 3.8692317 279745 3.8734043 788598 3.8752356 807386 3.8754416 811583 3.8764606 665390 3.8781576 23555 3.8796232 694865 3.8823504 782631 3.8826847 95504 3.8841703 689097 3.8845611 749185 3.8886528 393996 3.8898854 230963 3.8902969 823236 3.892247 535566 3.8936489 256454 3.8938062 965417 3.8945251 822897 3.8968058 223995 3.897588 605935 3.8994844 576858 3.9019067 441231 3.9023144 500924 3.9024978 497473 3.9033163 242576 3.9043276 920450 3.9058747 955951 3.9072921 693034 3.9094179 861424 3.9096904 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b128/perf.log" new file mode 100644 index 00000000..5b5c13a0 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 100 1000000 128 100 0.000 136.680 731.6 68.3210 69.8949 68.3210 1.24 GB 14593.135 106.8 +ivf_flat 1000 1000000 128 100 0.000 19.103 52347.0 2.3589 2.7026 2.3806 0.88 GB 14593.135 763.9 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b128/quality.log" new file mode 100644 index 00000000..ce053326 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.215480 +id_match_ratio=0.215480 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=78452 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b128/result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b128/result.txt" new file mode 100644 index 00000000..b7aa4bdb --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b128/result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=ivf_flat metric=l2 num_queries=1000 top_k=100 +Q 0: 275594 0.57277745 399905 3.1297252 68087 3.178201 628001 3.2043431 13696 3.2221193 448064 3.2361581 756003 3.2362912 61976 3.2568483 751677 3.2674544 698220 3.2789805 770360 3.2804844 83011 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3.7879949 7175 3.7937446 332806 3.7947445 501324 3.7966106 792375 3.7984803 827713 3.8010364 632668 3.8027196 485196 3.8043814 709209 3.8076251 488565 3.8082049 899483 3.8096106 648452 3.8112383 308797 3.8145387 87295 3.8174145 67629 3.8249612 750139 3.8310642 68015 3.8337202 257096 3.8356552 611213 3.8373213 81347 3.8375156 105946 3.838676 479459 3.8388884 490263 3.8391905 873527 3.8426738 269725 3.8449826 284092 3.8478234 795627 3.8501918 905324 3.8502333 543211 3.8562331 852743 3.8563187 299661 3.8570828 409637 3.8585088 578273 3.8587644 658055 3.860045 827562 3.861589 133981 3.8618367 982459 3.8663447 257720 3.8673465 65464 3.8688459 362026 3.8692317 279745 3.8734043 788598 3.8752356 807386 3.8754416 811583 3.8764606 665390 3.8781576 23555 3.8796232 694865 3.8823504 782631 3.8826847 95504 3.8841703 689097 3.8845611 749185 3.8886528 393996 3.8898854 230963 3.8902969 823236 3.892247 535566 3.8936489 256454 3.8938062 965417 3.8945251 822897 3.8968058 223995 3.897588 605935 3.8994844 441231 3.9023144 500924 3.9024978 497473 3.9033163 242576 3.9043276 920450 3.9058747 955951 3.9072921 62893 3.9109542 893555 3.9128473 258481 3.9139152 85747 3.9144924 728407 3.9152634 870101 3.9156098 906951 3.916518 84827 3.91711 794217 3.9179394 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b32/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b32/perf.log" new file mode 100644 index 00000000..e6c0ac21 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b32/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 100 1000000 128 100 0.000 164.458 608.1 47.6517 49.8132 41.1012 1.10 GB 14504.467 88.2 +ivf_flat 1000 1000000 128 100 0.000 25.707 38899.9 0.7898 1.0879 0.7969 0.87 GB 14504.467 564.2 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b32/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b32/quality.log" new file mode 100644 index 00000000..ce053326 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b32/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.215480 +id_match_ratio=0.215480 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=78452 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b32/result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b32/result.txt" new file mode 100644 index 00000000..ff41fe06 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b32/result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=ivf_flat metric=l2 num_queries=1000 top_k=100 +Q 0: 275594 0.57277745 399905 3.1297252 68087 3.178201 628001 3.2043431 13696 3.2221193 448064 3.2361581 756003 3.2362912 61976 3.2568483 751677 3.2674544 698220 3.2789805 770360 3.2804844 83011 3.2893052 514401 3.3289564 624853 3.3339131 969681 3.3360972 449137 3.3490021 396212 3.3571751 960327 3.3618221 45050 3.3654776 779281 3.3655508 749513 3.3657978 701364 3.37326 952523 3.3737094 839174 3.3796086 287603 3.3811731 236240 3.3868151 167431 3.3871577 534676 3.3909199 345080 3.3921554 493324 3.3934836 636999 3.3948009 78997 3.3974719 797407 3.3975379 916435 3.3982847 639264 3.4011755 986136 3.4029212 638518 3.4035971 61940 3.4070933 352393 3.4128246 112609 3.414953 669782 3.4213779 56337 3.4264426 18926 3.428561 559611 3.4340553 254091 3.4361081 240146 3.4367862 984913 3.4386647 872092 3.4461479 49010 3.4465799 243661 3.4467421 98811 3.4467962 783361 3.4476678 971274 3.4487598 747170 3.4504032 327768 3.4526231 925807 3.4558728 243808 3.4582136 959283 3.4641421 229901 3.4658518 50716 3.4676359 686790 3.469871 529126 3.4703443 571667 3.470865 494670 3.472461 629462 3.4726498 124870 3.4840808 125384 3.4846444 610175 3.4855039 231328 3.4878283 566424 3.4887118 430060 3.4890921 141002 3.4897065 317030 3.490478 951205 3.4905396 220066 3.4906862 884106 3.493335 966970 3.4935954 798559 3.4939556 998403 3.4974539 32459 3.4986238 375629 3.499347 246042 3.4993696 817480 3.5007982 98574 3.5031872 594150 3.5032852 222710 3.5066879 413171 3.5077384 541326 3.5095558 306038 3.5096235 608326 3.5118134 354152 3.5120397 267176 3.5124168 816018 3.514879 133817 3.5162132 244904 3.516844 495634 3.5174475 114072 3.5184703 61541 3.5189331 103296 3.5190632 450145 3.5192351 +Q 1: 303703 0.5239895 480633 3.2211471 67275 3.2275636 446512 3.2732463 212833 3.2922301 797665 3.3141572 403795 3.3173251 30269 3.327143 297928 3.3413367 416104 3.349896 11651 3.3697624 266617 3.3977754 771247 3.3988147 824748 3.4003112 377378 3.4062946 12517 3.4160681 251699 3.4175806 957137 3.4200554 563269 3.4212625 218804 3.4214065 153418 3.42382 723737 3.4274707 656427 3.4278567 603561 3.4303916 572583 3.4315712 445469 3.4327102 224044 3.436125 363080 3.4446976 14246 3.4473138 363799 3.4477131 726376 3.452147 684704 3.4564285 244868 3.4564471 23280 3.457531 70731 3.4591701 592007 3.4592738 926851 3.4618909 734749 3.462328 912914 3.4663522 727992 3.470331 447924 3.4709156 509307 3.471952 425619 3.4720044 151464 3.4747326 413986 3.4763327 357658 3.4780831 154736 3.4813392 614465 3.4818432 594554 3.483676 534144 3.4838536 662821 3.4839435 30632 3.4859061 311134 3.4880416 38846 3.4899876 706780 3.4906862 273877 3.4994571 2925 3.5003834 812128 3.500983 412973 3.5011101 718200 3.502836 278193 3.509696 254287 3.5105498 500341 3.5116794 829043 3.5119739 819728 3.5119936 631272 3.513994 504154 3.5170877 447951 3.5177028 741632 3.5179064 809030 3.5193424 203549 3.5198302 492317 3.5202026 624268 3.5218687 618692 3.5219629 519943 3.5248353 935385 3.5251095 615767 3.5283585 923210 3.5307033 459245 3.5311534 66026 3.5314426 5677 3.5350802 827577 3.5362942 921333 3.5384271 950338 3.5444643 637872 3.5450869 175061 3.5458403 323718 3.5479696 836628 3.5479836 22085 3.5521202 163887 3.5550349 968669 3.5553124 422440 3.5577531 933705 3.5598683 840375 3.560704 347214 3.5618792 585960 3.5620391 969696 3.5622449 552206 3.5625119 655787 3.5632944 685021 3.5647058 +Q 2: 659714 0.53363925 390454 3.3433743 180378 3.3583927 120046 3.4189367 325537 3.4507868 606739 3.4551005 642926 3.4672959 993301 3.4722023 999018 3.473031 432067 3.4791098 756996 3.4982164 347052 3.5048544 878648 3.5132089 763894 3.5219891 416633 3.5288684 453337 3.5447114 941830 3.5518916 383566 3.5568144 433977 3.5665901 201055 3.5672157 373604 3.5689745 970295 3.5711796 308856 3.5725868 266761 3.5739641 382168 3.574558 107596 3.5797312 3229 3.580193 574100 3.5863528 570120 3.5882475 27142 3.5894938 327719 3.5941031 78845 3.5959394 825603 3.5960817 244943 3.5961277 176843 3.5977435 635449 3.6001954 737054 3.6023905 289833 3.6032722 938496 3.6034503 893392 3.6113319 541761 3.6158965 973769 3.6173682 811268 3.6184618 843275 3.6224632 806745 3.6231079 550460 3.6261606 822398 3.6308212 534173 3.6337061 50073 3.6346493 195711 3.6347888 806305 3.635793 745947 3.6362698 108459 3.6391542 925953 3.6399658 565718 3.6400349 398093 3.6406538 153338 3.6410875 132801 3.6423204 18293 3.6429694 969137 3.6434066 744202 3.6448953 103000 3.6449833 788537 3.6451077 770001 3.6466229 827862 3.6496561 710297 3.652689 366354 3.6549249 368291 3.6556082 89362 3.665432 579756 3.6656466 674480 3.6691339 869146 3.6704288 189720 3.6726115 304929 3.6727576 151599 3.6746945 943716 3.6756139 432109 3.6782701 464840 3.6790214 626727 3.679759 826570 3.6801293 365254 3.6804473 647080 3.680784 104918 3.6866887 132259 3.6885622 465936 3.6893895 313327 3.6898093 116948 3.6911135 983092 3.6917439 485612 3.6946259 855405 3.6948643 221434 3.6954329 279137 3.6959233 659066 3.698185 16802 3.6982603 610369 3.6989017 456520 3.7009766 654972 3.701062 18514 3.7014909 885277 3.7025564 73269 3.7054205 +Q 3: 769561 0.55021656 225279 3.3954451 177351 3.4563618 763411 3.4687619 481767 3.4899912 452823 3.4990633 754183 3.5037816 621097 3.5049353 598705 3.5067954 621713 3.5154233 138457 3.5162425 207647 3.5204642 916446 3.5208876 855450 3.5256312 905038 3.534173 28922 3.5407636 932440 3.5461862 166259 3.5565786 14775 3.5628295 408301 3.5676258 108700 3.5680444 249613 3.573112 836938 3.5759645 362167 3.577234 221375 3.5809357 285316 3.585103 438430 3.5885713 991910 3.5911617 577272 3.5942709 873681 3.5986192 582584 3.6037366 913468 3.6053879 893277 3.6070561 621958 3.6080754 440177 3.6121905 426849 3.6150625 661165 3.6166487 558601 3.6171892 638154 3.618263 72138 3.6188607 279075 3.6255379 85474 3.625674 726879 3.6320145 979989 3.6328316 784118 3.6349072 692944 3.6351857 748330 3.6353037 326307 3.6360362 397325 3.6431351 459017 3.6466324 955079 3.6470199 638952 3.6509016 621303 3.650944 45440 3.6516089 87357 3.6531761 330295 3.6541495 31429 3.6556275 824271 3.6564043 66739 3.6614745 30144 3.6636882 952907 3.6712635 524728 3.6719615 57668 3.6722851 171910 3.6734695 194477 3.6740928 391315 3.6746101 953319 3.6764417 30397 3.6770072 99943 3.6770606 684523 3.6792345 392942 3.680753 123111 3.6810334 873526 3.6811633 547904 3.6848462 306090 3.6862357 36099 3.6864228 402080 3.6877112 761825 3.6889811 794848 3.6908293 91656 3.6915898 614829 3.6932771 481253 3.693507 556962 3.6940284 636103 3.695317 322053 3.6967964 551161 3.6974843 394781 3.7010479 114467 3.7018387 564766 3.7018871 469770 3.7019808 17674 3.7021475 90141 3.7042134 117504 3.7050898 157694 3.705898 210077 3.7066469 640078 3.7081511 993541 3.7081954 898937 3.7090216 986384 3.7103596 134208 3.7107301 +Q 4: 522350 0.58862907 14086 3.409445 87436 3.4113162 305854 3.4308805 133309 3.4385464 109230 3.4487815 771503 3.4552789 756350 3.4595475 4128 3.4811811 919303 3.4903622 495399 3.5028532 836478 3.5116801 779788 3.5137815 170877 3.5147681 361351 3.5274014 824240 3.5299301 6050 3.5327673 158568 3.5347674 404539 3.5355434 849370 3.5380545 920673 3.5407071 131443 3.5465066 469453 3.5482402 608156 3.5494065 359666 3.5510995 516371 3.5511341 453358 3.5515342 790498 3.553108 774378 3.5567596 16732 3.5583599 783092 3.5591416 567860 3.559783 524450 3.5628581 103969 3.5671849 539620 3.5688267 463161 3.5713019 516490 3.5745378 812990 3.57511 765745 3.5758297 303890 3.5779235 287513 3.579603 865882 3.5823991 601425 3.5847814 781599 3.5863106 272922 3.5969136 178358 3.6014397 721506 3.6057394 308443 3.6070375 271776 3.6072657 618988 3.6077604 841786 3.6166804 523263 3.6180186 847842 3.6206832 755706 3.6229591 972396 3.6240611 624406 3.626106 445946 3.6279571 649227 3.6284468 453410 3.6292129 935680 3.6299555 825924 3.6357024 538537 3.6362722 898682 3.6372595 644017 3.637517 461999 3.6376424 685714 3.6379092 270412 3.6383479 437515 3.6391511 872100 3.6415474 973103 3.6420918 680561 3.6453755 649241 3.6455951 749710 3.6478174 346750 3.6481121 360463 3.6498435 173686 3.6520956 799194 3.6527264 417986 3.6537817 580937 3.6547968 436190 3.6568768 93850 3.6581242 734292 3.6606946 818960 3.6615248 820943 3.6629634 634315 3.6639736 895305 3.6642363 960578 3.6667383 977962 3.6687274 214700 3.6689715 7408 3.6693046 870041 3.6695373 288053 3.6732426 209702 3.6770678 474702 3.6781273 444175 3.6797371 648020 3.680377 810079 3.6810813 512405 3.683408 760863 3.6841037 392570 3.6852186 +Q 5: 670021 0.56717551 862266 3.330579 455421 3.428477 268885 3.4387131 739285 3.4412019 262614 3.4498198 815057 3.4605279 506439 3.4690502 84789 3.4847014 564077 3.4871798 498952 3.5301552 438076 3.5338922 65528 3.553616 300139 3.556628 930650 3.5748255 899466 3.5751886 36319 3.5768619 500255 3.5807505 154988 3.5822506 86499 3.5849917 42748 3.586472 510194 3.5908978 607803 3.5926113 761395 3.5947039 874374 3.5973558 643160 3.5986845 588887 3.6008172 106423 3.6037216 304505 3.6058805 657167 3.606349 801340 3.6064339 893369 3.6109169 88399 3.6145751 599630 3.6168833 26442 3.6169593 224241 3.6231422 713853 3.6232319 461956 3.6265309 431939 3.6283467 234517 3.6289902 419013 3.6299694 420256 3.6317804 989091 3.6339345 70584 3.6339946 451479 3.6413484 528041 3.6435423 287443 3.6436706 222046 3.6449192 77805 3.6460533 229513 3.6482975 137284 3.6500561 776945 3.65224 497918 3.6533401 661594 3.6568182 533329 3.6569991 117044 3.6570714 175049 3.6606658 168392 3.6620934 261948 3.6649637 714332 3.6657996 432046 3.6679158 603871 3.6689332 179439 3.6692317 171688 3.6697111 913143 3.6702251 779892 3.6703475 886154 3.6750171 66300 3.6764979 901448 3.677053 42073 3.6792009 640090 3.6805661 190081 3.6825297 846856 3.6833596 815270 3.6838899 487865 3.6876538 47255 3.6914041 481852 3.6926553 565252 3.6957021 39496 3.6971872 823858 3.700175 555214 3.7030549 830965 3.7054148 706570 3.7056372 663411 3.7084696 11792 3.708533 191343 3.7091966 928026 3.7099879 854975 3.7164748 493726 3.7169192 798081 3.7176018 480304 3.7189319 740010 3.7189481 63056 3.7191513 786125 3.7194636 850156 3.7214525 193202 3.7222269 590259 3.7223983 289296 3.722733 463551 3.7237377 455180 3.7245581 +Q 6: 621586 0.52197427 730956 3.1587219 125002 3.1861682 796287 3.1862257 997963 3.2013998 768191 3.2045009 754057 3.2101455 423644 3.2174854 925017 3.2176502 640373 3.2299328 42750 3.2450001 719453 3.2586768 587573 3.2680132 488838 3.2736137 758358 3.2782812 157235 3.2790422 124399 3.2805197 270817 3.2817702 580895 3.2828691 72000 3.2925568 956536 3.2966599 661010 3.29776 765928 3.2987924 105451 3.3048644 666259 3.3103995 217070 3.3133214 701102 3.318558 627378 3.3199608 338164 3.3211193 299303 3.3214335 308546 3.3226099 982549 3.3301132 189112 3.3316314 468797 3.3319798 996328 3.3405721 432123 3.3446198 975167 3.3463283 921199 3.3474953 121200 3.3516996 123732 3.3551631 726432 3.3570616 414644 3.3574641 708851 3.3592443 778411 3.3623087 689382 3.3624644 518255 3.3627958 55443 3.3633676 635424 3.3635983 849488 3.3653331 47109 3.3654189 192510 3.369854 982114 3.3727894 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381855 3.4741635 697289 3.4867408 746286 3.4910324 223217 3.4952829 223459 3.4985638 394147 3.5011861 553315 3.5034354 354025 3.5041056 999803 3.5053344 150736 3.5067341 108941 3.5087607 537678 3.5112128 222899 3.5114157 584590 3.5150242 673937 3.5173264 446340 3.5203457 523885 3.5236223 785576 3.5278735 973279 3.5280662 120973 3.528965 711249 3.5304427 592952 3.5311739 505092 3.5345292 108974 3.5384045 342443 3.5403981 233554 3.5424831 296581 3.5429599 213254 3.5449646 829196 3.545135 328125 3.547605 195130 3.5524065 5527 3.554415 44088 3.5545325 808367 3.5550888 812584 3.5590363 206471 3.5610807 986742 3.5646024 997226 3.5647511 235768 3.5738566 264097 3.5745308 536266 3.5807154 882675 3.5821881 991522 3.5850079 578430 3.5863359 516362 3.5869529 432030 3.5871985 36650 3.588264 42889 3.5897863 496052 3.5900943 786156 3.5905287 874392 3.5910666 315551 3.592391 58160 3.59361 122014 3.5953288 703289 3.5975573 768533 3.598017 704895 3.5984919 976325 3.6024745 610615 3.6026809 325615 3.6032588 472264 3.6034617 294451 3.6050336 344204 3.6057181 637653 3.6063602 286231 3.6072545 248792 3.6083212 912765 3.6083312 98618 3.6087053 111214 3.6104345 2107 3.6122181 +Q 994: 445620 0.6096788 570301 3.2581468 242991 3.2754955 160980 3.3504801 290798 3.3835332 722469 3.394882 531278 3.411411 31208 3.4246252 368808 3.424819 469314 3.4297323 180673 3.4612288 523850 3.4691205 55268 3.4703269 236643 3.4729431 426144 3.4963424 621908 3.5020964 50928 3.5129836 244425 3.5138774 466820 3.5210986 693734 3.524194 555270 3.5276792 773447 3.5279682 210037 3.5332198 804385 3.5340738 545469 3.5344462 769655 3.5344687 171075 3.5359941 985808 3.5389216 320188 3.5405633 549053 3.5446062 210442 3.5512919 774226 3.5556679 901834 3.5586541 523424 3.5645883 979283 3.5700333 89311 3.5719802 544728 3.5722091 173471 3.5750277 149707 3.5762916 821119 3.5780969 419563 3.5808499 838982 3.5813272 597349 3.5843084 89024 3.5853128 211556 3.588954 694380 3.5905581 783306 3.5919063 34665 3.6007323 330831 3.6008327 577168 3.602531 834836 3.6032605 374193 3.6038117 746293 3.6082077 193609 3.6109459 801299 3.6132586 28178 3.6144412 885326 3.6145422 395480 3.6163797 739747 3.6194856 682306 3.6222601 763693 3.6233501 126237 3.6248176 901323 3.6249328 621028 3.6250436 653826 3.6262295 182525 3.6279278 983389 3.6293848 156286 3.6306138 209296 3.633482 396710 3.6343625 40286 3.6362996 647039 3.6369386 697869 3.6388862 817963 3.6390281 747545 3.6390777 937553 3.6411278 116525 3.6435258 966080 3.6444044 964853 3.6454585 274241 3.6458595 459247 3.6466405 208836 3.6514034 373906 3.6516049 638357 3.6516516 214421 3.6528881 621489 3.6539071 683534 3.6544564 376003 3.6545863 755550 3.6594641 711540 3.6597724 298728 3.6616423 43665 3.6642971 26853 3.6677241 453515 3.6681159 939253 3.670198 185033 3.6703584 152188 3.6716492 112510 3.6717241 947199 3.6724708 66155 3.6728256 +Q 995: 212872 0.58969653 39998 3.2466033 904607 3.3340118 273816 3.4232757 843082 3.4370422 301867 3.4482479 473447 3.4710364 72472 3.4863198 2914 3.5052195 241942 3.5062447 436550 3.5183845 767235 3.5223427 896952 3.5226979 390605 3.5264528 60998 3.5356104 74883 3.5359328 275461 3.5404 542151 3.5412638 117318 3.5445423 492653 3.5445576 89721 3.5455287 620796 3.5483575 781278 3.5492463 615079 3.5554223 310792 3.5639594 100403 3.5708025 39835 3.5843885 768738 3.5877461 545628 3.6011324 368009 3.6104345 283097 3.6141229 165011 3.6200347 536367 3.6204944 910563 3.6209805 945335 3.624222 579298 3.6250074 583798 3.6253419 482023 3.6259284 871928 3.6263111 313100 3.6270795 385371 3.6271021 266384 3.6320531 118480 3.6326723 307695 3.6327612 827090 3.6342394 486762 3.6369138 509093 3.6369286 731916 3.6387811 875507 3.6428816 417504 3.6431546 556289 3.6443913 200961 3.6456778 513738 3.6500258 120634 3.6553588 29450 3.6597323 355874 3.6608105 85099 3.6616335 635407 3.6653841 599864 3.6661384 635806 3.6667695 225540 3.6672134 727568 3.6692629 395170 3.6703963 791588 3.6707013 733769 3.671859 941908 3.6725841 851236 3.6748402 470651 3.6774108 86676 3.6784925 916339 3.6786683 228011 3.6809115 75965 3.6835511 991172 3.6846516 155303 3.6849263 232482 3.6849422 662701 3.6884677 139396 3.6891606 568799 3.68923 713138 3.6896753 792115 3.6902761 348016 3.6902888 164891 3.6903634 42386 3.6909826 625685 3.6949611 855708 3.6955225 506906 3.6967819 164145 3.6973665 89972 3.6992531 820951 3.7011769 809972 3.7032433 220604 3.7035339 215198 3.7038944 540074 3.7042172 427839 3.7054455 694456 3.7093039 179183 3.7093832 985486 3.7101347 765200 3.7104042 236388 3.7106559 25483 3.7117653 +Q 996: 325781 0.60251296 17310 3.3395422 603116 3.5433929 364267 3.5644319 268181 3.5747256 751565 3.5798848 578539 3.5800612 660734 3.5825241 731548 3.6017745 597950 3.6018269 998507 3.6133614 844978 3.6148815 466750 3.6197431 541746 3.6302152 149330 3.632535 456675 3.6329751 51000 3.6400008 370846 3.6443624 573204 3.6480811 28025 3.6511002 213760 3.6548831 273854 3.6555688 919718 3.6557415 76881 3.6572158 909595 3.6589797 175726 3.6615958 129694 3.6641128 812350 3.664248 811043 3.6647248 274869 3.666223 310990 3.6729479 991419 3.6744518 7363 3.6749914 927479 3.6781535 266871 3.6814761 950729 3.681983 903089 3.6825485 61984 3.6847708 786425 3.6852171 729564 3.6908674 179565 3.6945922 683760 3.6958573 227771 3.696928 226545 3.704695 579467 3.7054524 313144 3.7063694 438803 3.7075241 632174 3.7091212 253810 3.7095163 140169 3.7102873 222897 3.7158806 36924 3.7232549 991718 3.7251117 103887 3.7271929 794001 3.7273231 83611 3.7314031 457664 3.7322509 215530 3.7335377 516588 3.7339983 646532 3.7364912 969278 3.7394817 290163 3.7409129 535343 3.7420671 92094 3.7431965 619173 3.7449765 901445 3.7467568 126614 3.7468228 742635 3.7489111 200860 3.7492912 733823 3.7549114 5154 3.7573853 123723 3.7601573 974710 3.7685246 901554 3.7685959 930698 3.7822838 722961 3.7824476 513791 3.784076 361419 3.7885258 24381 3.7898643 824782 3.7907891 721880 3.7914751 39710 3.7962229 203707 3.7968802 652533 3.7975092 168174 3.7977283 425268 3.7995427 26293 3.8002555 500605 3.8007665 784493 3.8008921 142064 3.8035686 240949 3.8082042 312947 3.8085313 407733 3.8092115 590434 3.8096163 178893 3.8100774 615076 3.8101463 858604 3.8106563 833194 3.8110092 33558 3.8144989 728848 3.8153801 +Q 997: 934761 0.5301283 29384 3.269726 179225 3.2925177 357335 3.3397133 867639 3.340095 338703 3.3481421 372002 3.3575053 814257 3.3718438 302445 3.3768921 434628 3.3889868 689599 3.4149535 507309 3.416661 659760 3.4189565 977461 3.421953 80322 3.4308281 619397 3.4335616 132958 3.4352617 913324 3.4357131 581795 3.4369192 476285 3.4385593 382245 3.4413884 326779 3.4429059 694326 3.4436357 673768 3.4451332 771565 3.4475403 344692 3.4483566 831830 3.4485891 639771 3.4493377 751039 3.4582775 649541 3.4584954 717532 3.4590659 579406 3.4605932 947994 3.4620359 373998 3.4642396 383812 3.4653399 353539 3.4723213 584467 3.4759328 711574 3.4763818 11093 3.4813418 148524 3.4824646 226120 3.4827092 19441 3.4900024 940868 3.4907031 350439 3.490725 983242 3.4923158 965509 3.4923759 536993 3.4944522 961559 3.4969063 899919 3.4982407 666443 3.4990695 87186 3.4999413 715913 3.5024633 861541 3.503427 508885 3.5052369 994082 3.5066516 280924 3.5074234 30654 3.5077255 815470 3.5081952 108339 3.5116296 205552 3.515655 667623 3.5172842 222642 3.5190353 834222 3.5221379 431752 3.5222509 178744 3.5254257 647194 3.5258951 577354 3.528126 2452 3.5296469 879804 3.5301843 767425 3.53262 309725 3.5348763 648074 3.5353827 210115 3.5360522 446776 3.5366395 771335 3.538868 145512 3.541055 855315 3.5432532 839710 3.5473766 568959 3.5481496 272560 3.5485306 717911 3.5499475 640566 3.550106 854920 3.5507872 545250 3.5510504 884641 3.551234 871127 3.553627 595101 3.5540485 699403 3.5548153 843319 3.5560803 872771 3.5586145 137496 3.5593095 4660 3.561964 166149 3.5628324 81507 3.5637367 580456 3.5664325 473652 3.5692759 537508 3.5696929 212805 3.5697148 674004 3.5707471 492122 3.5711975 +Q 998: 760087 0.55740893 586167 3.2381155 108887 3.2566862 814914 3.2749238 679252 3.3060596 103014 3.3382161 338007 3.3439126 45340 3.3501127 537760 3.3712494 299621 3.3744314 448876 3.3807747 666828 3.3829002 239926 3.3891728 744822 3.3911192 317753 3.3925936 53559 3.3942602 816257 3.4083672 724788 3.4134276 801902 3.4134383 793527 3.41798 910938 3.4214227 173236 3.425976 688727 3.4289474 863737 3.4364347 677014 3.4391921 143214 3.4393096 813793 3.4438682 972026 3.4469965 304037 3.4500678 261534 3.4535065 847204 3.4686668 627817 3.4752998 48656 3.475971 743172 3.4780889 515641 3.4792912 955966 3.4819813 846136 3.4943705 929091 3.4953437 698150 3.4955399 207711 3.4980884 673010 3.4992757 402602 3.5104015 355108 3.5121462 862597 3.5154126 891886 3.5155766 309867 3.5157766 749199 3.5164721 261641 3.5172863 570259 3.5201933 875412 3.520381 402034 3.5224757 145450 3.5237694 462481 3.5270138 313178 3.5316362 229132 3.5337272 483755 3.537708 515912 3.5390587 827774 3.5391674 309961 3.5410063 467394 3.5418563 113789 3.5419598 720092 3.5420897 67408 3.543786 773365 3.5441453 626424 3.5480103 781572 3.5499504 173287 3.5531485 449332 3.5564592 651822 3.5566115 970952 3.5617537 579809 3.563885 237934 3.5649972 103348 3.5671847 762667 3.5685081 360375 3.5713029 576244 3.5725551 953123 3.573554 544778 3.5749195 322127 3.575068 336340 3.5753448 844319 3.5775535 416472 3.5797913 594715 3.5808496 79671 3.5833697 508057 3.5842743 519655 3.5843601 488757 3.585777 465280 3.5858533 741 3.5863073 380904 3.5867972 38418 3.5869806 672555 3.5872972 701589 3.5910747 558764 3.592252 44628 3.5923257 847993 3.593545 491791 3.5935824 284549 3.5939224 93497 3.5966527 182111 3.5968521 +Q 999: 220474 0.60258466 967235 3.5171657 317055 3.6349599 271207 3.6421463 862892 3.6493506 631260 3.6854718 171938 3.6944284 573056 3.7033944 817082 3.7094364 116699 3.7155578 289024 3.72527 925149 3.736762 409739 3.7398205 278196 3.7436936 486034 3.7452347 657732 3.7474096 490074 3.7522759 321680 3.7545841 730605 3.7565475 506144 3.7593188 700105 3.7601762 7378 3.7625258 545749 3.7684689 84201 3.7745423 559867 3.7848849 395021 3.7879949 7175 3.7937446 332806 3.7947445 501324 3.7966106 792375 3.7984803 827713 3.8010364 632668 3.8027196 485196 3.8043814 709209 3.8076251 488565 3.8082049 899483 3.8096106 648452 3.8112383 308797 3.8145387 87295 3.8174145 67629 3.8249612 750139 3.8310642 68015 3.8337202 257096 3.8356552 611213 3.8373213 81347 3.8375156 105946 3.838676 479459 3.8388884 490263 3.8391905 873527 3.8426738 269725 3.8449826 284092 3.8478234 795627 3.8501918 905324 3.8502333 543211 3.8562331 852743 3.8563187 299661 3.8570828 409637 3.8585088 578273 3.8587644 658055 3.860045 827562 3.861589 133981 3.8618367 982459 3.8663447 257720 3.8673465 65464 3.8688459 362026 3.8692317 279745 3.8734043 788598 3.8752356 807386 3.8754416 811583 3.8764606 665390 3.8781576 23555 3.8796232 694865 3.8823504 782631 3.8826847 95504 3.8841703 689097 3.8845611 749185 3.8886528 393996 3.8898854 230963 3.8902969 823236 3.892247 535566 3.8936489 256454 3.8938062 965417 3.8945251 822897 3.8968058 223995 3.897588 605935 3.8994844 441231 3.9023144 500924 3.9024978 497473 3.9033163 242576 3.9043276 920450 3.9058747 955951 3.9072921 62893 3.9109542 893555 3.9128473 258481 3.9139152 85747 3.9144924 728407 3.9152634 870101 3.9156098 906951 3.916518 84827 3.91711 794217 3.9179394 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b512/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b512/perf.log" new file mode 100644 index 00000000..7ae29f51 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b512/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 100 1000000 128 100 0.000 138.022 724.5 68.9905 71.1037 68.9905 1.24 GB 14628.354 106.0 +ivf_flat 1000 1000000 128 100 0.000 15.010 66621.4 7.4959 7.8646 7.4959 0.89 GB 14628.354 974.6 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b512/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b512/quality.log" new file mode 100644 index 00000000..ce053326 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b512/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.215480 +id_match_ratio=0.215480 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=78452 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b512/result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b512/result.txt" new file mode 100644 index 00000000..b7aa4bdb --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np4_b512/result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=ivf_flat metric=l2 num_queries=1000 top_k=100 +Q 0: 275594 0.57277745 399905 3.1297252 68087 3.178201 628001 3.2043431 13696 3.2221193 448064 3.2361581 756003 3.2362912 61976 3.2568483 751677 3.2674544 698220 3.2789805 770360 3.2804844 83011 3.2893052 514401 3.3289564 624853 3.3339131 969681 3.3360972 449137 3.3490021 396212 3.3571751 960327 3.3618221 45050 3.3654776 779281 3.3655508 749513 3.3657978 701364 3.37326 952523 3.3737094 839174 3.3796086 287603 3.3811731 236240 3.3868151 167431 3.3871577 534676 3.3909199 345080 3.3921554 493324 3.3934836 636999 3.3948009 78997 3.3974719 797407 3.3975379 916435 3.3982847 639264 3.4011755 986136 3.4029212 638518 3.4035971 61940 3.4070933 352393 3.4128246 112609 3.414953 669782 3.4213779 56337 3.4264426 18926 3.428561 559611 3.4340553 254091 3.4361081 240146 3.4367862 984913 3.4386647 872092 3.4461479 49010 3.4465799 243661 3.4467421 98811 3.4467962 783361 3.4476678 971274 3.4487598 747170 3.4504032 327768 3.4526231 925807 3.4558728 243808 3.4582136 959283 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919718 3.6557415 76881 3.6572158 909595 3.6589797 175726 3.6615958 129694 3.6641128 812350 3.664248 811043 3.6647248 274869 3.666223 310990 3.6729479 991419 3.6744518 7363 3.6749914 927479 3.6781535 266871 3.6814761 950729 3.681983 903089 3.6825485 61984 3.6847708 786425 3.6852171 729564 3.6908674 179565 3.6945922 683760 3.6958573 227771 3.696928 226545 3.704695 579467 3.7054524 313144 3.7063694 438803 3.7075241 632174 3.7091212 253810 3.7095163 140169 3.7102873 222897 3.7158806 36924 3.7232549 991718 3.7251117 103887 3.7271929 794001 3.7273231 83611 3.7314031 457664 3.7322509 215530 3.7335377 516588 3.7339983 646532 3.7364912 969278 3.7394817 290163 3.7409129 535343 3.7420671 92094 3.7431965 619173 3.7449765 901445 3.7467568 126614 3.7468228 742635 3.7489111 200860 3.7492912 733823 3.7549114 5154 3.7573853 123723 3.7601573 974710 3.7685246 901554 3.7685959 930698 3.7822838 722961 3.7824476 513791 3.784076 361419 3.7885258 24381 3.7898643 824782 3.7907891 721880 3.7914751 39710 3.7962229 203707 3.7968802 652533 3.7975092 168174 3.7977283 425268 3.7995427 26293 3.8002555 500605 3.8007665 784493 3.8008921 142064 3.8035686 240949 3.8082042 312947 3.8085313 407733 3.8092115 590434 3.8096163 178893 3.8100774 615076 3.8101463 858604 3.8106563 833194 3.8110092 33558 3.8144989 728848 3.8153801 +Q 997: 934761 0.5301283 29384 3.269726 179225 3.2925177 357335 3.3397133 867639 3.340095 338703 3.3481421 372002 3.3575053 814257 3.3718438 302445 3.3768921 434628 3.3889868 689599 3.4149535 507309 3.416661 659760 3.4189565 977461 3.421953 80322 3.4308281 619397 3.4335616 132958 3.4352617 913324 3.4357131 581795 3.4369192 476285 3.4385593 382245 3.4413884 326779 3.4429059 694326 3.4436357 673768 3.4451332 771565 3.4475403 344692 3.4483566 831830 3.4485891 639771 3.4493377 751039 3.4582775 649541 3.4584954 717532 3.4590659 579406 3.4605932 947994 3.4620359 373998 3.4642396 383812 3.4653399 353539 3.4723213 584467 3.4759328 711574 3.4763818 11093 3.4813418 148524 3.4824646 226120 3.4827092 19441 3.4900024 940868 3.4907031 350439 3.490725 983242 3.4923158 965509 3.4923759 536993 3.4944522 961559 3.4969063 899919 3.4982407 666443 3.4990695 87186 3.4999413 715913 3.5024633 861541 3.503427 508885 3.5052369 994082 3.5066516 280924 3.5074234 30654 3.5077255 815470 3.5081952 108339 3.5116296 205552 3.515655 667623 3.5172842 222642 3.5190353 834222 3.5221379 431752 3.5222509 178744 3.5254257 647194 3.5258951 577354 3.528126 2452 3.5296469 879804 3.5301843 767425 3.53262 309725 3.5348763 648074 3.5353827 210115 3.5360522 446776 3.5366395 771335 3.538868 145512 3.541055 855315 3.5432532 839710 3.5473766 568959 3.5481496 272560 3.5485306 717911 3.5499475 640566 3.550106 854920 3.5507872 545250 3.5510504 884641 3.551234 871127 3.553627 595101 3.5540485 699403 3.5548153 843319 3.5560803 872771 3.5586145 137496 3.5593095 4660 3.561964 166149 3.5628324 81507 3.5637367 580456 3.5664325 473652 3.5692759 537508 3.5696929 212805 3.5697148 674004 3.5707471 492122 3.5711975 +Q 998: 760087 0.55740893 586167 3.2381155 108887 3.2566862 814914 3.2749238 679252 3.3060596 103014 3.3382161 338007 3.3439126 45340 3.3501127 537760 3.3712494 299621 3.3744314 448876 3.3807747 666828 3.3829002 239926 3.3891728 744822 3.3911192 317753 3.3925936 53559 3.3942602 816257 3.4083672 724788 3.4134276 801902 3.4134383 793527 3.41798 910938 3.4214227 173236 3.425976 688727 3.4289474 863737 3.4364347 677014 3.4391921 143214 3.4393096 813793 3.4438682 972026 3.4469965 304037 3.4500678 261534 3.4535065 847204 3.4686668 627817 3.4752998 48656 3.475971 743172 3.4780889 515641 3.4792912 955966 3.4819813 846136 3.4943705 929091 3.4953437 698150 3.4955399 207711 3.4980884 673010 3.4992757 402602 3.5104015 355108 3.5121462 862597 3.5154126 891886 3.5155766 309867 3.5157766 749199 3.5164721 261641 3.5172863 570259 3.5201933 875412 3.520381 402034 3.5224757 145450 3.5237694 462481 3.5270138 313178 3.5316362 229132 3.5337272 483755 3.537708 515912 3.5390587 827774 3.5391674 309961 3.5410063 467394 3.5418563 113789 3.5419598 720092 3.5420897 67408 3.543786 773365 3.5441453 626424 3.5480103 781572 3.5499504 173287 3.5531485 449332 3.5564592 651822 3.5566115 970952 3.5617537 579809 3.563885 237934 3.5649972 103348 3.5671847 762667 3.5685081 360375 3.5713029 576244 3.5725551 953123 3.573554 544778 3.5749195 322127 3.575068 336340 3.5753448 844319 3.5775535 416472 3.5797913 594715 3.5808496 79671 3.5833697 508057 3.5842743 519655 3.5843601 488757 3.585777 465280 3.5858533 741 3.5863073 380904 3.5867972 38418 3.5869806 672555 3.5872972 701589 3.5910747 558764 3.592252 44628 3.5923257 847993 3.593545 491791 3.5935824 284549 3.5939224 93497 3.5966527 182111 3.5968521 +Q 999: 220474 0.60258466 967235 3.5171657 317055 3.6349599 271207 3.6421463 862892 3.6493506 631260 3.6854718 171938 3.6944284 573056 3.7033944 817082 3.7094364 116699 3.7155578 289024 3.72527 925149 3.736762 409739 3.7398205 278196 3.7436936 486034 3.7452347 657732 3.7474096 490074 3.7522759 321680 3.7545841 730605 3.7565475 506144 3.7593188 700105 3.7601762 7378 3.7625258 545749 3.7684689 84201 3.7745423 559867 3.7848849 395021 3.7879949 7175 3.7937446 332806 3.7947445 501324 3.7966106 792375 3.7984803 827713 3.8010364 632668 3.8027196 485196 3.8043814 709209 3.8076251 488565 3.8082049 899483 3.8096106 648452 3.8112383 308797 3.8145387 87295 3.8174145 67629 3.8249612 750139 3.8310642 68015 3.8337202 257096 3.8356552 611213 3.8373213 81347 3.8375156 105946 3.838676 479459 3.8388884 490263 3.8391905 873527 3.8426738 269725 3.8449826 284092 3.8478234 795627 3.8501918 905324 3.8502333 543211 3.8562331 852743 3.8563187 299661 3.8570828 409637 3.8585088 578273 3.8587644 658055 3.860045 827562 3.861589 133981 3.8618367 982459 3.8663447 257720 3.8673465 65464 3.8688459 362026 3.8692317 279745 3.8734043 788598 3.8752356 807386 3.8754416 811583 3.8764606 665390 3.8781576 23555 3.8796232 694865 3.8823504 782631 3.8826847 95504 3.8841703 689097 3.8845611 749185 3.8886528 393996 3.8898854 230963 3.8902969 823236 3.892247 535566 3.8936489 256454 3.8938062 965417 3.8945251 822897 3.8968058 223995 3.897588 605935 3.8994844 441231 3.9023144 500924 3.9024978 497473 3.9033163 242576 3.9043276 920450 3.9058747 955951 3.9072921 62893 3.9109542 893555 3.9128473 258481 3.9139152 85747 3.9144924 728407 3.9152634 870101 3.9156098 906951 3.916518 84827 3.91711 794217 3.9179394 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b128/perf.log" new file mode 100644 index 00000000..6b25ed68 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 100 1000000 128 100 0.000 137.523 727.2 68.7440 70.7969 68.7440 1.24 GB 14500.994 105.4 +ivf_flat 1000 1000000 128 100 0.000 49.857 20057.5 6.2134 6.8308 6.2247 0.89 GB 14500.994 290.9 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b128/quality.log" new file mode 100644 index 00000000..e87c45b5 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=1.000000 +id_match_ratio=1.000000 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=0 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b128/result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b128/result.txt" new file mode 100644 index 00000000..32fc28ab --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b128/result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=ivf_flat metric=l2 num_queries=1000 top_k=100 +Q 0: 275594 0.57277745 399905 3.1297252 68087 3.178201 628001 3.2043431 906520 3.2148354 13696 3.2221193 448064 3.2361581 756003 3.2362912 61976 3.2568483 751677 3.2674544 698220 3.2789805 770360 3.2804844 83011 3.2893052 723162 3.3053117 628275 3.3106668 514401 3.3289564 624853 3.3339131 969681 3.3360972 479791 3.3373663 449137 3.3490021 336990 3.3538666 396212 3.3571751 104579 3.3581386 746209 3.3614411 960327 3.3618221 45050 3.3654776 779281 3.3655508 749513 3.3657978 701364 3.37326 952523 3.3737094 839174 3.3796086 287603 3.3811731 236240 3.3868151 167431 3.3871577 364946 3.3891444 534676 3.3909199 345080 3.3921554 171488 3.3929741 493324 3.3934836 636999 3.3948009 459362 3.3966768 78997 3.3974719 797407 3.3975379 916435 3.3982847 347986 3.3990924 639264 3.4011755 986136 3.4029212 638518 3.4035971 667534 3.4052739 61940 3.4070933 352393 3.4128246 112609 3.414953 30440 3.4162464 530578 3.4198008 669782 3.4213779 56337 3.4264426 18926 3.428561 559611 3.4340553 371130 3.4340935 254091 3.4361081 240146 3.4367862 984913 3.4386647 489749 3.4416339 872092 3.4461479 49010 3.4465799 243661 3.4467421 98811 3.4467962 783361 3.4476678 971274 3.4487598 747170 3.4504032 679611 3.4511628 327768 3.4526231 925807 3.4558728 243808 3.4582136 959283 3.4641421 229901 3.4658518 350547 3.467586 50716 3.4676359 686790 3.469871 529126 3.4703443 571667 3.470865 251384 3.4712372 494670 3.472461 629462 3.4726498 7645 3.4803035 299659 3.4817755 124870 3.4840808 125384 3.4846444 610175 3.4855039 231328 3.4878283 566424 3.4887118 430060 3.4890921 141002 3.4897065 317030 3.490478 951205 3.4905396 220066 3.4906862 884106 3.493335 966970 3.4935954 798559 3.4939556 801926 3.4950569 +Q 1: 303703 0.5239895 423726 3.1198909 480633 3.2211471 67275 3.2275636 446512 3.2732463 555142 3.2793686 190360 3.27953 207292 3.2902339 212833 3.2922301 548902 3.2956247 797665 3.3141572 403795 3.3173251 30269 3.327143 297928 3.3413367 174699 3.3454795 416104 3.349896 494947 3.3533323 11651 3.3697624 516150 3.3827679 800413 3.3919818 266617 3.3977754 771247 3.3988147 824748 3.4003112 377378 3.4062946 42288 3.4072695 691185 3.4112949 834389 3.4158485 12517 3.4160681 251699 3.4175806 957137 3.4200554 563269 3.4212625 218804 3.4214065 153418 3.42382 17094 3.4252717 723737 3.4274707 656427 3.4278567 603561 3.4303916 572583 3.4315712 445469 3.4327102 224044 3.436125 363080 3.4446976 14246 3.4473138 363799 3.4477131 726376 3.452147 684704 3.4564285 244868 3.4564471 23280 3.457531 1567 3.4590995 70731 3.4591701 592007 3.4592738 269252 3.460053 464509 3.4608705 926851 3.4618909 734749 3.462328 912914 3.4663522 727992 3.470331 447924 3.4709156 509307 3.471952 425619 3.4720044 151464 3.4747326 413986 3.4763327 357658 3.4780831 511601 3.481128 154736 3.4813392 614465 3.4818432 594554 3.483676 534144 3.4838536 662821 3.4839435 802762 3.4844534 880481 3.4849863 30632 3.4859061 311134 3.4880416 38846 3.4899876 706780 3.4906862 555085 3.4910455 562358 3.4963923 92000 3.4985836 273877 3.4994571 2925 3.5003834 812128 3.500983 412973 3.5011101 940601 3.5016973 718200 3.502836 111822 3.5080414 278193 3.509696 254287 3.5105498 500341 3.5116794 829043 3.5119739 819728 3.5119936 631272 3.513994 504154 3.5170877 447951 3.5177028 741632 3.5179064 548849 3.5192559 809030 3.5193424 203549 3.5198302 492317 3.5202026 238052 3.5218327 624268 3.5218687 618692 3.5219629 +Q 2: 659714 0.53363925 390454 3.3433743 180378 3.3583927 120046 3.4189367 325537 3.4507868 606739 3.4551005 642926 3.4672959 993301 3.4722023 999018 3.473031 432067 3.4791098 576556 3.4925506 756996 3.4982164 347052 3.5048544 966883 3.5049884 781837 3.5053587 878648 3.5132089 763894 3.5219891 416633 3.5288684 140908 3.5361264 453337 3.5447114 941830 3.5518916 383566 3.5568144 944289 3.5614178 433977 3.5665901 201055 3.5672157 373604 3.5689745 970295 3.5711796 428890 3.5724835 308856 3.5725868 266761 3.5739641 382168 3.574558 184454 3.5758545 107596 3.5797312 3229 3.580193 574100 3.5863528 570120 3.5882475 27142 3.5894938 327719 3.5941031 78845 3.5959394 825603 3.5960817 244943 3.5961277 176843 3.5977435 635449 3.6001954 535368 3.6003125 737054 3.6023905 289833 3.6032722 938496 3.6034503 547076 3.6073918 959357 3.6109784 893392 3.6113319 98131 3.6122477 541761 3.6158965 973769 3.6173682 295608 3.618185 811268 3.6184618 843275 3.6224632 806745 3.6231079 550460 3.6261606 822398 3.6308212 666218 3.63133 713913 3.6325018 534173 3.6337061 50073 3.6346493 195711 3.6347888 806305 3.635793 745947 3.6362698 108459 3.6391542 925953 3.6399658 565718 3.6400349 398093 3.6406538 153338 3.6410875 132801 3.6423204 136283 3.6424234 18293 3.6429694 969137 3.6434066 744202 3.6448953 103000 3.6449833 754092 3.6450021 788537 3.6451077 453028 3.6460166 770001 3.6466229 827862 3.6496561 839363 3.6500371 710297 3.652689 632682 3.6534243 366354 3.6549249 368291 3.6556082 352093 3.6582556 446779 3.6613042 162886 3.6620779 89362 3.665432 579756 3.6656466 881803 3.6684463 674480 3.6691339 869146 3.6704288 189720 3.6726115 304929 3.6727576 230618 3.6732116 151599 3.6746945 943716 3.6756139 +Q 3: 769561 0.55021656 225279 3.3954451 177351 3.4563618 763411 3.4687619 481767 3.4899912 607893 3.4903595 452823 3.4990633 754183 3.5037816 621097 3.5049353 598705 3.5067954 621713 3.5154233 138457 3.5162425 207647 3.5204642 916446 3.5208876 113639 3.5215006 855450 3.5256312 905038 3.534173 28922 3.5407636 932440 3.5461862 166259 3.5565786 14775 3.5628295 408301 3.5676258 108700 3.5680444 249613 3.573112 836938 3.5759645 362167 3.577234 221375 3.5809357 285316 3.585103 438430 3.5885713 991910 3.5911617 577272 3.5942709 873681 3.5986192 582584 3.6037366 913468 3.6053879 893277 3.6070561 621958 3.6080754 440177 3.6121905 426849 3.6150625 661165 3.6166487 558601 3.6171892 638154 3.618263 72138 3.6188607 238867 3.6227436 279075 3.6255379 85474 3.625674 726879 3.6320145 979989 3.6328316 784118 3.6349072 692944 3.6351857 748330 3.6353037 326307 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3.5900943 786156 3.5905287 874392 3.5910666 315551 3.592391 58160 3.59361 339179 3.594424 122014 3.5953288 703289 3.5975573 768533 3.598017 704895 3.5984919 976325 3.6024745 610615 3.6026809 325615 3.6032588 472264 3.6034617 +Q 994: 445620 0.6096788 433882 3.2303472 570301 3.2581468 242991 3.2754955 160980 3.3504801 290798 3.3835332 722469 3.394882 531278 3.411411 303768 3.4153125 542182 3.4235034 31208 3.4246252 368808 3.424819 469314 3.4297323 907931 3.4395456 180673 3.4612288 523850 3.4691205 55268 3.4703269 236643 3.4729431 630181 3.4916265 267370 3.4929821 426144 3.4963424 621908 3.5020964 262477 3.5058019 811114 3.5083754 50928 3.5129836 556425 3.513768 244425 3.5138774 354865 3.5159571 214319 3.5189908 466820 3.5210986 659344 3.5232608 693734 3.524194 555270 3.5276792 773447 3.5279682 210037 3.5332198 804385 3.5340738 545469 3.5344462 769655 3.5344687 171075 3.5359941 985808 3.5389216 320188 3.5405633 279521 3.5434406 549053 3.5446062 210442 3.5512919 774226 3.5556679 901834 3.5586541 827999 3.5595577 523424 3.5645883 800079 3.5658784 979283 3.5700333 178784 3.5705998 383994 3.570931 89311 3.5719802 544728 3.5722091 173471 3.5750277 149707 3.5762916 821119 3.5780969 419563 3.5808499 838982 3.5813272 597349 3.5843084 89024 3.5853128 211556 3.588954 694380 3.5905581 185531 3.5908744 783306 3.5919063 539063 3.5924652 739991 3.5945017 202260 3.5974107 940663 3.5974841 622127 3.5976212 34665 3.6007323 330831 3.6008327 577168 3.602531 834836 3.6032605 374193 3.6038117 746293 3.6082077 320427 3.6092186 193609 3.6109459 801299 3.6132586 871247 3.6137812 28178 3.6144412 885326 3.6145422 395480 3.6163797 104654 3.6167338 448528 3.6169381 739747 3.6194856 682306 3.6222601 763693 3.6233501 530322 3.6240325 126237 3.6248176 901323 3.6249328 621028 3.6250436 653826 3.6262295 182525 3.6279278 983389 3.6293848 156286 3.6306138 350480 3.6326885 209296 3.633482 396710 3.6343625 403385 3.6344118 +Q 995: 212872 0.58969653 39998 3.2466033 904607 3.3340118 273816 3.4232757 843082 3.4370422 301867 3.4482479 473447 3.4710364 72472 3.4863198 2914 3.5052195 241942 3.5062447 436550 3.5183845 767235 3.5223427 896952 3.5226979 390605 3.5264528 60998 3.5356104 74883 3.5359328 275461 3.5404 542151 3.5412638 134226 3.5413125 117318 3.5445423 492653 3.5445576 89721 3.5455287 620796 3.5483575 781278 3.5492463 615079 3.5554223 310792 3.5639594 100403 3.5708025 39835 3.5843885 768738 3.5877461 803084 3.5978317 545628 3.6011324 368009 3.6104345 283097 3.6141229 165011 3.6200347 536367 3.6204944 910563 3.6209805 945335 3.624222 579298 3.6250074 583798 3.6253419 482023 3.6259284 871928 3.6263111 313100 3.6270795 385371 3.6271021 266384 3.6320531 118480 3.6326723 307695 3.6327612 827090 3.6342394 486762 3.6369138 509093 3.6369286 731916 3.6387811 875507 3.6428816 417504 3.6431546 556289 3.6443913 200961 3.6456778 513738 3.6500258 120634 3.6553588 29450 3.6597323 355874 3.6608105 85099 3.6616335 635407 3.6653841 599864 3.6661384 758952 3.6662662 635806 3.6667695 225540 3.6672134 727568 3.6692629 395170 3.6703963 791588 3.6707013 733769 3.671859 941908 3.6725841 851236 3.6748402 470651 3.6774108 86676 3.6784925 916339 3.6786683 228011 3.6809115 75965 3.6835511 991172 3.6846516 155303 3.6849263 232482 3.6849422 662701 3.6884677 139396 3.6891606 568799 3.68923 713138 3.6896753 792115 3.6902761 348016 3.6902888 164891 3.6903634 42386 3.6909826 976051 3.6937985 625685 3.6949611 855708 3.6955225 506906 3.6967819 164145 3.6973665 89972 3.6992531 820951 3.7011769 809972 3.7032433 413626 3.7032702 220604 3.7035339 215198 3.7038944 540074 3.7042172 427839 3.7054455 694456 3.7093039 +Q 996: 325781 0.60251296 17310 3.3395422 603116 3.5433929 881842 3.5606351 364267 3.5644319 268181 3.5747256 374576 3.5783114 751565 3.5798848 578539 3.5800612 660734 3.5825241 731548 3.6017745 597950 3.6018269 998507 3.6133614 844978 3.6148815 466750 3.6197431 810352 3.6291828 541746 3.6302152 149330 3.632535 456675 3.6329751 51000 3.6400008 370846 3.6443624 573204 3.6480811 997433 3.650887 28025 3.6511002 213760 3.6548831 273854 3.6555688 919718 3.6557415 76881 3.6572158 909595 3.6589797 175726 3.6615958 129694 3.6641128 812350 3.664248 811043 3.6647248 274869 3.666223 590200 3.6699033 310990 3.6729479 991419 3.6744518 7363 3.6749914 927479 3.6781535 266871 3.6814761 950729 3.681983 903089 3.6825485 61984 3.6847708 786425 3.6852171 147226 3.6880968 729564 3.6908674 179565 3.6945922 683760 3.6958573 227771 3.696928 93730 3.6978519 668478 3.7018676 226545 3.704695 579467 3.7054524 313144 3.7063694 438803 3.7075241 664590 3.7087204 632174 3.7091212 253810 3.7095163 140169 3.7102873 222897 3.7158806 987832 3.719548 264885 3.7197192 688802 3.7215624 36924 3.7232549 991718 3.7251117 103887 3.7271929 794001 3.7273231 83611 3.7314031 457664 3.7322509 786430 3.7324598 215530 3.7335377 516588 3.7339983 646532 3.7364912 969278 3.7394817 290163 3.7409129 535343 3.7420671 92094 3.7431965 619173 3.7449765 901445 3.7467568 126614 3.7468228 742635 3.7489111 200860 3.7492912 53483 3.7511785 856922 3.7541158 733823 3.7549114 5154 3.7573853 123723 3.7601573 95324 3.7614002 181948 3.7648861 685786 3.7656586 974710 3.7685246 901554 3.7685959 136878 3.7700157 415498 3.7718265 345240 3.7719953 280125 3.7741926 133676 3.7767677 644613 3.7806609 542078 3.7817364 930698 3.7822838 +Q 997: 934761 0.5301283 712049 3.2610607 29384 3.269726 179225 3.2925177 599292 3.3111987 357335 3.3397133 867639 3.340095 511275 3.3463452 338703 3.3481421 372002 3.3575053 737869 3.3702993 391579 3.3714666 246269 3.3715901 814257 3.3718438 302445 3.3768921 434628 3.3889868 689687 3.3952966 58907 3.4023845 689599 3.4149535 507309 3.416661 659760 3.4189565 72803 3.4211359 977461 3.421953 957313 3.4268632 80322 3.4308281 619397 3.4335616 132958 3.4352617 913324 3.4357131 581795 3.4369192 476285 3.4385593 941743 3.4404428 382245 3.4413884 326779 3.4429059 694326 3.4436357 673768 3.4451332 490856 3.4466064 771565 3.4475403 344692 3.4483566 831830 3.4485891 639771 3.4493377 751039 3.4582775 649541 3.4584954 234302 3.4586163 717532 3.4590659 579406 3.4605932 947994 3.4620359 373998 3.4642396 383812 3.4653399 353539 3.4723213 584467 3.4759328 711574 3.4763818 12773 3.4769909 11093 3.4813418 968191 3.4817102 148524 3.4824646 226120 3.4827092 256771 3.486047 19441 3.4900024 940868 3.4907031 350439 3.490725 983242 3.4923158 965509 3.4923759 417474 3.49387 536993 3.4944522 961559 3.4969063 899919 3.4982407 952854 3.4988513 666443 3.4990695 87186 3.4999413 715913 3.5024633 426477 3.5024707 861541 3.503427 744039 3.5038683 508885 3.5052369 994082 3.5066516 280924 3.5074234 30654 3.5077255 815470 3.5081952 108339 3.5116296 205552 3.515655 779345 3.5162411 667623 3.5172842 222642 3.5190353 784410 3.5213692 834222 3.5221379 431752 3.5222509 178744 3.5254257 647194 3.5258951 577354 3.528126 343896 3.5293381 225216 3.5295579 2452 3.5296469 879804 3.5301843 950921 3.5309167 767425 3.53262 421681 3.5339248 309725 3.5348763 648074 3.5353827 210115 3.5360522 446776 3.5366395 +Q 998: 760087 0.55740893 383959 3.1466305 586167 3.2381155 108887 3.2566862 814914 3.2749238 679252 3.3060596 103014 3.3382161 860755 3.3431447 338007 3.3439126 804018 3.3480229 45340 3.3501127 260198 3.3535042 96273 3.3606675 743972 3.3641677 537760 3.3712494 299621 3.3744314 448876 3.3807747 666828 3.3829002 239926 3.3891728 744822 3.3911192 317753 3.3925936 53559 3.3942602 816257 3.4083672 724788 3.4134276 801902 3.4134383 793527 3.41798 910938 3.4214227 173236 3.425976 688727 3.4289474 84250 3.4306259 158602 3.4333844 863737 3.4364347 677014 3.4391921 359738 3.4392178 143214 3.4393096 976383 3.441016 310790 3.4432776 138515 3.4434102 813793 3.4438682 972026 3.4469965 204976 3.449882 304037 3.4500678 645489 3.4524076 16144 3.4526937 261534 3.4535065 375052 3.4559944 338330 3.4590154 398781 3.467464 847204 3.4686668 294763 3.4697275 354524 3.4708476 20251 3.4744618 627817 3.4752998 48656 3.475971 743172 3.4780889 515641 3.4792912 455889 3.4794271 955966 3.4819813 712585 3.4867892 587925 3.4883513 940294 3.489398 347792 3.4894567 818297 3.4923921 625529 3.4939368 846136 3.4943705 390147 3.4947407 929091 3.4953437 698150 3.4955399 207711 3.4980884 673010 3.4992757 76618 3.5010419 742995 3.502723 220282 3.5053871 364880 3.5099697 402602 3.5104015 988927 3.5118918 355108 3.5121462 862597 3.5154126 891886 3.5155766 309867 3.5157766 753397 3.5164242 749199 3.5164721 261641 3.5172863 570259 3.5201933 447642 3.5202029 418324 3.5202227 875412 3.520381 968148 3.5215654 402034 3.5224757 145450 3.5237694 906674 3.5237985 969592 3.5241454 462481 3.5270138 804607 3.5276797 904085 3.52912 85523 3.5305262 373052 3.5313072 313178 3.5316362 229132 3.5337272 210335 3.534898 +Q 999: 220474 0.60258466 967235 3.5171657 317055 3.6349599 271207 3.6421463 862892 3.6493506 631260 3.6854718 171938 3.6944284 573056 3.7033944 817082 3.7094364 116699 3.7155578 289024 3.72527 925149 3.736762 409739 3.7398205 278196 3.7436936 486034 3.7452347 657732 3.7474096 490074 3.7522759 321680 3.7545841 730605 3.7565475 283022 3.7572012 506144 3.7593188 700105 3.7601762 7378 3.7625258 545749 3.7684689 84201 3.7745423 559867 3.7848849 395021 3.7879949 7175 3.7937446 332806 3.7947445 501324 3.7966106 792375 3.7984803 132710 3.798624 827713 3.8010364 632668 3.8027196 485196 3.8043814 709209 3.8076251 488565 3.8082049 899483 3.8096106 648452 3.8112383 308797 3.8145387 87295 3.8174145 790199 3.8246679 67629 3.8249612 162032 3.8304605 750139 3.8310642 68015 3.8337202 257096 3.8356552 611213 3.8373213 81347 3.8375156 105946 3.838676 479459 3.8388884 490263 3.8391905 873527 3.8426738 269725 3.8449826 590567 3.8471124 284092 3.8478234 795627 3.8501918 905324 3.8502333 543211 3.8562331 852743 3.8563187 299661 3.8570828 409637 3.8585088 578273 3.8587644 658055 3.860045 827562 3.861589 133981 3.8618367 805905 3.864347 982459 3.8663447 257720 3.8673465 65464 3.8688459 362026 3.8692317 279745 3.8734043 788598 3.8752356 807386 3.8754416 811583 3.8764606 665390 3.8781576 23555 3.8796232 694865 3.8823504 782631 3.8826847 95504 3.8841703 689097 3.8845611 749185 3.8886528 393996 3.8898854 230963 3.8902969 823236 3.892247 535566 3.8936489 256454 3.8938062 965417 3.8945251 822897 3.8968058 223995 3.897588 605935 3.8994844 576858 3.9019067 441231 3.9023144 500924 3.9024978 497473 3.9033163 242576 3.9043276 920450 3.9058747 955951 3.9072921 693034 3.9094179 861424 3.9096904 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b32/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b32/perf.log" new file mode 100644 index 00000000..192b060d --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b32/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 100 1000000 128 100 0.000 163.702 610.9 47.6522 49.6883 40.9131 1.10 GB 14511.754 88.6 +ivf_flat 1000 1000000 128 100 0.000 73.508 13604.0 2.2964 2.7960 2.2905 0.88 GB 14511.754 197.4 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b32/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b32/quality.log" new file mode 100644 index 00000000..e87c45b5 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b32/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=1.000000 +id_match_ratio=1.000000 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=0 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b32/result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b32/result.txt" new file mode 100644 index 00000000..32fc28ab --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b32/result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=ivf_flat metric=l2 num_queries=1000 top_k=100 +Q 0: 275594 0.57277745 399905 3.1297252 68087 3.178201 628001 3.2043431 906520 3.2148354 13696 3.2221193 448064 3.2361581 756003 3.2362912 61976 3.2568483 751677 3.2674544 698220 3.2789805 770360 3.2804844 83011 3.2893052 723162 3.3053117 628275 3.3106668 514401 3.3289564 624853 3.3339131 969681 3.3360972 479791 3.3373663 449137 3.3490021 336990 3.3538666 396212 3.3571751 104579 3.3581386 746209 3.3614411 960327 3.3618221 45050 3.3654776 779281 3.3655508 749513 3.3657978 701364 3.37326 952523 3.3737094 839174 3.3796086 287603 3.3811731 236240 3.3868151 167431 3.3871577 364946 3.3891444 534676 3.3909199 345080 3.3921554 171488 3.3929741 493324 3.3934836 636999 3.3948009 459362 3.3966768 78997 3.3974719 797407 3.3975379 916435 3.3982847 347986 3.3990924 639264 3.4011755 986136 3.4029212 638518 3.4035971 667534 3.4052739 61940 3.4070933 352393 3.4128246 112609 3.414953 30440 3.4162464 530578 3.4198008 669782 3.4213779 56337 3.4264426 18926 3.428561 559611 3.4340553 371130 3.4340935 254091 3.4361081 240146 3.4367862 984913 3.4386647 489749 3.4416339 872092 3.4461479 49010 3.4465799 243661 3.4467421 98811 3.4467962 783361 3.4476678 971274 3.4487598 747170 3.4504032 679611 3.4511628 327768 3.4526231 925807 3.4558728 243808 3.4582136 959283 3.4641421 229901 3.4658518 350547 3.467586 50716 3.4676359 686790 3.469871 529126 3.4703443 571667 3.470865 251384 3.4712372 494670 3.472461 629462 3.4726498 7645 3.4803035 299659 3.4817755 124870 3.4840808 125384 3.4846444 610175 3.4855039 231328 3.4878283 566424 3.4887118 430060 3.4890921 141002 3.4897065 317030 3.490478 951205 3.4905396 220066 3.4906862 884106 3.493335 966970 3.4935954 798559 3.4939556 801926 3.4950569 +Q 1: 303703 0.5239895 423726 3.1198909 480633 3.2211471 67275 3.2275636 446512 3.2732463 555142 3.2793686 190360 3.27953 207292 3.2902339 212833 3.2922301 548902 3.2956247 797665 3.3141572 403795 3.3173251 30269 3.327143 297928 3.3413367 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3.5900943 786156 3.5905287 874392 3.5910666 315551 3.592391 58160 3.59361 339179 3.594424 122014 3.5953288 703289 3.5975573 768533 3.598017 704895 3.5984919 976325 3.6024745 610615 3.6026809 325615 3.6032588 472264 3.6034617 +Q 994: 445620 0.6096788 433882 3.2303472 570301 3.2581468 242991 3.2754955 160980 3.3504801 290798 3.3835332 722469 3.394882 531278 3.411411 303768 3.4153125 542182 3.4235034 31208 3.4246252 368808 3.424819 469314 3.4297323 907931 3.4395456 180673 3.4612288 523850 3.4691205 55268 3.4703269 236643 3.4729431 630181 3.4916265 267370 3.4929821 426144 3.4963424 621908 3.5020964 262477 3.5058019 811114 3.5083754 50928 3.5129836 556425 3.513768 244425 3.5138774 354865 3.5159571 214319 3.5189908 466820 3.5210986 659344 3.5232608 693734 3.524194 555270 3.5276792 773447 3.5279682 210037 3.5332198 804385 3.5340738 545469 3.5344462 769655 3.5344687 171075 3.5359941 985808 3.5389216 320188 3.5405633 279521 3.5434406 549053 3.5446062 210442 3.5512919 774226 3.5556679 901834 3.5586541 827999 3.5595577 523424 3.5645883 800079 3.5658784 979283 3.5700333 178784 3.5705998 383994 3.570931 89311 3.5719802 544728 3.5722091 173471 3.5750277 149707 3.5762916 821119 3.5780969 419563 3.5808499 838982 3.5813272 597349 3.5843084 89024 3.5853128 211556 3.588954 694380 3.5905581 185531 3.5908744 783306 3.5919063 539063 3.5924652 739991 3.5945017 202260 3.5974107 940663 3.5974841 622127 3.5976212 34665 3.6007323 330831 3.6008327 577168 3.602531 834836 3.6032605 374193 3.6038117 746293 3.6082077 320427 3.6092186 193609 3.6109459 801299 3.6132586 871247 3.6137812 28178 3.6144412 885326 3.6145422 395480 3.6163797 104654 3.6167338 448528 3.6169381 739747 3.6194856 682306 3.6222601 763693 3.6233501 530322 3.6240325 126237 3.6248176 901323 3.6249328 621028 3.6250436 653826 3.6262295 182525 3.6279278 983389 3.6293848 156286 3.6306138 350480 3.6326885 209296 3.633482 396710 3.6343625 403385 3.6344118 +Q 995: 212872 0.58969653 39998 3.2466033 904607 3.3340118 273816 3.4232757 843082 3.4370422 301867 3.4482479 473447 3.4710364 72472 3.4863198 2914 3.5052195 241942 3.5062447 436550 3.5183845 767235 3.5223427 896952 3.5226979 390605 3.5264528 60998 3.5356104 74883 3.5359328 275461 3.5404 542151 3.5412638 134226 3.5413125 117318 3.5445423 492653 3.5445576 89721 3.5455287 620796 3.5483575 781278 3.5492463 615079 3.5554223 310792 3.5639594 100403 3.5708025 39835 3.5843885 768738 3.5877461 803084 3.5978317 545628 3.6011324 368009 3.6104345 283097 3.6141229 165011 3.6200347 536367 3.6204944 910563 3.6209805 945335 3.624222 579298 3.6250074 583798 3.6253419 482023 3.6259284 871928 3.6263111 313100 3.6270795 385371 3.6271021 266384 3.6320531 118480 3.6326723 307695 3.6327612 827090 3.6342394 486762 3.6369138 509093 3.6369286 731916 3.6387811 875507 3.6428816 417504 3.6431546 556289 3.6443913 200961 3.6456778 513738 3.6500258 120634 3.6553588 29450 3.6597323 355874 3.6608105 85099 3.6616335 635407 3.6653841 599864 3.6661384 758952 3.6662662 635806 3.6667695 225540 3.6672134 727568 3.6692629 395170 3.6703963 791588 3.6707013 733769 3.671859 941908 3.6725841 851236 3.6748402 470651 3.6774108 86676 3.6784925 916339 3.6786683 228011 3.6809115 75965 3.6835511 991172 3.6846516 155303 3.6849263 232482 3.6849422 662701 3.6884677 139396 3.6891606 568799 3.68923 713138 3.6896753 792115 3.6902761 348016 3.6902888 164891 3.6903634 42386 3.6909826 976051 3.6937985 625685 3.6949611 855708 3.6955225 506906 3.6967819 164145 3.6973665 89972 3.6992531 820951 3.7011769 809972 3.7032433 413626 3.7032702 220604 3.7035339 215198 3.7038944 540074 3.7042172 427839 3.7054455 694456 3.7093039 +Q 996: 325781 0.60251296 17310 3.3395422 603116 3.5433929 881842 3.5606351 364267 3.5644319 268181 3.5747256 374576 3.5783114 751565 3.5798848 578539 3.5800612 660734 3.5825241 731548 3.6017745 597950 3.6018269 998507 3.6133614 844978 3.6148815 466750 3.6197431 810352 3.6291828 541746 3.6302152 149330 3.632535 456675 3.6329751 51000 3.6400008 370846 3.6443624 573204 3.6480811 997433 3.650887 28025 3.6511002 213760 3.6548831 273854 3.6555688 919718 3.6557415 76881 3.6572158 909595 3.6589797 175726 3.6615958 129694 3.6641128 812350 3.664248 811043 3.6647248 274869 3.666223 590200 3.6699033 310990 3.6729479 991419 3.6744518 7363 3.6749914 927479 3.6781535 266871 3.6814761 950729 3.681983 903089 3.6825485 61984 3.6847708 786425 3.6852171 147226 3.6880968 729564 3.6908674 179565 3.6945922 683760 3.6958573 227771 3.696928 93730 3.6978519 668478 3.7018676 226545 3.704695 579467 3.7054524 313144 3.7063694 438803 3.7075241 664590 3.7087204 632174 3.7091212 253810 3.7095163 140169 3.7102873 222897 3.7158806 987832 3.719548 264885 3.7197192 688802 3.7215624 36924 3.7232549 991718 3.7251117 103887 3.7271929 794001 3.7273231 83611 3.7314031 457664 3.7322509 786430 3.7324598 215530 3.7335377 516588 3.7339983 646532 3.7364912 969278 3.7394817 290163 3.7409129 535343 3.7420671 92094 3.7431965 619173 3.7449765 901445 3.7467568 126614 3.7468228 742635 3.7489111 200860 3.7492912 53483 3.7511785 856922 3.7541158 733823 3.7549114 5154 3.7573853 123723 3.7601573 95324 3.7614002 181948 3.7648861 685786 3.7656586 974710 3.7685246 901554 3.7685959 136878 3.7700157 415498 3.7718265 345240 3.7719953 280125 3.7741926 133676 3.7767677 644613 3.7806609 542078 3.7817364 930698 3.7822838 +Q 997: 934761 0.5301283 712049 3.2610607 29384 3.269726 179225 3.2925177 599292 3.3111987 357335 3.3397133 867639 3.340095 511275 3.3463452 338703 3.3481421 372002 3.3575053 737869 3.3702993 391579 3.3714666 246269 3.3715901 814257 3.3718438 302445 3.3768921 434628 3.3889868 689687 3.3952966 58907 3.4023845 689599 3.4149535 507309 3.416661 659760 3.4189565 72803 3.4211359 977461 3.421953 957313 3.4268632 80322 3.4308281 619397 3.4335616 132958 3.4352617 913324 3.4357131 581795 3.4369192 476285 3.4385593 941743 3.4404428 382245 3.4413884 326779 3.4429059 694326 3.4436357 673768 3.4451332 490856 3.4466064 771565 3.4475403 344692 3.4483566 831830 3.4485891 639771 3.4493377 751039 3.4582775 649541 3.4584954 234302 3.4586163 717532 3.4590659 579406 3.4605932 947994 3.4620359 373998 3.4642396 383812 3.4653399 353539 3.4723213 584467 3.4759328 711574 3.4763818 12773 3.4769909 11093 3.4813418 968191 3.4817102 148524 3.4824646 226120 3.4827092 256771 3.486047 19441 3.4900024 940868 3.4907031 350439 3.490725 983242 3.4923158 965509 3.4923759 417474 3.49387 536993 3.4944522 961559 3.4969063 899919 3.4982407 952854 3.4988513 666443 3.4990695 87186 3.4999413 715913 3.5024633 426477 3.5024707 861541 3.503427 744039 3.5038683 508885 3.5052369 994082 3.5066516 280924 3.5074234 30654 3.5077255 815470 3.5081952 108339 3.5116296 205552 3.515655 779345 3.5162411 667623 3.5172842 222642 3.5190353 784410 3.5213692 834222 3.5221379 431752 3.5222509 178744 3.5254257 647194 3.5258951 577354 3.528126 343896 3.5293381 225216 3.5295579 2452 3.5296469 879804 3.5301843 950921 3.5309167 767425 3.53262 421681 3.5339248 309725 3.5348763 648074 3.5353827 210115 3.5360522 446776 3.5366395 +Q 998: 760087 0.55740893 383959 3.1466305 586167 3.2381155 108887 3.2566862 814914 3.2749238 679252 3.3060596 103014 3.3382161 860755 3.3431447 338007 3.3439126 804018 3.3480229 45340 3.3501127 260198 3.3535042 96273 3.3606675 743972 3.3641677 537760 3.3712494 299621 3.3744314 448876 3.3807747 666828 3.3829002 239926 3.3891728 744822 3.3911192 317753 3.3925936 53559 3.3942602 816257 3.4083672 724788 3.4134276 801902 3.4134383 793527 3.41798 910938 3.4214227 173236 3.425976 688727 3.4289474 84250 3.4306259 158602 3.4333844 863737 3.4364347 677014 3.4391921 359738 3.4392178 143214 3.4393096 976383 3.441016 310790 3.4432776 138515 3.4434102 813793 3.4438682 972026 3.4469965 204976 3.449882 304037 3.4500678 645489 3.4524076 16144 3.4526937 261534 3.4535065 375052 3.4559944 338330 3.4590154 398781 3.467464 847204 3.4686668 294763 3.4697275 354524 3.4708476 20251 3.4744618 627817 3.4752998 48656 3.475971 743172 3.4780889 515641 3.4792912 455889 3.4794271 955966 3.4819813 712585 3.4867892 587925 3.4883513 940294 3.489398 347792 3.4894567 818297 3.4923921 625529 3.4939368 846136 3.4943705 390147 3.4947407 929091 3.4953437 698150 3.4955399 207711 3.4980884 673010 3.4992757 76618 3.5010419 742995 3.502723 220282 3.5053871 364880 3.5099697 402602 3.5104015 988927 3.5118918 355108 3.5121462 862597 3.5154126 891886 3.5155766 309867 3.5157766 753397 3.5164242 749199 3.5164721 261641 3.5172863 570259 3.5201933 447642 3.5202029 418324 3.5202227 875412 3.520381 968148 3.5215654 402034 3.5224757 145450 3.5237694 906674 3.5237985 969592 3.5241454 462481 3.5270138 804607 3.5276797 904085 3.52912 85523 3.5305262 373052 3.5313072 313178 3.5316362 229132 3.5337272 210335 3.534898 +Q 999: 220474 0.60258466 967235 3.5171657 317055 3.6349599 271207 3.6421463 862892 3.6493506 631260 3.6854718 171938 3.6944284 573056 3.7033944 817082 3.7094364 116699 3.7155578 289024 3.72527 925149 3.736762 409739 3.7398205 278196 3.7436936 486034 3.7452347 657732 3.7474096 490074 3.7522759 321680 3.7545841 730605 3.7565475 283022 3.7572012 506144 3.7593188 700105 3.7601762 7378 3.7625258 545749 3.7684689 84201 3.7745423 559867 3.7848849 395021 3.7879949 7175 3.7937446 332806 3.7947445 501324 3.7966106 792375 3.7984803 132710 3.798624 827713 3.8010364 632668 3.8027196 485196 3.8043814 709209 3.8076251 488565 3.8082049 899483 3.8096106 648452 3.8112383 308797 3.8145387 87295 3.8174145 790199 3.8246679 67629 3.8249612 162032 3.8304605 750139 3.8310642 68015 3.8337202 257096 3.8356552 611213 3.8373213 81347 3.8375156 105946 3.838676 479459 3.8388884 490263 3.8391905 873527 3.8426738 269725 3.8449826 590567 3.8471124 284092 3.8478234 795627 3.8501918 905324 3.8502333 543211 3.8562331 852743 3.8563187 299661 3.8570828 409637 3.8585088 578273 3.8587644 658055 3.860045 827562 3.861589 133981 3.8618367 805905 3.864347 982459 3.8663447 257720 3.8673465 65464 3.8688459 362026 3.8692317 279745 3.8734043 788598 3.8752356 807386 3.8754416 811583 3.8764606 665390 3.8781576 23555 3.8796232 694865 3.8823504 782631 3.8826847 95504 3.8841703 689097 3.8845611 749185 3.8886528 393996 3.8898854 230963 3.8902969 823236 3.892247 535566 3.8936489 256454 3.8938062 965417 3.8945251 822897 3.8968058 223995 3.897588 605935 3.8994844 576858 3.9019067 441231 3.9023144 500924 3.9024978 497473 3.9033163 242576 3.9043276 920450 3.9058747 955951 3.9072921 693034 3.9094179 861424 3.9096904 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b512/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b512/perf.log" new file mode 100644 index 00000000..61eb3b50 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b512/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 100 1000000 128 100 0.000 136.634 731.9 68.2983 69.8567 68.2983 1.24 GB 14802.928 108.3 +ivf_flat 1000 1000000 128 100 0.000 44.898 22272.6 22.4394 22.9436 22.4394 0.94 GB 14802.928 329.7 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b512/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b512/quality.log" new file mode 100644 index 00000000..e87c45b5 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b512/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=1.000000 +id_match_ratio=1.000000 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=0 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b512/result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b512/result.txt" new file mode 100644 index 00000000..32fc28ab --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np64_b512/result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=ivf_flat metric=l2 num_queries=1000 top_k=100 +Q 0: 275594 0.57277745 399905 3.1297252 68087 3.178201 628001 3.2043431 906520 3.2148354 13696 3.2221193 448064 3.2361581 756003 3.2362912 61976 3.2568483 751677 3.2674544 698220 3.2789805 770360 3.2804844 83011 3.2893052 723162 3.3053117 628275 3.3106668 514401 3.3289564 624853 3.3339131 969681 3.3360972 479791 3.3373663 449137 3.3490021 336990 3.3538666 396212 3.3571751 104579 3.3581386 746209 3.3614411 960327 3.3618221 45050 3.3654776 779281 3.3655508 749513 3.3657978 701364 3.37326 952523 3.3737094 839174 3.3796086 287603 3.3811731 236240 3.3868151 167431 3.3871577 364946 3.3891444 534676 3.3909199 345080 3.3921554 171488 3.3929741 493324 3.3934836 636999 3.3948009 459362 3.3966768 78997 3.3974719 797407 3.3975379 916435 3.3982847 347986 3.3990924 639264 3.4011755 986136 3.4029212 638518 3.4035971 667534 3.4052739 61940 3.4070933 352393 3.4128246 112609 3.414953 30440 3.4162464 530578 3.4198008 669782 3.4213779 56337 3.4264426 18926 3.428561 559611 3.4340553 371130 3.4340935 254091 3.4361081 240146 3.4367862 984913 3.4386647 489749 3.4416339 872092 3.4461479 49010 3.4465799 243661 3.4467421 98811 3.4467962 783361 3.4476678 971274 3.4487598 747170 3.4504032 679611 3.4511628 327768 3.4526231 925807 3.4558728 243808 3.4582136 959283 3.4641421 229901 3.4658518 350547 3.467586 50716 3.4676359 686790 3.469871 529126 3.4703443 571667 3.470865 251384 3.4712372 494670 3.472461 629462 3.4726498 7645 3.4803035 299659 3.4817755 124870 3.4840808 125384 3.4846444 610175 3.4855039 231328 3.4878283 566424 3.4887118 430060 3.4890921 141002 3.4897065 317030 3.490478 951205 3.4905396 220066 3.4906862 884106 3.493335 966970 3.4935954 798559 3.4939556 801926 3.4950569 +Q 1: 303703 0.5239895 423726 3.1198909 480633 3.2211471 67275 3.2275636 446512 3.2732463 555142 3.2793686 190360 3.27953 207292 3.2902339 212833 3.2922301 548902 3.2956247 797665 3.3141572 403795 3.3173251 30269 3.327143 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3.5900943 786156 3.5905287 874392 3.5910666 315551 3.592391 58160 3.59361 339179 3.594424 122014 3.5953288 703289 3.5975573 768533 3.598017 704895 3.5984919 976325 3.6024745 610615 3.6026809 325615 3.6032588 472264 3.6034617 +Q 994: 445620 0.6096788 433882 3.2303472 570301 3.2581468 242991 3.2754955 160980 3.3504801 290798 3.3835332 722469 3.394882 531278 3.411411 303768 3.4153125 542182 3.4235034 31208 3.4246252 368808 3.424819 469314 3.4297323 907931 3.4395456 180673 3.4612288 523850 3.4691205 55268 3.4703269 236643 3.4729431 630181 3.4916265 267370 3.4929821 426144 3.4963424 621908 3.5020964 262477 3.5058019 811114 3.5083754 50928 3.5129836 556425 3.513768 244425 3.5138774 354865 3.5159571 214319 3.5189908 466820 3.5210986 659344 3.5232608 693734 3.524194 555270 3.5276792 773447 3.5279682 210037 3.5332198 804385 3.5340738 545469 3.5344462 769655 3.5344687 171075 3.5359941 985808 3.5389216 320188 3.5405633 279521 3.5434406 549053 3.5446062 210442 3.5512919 774226 3.5556679 901834 3.5586541 827999 3.5595577 523424 3.5645883 800079 3.5658784 979283 3.5700333 178784 3.5705998 383994 3.570931 89311 3.5719802 544728 3.5722091 173471 3.5750277 149707 3.5762916 821119 3.5780969 419563 3.5808499 838982 3.5813272 597349 3.5843084 89024 3.5853128 211556 3.588954 694380 3.5905581 185531 3.5908744 783306 3.5919063 539063 3.5924652 739991 3.5945017 202260 3.5974107 940663 3.5974841 622127 3.5976212 34665 3.6007323 330831 3.6008327 577168 3.602531 834836 3.6032605 374193 3.6038117 746293 3.6082077 320427 3.6092186 193609 3.6109459 801299 3.6132586 871247 3.6137812 28178 3.6144412 885326 3.6145422 395480 3.6163797 104654 3.6167338 448528 3.6169381 739747 3.6194856 682306 3.6222601 763693 3.6233501 530322 3.6240325 126237 3.6248176 901323 3.6249328 621028 3.6250436 653826 3.6262295 182525 3.6279278 983389 3.6293848 156286 3.6306138 350480 3.6326885 209296 3.633482 396710 3.6343625 403385 3.6344118 +Q 995: 212872 0.58969653 39998 3.2466033 904607 3.3340118 273816 3.4232757 843082 3.4370422 301867 3.4482479 473447 3.4710364 72472 3.4863198 2914 3.5052195 241942 3.5062447 436550 3.5183845 767235 3.5223427 896952 3.5226979 390605 3.5264528 60998 3.5356104 74883 3.5359328 275461 3.5404 542151 3.5412638 134226 3.5413125 117318 3.5445423 492653 3.5445576 89721 3.5455287 620796 3.5483575 781278 3.5492463 615079 3.5554223 310792 3.5639594 100403 3.5708025 39835 3.5843885 768738 3.5877461 803084 3.5978317 545628 3.6011324 368009 3.6104345 283097 3.6141229 165011 3.6200347 536367 3.6204944 910563 3.6209805 945335 3.624222 579298 3.6250074 583798 3.6253419 482023 3.6259284 871928 3.6263111 313100 3.6270795 385371 3.6271021 266384 3.6320531 118480 3.6326723 307695 3.6327612 827090 3.6342394 486762 3.6369138 509093 3.6369286 731916 3.6387811 875507 3.6428816 417504 3.6431546 556289 3.6443913 200961 3.6456778 513738 3.6500258 120634 3.6553588 29450 3.6597323 355874 3.6608105 85099 3.6616335 635407 3.6653841 599864 3.6661384 758952 3.6662662 635806 3.6667695 225540 3.6672134 727568 3.6692629 395170 3.6703963 791588 3.6707013 733769 3.671859 941908 3.6725841 851236 3.6748402 470651 3.6774108 86676 3.6784925 916339 3.6786683 228011 3.6809115 75965 3.6835511 991172 3.6846516 155303 3.6849263 232482 3.6849422 662701 3.6884677 139396 3.6891606 568799 3.68923 713138 3.6896753 792115 3.6902761 348016 3.6902888 164891 3.6903634 42386 3.6909826 976051 3.6937985 625685 3.6949611 855708 3.6955225 506906 3.6967819 164145 3.6973665 89972 3.6992531 820951 3.7011769 809972 3.7032433 413626 3.7032702 220604 3.7035339 215198 3.7038944 540074 3.7042172 427839 3.7054455 694456 3.7093039 +Q 996: 325781 0.60251296 17310 3.3395422 603116 3.5433929 881842 3.5606351 364267 3.5644319 268181 3.5747256 374576 3.5783114 751565 3.5798848 578539 3.5800612 660734 3.5825241 731548 3.6017745 597950 3.6018269 998507 3.6133614 844978 3.6148815 466750 3.6197431 810352 3.6291828 541746 3.6302152 149330 3.632535 456675 3.6329751 51000 3.6400008 370846 3.6443624 573204 3.6480811 997433 3.650887 28025 3.6511002 213760 3.6548831 273854 3.6555688 919718 3.6557415 76881 3.6572158 909595 3.6589797 175726 3.6615958 129694 3.6641128 812350 3.664248 811043 3.6647248 274869 3.666223 590200 3.6699033 310990 3.6729479 991419 3.6744518 7363 3.6749914 927479 3.6781535 266871 3.6814761 950729 3.681983 903089 3.6825485 61984 3.6847708 786425 3.6852171 147226 3.6880968 729564 3.6908674 179565 3.6945922 683760 3.6958573 227771 3.696928 93730 3.6978519 668478 3.7018676 226545 3.704695 579467 3.7054524 313144 3.7063694 438803 3.7075241 664590 3.7087204 632174 3.7091212 253810 3.7095163 140169 3.7102873 222897 3.7158806 987832 3.719548 264885 3.7197192 688802 3.7215624 36924 3.7232549 991718 3.7251117 103887 3.7271929 794001 3.7273231 83611 3.7314031 457664 3.7322509 786430 3.7324598 215530 3.7335377 516588 3.7339983 646532 3.7364912 969278 3.7394817 290163 3.7409129 535343 3.7420671 92094 3.7431965 619173 3.7449765 901445 3.7467568 126614 3.7468228 742635 3.7489111 200860 3.7492912 53483 3.7511785 856922 3.7541158 733823 3.7549114 5154 3.7573853 123723 3.7601573 95324 3.7614002 181948 3.7648861 685786 3.7656586 974710 3.7685246 901554 3.7685959 136878 3.7700157 415498 3.7718265 345240 3.7719953 280125 3.7741926 133676 3.7767677 644613 3.7806609 542078 3.7817364 930698 3.7822838 +Q 997: 934761 0.5301283 712049 3.2610607 29384 3.269726 179225 3.2925177 599292 3.3111987 357335 3.3397133 867639 3.340095 511275 3.3463452 338703 3.3481421 372002 3.3575053 737869 3.3702993 391579 3.3714666 246269 3.3715901 814257 3.3718438 302445 3.3768921 434628 3.3889868 689687 3.3952966 58907 3.4023845 689599 3.4149535 507309 3.416661 659760 3.4189565 72803 3.4211359 977461 3.421953 957313 3.4268632 80322 3.4308281 619397 3.4335616 132958 3.4352617 913324 3.4357131 581795 3.4369192 476285 3.4385593 941743 3.4404428 382245 3.4413884 326779 3.4429059 694326 3.4436357 673768 3.4451332 490856 3.4466064 771565 3.4475403 344692 3.4483566 831830 3.4485891 639771 3.4493377 751039 3.4582775 649541 3.4584954 234302 3.4586163 717532 3.4590659 579406 3.4605932 947994 3.4620359 373998 3.4642396 383812 3.4653399 353539 3.4723213 584467 3.4759328 711574 3.4763818 12773 3.4769909 11093 3.4813418 968191 3.4817102 148524 3.4824646 226120 3.4827092 256771 3.486047 19441 3.4900024 940868 3.4907031 350439 3.490725 983242 3.4923158 965509 3.4923759 417474 3.49387 536993 3.4944522 961559 3.4969063 899919 3.4982407 952854 3.4988513 666443 3.4990695 87186 3.4999413 715913 3.5024633 426477 3.5024707 861541 3.503427 744039 3.5038683 508885 3.5052369 994082 3.5066516 280924 3.5074234 30654 3.5077255 815470 3.5081952 108339 3.5116296 205552 3.515655 779345 3.5162411 667623 3.5172842 222642 3.5190353 784410 3.5213692 834222 3.5221379 431752 3.5222509 178744 3.5254257 647194 3.5258951 577354 3.528126 343896 3.5293381 225216 3.5295579 2452 3.5296469 879804 3.5301843 950921 3.5309167 767425 3.53262 421681 3.5339248 309725 3.5348763 648074 3.5353827 210115 3.5360522 446776 3.5366395 +Q 998: 760087 0.55740893 383959 3.1466305 586167 3.2381155 108887 3.2566862 814914 3.2749238 679252 3.3060596 103014 3.3382161 860755 3.3431447 338007 3.3439126 804018 3.3480229 45340 3.3501127 260198 3.3535042 96273 3.3606675 743972 3.3641677 537760 3.3712494 299621 3.3744314 448876 3.3807747 666828 3.3829002 239926 3.3891728 744822 3.3911192 317753 3.3925936 53559 3.3942602 816257 3.4083672 724788 3.4134276 801902 3.4134383 793527 3.41798 910938 3.4214227 173236 3.425976 688727 3.4289474 84250 3.4306259 158602 3.4333844 863737 3.4364347 677014 3.4391921 359738 3.4392178 143214 3.4393096 976383 3.441016 310790 3.4432776 138515 3.4434102 813793 3.4438682 972026 3.4469965 204976 3.449882 304037 3.4500678 645489 3.4524076 16144 3.4526937 261534 3.4535065 375052 3.4559944 338330 3.4590154 398781 3.467464 847204 3.4686668 294763 3.4697275 354524 3.4708476 20251 3.4744618 627817 3.4752998 48656 3.475971 743172 3.4780889 515641 3.4792912 455889 3.4794271 955966 3.4819813 712585 3.4867892 587925 3.4883513 940294 3.489398 347792 3.4894567 818297 3.4923921 625529 3.4939368 846136 3.4943705 390147 3.4947407 929091 3.4953437 698150 3.4955399 207711 3.4980884 673010 3.4992757 76618 3.5010419 742995 3.502723 220282 3.5053871 364880 3.5099697 402602 3.5104015 988927 3.5118918 355108 3.5121462 862597 3.5154126 891886 3.5155766 309867 3.5157766 753397 3.5164242 749199 3.5164721 261641 3.5172863 570259 3.5201933 447642 3.5202029 418324 3.5202227 875412 3.520381 968148 3.5215654 402034 3.5224757 145450 3.5237694 906674 3.5237985 969592 3.5241454 462481 3.5270138 804607 3.5276797 904085 3.52912 85523 3.5305262 373052 3.5313072 313178 3.5316362 229132 3.5337272 210335 3.534898 +Q 999: 220474 0.60258466 967235 3.5171657 317055 3.6349599 271207 3.6421463 862892 3.6493506 631260 3.6854718 171938 3.6944284 573056 3.7033944 817082 3.7094364 116699 3.7155578 289024 3.72527 925149 3.736762 409739 3.7398205 278196 3.7436936 486034 3.7452347 657732 3.7474096 490074 3.7522759 321680 3.7545841 730605 3.7565475 283022 3.7572012 506144 3.7593188 700105 3.7601762 7378 3.7625258 545749 3.7684689 84201 3.7745423 559867 3.7848849 395021 3.7879949 7175 3.7937446 332806 3.7947445 501324 3.7966106 792375 3.7984803 132710 3.798624 827713 3.8010364 632668 3.8027196 485196 3.8043814 709209 3.8076251 488565 3.8082049 899483 3.8096106 648452 3.8112383 308797 3.8145387 87295 3.8174145 790199 3.8246679 67629 3.8249612 162032 3.8304605 750139 3.8310642 68015 3.8337202 257096 3.8356552 611213 3.8373213 81347 3.8375156 105946 3.838676 479459 3.8388884 490263 3.8391905 873527 3.8426738 269725 3.8449826 590567 3.8471124 284092 3.8478234 795627 3.8501918 905324 3.8502333 543211 3.8562331 852743 3.8563187 299661 3.8570828 409637 3.8585088 578273 3.8587644 658055 3.860045 827562 3.861589 133981 3.8618367 805905 3.864347 982459 3.8663447 257720 3.8673465 65464 3.8688459 362026 3.8692317 279745 3.8734043 788598 3.8752356 807386 3.8754416 811583 3.8764606 665390 3.8781576 23555 3.8796232 694865 3.8823504 782631 3.8826847 95504 3.8841703 689097 3.8845611 749185 3.8886528 393996 3.8898854 230963 3.8902969 823236 3.892247 535566 3.8936489 256454 3.8938062 965417 3.8945251 822897 3.8968058 223995 3.897588 605935 3.8994844 576858 3.9019067 441231 3.9023144 500924 3.9024978 497473 3.9033163 242576 3.9043276 920450 3.9058747 955951 3.9072921 693034 3.9094179 861424 3.9096904 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b128/perf.log" new file mode 100644 index 00000000..62defa9f --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 100 1000000 128 100 0.000 137.672 726.4 68.8188 70.8442 68.8188 1.24 GB 14516.799 105.4 +ivf_flat 1000 1000000 128 100 0.000 20.893 47862.0 2.5871 3.0342 2.6044 0.88 GB 14516.799 694.8 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b128/quality.log" new file mode 100644 index 00000000..d1d69895 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.860750 +id_match_ratio=0.860750 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=13925 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b128/result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b128/result.txt" new file mode 100644 index 00000000..e1091407 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b128/result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=ivf_flat metric=l2 num_queries=1000 top_k=100 +Q 0: 275594 0.57277745 399905 3.1297252 68087 3.178201 628001 3.2043431 906520 3.2148354 13696 3.2221193 448064 3.2361581 756003 3.2362912 61976 3.2568483 751677 3.2674544 698220 3.2789805 770360 3.2804844 83011 3.2893052 723162 3.3053117 628275 3.3106668 514401 3.3289564 624853 3.3339131 969681 3.3360972 479791 3.3373663 449137 3.3490021 336990 3.3538666 396212 3.3571751 104579 3.3581386 746209 3.3614411 960327 3.3618221 45050 3.3654776 779281 3.3655508 749513 3.3657978 701364 3.37326 952523 3.3737094 839174 3.3796086 287603 3.3811731 236240 3.3868151 167431 3.3871577 364946 3.3891444 534676 3.3909199 345080 3.3921554 171488 3.3929741 493324 3.3934836 636999 3.3948009 459362 3.3966768 78997 3.3974719 797407 3.3975379 916435 3.3982847 347986 3.3990924 639264 3.4011755 986136 3.4029212 638518 3.4035971 667534 3.4052739 61940 3.4070933 352393 3.4128246 112609 3.414953 30440 3.4162464 530578 3.4198008 669782 3.4213779 56337 3.4264426 18926 3.428561 559611 3.4340553 371130 3.4340935 254091 3.4361081 240146 3.4367862 984913 3.4386647 489749 3.4416339 872092 3.4461479 49010 3.4465799 243661 3.4467421 98811 3.4467962 783361 3.4476678 971274 3.4487598 747170 3.4504032 679611 3.4511628 327768 3.4526231 925807 3.4558728 243808 3.4582136 959283 3.4641421 229901 3.4658518 350547 3.467586 50716 3.4676359 686790 3.469871 529126 3.4703443 571667 3.470865 251384 3.4712372 494670 3.472461 629462 3.4726498 7645 3.4803035 299659 3.4817755 124870 3.4840808 125384 3.4846444 610175 3.4855039 231328 3.4878283 566424 3.4887118 430060 3.4890921 141002 3.4897065 317030 3.490478 951205 3.4905396 220066 3.4906862 884106 3.493335 966970 3.4935954 798559 3.4939556 801926 3.4950569 +Q 1: 303703 0.5239895 423726 3.1198909 480633 3.2211471 67275 3.2275636 446512 3.2732463 555142 3.2793686 190360 3.27953 207292 3.2902339 212833 3.2922301 548902 3.2956247 797665 3.3141572 403795 3.3173251 30269 3.327143 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79580 3.4537632 347991 3.4632154 258819 3.4635971 829792 3.4672842 946628 3.4696965 588056 3.4740109 381855 3.4741635 697289 3.4867408 746286 3.4910324 223217 3.4952829 202038 3.4970515 59318 3.4976585 223459 3.4985638 394147 3.5011861 553315 3.5034354 354025 3.5041056 999803 3.5053344 150736 3.5067341 108941 3.5087607 537678 3.5112128 222899 3.5114157 584590 3.5150242 673937 3.5173264 446340 3.5203457 523885 3.5236223 785576 3.5278735 973279 3.5280662 120973 3.528965 711249 3.5304427 592952 3.5311739 505092 3.5345292 220038 3.5347962 108974 3.5384045 342443 3.5403981 340807 3.5407834 233554 3.5424831 296581 3.5429599 213254 3.5449646 829196 3.545135 328125 3.547605 391618 3.5513873 195130 3.5524065 5527 3.554415 44088 3.5545325 808367 3.5550888 812584 3.5590363 206471 3.5610807 986742 3.5646024 997226 3.5647511 235768 3.5738566 264097 3.5745308 948211 3.575897 536266 3.5807154 882675 3.5821881 991522 3.5850079 578430 3.5863359 516362 3.5869529 432030 3.5871985 36650 3.588264 42889 3.5897863 496052 3.5900943 786156 3.5905287 874392 3.5910666 315551 3.592391 58160 3.59361 339179 3.594424 122014 3.5953288 703289 3.5975573 768533 3.598017 704895 3.5984919 976325 3.6024745 610615 3.6026809 325615 3.6032588 472264 3.6034617 +Q 994: 445620 0.6096788 433882 3.2303472 570301 3.2581468 242991 3.2754955 160980 3.3504801 290798 3.3835332 722469 3.394882 531278 3.411411 303768 3.4153125 542182 3.4235034 31208 3.4246252 368808 3.424819 469314 3.4297323 907931 3.4395456 180673 3.4612288 523850 3.4691205 55268 3.4703269 236643 3.4729431 630181 3.4916265 267370 3.4929821 426144 3.4963424 621908 3.5020964 262477 3.5058019 811114 3.5083754 50928 3.5129836 556425 3.513768 244425 3.5138774 354865 3.5159571 214319 3.5189908 466820 3.5210986 659344 3.5232608 693734 3.524194 555270 3.5276792 773447 3.5279682 210037 3.5332198 804385 3.5340738 545469 3.5344462 769655 3.5344687 171075 3.5359941 985808 3.5389216 320188 3.5405633 279521 3.5434406 549053 3.5446062 210442 3.5512919 774226 3.5556679 901834 3.5586541 827999 3.5595577 523424 3.5645883 800079 3.5658784 979283 3.5700333 178784 3.5705998 383994 3.570931 89311 3.5719802 544728 3.5722091 173471 3.5750277 149707 3.5762916 821119 3.5780969 419563 3.5808499 838982 3.5813272 597349 3.5843084 89024 3.5853128 211556 3.588954 694380 3.5905581 185531 3.5908744 783306 3.5919063 539063 3.5924652 739991 3.5945017 202260 3.5974107 940663 3.5974841 622127 3.5976212 34665 3.6007323 330831 3.6008327 577168 3.602531 834836 3.6032605 374193 3.6038117 746293 3.6082077 320427 3.6092186 193609 3.6109459 801299 3.6132586 871247 3.6137812 28178 3.6144412 885326 3.6145422 395480 3.6163797 104654 3.6167338 448528 3.6169381 739747 3.6194856 682306 3.6222601 763693 3.6233501 530322 3.6240325 126237 3.6248176 901323 3.6249328 621028 3.6250436 653826 3.6262295 182525 3.6279278 983389 3.6293848 156286 3.6306138 350480 3.6326885 209296 3.633482 396710 3.6343625 403385 3.6344118 +Q 995: 212872 0.58969653 39998 3.2466033 904607 3.3340118 273816 3.4232757 843082 3.4370422 301867 3.4482479 473447 3.4710364 72472 3.4863198 2914 3.5052195 241942 3.5062447 436550 3.5183845 767235 3.5223427 896952 3.5226979 390605 3.5264528 60998 3.5356104 74883 3.5359328 275461 3.5404 542151 3.5412638 134226 3.5413125 117318 3.5445423 492653 3.5445576 89721 3.5455287 620796 3.5483575 781278 3.5492463 615079 3.5554223 310792 3.5639594 100403 3.5708025 39835 3.5843885 768738 3.5877461 803084 3.5978317 545628 3.6011324 368009 3.6104345 283097 3.6141229 165011 3.6200347 536367 3.6204944 910563 3.6209805 945335 3.624222 579298 3.6250074 583798 3.6253419 482023 3.6259284 871928 3.6263111 313100 3.6270795 385371 3.6271021 266384 3.6320531 118480 3.6326723 307695 3.6327612 827090 3.6342394 486762 3.6369138 509093 3.6369286 731916 3.6387811 875507 3.6428816 417504 3.6431546 556289 3.6443913 200961 3.6456778 513738 3.6500258 120634 3.6553588 29450 3.6597323 355874 3.6608105 85099 3.6616335 635407 3.6653841 599864 3.6661384 758952 3.6662662 635806 3.6667695 225540 3.6672134 727568 3.6692629 395170 3.6703963 791588 3.6707013 733769 3.671859 941908 3.6725841 851236 3.6748402 470651 3.6774108 86676 3.6784925 916339 3.6786683 228011 3.6809115 75965 3.6835511 991172 3.6846516 155303 3.6849263 232482 3.6849422 662701 3.6884677 139396 3.6891606 568799 3.68923 713138 3.6896753 792115 3.6902761 348016 3.6902888 164891 3.6903634 42386 3.6909826 976051 3.6937985 625685 3.6949611 855708 3.6955225 506906 3.6967819 164145 3.6973665 89972 3.6992531 820951 3.7011769 809972 3.7032433 413626 3.7032702 220604 3.7035339 215198 3.7038944 540074 3.7042172 427839 3.7054455 694456 3.7093039 +Q 996: 325781 0.60251296 17310 3.3395422 603116 3.5433929 881842 3.5606351 364267 3.5644319 268181 3.5747256 374576 3.5783114 751565 3.5798848 578539 3.5800612 660734 3.5825241 731548 3.6017745 597950 3.6018269 998507 3.6133614 844978 3.6148815 466750 3.6197431 810352 3.6291828 541746 3.6302152 149330 3.632535 456675 3.6329751 51000 3.6400008 370846 3.6443624 573204 3.6480811 997433 3.650887 28025 3.6511002 213760 3.6548831 273854 3.6555688 919718 3.6557415 76881 3.6572158 909595 3.6589797 175726 3.6615958 129694 3.6641128 812350 3.664248 811043 3.6647248 274869 3.666223 590200 3.6699033 310990 3.6729479 991419 3.6744518 7363 3.6749914 927479 3.6781535 266871 3.6814761 950729 3.681983 903089 3.6825485 61984 3.6847708 786425 3.6852171 147226 3.6880968 729564 3.6908674 179565 3.6945922 683760 3.6958573 227771 3.696928 93730 3.6978519 668478 3.7018676 226545 3.704695 579467 3.7054524 313144 3.7063694 438803 3.7075241 664590 3.7087204 632174 3.7091212 253810 3.7095163 140169 3.7102873 222897 3.7158806 987832 3.719548 264885 3.7197192 688802 3.7215624 36924 3.7232549 991718 3.7251117 103887 3.7271929 794001 3.7273231 83611 3.7314031 457664 3.7322509 786430 3.7324598 215530 3.7335377 516588 3.7339983 646532 3.7364912 969278 3.7394817 290163 3.7409129 535343 3.7420671 92094 3.7431965 619173 3.7449765 901445 3.7467568 126614 3.7468228 742635 3.7489111 200860 3.7492912 53483 3.7511785 856922 3.7541158 733823 3.7549114 5154 3.7573853 123723 3.7601573 95324 3.7614002 181948 3.7648861 685786 3.7656586 974710 3.7685246 901554 3.7685959 136878 3.7700157 415498 3.7718265 345240 3.7719953 280125 3.7741926 133676 3.7767677 644613 3.7806609 542078 3.7817364 930698 3.7822838 +Q 997: 934761 0.5301283 712049 3.2610607 29384 3.269726 179225 3.2925177 599292 3.3111987 357335 3.3397133 867639 3.340095 511275 3.3463452 338703 3.3481421 372002 3.3575053 737869 3.3702993 391579 3.3714666 246269 3.3715901 814257 3.3718438 302445 3.3768921 434628 3.3889868 689687 3.3952966 58907 3.4023845 689599 3.4149535 507309 3.416661 659760 3.4189565 72803 3.4211359 977461 3.421953 957313 3.4268632 80322 3.4308281 619397 3.4335616 132958 3.4352617 913324 3.4357131 581795 3.4369192 476285 3.4385593 941743 3.4404428 382245 3.4413884 326779 3.4429059 694326 3.4436357 673768 3.4451332 490856 3.4466064 771565 3.4475403 344692 3.4483566 831830 3.4485891 639771 3.4493377 751039 3.4582775 649541 3.4584954 234302 3.4586163 717532 3.4590659 579406 3.4605932 947994 3.4620359 373998 3.4642396 383812 3.4653399 353539 3.4723213 584467 3.4759328 711574 3.4763818 12773 3.4769909 11093 3.4813418 968191 3.4817102 148524 3.4824646 226120 3.4827092 256771 3.486047 19441 3.4900024 940868 3.4907031 350439 3.490725 983242 3.4923158 965509 3.4923759 417474 3.49387 536993 3.4944522 961559 3.4969063 899919 3.4982407 952854 3.4988513 666443 3.4990695 87186 3.4999413 715913 3.5024633 426477 3.5024707 861541 3.503427 744039 3.5038683 508885 3.5052369 994082 3.5066516 280924 3.5074234 30654 3.5077255 815470 3.5081952 108339 3.5116296 205552 3.515655 779345 3.5162411 667623 3.5172842 222642 3.5190353 784410 3.5213692 834222 3.5221379 431752 3.5222509 178744 3.5254257 647194 3.5258951 577354 3.528126 343896 3.5293381 225216 3.5295579 2452 3.5296469 879804 3.5301843 950921 3.5309167 767425 3.53262 421681 3.5339248 309725 3.5348763 648074 3.5353827 210115 3.5360522 446776 3.5366395 +Q 998: 760087 0.55740893 383959 3.1466305 586167 3.2381155 108887 3.2566862 814914 3.2749238 679252 3.3060596 103014 3.3382161 860755 3.3431447 338007 3.3439126 804018 3.3480229 45340 3.3501127 96273 3.3606675 743972 3.3641677 537760 3.3712494 299621 3.3744314 448876 3.3807747 666828 3.3829002 239926 3.3891728 744822 3.3911192 317753 3.3925936 53559 3.3942602 816257 3.4083672 724788 3.4134276 801902 3.4134383 793527 3.41798 910938 3.4214227 173236 3.425976 688727 3.4289474 84250 3.4306259 158602 3.4333844 863737 3.4364347 677014 3.4391921 359738 3.4392178 143214 3.4393096 976383 3.441016 310790 3.4432776 138515 3.4434102 813793 3.4438682 972026 3.4469965 204976 3.449882 304037 3.4500678 645489 3.4524076 16144 3.4526937 261534 3.4535065 375052 3.4559944 338330 3.4590154 398781 3.467464 847204 3.4686668 294763 3.4697275 354524 3.4708476 20251 3.4744618 627817 3.4752998 48656 3.475971 743172 3.4780889 515641 3.4792912 455889 3.4794271 955966 3.4819813 712585 3.4867892 587925 3.4883513 940294 3.489398 347792 3.4894567 625529 3.4939368 846136 3.4943705 390147 3.4947407 929091 3.4953437 698150 3.4955399 207711 3.4980884 673010 3.4992757 76618 3.5010419 220282 3.5053871 364880 3.5099697 402602 3.5104015 355108 3.5121462 862597 3.5154126 891886 3.5155766 309867 3.5157766 753397 3.5164242 749199 3.5164721 261641 3.5172863 570259 3.5201933 447642 3.5202029 418324 3.5202227 875412 3.520381 968148 3.5215654 402034 3.5224757 145450 3.5237694 969592 3.5241454 462481 3.5270138 804607 3.5276797 904085 3.52912 85523 3.5305262 373052 3.5313072 313178 3.5316362 229132 3.5337272 210335 3.534898 483755 3.537708 515912 3.5390587 827774 3.5391674 600180 3.5392909 309961 3.5410063 +Q 999: 220474 0.60258466 967235 3.5171657 317055 3.6349599 271207 3.6421463 862892 3.6493506 631260 3.6854718 171938 3.6944284 573056 3.7033944 817082 3.7094364 116699 3.7155578 289024 3.72527 925149 3.736762 409739 3.7398205 278196 3.7436936 486034 3.7452347 657732 3.7474096 490074 3.7522759 321680 3.7545841 730605 3.7565475 283022 3.7572012 506144 3.7593188 700105 3.7601762 7378 3.7625258 545749 3.7684689 84201 3.7745423 559867 3.7848849 395021 3.7879949 7175 3.7937446 332806 3.7947445 501324 3.7966106 792375 3.7984803 132710 3.798624 827713 3.8010364 632668 3.8027196 485196 3.8043814 709209 3.8076251 488565 3.8082049 899483 3.8096106 648452 3.8112383 308797 3.8145387 87295 3.8174145 790199 3.8246679 67629 3.8249612 162032 3.8304605 750139 3.8310642 68015 3.8337202 257096 3.8356552 611213 3.8373213 81347 3.8375156 105946 3.838676 479459 3.8388884 490263 3.8391905 873527 3.8426738 269725 3.8449826 590567 3.8471124 284092 3.8478234 795627 3.8501918 905324 3.8502333 543211 3.8562331 852743 3.8563187 299661 3.8570828 409637 3.8585088 578273 3.8587644 658055 3.860045 827562 3.861589 133981 3.8618367 805905 3.864347 982459 3.8663447 257720 3.8673465 65464 3.8688459 362026 3.8692317 279745 3.8734043 788598 3.8752356 807386 3.8754416 811583 3.8764606 665390 3.8781576 23555 3.8796232 694865 3.8823504 782631 3.8826847 95504 3.8841703 689097 3.8845611 749185 3.8886528 393996 3.8898854 230963 3.8902969 823236 3.892247 535566 3.8936489 256454 3.8938062 965417 3.8945251 822897 3.8968058 223995 3.897588 605935 3.8994844 576858 3.9019067 441231 3.9023144 500924 3.9024978 497473 3.9033163 242576 3.9043276 920450 3.9058747 955951 3.9072921 693034 3.9094179 861424 3.9096904 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b32/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b32/perf.log" new file mode 100644 index 00000000..428b3701 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b32/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 100 1000000 128 100 0.000 164.034 609.6 47.7112 50.2274 40.9959 1.10 GB 14405.664 87.8 +ivf_flat 1000 1000000 128 100 0.000 27.973 35749.0 0.8640 1.1988 0.8677 0.87 GB 14405.664 515.0 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b32/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b32/quality.log" new file mode 100644 index 00000000..d1d69895 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b32/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.860750 +id_match_ratio=0.860750 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=13925 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b32/result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b32/result.txt" new file mode 100644 index 00000000..e1091407 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b32/result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=ivf_flat metric=l2 num_queries=1000 top_k=100 +Q 0: 275594 0.57277745 399905 3.1297252 68087 3.178201 628001 3.2043431 906520 3.2148354 13696 3.2221193 448064 3.2361581 756003 3.2362912 61976 3.2568483 751677 3.2674544 698220 3.2789805 770360 3.2804844 83011 3.2893052 723162 3.3053117 628275 3.3106668 514401 3.3289564 624853 3.3339131 969681 3.3360972 479791 3.3373663 449137 3.3490021 336990 3.3538666 396212 3.3571751 104579 3.3581386 746209 3.3614411 960327 3.3618221 45050 3.3654776 779281 3.3655508 749513 3.3657978 701364 3.37326 952523 3.3737094 839174 3.3796086 287603 3.3811731 236240 3.3868151 167431 3.3871577 364946 3.3891444 534676 3.3909199 345080 3.3921554 171488 3.3929741 493324 3.3934836 636999 3.3948009 459362 3.3966768 78997 3.3974719 797407 3.3975379 916435 3.3982847 347986 3.3990924 639264 3.4011755 986136 3.4029212 638518 3.4035971 667534 3.4052739 61940 3.4070933 352393 3.4128246 112609 3.414953 30440 3.4162464 530578 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79580 3.4537632 347991 3.4632154 258819 3.4635971 829792 3.4672842 946628 3.4696965 588056 3.4740109 381855 3.4741635 697289 3.4867408 746286 3.4910324 223217 3.4952829 202038 3.4970515 59318 3.4976585 223459 3.4985638 394147 3.5011861 553315 3.5034354 354025 3.5041056 999803 3.5053344 150736 3.5067341 108941 3.5087607 537678 3.5112128 222899 3.5114157 584590 3.5150242 673937 3.5173264 446340 3.5203457 523885 3.5236223 785576 3.5278735 973279 3.5280662 120973 3.528965 711249 3.5304427 592952 3.5311739 505092 3.5345292 220038 3.5347962 108974 3.5384045 342443 3.5403981 340807 3.5407834 233554 3.5424831 296581 3.5429599 213254 3.5449646 829196 3.545135 328125 3.547605 391618 3.5513873 195130 3.5524065 5527 3.554415 44088 3.5545325 808367 3.5550888 812584 3.5590363 206471 3.5610807 986742 3.5646024 997226 3.5647511 235768 3.5738566 264097 3.5745308 948211 3.575897 536266 3.5807154 882675 3.5821881 991522 3.5850079 578430 3.5863359 516362 3.5869529 432030 3.5871985 36650 3.588264 42889 3.5897863 496052 3.5900943 786156 3.5905287 874392 3.5910666 315551 3.592391 58160 3.59361 339179 3.594424 122014 3.5953288 703289 3.5975573 768533 3.598017 704895 3.5984919 976325 3.6024745 610615 3.6026809 325615 3.6032588 472264 3.6034617 +Q 994: 445620 0.6096788 433882 3.2303472 570301 3.2581468 242991 3.2754955 160980 3.3504801 290798 3.3835332 722469 3.394882 531278 3.411411 303768 3.4153125 542182 3.4235034 31208 3.4246252 368808 3.424819 469314 3.4297323 907931 3.4395456 180673 3.4612288 523850 3.4691205 55268 3.4703269 236643 3.4729431 630181 3.4916265 267370 3.4929821 426144 3.4963424 621908 3.5020964 262477 3.5058019 811114 3.5083754 50928 3.5129836 556425 3.513768 244425 3.5138774 354865 3.5159571 214319 3.5189908 466820 3.5210986 659344 3.5232608 693734 3.524194 555270 3.5276792 773447 3.5279682 210037 3.5332198 804385 3.5340738 545469 3.5344462 769655 3.5344687 171075 3.5359941 985808 3.5389216 320188 3.5405633 279521 3.5434406 549053 3.5446062 210442 3.5512919 774226 3.5556679 901834 3.5586541 827999 3.5595577 523424 3.5645883 800079 3.5658784 979283 3.5700333 178784 3.5705998 383994 3.570931 89311 3.5719802 544728 3.5722091 173471 3.5750277 149707 3.5762916 821119 3.5780969 419563 3.5808499 838982 3.5813272 597349 3.5843084 89024 3.5853128 211556 3.588954 694380 3.5905581 185531 3.5908744 783306 3.5919063 539063 3.5924652 739991 3.5945017 202260 3.5974107 940663 3.5974841 622127 3.5976212 34665 3.6007323 330831 3.6008327 577168 3.602531 834836 3.6032605 374193 3.6038117 746293 3.6082077 320427 3.6092186 193609 3.6109459 801299 3.6132586 871247 3.6137812 28178 3.6144412 885326 3.6145422 395480 3.6163797 104654 3.6167338 448528 3.6169381 739747 3.6194856 682306 3.6222601 763693 3.6233501 530322 3.6240325 126237 3.6248176 901323 3.6249328 621028 3.6250436 653826 3.6262295 182525 3.6279278 983389 3.6293848 156286 3.6306138 350480 3.6326885 209296 3.633482 396710 3.6343625 403385 3.6344118 +Q 995: 212872 0.58969653 39998 3.2466033 904607 3.3340118 273816 3.4232757 843082 3.4370422 301867 3.4482479 473447 3.4710364 72472 3.4863198 2914 3.5052195 241942 3.5062447 436550 3.5183845 767235 3.5223427 896952 3.5226979 390605 3.5264528 60998 3.5356104 74883 3.5359328 275461 3.5404 542151 3.5412638 134226 3.5413125 117318 3.5445423 492653 3.5445576 89721 3.5455287 620796 3.5483575 781278 3.5492463 615079 3.5554223 310792 3.5639594 100403 3.5708025 39835 3.5843885 768738 3.5877461 803084 3.5978317 545628 3.6011324 368009 3.6104345 283097 3.6141229 165011 3.6200347 536367 3.6204944 910563 3.6209805 945335 3.624222 579298 3.6250074 583798 3.6253419 482023 3.6259284 871928 3.6263111 313100 3.6270795 385371 3.6271021 266384 3.6320531 118480 3.6326723 307695 3.6327612 827090 3.6342394 486762 3.6369138 509093 3.6369286 731916 3.6387811 875507 3.6428816 417504 3.6431546 556289 3.6443913 200961 3.6456778 513738 3.6500258 120634 3.6553588 29450 3.6597323 355874 3.6608105 85099 3.6616335 635407 3.6653841 599864 3.6661384 758952 3.6662662 635806 3.6667695 225540 3.6672134 727568 3.6692629 395170 3.6703963 791588 3.6707013 733769 3.671859 941908 3.6725841 851236 3.6748402 470651 3.6774108 86676 3.6784925 916339 3.6786683 228011 3.6809115 75965 3.6835511 991172 3.6846516 155303 3.6849263 232482 3.6849422 662701 3.6884677 139396 3.6891606 568799 3.68923 713138 3.6896753 792115 3.6902761 348016 3.6902888 164891 3.6903634 42386 3.6909826 976051 3.6937985 625685 3.6949611 855708 3.6955225 506906 3.6967819 164145 3.6973665 89972 3.6992531 820951 3.7011769 809972 3.7032433 413626 3.7032702 220604 3.7035339 215198 3.7038944 540074 3.7042172 427839 3.7054455 694456 3.7093039 +Q 996: 325781 0.60251296 17310 3.3395422 603116 3.5433929 881842 3.5606351 364267 3.5644319 268181 3.5747256 374576 3.5783114 751565 3.5798848 578539 3.5800612 660734 3.5825241 731548 3.6017745 597950 3.6018269 998507 3.6133614 844978 3.6148815 466750 3.6197431 810352 3.6291828 541746 3.6302152 149330 3.632535 456675 3.6329751 51000 3.6400008 370846 3.6443624 573204 3.6480811 997433 3.650887 28025 3.6511002 213760 3.6548831 273854 3.6555688 919718 3.6557415 76881 3.6572158 909595 3.6589797 175726 3.6615958 129694 3.6641128 812350 3.664248 811043 3.6647248 274869 3.666223 590200 3.6699033 310990 3.6729479 991419 3.6744518 7363 3.6749914 927479 3.6781535 266871 3.6814761 950729 3.681983 903089 3.6825485 61984 3.6847708 786425 3.6852171 147226 3.6880968 729564 3.6908674 179565 3.6945922 683760 3.6958573 227771 3.696928 93730 3.6978519 668478 3.7018676 226545 3.704695 579467 3.7054524 313144 3.7063694 438803 3.7075241 664590 3.7087204 632174 3.7091212 253810 3.7095163 140169 3.7102873 222897 3.7158806 987832 3.719548 264885 3.7197192 688802 3.7215624 36924 3.7232549 991718 3.7251117 103887 3.7271929 794001 3.7273231 83611 3.7314031 457664 3.7322509 786430 3.7324598 215530 3.7335377 516588 3.7339983 646532 3.7364912 969278 3.7394817 290163 3.7409129 535343 3.7420671 92094 3.7431965 619173 3.7449765 901445 3.7467568 126614 3.7468228 742635 3.7489111 200860 3.7492912 53483 3.7511785 856922 3.7541158 733823 3.7549114 5154 3.7573853 123723 3.7601573 95324 3.7614002 181948 3.7648861 685786 3.7656586 974710 3.7685246 901554 3.7685959 136878 3.7700157 415498 3.7718265 345240 3.7719953 280125 3.7741926 133676 3.7767677 644613 3.7806609 542078 3.7817364 930698 3.7822838 +Q 997: 934761 0.5301283 712049 3.2610607 29384 3.269726 179225 3.2925177 599292 3.3111987 357335 3.3397133 867639 3.340095 511275 3.3463452 338703 3.3481421 372002 3.3575053 737869 3.3702993 391579 3.3714666 246269 3.3715901 814257 3.3718438 302445 3.3768921 434628 3.3889868 689687 3.3952966 58907 3.4023845 689599 3.4149535 507309 3.416661 659760 3.4189565 72803 3.4211359 977461 3.421953 957313 3.4268632 80322 3.4308281 619397 3.4335616 132958 3.4352617 913324 3.4357131 581795 3.4369192 476285 3.4385593 941743 3.4404428 382245 3.4413884 326779 3.4429059 694326 3.4436357 673768 3.4451332 490856 3.4466064 771565 3.4475403 344692 3.4483566 831830 3.4485891 639771 3.4493377 751039 3.4582775 649541 3.4584954 234302 3.4586163 717532 3.4590659 579406 3.4605932 947994 3.4620359 373998 3.4642396 383812 3.4653399 353539 3.4723213 584467 3.4759328 711574 3.4763818 12773 3.4769909 11093 3.4813418 968191 3.4817102 148524 3.4824646 226120 3.4827092 256771 3.486047 19441 3.4900024 940868 3.4907031 350439 3.490725 983242 3.4923158 965509 3.4923759 417474 3.49387 536993 3.4944522 961559 3.4969063 899919 3.4982407 952854 3.4988513 666443 3.4990695 87186 3.4999413 715913 3.5024633 426477 3.5024707 861541 3.503427 744039 3.5038683 508885 3.5052369 994082 3.5066516 280924 3.5074234 30654 3.5077255 815470 3.5081952 108339 3.5116296 205552 3.515655 779345 3.5162411 667623 3.5172842 222642 3.5190353 784410 3.5213692 834222 3.5221379 431752 3.5222509 178744 3.5254257 647194 3.5258951 577354 3.528126 343896 3.5293381 225216 3.5295579 2452 3.5296469 879804 3.5301843 950921 3.5309167 767425 3.53262 421681 3.5339248 309725 3.5348763 648074 3.5353827 210115 3.5360522 446776 3.5366395 +Q 998: 760087 0.55740893 383959 3.1466305 586167 3.2381155 108887 3.2566862 814914 3.2749238 679252 3.3060596 103014 3.3382161 860755 3.3431447 338007 3.3439126 804018 3.3480229 45340 3.3501127 96273 3.3606675 743972 3.3641677 537760 3.3712494 299621 3.3744314 448876 3.3807747 666828 3.3829002 239926 3.3891728 744822 3.3911192 317753 3.3925936 53559 3.3942602 816257 3.4083672 724788 3.4134276 801902 3.4134383 793527 3.41798 910938 3.4214227 173236 3.425976 688727 3.4289474 84250 3.4306259 158602 3.4333844 863737 3.4364347 677014 3.4391921 359738 3.4392178 143214 3.4393096 976383 3.441016 310790 3.4432776 138515 3.4434102 813793 3.4438682 972026 3.4469965 204976 3.449882 304037 3.4500678 645489 3.4524076 16144 3.4526937 261534 3.4535065 375052 3.4559944 338330 3.4590154 398781 3.467464 847204 3.4686668 294763 3.4697275 354524 3.4708476 20251 3.4744618 627817 3.4752998 48656 3.475971 743172 3.4780889 515641 3.4792912 455889 3.4794271 955966 3.4819813 712585 3.4867892 587925 3.4883513 940294 3.489398 347792 3.4894567 625529 3.4939368 846136 3.4943705 390147 3.4947407 929091 3.4953437 698150 3.4955399 207711 3.4980884 673010 3.4992757 76618 3.5010419 220282 3.5053871 364880 3.5099697 402602 3.5104015 355108 3.5121462 862597 3.5154126 891886 3.5155766 309867 3.5157766 753397 3.5164242 749199 3.5164721 261641 3.5172863 570259 3.5201933 447642 3.5202029 418324 3.5202227 875412 3.520381 968148 3.5215654 402034 3.5224757 145450 3.5237694 969592 3.5241454 462481 3.5270138 804607 3.5276797 904085 3.52912 85523 3.5305262 373052 3.5313072 313178 3.5316362 229132 3.5337272 210335 3.534898 483755 3.537708 515912 3.5390587 827774 3.5391674 600180 3.5392909 309961 3.5410063 +Q 999: 220474 0.60258466 967235 3.5171657 317055 3.6349599 271207 3.6421463 862892 3.6493506 631260 3.6854718 171938 3.6944284 573056 3.7033944 817082 3.7094364 116699 3.7155578 289024 3.72527 925149 3.736762 409739 3.7398205 278196 3.7436936 486034 3.7452347 657732 3.7474096 490074 3.7522759 321680 3.7545841 730605 3.7565475 283022 3.7572012 506144 3.7593188 700105 3.7601762 7378 3.7625258 545749 3.7684689 84201 3.7745423 559867 3.7848849 395021 3.7879949 7175 3.7937446 332806 3.7947445 501324 3.7966106 792375 3.7984803 132710 3.798624 827713 3.8010364 632668 3.8027196 485196 3.8043814 709209 3.8076251 488565 3.8082049 899483 3.8096106 648452 3.8112383 308797 3.8145387 87295 3.8174145 790199 3.8246679 67629 3.8249612 162032 3.8304605 750139 3.8310642 68015 3.8337202 257096 3.8356552 611213 3.8373213 81347 3.8375156 105946 3.838676 479459 3.8388884 490263 3.8391905 873527 3.8426738 269725 3.8449826 590567 3.8471124 284092 3.8478234 795627 3.8501918 905324 3.8502333 543211 3.8562331 852743 3.8563187 299661 3.8570828 409637 3.8585088 578273 3.8587644 658055 3.860045 827562 3.861589 133981 3.8618367 805905 3.864347 982459 3.8663447 257720 3.8673465 65464 3.8688459 362026 3.8692317 279745 3.8734043 788598 3.8752356 807386 3.8754416 811583 3.8764606 665390 3.8781576 23555 3.8796232 694865 3.8823504 782631 3.8826847 95504 3.8841703 689097 3.8845611 749185 3.8886528 393996 3.8898854 230963 3.8902969 823236 3.892247 535566 3.8936489 256454 3.8938062 965417 3.8945251 822897 3.8968058 223995 3.897588 605935 3.8994844 576858 3.9019067 441231 3.9023144 500924 3.9024978 497473 3.9033163 242576 3.9043276 920450 3.9058747 955951 3.9072921 693034 3.9094179 861424 3.9096904 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b512/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b512/perf.log" new file mode 100644 index 00000000..a7408412 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b512/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 100 1000000 128 100 0.000 136.705 731.5 68.3348 69.8231 68.3348 1.24 GB 14443.106 105.7 +ivf_flat 1000 1000000 128 100 0.000 16.577 60324.8 8.2794 8.6309 8.2794 0.89 GB 14443.106 871.3 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b512/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b512/quality.log" new file mode 100644 index 00000000..d1d69895 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b512/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.860750 +id_match_ratio=0.860750 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=13925 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b512/result.txt" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b512/result.txt" new file mode 100644 index 00000000..e1091407 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs/sweep/ivf_flat_np8_b512/result.txt" @@ -0,0 +1,1002 @@ +# vector search result +# mode=ivf_flat metric=l2 num_queries=1000 top_k=100 +Q 0: 275594 0.57277745 399905 3.1297252 68087 3.178201 628001 3.2043431 906520 3.2148354 13696 3.2221193 448064 3.2361581 756003 3.2362912 61976 3.2568483 751677 3.2674544 698220 3.2789805 770360 3.2804844 83011 3.2893052 723162 3.3053117 628275 3.3106668 514401 3.3289564 624853 3.3339131 969681 3.3360972 479791 3.3373663 449137 3.3490021 336990 3.3538666 396212 3.3571751 104579 3.3581386 746209 3.3614411 960327 3.3618221 45050 3.3654776 779281 3.3655508 749513 3.3657978 701364 3.37326 952523 3.3737094 839174 3.3796086 287603 3.3811731 236240 3.3868151 167431 3.3871577 364946 3.3891444 534676 3.3909199 345080 3.3921554 171488 3.3929741 493324 3.3934836 636999 3.3948009 459362 3.3966768 78997 3.3974719 797407 3.3975379 916435 3.3982847 347986 3.3990924 639264 3.4011755 986136 3.4029212 638518 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48656 3.475971 743172 3.4780889 515641 3.4792912 455889 3.4794271 955966 3.4819813 712585 3.4867892 587925 3.4883513 940294 3.489398 347792 3.4894567 625529 3.4939368 846136 3.4943705 390147 3.4947407 929091 3.4953437 698150 3.4955399 207711 3.4980884 673010 3.4992757 76618 3.5010419 220282 3.5053871 364880 3.5099697 402602 3.5104015 355108 3.5121462 862597 3.5154126 891886 3.5155766 309867 3.5157766 753397 3.5164242 749199 3.5164721 261641 3.5172863 570259 3.5201933 447642 3.5202029 418324 3.5202227 875412 3.520381 968148 3.5215654 402034 3.5224757 145450 3.5237694 969592 3.5241454 462481 3.5270138 804607 3.5276797 904085 3.52912 85523 3.5305262 373052 3.5313072 313178 3.5316362 229132 3.5337272 210335 3.534898 483755 3.537708 515912 3.5390587 827774 3.5391674 600180 3.5392909 309961 3.5410063 +Q 999: 220474 0.60258466 967235 3.5171657 317055 3.6349599 271207 3.6421463 862892 3.6493506 631260 3.6854718 171938 3.6944284 573056 3.7033944 817082 3.7094364 116699 3.7155578 289024 3.72527 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3.8692317 279745 3.8734043 788598 3.8752356 807386 3.8754416 811583 3.8764606 665390 3.8781576 23555 3.8796232 694865 3.8823504 782631 3.8826847 95504 3.8841703 689097 3.8845611 749185 3.8886528 393996 3.8898854 230963 3.8902969 823236 3.892247 535566 3.8936489 256454 3.8938062 965417 3.8945251 822897 3.8968058 223995 3.897588 605935 3.8994844 576858 3.9019067 441231 3.9023144 500924 3.9024978 497473 3.9033163 242576 3.9043276 920450 3.9058747 955951 3.9072921 693034 3.9094179 861424 3.9096904 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/README.md" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/README.md" new file mode 100644 index 00000000..53610e80 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/README.md" @@ -0,0 +1,46 @@ +# 实验产物（天数智芯 CoreX 平台） + +本目录保存天数智芯 Iluvatar CoreX（MR-V100，IX-ML 4.4.0）平台的实测日志与扫描 +汇总，对应报告 7.4 节的表 5-6。四个平台产物的对应关系： + +| 目录 | 平台 | 对应报告章节 | +| --- | --- | --- | +| `outputs/` | NVIDIA RTX 4090 | 7.3 节的表 1-4 | +| `outputs_corex/`（本目录） | 天数智芯 MR-V100 | 7.4 节的表 5-6 | +| `outputs_maca/` | 沐曦 MetaX MXC500 | 7.5 节的表 7-8 | +| `outputs_musa/` | 摩尔线程 MUSA | 7.6 节的表 9-10 | + +## 目录结构 + +```text +outputs_corex/ +├── README.md 本说明 +├── experiment_summary.csv nprobe(1,2,4,8,16,32,64) × batch(32,128,512) 汇总（表 6） +├── exact_perf.log GPU exact（200 query 子集对比 CPU + 1000 query 性能） +├── exact_quality.log exact 模式质量 +├── ivf_flat_perf.log IVF-Flat 性能（表 5） +├── ivf_flat_quality.log IVF-Flat recall@100 = 0.991390 +├── ivf_pq16_perf.log IVF-PQ16 + rerank 性能（表 5） +├── ivf_pq16_quality.log IVF-PQ recall@100 ≈ 0.012（量化限制，分析见 7.8 节） +└── sweep/ 21 组 nprobe × batch 的 perf/quality 日志 +``` + +数据规模：`N=300000, D=128, nq=1000, topK=100, nlist=1024, nprobe=16, pq_m=16`。 +本目录只收录汇总与日志；`result.txt` 与 `.idx` 体积较大，按下方命令重新生成。 + +## 构建与复现 + +```bash +make -f Makefile.corex -j +export LD_LIBRARY_PATH=/usr/local/corex/lib64:/usr/local/corex/lib +./build_corex/test_host && ./build_corex/test_gpu + +python python/gen_dataset.py --out data_corex --n 300000 --dim 128 --nq 1000 \ + --top-k 100 --metric l2 --clusters 100 --vector-scale 0.10 \ + --query-scale 0.02 --nlist 1024 --nprobe 16 +python python/run_experiments.py --vsearch ./build_corex/vsearch \ + --data data_corex --mode ivf_flat --out-dir outputs_corex +``` + +该平台的设备特性处理（32 位原子计数、float 距离累计）见报告 3.3 节与 7.2 节； +探测程序见 [tools/probe/](../tools/probe/README.md)。 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/exact_perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/exact_perf.log" new file mode 100644 index 00000000..61d68635 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/exact_perf.log" @@ -0,0 +1,3 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 500000 128 100 0.000 884.732 226.1 442.0329 547.1990 442.0329 0.92 GB 19498.943 22.0 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/exact_quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/exact_quality.log" new file mode 100644 index 00000000..577cf341 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/exact_quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=exact +recall_at_k=1.000000 +id_match_ratio=1.000000 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=0 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/experiment_summary.csv" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/experiment_summary.csv" new file mode 100644 index 00000000..6c617656 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/experiment_summary.csv" @@ -0,0 +1,22 @@ +mode,nprobe,batch,qps,p50_ms,p99_ms,exact_qps,recall_at_k,avg_distance_error,perf_log +ivf_flat,1,32,22692.8,1.3192,1.5204,319.2,0.012380,5.793143e-05,outputs_c2/sweep/ivf_flat_np1_b32/perf.log +ivf_flat,1,128,37919.3,3.1889,3.2877,366.7,0.012530,0,outputs_c2/sweep/ivf_flat_np1_b128/perf.log +ivf_flat,1,512,46576.3,10.3889,10.7358,379.0,0.012490,0,outputs_c2/sweep/ivf_flat_np1_b512/perf.log +ivf_flat,2,32,19242.0,1.5431,1.8123,319.7,0.019230,0,outputs_c2/sweep/ivf_flat_np2_b32/perf.log +ivf_flat,2,128,28316.8,4.2903,4.5005,366.9,0.019440,0,outputs_c2/sweep/ivf_flat_np2_b128/perf.log +ivf_flat,2,512,34435.2,14.2548,14.4463,375.8,0.019180,0,outputs_c2/sweep/ivf_flat_np2_b512/perf.log +ivf_flat,4,32,14962.1,2.0334,2.2736,314.4,0.064480,0,outputs_c2/sweep/ivf_flat_np4_b32/perf.log +ivf_flat,4,128,20253.6,6.1094,6.4059,364.4,0.064510,0,outputs_c2/sweep/ivf_flat_np4_b128/perf.log +ivf_flat,4,512,22946.4,21.4507,21.8994,377.7,0.063560,0,outputs_c2/sweep/ivf_flat_np4_b512/perf.log +ivf_flat,8,32,10434.8,2.9756,3.2609,318.8,0.546850,0,outputs_c2/sweep/ivf_flat_np8_b32/perf.log +ivf_flat,8,128,14121.3,8.8724,9.0176,363.9,0.544190,0,outputs_c2/sweep/ivf_flat_np8_b128/perf.log +ivf_flat,8,512,15491.2,31.9341,32.5665,377.6,0.543500,0,outputs_c2/sweep/ivf_flat_np8_b512/perf.log +ivf_flat,16,32,7559.0,4.1404,4.4620,308.3,0.991390,0,outputs_c2/sweep/ivf_flat_np16_b32/perf.log +ivf_flat,16,128,9320.4,13.6254,13.9898,365.8,0.991390,0,outputs_c2/sweep/ivf_flat_np16_b128/perf.log +ivf_flat,16,512,10003.0,49.6450,51.7063,378.8,0.991390,0,outputs_c2/sweep/ivf_flat_np16_b512/perf.log +ivf_flat,32,32,4535.0,6.9191,7.4596,314.6,1.000000,0,outputs_c2/sweep/ivf_flat_np32_b32/perf.log +ivf_flat,32,128,5125.3,24.7088,25.8533,366.8,1.000000,0,outputs_c2/sweep/ivf_flat_np32_b128/perf.log +ivf_flat,32,512,5494.3,90.6606,92.1381,374.4,1.000000,0,outputs_c2/sweep/ivf_flat_np32_b512/perf.log +ivf_flat,64,32,2450.0,12.8998,14.1404,315.2,1.000000,0,outputs_c2/sweep/ivf_flat_np64_b32/perf.log +ivf_flat,64,128,2658.2,48.0866,49.0972,363.1,1.000000,0,outputs_c2/sweep/ivf_flat_np64_b128/perf.log +ivf_flat,64,512,2820.5,176.9310,189.8396,379.3,1.000000,0,outputs_c2/sweep/ivf_flat_np64_b512/perf.log diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/ivf_flat_perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/ivf_flat_perf.log" new file mode 100644 index 00000000..1bed830f --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/ivf_flat_perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 500000 128 100 0.000 883.410 226.4 441.3840 552.1747 441.3840 0.92 GB 19851.462 22.5 +ivf_flat 1000 500000 128 100 0.000 97.696 10235.9 12.2719 12.5624 12.0435 0.50 GB 19851.462 203.2 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/ivf_flat_quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/ivf_flat_quality.log" new file mode 100644 index 00000000..e4c0c379 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/ivf_flat_quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.985540 +id_match_ratio=0.985540 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=1446 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/ivf_pq16_perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/ivf_pq16_perf.log" new file mode 100644 index 00000000..9f640c66 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/ivf_pq16_perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 541.289 369.5 270.2946 334.6903 270.2946 0.63 GB 11833.278 21.9 +ivf_pq 1000 300000 128 100 0.000 58.913 16974.2 7.2364 7.6295 7.1474 0.41 GB 11833.278 200.9 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/ivf_pq16_quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/ivf_pq16_quality.log" new file mode 100644 index 00000000..b9a13712 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/ivf_pq16_quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_pq +recall_at_k=0.012320 +id_match_ratio=0.012320 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=98768 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np16_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np16_b128/perf.log" new file mode 100644 index 00000000..c5c3d3c3 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np16_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 546.783 365.8 273.0726 341.2483 273.0726 0.63 GB 11683.123 21.4 +ivf_flat 1000 300000 128 100 0.000 107.291 9320.4 13.6254 13.9898 13.2463 0.41 GB 11683.123 108.9 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np16_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np16_b128/quality.log" new file mode 100644 index 00000000..d35fe409 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np16_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.991390 +id_match_ratio=0.991390 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=861 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np1_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np1_b128/perf.log" new file mode 100644 index 00000000..2c1d4830 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np1_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 545.479 366.7 272.4285 337.1832 272.4285 0.63 GB 11758.318 21.6 +ivf_flat 1000 300000 128 100 0.000 26.372 37919.3 3.1889 3.2877 3.1285 0.41 GB 11758.318 445.9 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np1_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np1_b128/quality.log" new file mode 100644 index 00000000..fc63ec82 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np1_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.012530 +id_match_ratio=0.012530 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=98747 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np2_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np2_b128/perf.log" new file mode 100644 index 00000000..4366f117 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np2_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 545.056 366.9 272.2203 336.6398 272.2203 0.63 GB 11701.813 21.5 +ivf_flat 1000 300000 128 100 0.000 35.315 28316.8 4.2903 4.5005 4.2436 0.41 GB 11701.813 331.4 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np2_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np2_b128/quality.log" new file mode 100644 index 00000000..78d13c0c --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np2_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.019440 +id_match_ratio=0.019440 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=98056 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np32_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np32_b128/perf.log" new file mode 100644 index 00000000..e7b880c0 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np32_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 545.184 366.8 272.2748 341.7478 272.2748 0.63 GB 11770.539 21.6 +ivf_flat 1000 300000 128 100 0.000 195.112 5125.3 24.7088 25.8533 24.2121 0.41 GB 11770.539 60.3 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np32_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np32_b128/quality.log" new file mode 100644 index 00000000..e87c45b5 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np32_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=1.000000 +id_match_ratio=1.000000 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=0 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np4_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np4_b128/perf.log" new file mode 100644 index 00000000..04350461 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np4_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 548.775 364.4 274.0826 343.5476 274.0826 0.63 GB 11603.199 21.1 +ivf_flat 1000 300000 128 100 0.000 49.374 20253.6 6.1094 6.4059 6.0036 0.41 GB 11603.199 235.0 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np4_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np4_b128/quality.log" new file mode 100644 index 00000000..307043d3 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np4_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.064510 +id_match_ratio=0.064510 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=93549 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np64_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np64_b128/perf.log" new file mode 100644 index 00000000..d14a2cfd --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np64_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 550.774 363.1 275.0837 341.1801 275.0837 0.63 GB 11689.129 21.2 +ivf_flat 1000 300000 128 100 0.000 376.200 2658.2 48.0866 49.0972 46.8549 0.47 GB 11689.129 31.1 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np64_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np64_b128/quality.log" new file mode 100644 index 00000000..e87c45b5 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np64_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=1.000000 +id_match_ratio=1.000000 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=0 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np8_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np8_b128/perf.log" new file mode 100644 index 00000000..bc63bdc4 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np8_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 549.646 363.9 274.5156 342.7400 274.5156 0.63 GB 11702.047 21.3 +ivf_flat 1000 300000 128 100 0.000 70.815 14121.3 8.8724 9.0176 8.6612 0.41 GB 11702.047 165.2 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np8_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np8_b128/quality.log" new file mode 100644 index 00000000..23ef5d24 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_corex/sweep/ivf_flat_np8_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.544190 +id_match_ratio=0.544190 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=45581 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/README.md" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/README.md" new file mode 100644 index 00000000..c6794ac7 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/README.md" @@ -0,0 +1,49 @@ +# 实验产物（沐曦 MetaX 平台） + +本目录保存沐曦 MetaX MXC500（MACA 3.5.3，cu-bridge）平台的实测日志与扫描汇总， +对应报告 7.5 节的表 7-8。四个平台产物的对应关系： + +| 目录 | 平台 | 对应报告章节 | +| --- | --- | --- | +| `outputs/` | NVIDIA RTX 4090 | 7.3 节的表 1-4 | +| `outputs_corex/` | 天数智芯 MR-V100 | 7.4 节的表 5-6 | +| `outputs_maca/`（本目录） | 沐曦 MetaX MXC500 | 7.5 节的表 7-8 | +| `outputs_musa/` | 摩尔线程 MUSA | 7.6 节的表 9-10 | + +## 目录结构 + +```text +outputs_maca/ +├── README.md 本说明 +├── experiment_summary.csv nprobe(1,2,4,8,16,32,64) × batch(32,128,512) 汇总（表 8） +├── exact_perf.log GPU exact（200 query 子集对比 CPU + 1000 query 性能） +├── exact_quality.log exact 模式质量 +├── ivf_flat_perf.log IVF-Flat 性能（表 7） +├── ivf_flat_quality.log IVF-Flat recall@100 = 0.991390 +├── ivf_pq16_perf.log IVF-PQ16 + rerank 性能（表 7） +├── ivf_pq16_quality.log IVF-PQ recall@100 ≈ 0.012（量化限制，分析见 7.8 节） +└── sweep/ 7 组 nprobe（batch=128）的 perf/quality 日志 +``` + +数据规模：`N=300000, D=128, nq=1000, topK=100, nlist=1024, nprobe=16, pq_m=16`， +与另两个平台使用相同生成参数与随机种子，因此 IVF-Flat 的 recall 数值与 +`outputs_corex/` 一致。 + +## 构建与复现 + +```bash +make -f Makefile.maca -j +export LD_LIBRARY_PATH=/opt/maca/lib:/opt/maca/tools/cu-bridge/lib:/opt/maca/lib64 +./build_maca/test_host && ./build_maca/test_gpu + +# 该平台的 conda 环境自带 numpy，用其运行数据生成与扫描脚本 +/opt/conda/bin/python python/gen_dataset.py --out data_maca --n 300000 --dim 128 \ + --nq 1000 --top-k 100 --metric l2 --clusters 100 --vector-scale 0.10 \ + --query-scale 0.02 --nlist 1024 --nprobe 16 +/opt/conda/bin/python python/run_experiments.py \ + --vsearch ./build_maca/vsearch --data data_maca --mode ivf_flat \ + --out-dir outputs_maca +``` + +该平台的设备能力与差异处理见报告 3.3 节与 7.2 节；探测程序见 +[tools/probe/](../tools/probe/README.md)。 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/exact_perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/exact_perf.log" new file mode 100644 index 00000000..70806c97 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/exact_perf.log" @@ -0,0 +1,3 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 128.236 1559.6 64.0397 82.3597 64.0397 0.76 GB 7932.995 61.9 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/exact_quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/exact_quality.log" new file mode 100644 index 00000000..577cf341 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/exact_quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=exact +recall_at_k=1.000000 +id_match_ratio=1.000000 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=0 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/experiment_summary.csv" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/experiment_summary.csv" new file mode 100644 index 00000000..bc005e0b --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/experiment_summary.csv" @@ -0,0 +1,22 @@ +mode,nprobe,batch,qps,p50_ms,p99_ms,exact_qps,recall_at_k,avg_distance_error,perf_log +ivf_flat,1,32,13120.1,2.3549,2.8675,1211.1,0.012510,0,outputs_maca/sweep/ivf_flat_np1_b32/perf.log +ivf_flat,1,128,27109.4,4.5880,4.9426,1562.3,0.012400,0,outputs_maca/sweep/ivf_flat_np1_b128/perf.log +ivf_flat,1,512,38492.9,12.9604,13.2683,1664.8,0.012480,0,outputs_maca/sweep/ivf_flat_np1_b512/perf.log +ivf_flat,2,32,9580.7,3.2910,3.5279,1201.6,0.019430,0,outputs_maca/sweep/ivf_flat_np2_b32/perf.log +ivf_flat,2,128,21030.2,5.9666,6.2274,1544.7,0.019170,0,outputs_maca/sweep/ivf_flat_np2_b128/perf.log +ivf_flat,2,512,32104.9,15.5356,16.0138,1647.1,0.019360,0,outputs_maca/sweep/ivf_flat_np2_b512/perf.log +ivf_flat,4,32,10011.2,3.1045,3.4345,1214.6,0.063610,0,outputs_maca/sweep/ivf_flat_np4_b32/perf.log +ivf_flat,4,128,22492.9,5.5771,5.8727,1554.9,0.063570,0,outputs_maca/sweep/ivf_flat_np4_b128/perf.log +ivf_flat,4,512,30446.4,16.3918,16.9486,1655.3,0.064400,0,outputs_maca/sweep/ivf_flat_np4_b512/perf.log +ivf_flat,8,32,8193.3,3.8199,4.6025,1200.5,0.542820,0,outputs_maca/sweep/ivf_flat_np8_b32/perf.log +ivf_flat,8,128,18627.0,6.6397,7.5334,1546.8,0.544470,0,outputs_maca/sweep/ivf_flat_np8_b128/perf.log +ivf_flat,8,512,24464.5,20.4068,21.0182,1638.3,0.544580,0,outputs_maca/sweep/ivf_flat_np8_b512/perf.log +ivf_flat,16,32,8569.4,3.6449,4.0723,1214.5,0.991390,0,outputs_maca/sweep/ivf_flat_np16_b32/perf.log +ivf_flat,16,128,15328.5,8.2520,8.5544,1547.1,0.991390,0,outputs_maca/sweep/ivf_flat_np16_b128/perf.log +ivf_flat,16,512,17348.4,28.7864,29.8665,1646.9,0.991390,0,outputs_maca/sweep/ivf_flat_np16_b512/perf.log +ivf_flat,32,32,6378.8,4.9731,5.2074,1211.5,1.000000,0,outputs_maca/sweep/ivf_flat_np32_b32/perf.log +ivf_flat,32,128,9061.9,13.9922,14.6341,1527.2,1.000000,0,outputs_maca/sweep/ivf_flat_np32_b128/perf.log +ivf_flat,32,512,10546.1,47.3757,48.9123,1634.1,1.000000,0,outputs_maca/sweep/ivf_flat_np32_b512/perf.log +ivf_flat,64,32,4663.2,6.7505,7.2693,1200.0,1.000000,0,outputs_maca/sweep/ivf_flat_np64_b32/perf.log +ivf_flat,64,128,5710.2,22.2958,22.7334,1540.6,1.000000,0,outputs_maca/sweep/ivf_flat_np64_b128/perf.log +ivf_flat,64,512,7797.7,64.0927,65.8674,1653.5,1.000000,0,outputs_maca/sweep/ivf_flat_np64_b512/perf.log diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/ivf_flat_perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/ivf_flat_perf.log" new file mode 100644 index 00000000..46ca2e71 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/ivf_flat_perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 128.037 1562.0 63.9434 82.0065 63.9434 0.76 GB 8623.527 67.4 +ivf_flat 1000 300000 128 100 0.000 62.831 15915.7 7.9587 8.4281 7.8301 0.61 GB 8623.527 137.2 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/ivf_flat_quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/ivf_flat_quality.log" new file mode 100644 index 00000000..d35fe409 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/ivf_flat_quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.991390 +id_match_ratio=0.991390 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=861 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/ivf_pq16_perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/ivf_pq16_perf.log" new file mode 100644 index 00000000..f504a639 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/ivf_pq16_perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 128.489 1556.6 64.1612 82.4725 64.1612 0.76 GB 7470.611 58.1 +ivf_pq 1000 300000 128 100 0.000 62.560 15984.6 7.8633 8.5016 7.7931 0.62 GB 7470.611 119.4 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/ivf_pq16_quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/ivf_pq16_quality.log" new file mode 100644 index 00000000..8f6a5b77 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/ivf_pq16_quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_pq +recall_at_k=0.011910 +id_match_ratio=0.011910 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=98809 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np16_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np16_b128/perf.log" new file mode 100644 index 00000000..3ecbed27 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np16_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 129.276 1547.1 64.5201 83.3791 64.5201 0.76 GB 7564.073 58.5 +ivf_flat 1000 300000 128 100 0.000 65.238 15328.5 8.2520 8.5544 8.1264 0.61 GB 7564.073 115.9 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np16_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np16_b128/quality.log" new file mode 100644 index 00000000..d35fe409 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np16_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.991390 +id_match_ratio=0.991390 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=861 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np1_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np1_b128/perf.log" new file mode 100644 index 00000000..5bf39dd2 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np1_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 128.020 1562.3 63.9343 82.3167 63.9343 0.76 GB 7766.110 60.7 +ivf_flat 1000 300000 128 100 0.000 36.888 27109.4 4.5880 4.9426 4.5878 0.60 GB 7766.110 210.5 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np1_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np1_b128/quality.log" new file mode 100644 index 00000000..6566c726 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np1_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.012400 +id_match_ratio=0.012400 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=98760 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np2_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np2_b128/perf.log" new file mode 100644 index 00000000..441dbaf9 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np2_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 129.479 1544.7 64.6285 82.9405 64.6285 0.76 GB 6718.365 51.9 +ivf_flat 1000 300000 128 100 0.000 47.551 21030.2 5.9666 6.2274 5.9191 0.60 GB 6718.365 141.3 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np2_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np2_b128/quality.log" new file mode 100644 index 00000000..68c310ca --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np2_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.019170 +id_match_ratio=0.019170 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=98083 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np32_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np32_b128/perf.log" new file mode 100644 index 00000000..886e36c1 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np32_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 130.958 1527.2 65.3587 84.0805 65.3587 0.76 GB 7548.558 57.6 +ivf_flat 1000 300000 128 100 0.000 110.352 9061.9 13.9922 14.6341 13.7644 0.61 GB 7548.558 68.4 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np32_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np32_b128/quality.log" new file mode 100644 index 00000000..e87c45b5 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np32_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=1.000000 +id_match_ratio=1.000000 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=0 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np4_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np4_b128/perf.log" new file mode 100644 index 00000000..f32ec276 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np4_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 128.626 1554.9 64.2374 82.8626 64.2374 0.76 GB 8138.015 63.3 +ivf_flat 1000 300000 128 100 0.000 44.458 22492.9 5.5771 5.8727 5.5312 0.61 GB 8138.015 183.0 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np4_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np4_b128/quality.log" new file mode 100644 index 00000000..109d7d04 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np4_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.063570 +id_match_ratio=0.063570 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=93643 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np64_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np64_b128/perf.log" new file mode 100644 index 00000000..5043f8f0 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np64_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 129.820 1540.6 64.7923 83.7260 64.7923 0.76 GB 7753.090 59.7 +ivf_flat 1000 300000 128 100 0.000 175.125 5710.2 22.2958 22.7334 21.8629 0.62 GB 7753.090 44.3 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np64_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np64_b128/quality.log" new file mode 100644 index 00000000..e87c45b5 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np64_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=1.000000 +id_match_ratio=1.000000 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=0 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np8_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np8_b128/perf.log" new file mode 100644 index 00000000..a052953e --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np8_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 129.297 1546.8 64.5704 83.3031 64.5704 0.76 GB 8033.676 62.1 +ivf_flat 1000 300000 128 100 0.000 53.686 18627.0 6.6397 7.5334 6.6863 0.61 GB 8033.676 149.6 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np8_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np8_b128/quality.log" new file mode 100644 index 00000000..37c3e744 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_maca/sweep/ivf_flat_np8_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.544470 +id_match_ratio=0.544470 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=45553 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/README.md" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/README.md" new file mode 100644 index 00000000..f17f4fe6 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/README.md" @@ -0,0 +1,49 @@ +# 实验产物（摩尔线程 MUSA 平台） + +本目录保存摩尔线程 MUSA 平台（MUSA 5.1.0，`mcc -x musa` + `mublas`）的实测日志与 +扫描汇总，对应报告 7.6 节的表 9-10。四个平台产物的对应关系： + +| 目录 | 平台 | 对应报告章节 | +| --- | --- | --- | +| `outputs/` | NVIDIA RTX 4090 | 7.3 节的表 1-4 | +| `outputs_corex/` | 天数智芯 MR-V100 | 7.4 节的表 5-6 | +| `outputs_maca/` | 沐曦 MetaX MXC500 | 7.5 节的表 7-8 | +| `outputs_musa/`（本目录） | 摩尔线程 MUSA | 7.6 节的表 9-10 | + +四平台横向对比见报告 7.7 节的表 11。 + +## 目录结构 + +```text +outputs_musa/ +├── README.md 本说明 +├── experiment_summary.csv nprobe(1,2,4,8,16,32,64) × batch(32,128,512) 汇总（表 10） +├── exact_perf.log GPU exact（200 query 子集对比 CPU + 1000 query 性能） +├── exact_quality.log exact 模式质量 +├── ivf_flat_perf.log IVF-Flat 性能（表 9） +├── ivf_flat_quality.log IVF-Flat recall@100 = 0.991390 +├── ivf_pq16_perf.log IVF-PQ16 + rerank 性能（表 9） +├── ivf_pq16_quality.log IVF-PQ recall@100 ≈ 0.012（量化限制，分析见 7.8 节） +└── sweep/ 7 组 nprobe（batch=128）的 perf/quality 日志 +``` + +数据规模：`N=300000, D=128, nq=1000, topK=100, nlist=1024, nprobe=16, pq_m=16`， +与其他三个平台使用相同生成参数与随机种子，因此 IVF-Flat 的 recall 数值与 +`outputs_corex/`、`outputs_maca/` 一致。 + +## 构建与复现 + +```bash +make -f Makefile.musa -j +export LD_LIBRARY_PATH=/usr/local/musa/lib:/usr/local/musa/lib64 +./build_musa/test_host && ./build_musa/test_gpu + +python3 python/gen_dataset.py --out data_musa --n 300000 --dim 128 --nq 1000 \ + --top-k 100 --metric l2 --clusters 100 --vector-scale 0.10 \ + --query-scale 0.02 --nlist 1024 --nprobe 16 +python3 python/run_experiments.py --vsearch ./build_musa/vsearch \ + --data data_musa --mode ivf_flat --out-dir outputs_musa +``` + +MUSA 的 API 名称映射（`cuda*`/`cublas*` → `musa*`/`mublas*`）与设备能力探测结果见 +报告 3.3 节、7.2 节、7.6 节；探测程序见 [tools/probe/](../tools/probe/README.md)。 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/exact_perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/exact_perf.log" new file mode 100644 index 00000000..afec240d --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/exact_perf.log" @@ -0,0 +1,3 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 1028.722 194.4 513.9772 638.4591 513.9772 2.53 GB 16579.869 16.1 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/exact_quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/exact_quality.log" new file mode 100644 index 00000000..577cf341 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/exact_quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=exact +recall_at_k=1.000000 +id_match_ratio=1.000000 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=0 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/experiment_summary.csv" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/experiment_summary.csv" new file mode 100644 index 00000000..cbd5aad3 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/experiment_summary.csv" @@ -0,0 +1,22 @@ +mode,nprobe,batch,qps,p50_ms,p99_ms,exact_qps,recall_at_k,avg_distance_error,perf_log +ivf_flat,1,32,5945.1,5.0839,6.2547,148.9,0.012350,0,outputs_musa/sweep/ivf_flat_np1_b32/perf.log +ivf_flat,1,128,14306.7,8.4483,10.4539,194.6,0.012510,0,outputs_musa/sweep/ivf_flat_np1_b128/perf.log +ivf_flat,1,512,18971.5,26.1541,28.0809,207.7,0.012460,0,outputs_musa/sweep/ivf_flat_np1_b512/perf.log +ivf_flat,2,32,5976.8,4.9096,7.2332,149.1,0.019250,0,outputs_musa/sweep/ivf_flat_np2_b32/perf.log +ivf_flat,2,128,11249.1,10.6707,12.6841,194.4,0.019020,0,outputs_musa/sweep/ivf_flat_np2_b128/perf.log +ivf_flat,2,512,16115.4,30.8383,31.9620,206.6,0.019130,0,outputs_musa/sweep/ivf_flat_np2_b512/perf.log +ivf_flat,4,32,5395.5,5.5658,7.7355,149.7,0.063340,0,outputs_musa/sweep/ivf_flat_np4_b32/perf.log +ivf_flat,4,128,9605.0,12.7095,14.7001,194.9,0.062870,0,outputs_musa/sweep/ivf_flat_np4_b128/perf.log +ivf_flat,4,512,12023.6,41.3820,44.7030,208.7,0.063460,0,outputs_musa/sweep/ivf_flat_np4_b512/perf.log +ivf_flat,8,32,4221.2,7.2272,8.6198,149.7,0.542360,0,outputs_musa/sweep/ivf_flat_np8_b32/perf.log +ivf_flat,8,128,7668.5,16.1772,18.0297,194.2,0.543740,0,outputs_musa/sweep/ivf_flat_np8_b128/perf.log +ivf_flat,8,512,9695.4,51.3658,54.3713,206.7,0.542460,0,outputs_musa/sweep/ivf_flat_np8_b512/perf.log +ivf_flat,16,32,3409.4,9.0439,10.9020,149.5,0.991390,0,outputs_musa/sweep/ivf_flat_np16_b32/perf.log +ivf_flat,16,128,5514.9,22.6340,23.7885,195.8,0.991390,0,outputs_musa/sweep/ivf_flat_np16_b128/perf.log +ivf_flat,16,512,6966.1,71.5615,73.9260,207.7,0.991390,0,outputs_musa/sweep/ivf_flat_np16_b512/perf.log +ivf_flat,32,32,2435.4,12.6301,15.6447,143.3,1.000000,0,outputs_musa/sweep/ivf_flat_np32_b32/perf.log +ivf_flat,32,128,3447.0,34.6925,46.0515,195.7,1.000000,0,outputs_musa/sweep/ivf_flat_np32_b128/perf.log +ivf_flat,32,512,4103.0,121.6566,126.9051,208.3,1.000000,0,outputs_musa/sweep/ivf_flat_np32_b512/perf.log +ivf_flat,64,32,1453.4,21.4091,24.0864,149.3,1.000000,0,outputs_musa/sweep/ivf_flat_np64_b32/perf.log +ivf_flat,64,128,2101.4,60.0676,62.6422,196.5,1.000000,0,outputs_musa/sweep/ivf_flat_np64_b128/perf.log +ivf_flat,64,512,2283.3,218.7976,225.9178,207.0,1.000000,0,outputs_musa/sweep/ivf_flat_np64_b512/perf.log diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/ivf_flat_perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/ivf_flat_perf.log" new file mode 100644 index 00000000..47b333c3 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/ivf_flat_perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 1028.812 194.4 514.0446 639.1757 514.0446 2.53 GB 16581.158 16.1 +ivf_flat 1000 300000 128 100 0.000 179.191 5580.6 22.5125 24.2851 22.2322 2.26 GB 16581.158 92.5 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/ivf_flat_quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/ivf_flat_quality.log" new file mode 100644 index 00000000..d35fe409 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/ivf_flat_quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.991390 +id_match_ratio=0.991390 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=861 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/ivf_pq_perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/ivf_pq_perf.log" new file mode 100644 index 00000000..fc2077b7 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/ivf_pq_perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 1027.587 194.6 513.3427 636.7676 513.3427 2.53 GB 16721.185 16.3 +ivf_pq 1000 300000 128 100 0.000 164.156 6091.8 19.9725 24.4137 20.3124 2.27 GB 16721.185 101.9 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/ivf_pq_quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/ivf_pq_quality.log" new file mode 100644 index 00000000..20278cea --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/ivf_pq_quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_pq +recall_at_k=0.011880 +id_match_ratio=0.011880 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=98812 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np16_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np16_b128/perf.log" new file mode 100644 index 00000000..365386d5 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np16_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 1021.707 195.8 510.4956 632.5941 510.4956 2.53 GB 16249.770 15.9 +ivf_flat 1000 300000 128 100 0.000 181.329 5514.9 22.6340 23.7885 22.5129 2.26 GB 16249.770 89.6 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np16_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np16_b128/quality.log" new file mode 100644 index 00000000..d35fe409 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np16_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.991390 +id_match_ratio=0.991390 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=861 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np1_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np1_b128/perf.log" new file mode 100644 index 00000000..79658576 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np1_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 1027.960 194.6 513.5913 636.7499 513.5913 2.53 GB 16400.214 16.0 +ivf_flat 1000 300000 128 100 0.000 69.898 14306.7 8.4483 10.4539 8.5825 2.25 GB 16400.214 234.6 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np1_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np1_b128/quality.log" new file mode 100644 index 00000000..51aff99c --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np1_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.012510 +id_match_ratio=0.012510 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=98749 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np2_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np2_b128/perf.log" new file mode 100644 index 00000000..97a41e86 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np2_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 1028.661 194.4 513.9649 637.6665 513.9649 2.53 GB 16386.420 15.9 +ivf_flat 1000 300000 128 100 0.000 88.896 11249.1 10.6707 12.6841 10.9455 2.25 GB 16386.420 184.3 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np2_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np2_b128/quality.log" new file mode 100644 index 00000000..c0f15886 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np2_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.019020 +id_match_ratio=0.019020 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=98098 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np32_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np32_b128/perf.log" new file mode 100644 index 00000000..7c6fd308 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np32_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 1021.939 195.7 510.6724 631.8730 510.6724 2.53 GB 16450.933 16.1 +ivf_flat 1000 300000 128 100 0.000 290.110 3447.0 34.6925 46.0515 36.1008 2.26 GB 16450.933 56.7 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np32_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np32_b128/quality.log" new file mode 100644 index 00000000..e87c45b5 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np32_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=1.000000 +id_match_ratio=1.000000 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=0 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np4_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np4_b128/perf.log" new file mode 100644 index 00000000..d05d60e2 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np4_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 1026.024 194.9 512.6409 634.1463 512.6409 2.53 GB 16470.073 16.1 +ivf_flat 1000 300000 128 100 0.000 104.113 9605.0 12.7095 14.7001 12.8476 2.26 GB 16470.073 158.2 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np4_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np4_b128/quality.log" new file mode 100644 index 00000000..edb4882b --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np4_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.062870 +id_match_ratio=0.062870 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=93713 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np64_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np64_b128/perf.log" new file mode 100644 index 00000000..eb77d67c --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np64_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 1017.700 196.5 508.5498 628.8693 508.5498 2.53 GB 16374.543 16.1 +ivf_flat 1000 300000 128 100 0.000 475.882 2101.4 60.0676 62.6422 59.3284 2.27 GB 16374.543 34.4 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np64_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np64_b128/quality.log" new file mode 100644 index 00000000..e87c45b5 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np64_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=1.000000 +id_match_ratio=1.000000 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=0 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np8_b128/perf.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np8_b128/perf.log" new file mode 100644 index 00000000..fe291ef6 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np8_b128/perf.log" @@ -0,0 +1,4 @@ +# performance log (vsearch) +mode nq n dim topk build_ms search_ms qps p50_ms p99_ms mean_batch_ms gpu_used cpu_ms speedup +exact_gpu 200 300000 128 100 0.000 1029.628 194.2 514.4258 639.6957 514.4258 2.53 GB 16235.637 15.8 +ivf_flat 1000 300000 128 100 0.000 130.403 7668.5 16.1772 18.0297 16.1179 2.26 GB 16235.637 124.5 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np8_b128/quality.log" "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np8_b128/quality.log" new file mode 100644 index 00000000..2b647409 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/outputs_musa/sweep/ivf_flat_np8_b128/quality.log" @@ -0,0 +1,8 @@ +# quality log (vsearch) +num_queries=1000 top_k=100 metric=l2 +mode=ivf_flat +recall_at_k=0.543740 +id_match_ratio=0.543740 +avg_relative_score_error=0 +avg_distance_error=0 +mismatched_rank_count=45626 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/python/gen_dataset.py" "b/09_vector_retrieval/\345\274\240\347\243\212/python/gen_dataset.py" new file mode 100644 index 00000000..7c2cf97b --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/python/gen_dataset.py" @@ -0,0 +1,131 @@ +#!/usr/bin/env python3 +"""Generate synthetic vector database / query files used by vsearch. + +Binary layout is documented in README and implemented in src/binary_io.cpp: + + i32 magic ("VSCH"), i32 version, i64 n, i32 dim, + u8 len + dtype, u8 len + metric, raw row-major payload (fp32/fp16). + +Example: + python gen_dataset.py --out data \ + --n 1000000 --dim 128 --nq 1000 --top-k 100 +""" + +import argparse +import os +import struct + +import numpy as np + + +MAGIC = 0x56534348 +VERSION = 1 + + +def write_vector_file(path, vectors, metric, dtype="fp32"): + n, dim = vectors.shape + with open(path, "wb") as f: + # Header mirrors include/vsearch/binary_io.hpp: + # i32 magic, i32 version, i64 n, i32 dim, + # u8 len + dtype, u8 len + metric, raw row-major payload. + f.write(struct.pack(" args.n) + queries = vectors[held] + rng.normal( + scale=args.query_scale, size=(args.nq, args.dim) + ) + query_ids = held.astype(np.int64) + + if args.metric == "cosine": + vectors /= np.linalg.norm(vectors, axis=1, keepdims=True) + queries /= np.linalg.norm(queries, axis=1, keepdims=True) + + write_vector_file( + os.path.join(args.out, args.db_file), vectors, args.metric, args.dtype + ) + write_vector_file( + os.path.join(args.out, args.query_file), queries, "none", args.dtype + ) + + params = f"""# vsearch retrieval parameters +top_k = {args.top_k} +search_mode = "{args.search_mode}" +batch_size = {args.batch_size} +nlist = {args.nlist} +nprobe = {args.nprobe} +pq_m = {args.pq_m} + +# extension knobs +kmeans_sample = {args.kmeans_sample} +kmeans_iters = 12 +index_path = {os.path.join(args.out, 'index.idx')} +result_path = {os.path.join(args.out, 'result.txt')} +perf_log_path = {os.path.join(args.out, 'perf.log')} +quality_log_path = {os.path.join(args.out, 'quality.log')} +""" + param_path = os.path.join(args.out, args.params_file) + with open(param_path, "w", encoding="utf-8") as f: + f.write(params) + np.save(os.path.join(args.out, "query_ground_truth_ids.npy"), query_ids) + print(f"wrote {param_path}") + print(f"queries are perturbed copies of rows {query_ids[:10]}...") + + +def main(): + p = argparse.ArgumentParser(description="synthetic vsearch datasets") + p.add_argument("--out", default="data") + p.add_argument("--n", type=int, default=100000) + p.add_argument("--dim", type=int, default=128) + p.add_argument("--nq", type=int, default=1000) + p.add_argument("--top-k", type=int, default=100) + p.add_argument("--batch-size", type=int, default=128) + p.add_argument("--nlist", type=int, default=1024) + p.add_argument("--nprobe", type=int, default=16) + p.add_argument("--pq-m", type=int, default=16) + p.add_argument("--metric", default="l2", choices=["l2", "inner_product", "cosine"]) + p.add_argument("--dtype", default="fp32", choices=["fp32", "fp16"]) + p.add_argument("--search-mode", default="ivf_flat", + choices=["exact", "ivf_flat", "ivf_pq"]) + p.add_argument("--vector-scale", type=float, default=0.25) + p.add_argument("--query-scale", type=float, default=0.05) + p.add_argument("--clusters", type=int, default=0, + help="explicit cluster count (0 = auto)") + p.add_argument("--kmeans-sample", type=int, default=131072) + p.add_argument("--seed", type=int, default=2026) + p.add_argument("--db-file", default="vectors.bin") + p.add_argument("--query-file", default="queries.bin") + p.add_argument("--params-file", default="params.txt") + generate(p.parse_args()) + + +if __name__ == "__main__": + main() diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/python/run_experiments.py" "b/09_vector_retrieval/\345\274\240\347\243\212/python/run_experiments.py" new file mode 100644 index 00000000..62242f44 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/python/run_experiments.py" @@ -0,0 +1,128 @@ +#!/usr/bin/env python3 +"""Driver that sweeps nprobe / batch_size and summarizes perf + quality logs. + +The C++ vsearch binary must already be built. This script only orchestrates +processes and aggregates the plain-text logs produced by `vsearch bench`. + +Example: + python run_experiments.py --vsearch build/vsearch +""" + +import argparse +import csv +import os +import subprocess +import sys + + +def parse_kv_log(path): + rows = {} + if not os.path.exists(path): + return rows + with open(path, encoding="utf-8") as f: + for line in f: + if line.startswith("#") or "=" not in line: + continue + k, v = line.strip().split("=", 1) + rows[k] = v + return rows + + +def parse_perf(path): + """Reads the space separated perf log and returns list of dicts.""" + if not os.path.exists(path): + return [] + rows = [] + with open(path, encoding="utf-8") as f: + header = None + for line in f: + if line.startswith("#") or not line.strip(): + continue + tok = line.split() + if header is None: + header = tok + continue + row = dict(zip(header, tok)) + rows.append(row) + return rows + + +def main(): + p = argparse.ArgumentParser() + p.add_argument("--vsearch", default="build/vsearch") + p.add_argument("--data", default="data") + p.add_argument("--vectors", default="vectors.bin") + p.add_argument("--queries", default="queries.bin") + p.add_argument("--params", default="params.txt") + p.add_argument("--nprobe-list", default="1,2,4,8,16,32,64") + p.add_argument("--batch-list", default="32,128,512") + p.add_argument("--mode", default="ivf_flat", choices=["ivf_flat", "ivf_pq"]) + p.add_argument("--ref-query-limit", type=int, default=100) + p.add_argument("--summary", default="data/experiment_summary.csv") + p.add_argument("--out-dir", default="outputs") + args = p.parse_args() + + nprobes = [int(x) for x in args.nprobe_list.split(",") if x] + batches = [int(x) for x in args.batch_list.split(",") if x] + os.makedirs(os.path.dirname(args.summary) or ".", exist_ok=True) + + summary = [] + quality_rows = [] + for nprobe in nprobes: + for batch in batches: + tag = f"{args.mode}_np{nprobe}_b{batch}" + out_dir = os.path.join(args.out_dir, "sweep", tag) + os.makedirs(out_dir, exist_ok=True) + index = os.path.join(out_dir, "index.idx") + result = os.path.join(out_dir, "result.txt") + perf = os.path.join(out_dir, "perf.log") + quality = os.path.join(out_dir, "quality.log") + cmd = [ + args.vsearch, "bench", + "--vectors=" + os.path.join(args.data, args.vectors), + "--queries=" + os.path.join(args.data, args.queries), + "--params=" + os.path.join(args.data, args.params), + f"--search_mode={args.mode}", + f"--nprobe={nprobe}", + f"--batch_size={batch}", + f"--ref_query_limit={args.ref_query_limit}", + "--force_rebuild=1", + f"--index={index}", + f"--result_path={result}", + f"--perf_log_path={perf}", + f"--quality_log_path={quality}", + ] + print(" ".join(cmd)) + r = subprocess.run(cmd, check=True) + if r.returncode != 0: + sys.exit(1) + + rows = parse_perf(perf) + approx = [x for x in rows if x.get("mode") == args.mode] + exact = [x for x in rows if x.get("mode") == "exact_gpu"] + q = parse_kv_log(quality) + row = { + "mode": args.mode, + "nprobe": nprobe, + "batch": batch, + "qps": approx[0].get("qps") if approx else "", + "p50_ms": approx[0].get("p50_ms") if approx else "", + "p99_ms": approx[0].get("p99_ms") if approx else "", + "exact_qps": exact[0].get("qps") if exact else "", + "recall_at_k": q.get("recall_at_k", ""), + "avg_distance_error": q.get("avg_distance_error", ""), + "perf_log": perf, + } + summary.append(row) + quality_rows.append(row) + + with open(args.summary, "w", newline="", encoding="utf-8") as f: + w = csv.DictWriter(f, fieldnames=list(summary[0].keys())) + w.writeheader() + w.writerows(summary) + print("wrote", args.summary) + print(f"total configurations: {len(summary)}") + + +if __name__ == "__main__": + main() diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/report_figures/fig1_platform_qps.png" "b/09_vector_retrieval/\345\274\240\347\243\212/report_figures/fig1_platform_qps.png" new file mode 100644 index 00000000..49b83241 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mode 100644 index 00000000..b1281106 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/src/binary_io.cpp" @@ -0,0 +1,219 @@ +#include "vsearch/binary_io.hpp" +#include "vsearch/metric.hpp" + +#include +#include +#include + +namespace vs { +namespace { + +// 二进制读写基元：带短读/短写检查，文件头与数据全部使用显式小端序， +// 保证在 x86 主机（NVIDIA 与 CoreX 平台）之间二进制格式一致。 +void writeBytes(FILE* f, const void* p, std::size_t n) { + if (fwrite(p, 1, n, f) != n) throwRuntime("binary_io: short write"); +} + +void readBytes(FILE* f, void* p, std::size_t n) { + if (fread(p, 1, n, f) != n) throwRuntime("binary_io: short read / truncated file"); +} + +void writeI64(FILE* f, i64 v) { + unsigned char b[8]; + for (int i = 0; i < 8; ++i) b[i] = static_cast((v >> (8 * i)) & 0xff); + writeBytes(f, b, 8); +} + +i64 readI64(FILE* f) { + unsigned char b[8]; + readBytes(f, b, 8); + i64 v = 0; + for (int i = 7; i >= 0; --i) v = (v << 8) | b[i]; + return v; +} + +void writeI32(FILE* f, i32 v) { + unsigned char b[4]; + for (int i = 0; i < 4; ++i) b[i] = static_cast((v >> (8 * i)) & 0xff); + writeBytes(f, b, 4); +} + +i32 readI32(FILE* f) { + unsigned char b[4]; + readBytes(f, b, 4); + i32 v = 0; + for (int i = 3; i >= 0; --i) v = (v << 8) | b[i]; + return v; +} + +void writeString(FILE* f, const std::string& s) { + const auto n = static_cast(s.size()); + writeBytes(f, &n, 1); + writeBytes(f, s.data(), s.size()); +} + +std::string readString(FILE* f) { + unsigned char n = 0; + readBytes(f, &n, 1); + std::string s(n, '\0'); + readBytes(f, s.data(), n); + return s; +} + +// float -> IEEE-754 half 的位级转换（含舍入与上下溢处理）， +// 使 fp16 向量库文件在不依赖 GPU 的情况下也能正确生成/回写。 +std::uint16_t halfFromFloat(float f) { + std::uint32_t u = 0; + std::memcpy(&u, &f, sizeof(u)); + const std::uint32_t sign = (u >> 16) & 0x8000u; + const std::int32_t exp = static_cast((u >> 23) & 0xff) - 127 + 15; + const std::uint32_t mant = u & 0x7fffffu; + if (exp >= 0x1f) { + // Inf / NaN (NaN payload is intentionally truncated). + return static_cast(sign | 0x7c00u); + } + if (exp <= 0) { + if (exp < -10) return static_cast(sign); + std::uint32_t m = mant | 0x800000u; + const std::uint32_t shift = static_cast(14 - exp); + std::uint32_t half = m >> shift; + const std::uint32_t rem = m & ((1u << shift) - 1u); + const std::uint32_t halfway = 1u << (shift - 1u); + if (rem > halfway || (rem == halfway && (half & 1u))) ++half; + return static_cast(sign | half); + } + std::uint32_t half = + (static_cast(exp) << 10) | (mant >> 13); + const std::uint32_t rem = mant & 0x1fffu; + if (rem > 0x1000u || (rem == 0x1000u && (half & 1u))) + ++half; + if ((half & 0x7c00u) == 0x7c00u) + return static_cast(sign | 0x7c00u); + return static_cast(sign | half); +} + +} // namespace + +// IEEE-754 half -> float 的位级解码；fp16 输入统一还原成 fp32 再送 GPU 计算， +// 因此 fp16 只影响存储/带宽，不影响检索语义。 +float halfBitsToFloat(std::uint16_t h) { + const std::uint32_t sign = static_cast(h & 0x8000u) << 16; + const std::uint32_t exp = (h >> 10) & 0x1fu; + const std::uint32_t mant = h & 0x3ffu; + std::uint32_t u; + if (exp == 0) { + if (mant == 0) { + u = sign; + } else { + int e = -1; + std::uint32_t m = mant; + do { + ++e; + m <<= 1; + } while ((m & 0x400u) == 0); + m &= 0x3ffu; + u = sign | (static_cast(127 - 15 - e) << 23) | (m << 13); + } + } else if (exp == 0x1f) { + u = sign | 0x7f800000u | (mant << 13); + } else { + u = sign | ((exp - 15 + 127) << 23) | (mant << 13); + } + float f = 0.f; + std::memcpy(&f, &u, sizeof(f)); + return f; +} + +std::uint16_t floatToHalfBits(float f) { return halfFromFloat(f); } + +// 把每行向量归一化到单位长度（cosine 度量专用）；用 double 累加范数以减小误差。 +void normalizeRowsToUnit(float* rows, i64 n, i32 dim) { + for (i64 i = 0; i < n; ++i) { + float* r = rows + static_cast(i) * dim; + double s = 0.0; + for (i32 j = 0; j < dim; ++j) s += static_cast(r[j]) * r[j]; + const double inv = 1.0 / std::sqrt(std::max(s, 1e-30)); + for (i32 j = 0; j < dim; ++j) r[j] = static_cast(r[j] * inv); + } +} + +// 对整库做 cosine 归一化（查询集在 CLI 侧另行调用）。 +void cosineNormalize(Dataset* ds) { + normalizeRowsToUnit(ds->data.data(), ds->n, ds->dim); +} + +// 读取向量库/查询文件： +// 头部 = magic + version + n + dim + dtype + metric， +// 其后是 n×dim 的行主序数值（fp32 或 fp16）。 +// 会校验 magic/version、维度范围和文件规模上限，避免把损坏文件读进内存。 +void readVectorFile(const std::string& path, Dataset* out) { + FILE* f = std::fopen(path.c_str(), "rb"); + if (!f) throwRuntime("cannot open vector file: " + path); + try { + const i32 magic = readI32(f); + const i32 version = readI32(f); + if (magic != kFileMagic || version != kFileVersion) + throwRuntime("bad vector-file header in " + path); + const i64 n = readI64(f); + const i32 dim = readI32(f); + if (n < 0 || dim <= 0 || dim > 65536) + throwRuntime("implausible vector file shape in " + path); + const DataType dt = parseDataType(readString(f)); + const Metric met = parseMetric(readString(f)); + if (n > 0 && (i64)(static_cast(n) * dim) > + (i64)((1ull << 40) / sizeof(float))) + throwRuntime("vector file too large in " + path); + + out->n = n; + out->dim = dim; + out->dtype = dt; + out->metric = met; + out->data.assign(static_cast(n) * dim, 0.0f); + + const std::size_t total = static_cast(n) * dim; + if (dt == DataType::Fp32) { + readBytes(f, out->data.data(), total * sizeof(float)); + } else { + std::vector half(total); + readBytes(f, half.data(), total * sizeof(std::uint16_t)); + for (std::size_t i = 0; i < total; ++i) + out->data[i] = halfBitsToFloat(half[i]); + } + } catch (...) { + std::fclose(f); + throw; + } + std::fclose(f); +} + +// 写出与 readVectorFile 对称的向量文件（测试与工具链使用）。 +void writeVectorFile(const std::string& path, i64 n, i32 dim, DataType dtype, + Metric metric, const float* rowMajor, i64 count) { + if (count != static_cast(n) * dim) + throwRuntime("writeVectorFile: element count mismatch"); + FILE* f = std::fopen(path.c_str(), "wb"); + if (!f) throwRuntime("cannot open output file: " + path); + try { + writeI32(f, kFileMagic); + writeI32(f, kFileVersion); + writeI64(f, n); + writeI32(f, dim); + writeString(f, dtype == DataType::Fp32 ? "fp32" : "fp16"); + writeString(f, metricName(metric)); + if (dtype == DataType::Fp32) { + writeBytes(f, rowMajor, static_cast(count) * sizeof(float)); + } else { + const std::size_t total = static_cast(count); + std::vector half(total); + for (std::size_t i = 0; i < total; ++i) + half[i] = floatToHalfBits(rowMajor[i]); + writeBytes(f, half.data(), total * sizeof(std::uint16_t)); + } + } catch (...) { + std::fclose(f); + throw; + } + std::fclose(f); +} + +} // namespace vs diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/src/config.cpp" "b/09_vector_retrieval/\345\274\240\347\243\212/src/config.cpp" new file mode 100644 index 00000000..12a11126 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/src/config.cpp" @@ -0,0 +1,107 @@ +#include "vsearch/config.hpp" + +#include +#include +#include + +namespace vs { +namespace { + +// 去除首尾空白；参数文件允许任意缩进与行内注释。 +std::string trim(const std::string& s) { + std::size_t b = 0, e = s.size(); + while (b < e && std::isspace(static_cast(s[b]))) ++b; + while (e > b && std::isspace(static_cast(s[e - 1]))) --e; + return s.substr(b, e - b); +} + +// 去掉包裹字符串的成对引号，使 `search_mode = "ivf_flat"` 与不带引号写法等价。 +std::string unquote(const std::string& s) { + if (s.size() >= 2 && ((s.front() == '"' && s.back() == '"') || + (s.front() == '\'' && s.back() == '\''))) + return s.substr(1, s.size() - 2); + return s; +} + +// 通用字符串转数值：失败时返回 false，由调用方决定抛错信息。 +template +bool fromString(const std::string& s, T* out) { + std::istringstream in(s); + in >> *out; + return !in.fail(); +} + +// 把单个 key=value 应用到 SearchConfig；未知键忽略，便于向前兼容扩展参数。 +void apply(SearchConfig* c, const std::string& keyRaw, const std::string& val) { + std::string key = keyRaw; + for (auto& ch : key) ch = static_cast(std::tolower(static_cast(ch))); + const std::string v = unquote(trim(val)); + auto parseInt = [&](int* p) { + if (!fromString(v, p)) throwRuntime("config: bad integer for " + keyRaw); + }; + auto parseInt64 = [&](i64* p) { + if (!fromString(v, p)) throwRuntime("config: bad integer for " + keyRaw); + }; + + if (key == "top_k") parseInt(&c->top_k); + else if (key == "search_mode") c->search_mode = v; + else if (key == "batch_size") parseInt(&c->batch_size); + else if (key == "nlist") parseInt(&c->nlist); + else if (key == "nprobe") parseInt(&c->nprobe); + else if (key == "pq_m") parseInt(&c->pq_m); + else if (key == "pq_ks") parseInt(&c->pq_ks); + else if (key == "pq_rerank") parseInt(&c->pq_rerank); + else if (key == "kmeans_iters") parseInt(&c->kmeans_iters); + else if (key == "kmeans_sample") parseInt64(&c->kmeans_sample); + else if (key == "kmeans_chunk_rows") parseInt64(&c->kmeans_chunk_rows); + else if (key == "kmeans_seed") parseInt(&c->kmeans_seed); + else if (key == "kmeans_assign_frac") { + if (!fromString(v, &c->kmeans_assign_frac)) + throwRuntime("config: bad double for kmeans_assign_frac"); + } else if (key == "cosine_normalize_centers") { + c->cosine_normalize_centers = (v == "1" || v == "true" || v == "yes"); + } else if (key == "nthreads") parseInt(&c->nthreads); + else if (key == "index_path") c->index_path = v; + else if (key == "result_path") c->result_path = v; + else if (key == "perf_log_path") c->perf_log_path = v; + else if (key == "quality_log_path") c->quality_log_path = v; + else if (key == "force_rebuild") { + c->force_rebuild = (v == "1" || v == "true" || v == "yes"); + } else if (key == "ref_query_limit") parseInt64(&c->ref_query_limit); + else if (key == "exact_memory_mb") parseInt64(&c->exact_memory_mb); + // Unknown extension keys are ignored. +} + +} // namespace + +// 解析参数文本：按行读取 key = value，# 之后视为注释；最后做基本合法性检查。 +SearchConfig parseParamString(const std::string& text) { + SearchConfig c; + std::istringstream ss(text); + std::string line; + while (std::getline(ss, line)) { + // strip inline comment only when '#' starts the token + const auto hash = line.find('#'); + if (hash != std::string::npos) line.erase(hash); + line = trim(line); + if (line.empty()) continue; + const auto eq = line.find('='); + if (eq == std::string::npos) continue; + apply(&c, trim(line.substr(0, eq)), trim(line.substr(eq + 1))); + } + if (c.top_k <= 0 || c.batch_size <= 0 || c.nprobe <= 0 || c.nlist <= 0 || + c.pq_m <= 0) + throwRuntime("config: top_k/batch_size/nprobe/nlist/pq_m must be positive"); + return c; +} + +// 读取并解析参数文件（检索参数文件即此文本格式）。 +SearchConfig parseParamFile(const std::string& path) { + std::ifstream in(path); + if (!in) throwRuntime("cannot open parameter file: " + path); + std::ostringstream ss; + ss << in.rdbuf(); + return parseParamString(ss.str()); +} + +} // namespace vs diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/src/cpu_reference.cpp" "b/09_vector_retrieval/\345\274\240\347\243\212/src/cpu_reference.cpp" new file mode 100644 index 00000000..e22737d7 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/src/cpu_reference.cpp" @@ -0,0 +1,92 @@ +#include "vsearch/cpu_reference.hpp" + +#include +#include +#include +#include + +namespace vs { +namespace { + +// Raw monotone score used by the CPU oracle. For L2 the squared distance is +// used for ranking and the caller receives the Euclidean distance after the +// top-K selection. +// +// CPU 参考打分（精确基线）：与 GPU 端保持同一套度量语义，用 double 累加以 +// 获得最高精度。注意： +// * L2 返回平方距离（仅用于排序），调用方最终输出欧氏距离； +// * inner product / cosine 返回点积，cosine 再取 1 - dot； +// * L2 分支里对 acc 的点积累加是历史遗留，不参与返回，保留不影响结果。 +double scoreRaw(const Dataset& ds, const float* q, const float* x) { + const i32 dim = ds.dim; + double acc = 0.0; + if (ds.metric == Metric::L2) { + double sq = 0.0; + for (i32 d = 0; d < dim; ++d) { + const double diff = static_cast(q[d]) - x[d]; + acc += static_cast(q[d]) * x[d]; + sq += diff * diff; + } + return sq; + } + for (i32 d = 0; d < dim; ++d) + acc += static_cast(q[d]) * x[d]; + if (ds.metric == Metric::Cosine) return 1.0 - acc; // data pre-normalized + return acc; +} + +// 把“内部用于排序的原始分值”转换为对外输出的距离/相似度： +// L2 对平方距离开根，其余度量原样返回。 +double emittedScore(Metric m, double raw) { + return (m == Metric::L2) ? std::sqrt(std::max(raw, 0.0)) : raw; +} + +} // namespace + +// 单线程暴力精确检索：对每个 query 计算全库距离，取 Top-K。 +// 这是 GPU exact 与近似检索的正确性/召回基准，排序规则与 GPU 完全一致： +// * 度量决定“越小越好”（L2/cosine）还是“越大越好”（inner product）； +// * 分值相同时按向量 id 升序，保证 tie-break 确定性、可与 GPU 逐位对比。 +// 返回值为该子集的墙钟耗时（毫秒），用于计算相对 CPU 的加速比。 +double cpuExactSearch(const Dataset& ds, i64 nq, const float* queries, + int topK, std::vector* ids, FloatVec* scores) { + if (ds.metric == Metric::None) throwRuntime("dataset metric is none"); + if (static_cast(topK) > ds.n) + throwRuntime("cpu reference: top_k exceeds database size"); + ids->assign(static_cast(nq) * topK, -1); + scores->assign(static_cast(nq) * topK, 0.0f); + const i64 n = ds.n; + const i32 dim = ds.dim; + const bool smallerBetter = metricIsSmallerBetter(ds.metric); + + std::vector dist(static_cast(n)); + std::vector order(static_cast(n)); + Timer t; + for (i64 qi = 0; qi < nq; ++qi) { + const float* q = queries + static_cast(qi) * dim; + for (i64 i = 0; i < n; ++i) { + const float* x = ds.data.data() + static_cast(i) * dim; + dist[static_cast(i)] = scoreRaw(ds, q, x); + } + std::iota(order.begin(), order.end(), 0); + // partial_sort 只排出前 topK 个，避免全量排序的额外开销。 + std::partial_sort( + order.begin(), order.begin() + topK, order.end(), + [&](i64 a, i64 b) { + const double sa = dist[static_cast(a)]; + const double sb = dist[static_cast(b)]; + if (sa != sb) return smallerBetter ? (sa < sb) : (sa > sb); + return a < b; + }); + i32* idOut = ids->data() + static_cast(qi) * topK; + float* sOut = scores->data() + static_cast(qi) * topK; + for (int k = 0; k < topK; ++k) { + const i64 id = order[static_cast(k)]; + idOut[k] = static_cast(id); + sOut[k] = static_cast(emittedScore(ds.metric, dist[static_cast(id)])); + } + } + return t.ms(); +} + +} // namespace vs diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/src/main.cpp" "b/09_vector_retrieval/\345\274\240\347\243\212/src/main.cpp" new file mode 100644 index 00000000..fbd6faf3 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/src/main.cpp" @@ -0,0 +1,422 @@ +#include "vsearch/binary_io.hpp" +#include "vsearch/config.hpp" +#include "vsearch/cpu_reference.hpp" +#include "vsearch/engine.hpp" +#include "vsearch/metric.hpp" +#include "vsearch/result_io.hpp" + +#include +#include +#include +#include +#include +#include +#include +#include +#include + +using namespace vs; + +namespace { + +struct CliArgs { + std::string command; + std::map opts; +}; + +CliArgs parseCli(int argc, char** argv) { + CliArgs a; + if (argc < 2) throwRuntime("usage: vsearch [--key=value ...]"); + a.command = argv[1]; + for (int i = 2; i < argc; ++i) { + const std::string s = argv[i]; + const auto eq = s.find('='); + if (s.rfind("--", 0) != 0) throwRuntime("expected --key=value argument: " + s); + if (eq != std::string::npos) { + a.opts[s.substr(2, eq - 2)] = s.substr(eq + 1); + } else { + if (i + 1 >= argc) throwRuntime("missing value after " + s); + a.opts[s.substr(2)] = argv[++i]; + } + } + return a; +} + +std::string opt(const CliArgs& a, const std::string& key, + const std::string& def = "") { + auto it = a.opts.find(key); + return it == a.opts.end() ? def : it->second; +} + +void overrideConfig(const CliArgs& a, vs::SearchConfig* c) { + const std::map map = { + {"top_k", &c->top_k}, {"batch_size", &c->batch_size}, + {"nlist", &c->nlist}, {"nprobe", &c->nprobe}, + {"pq_m", &c->pq_m}, {"kmeans_iters", &c->kmeans_iters}, + {"nthreads", &c->nthreads}, {"exact_memory_mb", &c->exact_memory_mb}, + }; + for (const auto& [key, ptr] : map) { + const auto it = a.opts.find(key); + if (it == a.opts.end()) continue; + if (key == "exact_memory_mb") { + vs::i64 v = std::stoll(it->second); + *static_cast(ptr) = v; + } else if (key == "kmeans_iters") { + *static_cast(ptr) = std::stoi(it->second); + } else { + *static_cast(ptr) = std::stoi(it->second); + } + } + if (a.opts.count("search_mode")) c->search_mode = a.opts.at("search_mode"); + if (a.opts.count("index_path")) c->index_path = a.opts.at("index_path"); + if (a.opts.count("result_path")) c->result_path = a.opts.at("result_path"); + if (a.opts.count("perf_log_path")) c->perf_log_path = a.opts.at("perf_log_path"); + if (a.opts.count("quality_log_path")) + c->quality_log_path = a.opts.at("quality_log_path"); +} + +vs::Dataset loadDataset(const CliArgs& a) { + const std::string path = opt(a, "vectors"); + if (path.empty()) throwRuntime("missing --vectors"); + vs::Dataset ds; + vs::readVectorFile(path, &ds); + if (ds.metric == vs::Metric::Cosine) vs::cosineNormalize(&ds); + return ds; +} + +vs::Dataset loadQueries(const CliArgs& a) { + const std::string path = opt(a, "queries"); + if (path.empty()) throwRuntime("missing --queries"); + vs::Dataset q; + vs::readVectorFile(path, &q); + if (q.dim <= 0) throwRuntime("query file has no dimension"); + return q; +} + +std::vector configFromArgs(const CliArgs& a) { + vs::SearchConfig c; + if (a.opts.count("params")) c = vs::parseParamFile(a.opts.at("params")); + overrideConfig(a, &c); + if (a.opts.count("ref_query_limit")) + c.ref_query_limit = std::stoll(a.opts.at("ref_query_limit")); + if (a.opts.count("force_rebuild")) + c.force_rebuild = a.opts.at("force_rebuild") == "1"; + return {c}; +} + +vs::SearchResult toResult(i64 nq, int topK, vs::Metric metric, + const std::string& mode, + const std::vector& ids, + const vs::FloatVec& scores) { + vs::SearchResult r; + r.nq = nq; + r.topK = topK; + r.metric = metric; + r.mode = mode; + r.ids = ids; + r.scores = scores; + return r; +} + +vs::PerfRecord makePerf(const std::string& mode, i64 nq, i64 n, int dim, + int topK, const vs::SearchStats& s, + double cpuMs = 0.0) { + vs::PerfRecord r; + r.mode = mode; + r.nq = nq; + r.n = n; + r.dim = dim; + r.topK = topK; + r.searchMs = s.wallMs; + r.qps = s.qps; + r.p50Ms = s.p50BatchMs; + r.p99Ms = s.p99BatchMs; + r.meanBatchMs = s.meanBatchMs; + r.gpuUsedBytes = s.deviceUsedBytes; + r.cpuExactMs = cpuMs; + r.speedupVsCpu = cpuMs > 0.0 && s.wallMs > 0.0 ? cpuMs / s.wallMs : 0.0; + return r; +} + +// Average absolute distance difference for ids present in both result sets, +// plus the number of rank positions whose ids differ. +// +// 质量指标计算：对预测结果与 GPU exact 参考（gold）逐 rank 对比， +// * avgError：两边都出现的同一 id 的绝对距离差均值（衡量分数一致性）； +// * mismatchRanks：id 逐位不同的位置数（recall 由 1 - mismatch/total 推出）。 +void qualityError(const vs::SearchResult& pred, const vs::SearchResult& gold, + double* avgError, int* mismatchRanks) { + double sum = 0.0; + int cnt = 0; + int mismatch = 0; + for (i64 qi = 0; qi < pred.nq; ++qi) { + const std::size_t base = static_cast(qi) * pred.topK; + std::map predMap; + for (int k = 0; k < pred.topK; ++k) + predMap.emplace(pred.ids[base + k], pred.scores[base + k]); + for (int k = 0; k < pred.topK; ++k) { + const auto it = predMap.find(gold.ids[base + k]); + if (it != predMap.end()) { + sum += std::fabs(static_cast(it->second - gold.scores[base + k])); + ++cnt; + } + if (pred.ids[base + k] != gold.ids[base + k]) ++mismatch; + } + } + *avgError = cnt ? sum / cnt : 0.0; + *mismatchRanks = mismatch; +} + +// 自检命令：在内存构造的小规模数据上验证 +// 1) GPU exact 与 CPU 参考的 id 完全一致、分数在容差内； +// 2) IVF-Flat（nprobe=全部桶）recall 正常、索引可构建。 +// 不需要任何输入文件，适合在陌生环境快速确认 GPU 与工具链可用。 +int validateCommand(const vs::Dataset& ds, i64 nq, const float* queries, + int topK, int metricCode) { + vs::SearchConfig cfg; + cfg.top_k = topK; + cfg.batch_size = 32; + cfg.nlist = 128; + cfg.nprobe = 128; + cfg.kmeans_sample = 3000; + cfg.kmeans_iters = 6; + vs::GpuEngine gpu(ds, cfg); + + std::vector gpuIds; + vs::FloatVec gpuScores; + vs::SearchStats st; + gpu.searchAll(vs::SearchMode::Exact, queries, nq, topK, &gpuIds, + &gpuScores, &st); + + std::vector cpuIds; + vs::FloatVec cpuScores; + vs::cpuExactSearch(ds, nq, queries, topK, &cpuIds, &cpuScores); + + int bad = 0; + for (i64 qi = 0; qi < nq; ++qi) + for (int k = 0; k < topK; ++k) { + const size_t off = static_cast(qi) * topK + k; + const bool idOk = gpuIds[off] == cpuIds[off]; + // 分数按相对误差比较：id 必须逐位一致，分数允许浮点级偏差。 + const bool scoreOk = + std::fabs(static_cast(gpuScores[off] - cpuScores[off])) < + 1e-4 * + std::max(1.0, std::fabs(static_cast(cpuScores[off]))); + if (!idOk || !scoreOk) { + ++bad; + std::fprintf(stderr, "mismatch q=%lld k=%d gpu=(%d,%.7g) cpu=(%d,%.7g)\n", + static_cast(qi), k, gpuIds[off], + static_cast(gpuScores[off]), cpuIds[off], + static_cast(cpuScores[off])); + } + } + + auto stats = gpu.buildIndex(vs::SearchMode::IvfFlat); + std::vector ivfIds; + vs::FloatVec ivfScores; + vs::SearchStats ivfSt; + gpu.searchAll(vs::SearchMode::IvfFlat, queries, nq, topK, &ivfIds, + &ivfScores, &ivfSt); + int matched = 0; + for (i64 qi = 0; qi < nq; ++qi) + for (int k = 0; k < topK; ++k) + if (gpuIds[static_cast(qi) * topK + k] == + ivfIds[static_cast(qi) * topK + k]) + ++matched; + std::printf("exact cpu/gpu mismatches: %d\n", bad); + std::printf("ivf_flat recall@%d: %.4f (build %.1f ms)\n", topK, + static_cast(matched) / + std::max(1.0, static_cast(nq) * topK), + stats.buildMs); + (void)metricCode; + return bad == 0 ? 0 : 1; +} + +} // namespace + +int main(int argc, char** argv) { + try { + const CliArgs a = parseCli(argc, argv); + std::vector cfgs = configFromArgs(a); + const std::string cmd = a.command; + + // `validate`：完全离线自检，不读取任何数据文件（见 validateCommand）。 + if (cmd == "validate") { + // Deterministic in-memory dataset; no files required. + constexpr i64 kN = 5000; + constexpr int kDim = 64; + constexpr i64 kNq = 128; + const int topK = 10; + vs::FloatVec data(static_cast(kN) * kDim); + unsigned seed = 12345u; + auto rnd = [&]() { + seed = seed * 1664525u + 1013904223u; + return static_cast((seed >> 8) & 0xffffff) / + static_cast(0x1000000); + }; + for (auto& v : data) v = rnd(); + vs::FloatVec queries(static_cast(kNq) * kDim); + for (auto& v : queries) v = rnd(); + vs::Dataset ds; + ds.n = kN; + ds.dim = kDim; + ds.metric = vs::Metric::L2; + ds.data = std::move(data); + return validateCommand(ds, kNq, queries.data(), topK, 0); + } + + vs::Dataset ds = loadDataset(a); + vs::Dataset qs = loadQueries(a); + if (ds.metric == vs::Metric::Cosine) + vs::cosineNormalize(&qs); + if (qs.dim != ds.dim) + throwRuntime("query/database dimension mismatch"); + if (qs.n <= 0) throwRuntime("empty query set"); + + vs::SearchConfig cfg = cfgs.front(); + const auto mode = vs::parseSearchMode(cfg.search_mode); + const std::string indexPath = opt(a, "index", cfg.index_path); + const int topK = std::min(cfg.top_k, static_cast(ds.n)); + + // `build`：只构建并保存近似索引，不做查询。 + if (cmd == "build") { + if (mode == vs::SearchMode::Exact) + throwRuntime("'build' requires an approximate search mode"); + vs::GpuEngine engine(ds, cfg); + const vs::IndexBuildStats stats = engine.buildIndex(mode); + if (indexPath.empty()) throwRuntime("'build' requires --index=..."); + engine.saveIndex(indexPath); + std::printf("index built: mode=%s nlist=%d build_ms=%.1f train_ms=%.1f " + "assign_ms=%.1f device_bytes=%zu\n", + vs::modeName(mode), cfg.nlist, stats.buildMs, stats.trainMs, + stats.assignMs, stats.deviceBytes); + return 0; + } + + // `search` / `bench`：先算 GPU exact 作为基准（和 recall 的 gold）。 + // bench 额外跑 CPU 单线程精确检索以获得加速比，并输出性能/质量日志。 + if (cmd == "search" || cmd == "bench") { + const i64 nq = qs.n; + vs::GpuEngine engine(ds, cfg); + + // Reference baseline: GPU exact (used for recall) + CPU exact on a + // bounded subset when --bench / bench command. + std::vector exactIds; + vs::FloatVec exactScores; + vs::SearchStats exactStats; + engine.searchAll(vs::SearchMode::Exact, qs.data.data(), nq, topK, + &exactIds, &exactScores, &exactStats); + + i64 refNq = std::min(nq, std::max(1, cfg.ref_query_limit)); + double cpuMs = 0.0; + std::vector cpuIds; + vs::FloatVec cpuScores; + vs::SearchStats exactRefStats; + if (cmd == "bench") { + // CPU 参考只跑前 ref_query_limit 个 query（默认 200），控制耗时； + // GPU exact 用同一子集重测，保证加速比口径一致。 + cpuMs = vs::cpuExactSearch(ds, refNq, qs.data.data(), topK, &cpuIds, + &cpuScores); + if (refNq < nq) + engine.searchAll(vs::SearchMode::Exact, qs.data.data(), refNq, topK, + &cpuIds, &cpuScores, &exactRefStats); + else + exactRefStats = exactStats; + std::printf("cpu exact reference: nq=%lld ms=%.1f\n", + static_cast(refNq), cpuMs); + } + + if (cmd == "search") { + std::vector ids; + vs::FloatVec scores; + vs::SearchStats stats; + if (mode != vs::SearchMode::Exact) { + // 优先复用已保存的索引；缺失或强制重建时才重新 buildIndex。 + if (cfg.force_rebuild || indexPath.empty() || !std::ifstream(indexPath).good()) { + const auto bs = engine.buildIndex(mode); + std::printf("index built: build_ms=%.1f device_bytes=%zu\n", + bs.buildMs, bs.deviceBytes); + if (!indexPath.empty()) engine.saveIndex(indexPath); + } else { + engine.loadIndex(indexPath); + } + } + engine.searchAll(mode, qs.data.data(), nq, topK, &ids, &scores, + &stats); + const auto res = toResult(nq, topK, ds.metric, vs::modeName(mode), ids, + scores); + if (!cfg.result_path.empty()) vs::writeResultText(cfg.result_path, res); + const auto perf = makePerf(vs::modeName(mode), nq, ds.n, ds.dim, topK, + stats, cpuMs); + if (!cfg.perf_log_path.empty()) { + std::vector rows{perf}; + vs::writePerfLog(cfg.perf_log_path, rows); + } + if (!cfg.quality_log_path.empty()) { + // exact result comparison (search command can also emit exact mode) + const auto gold = toResult(nq, topK, ds.metric, "exact", exactIds, + exactScores); + double avgErr = 0.0; + int mismatch = 0; + qualityError(res, gold, &avgErr, &mismatch); + vs::writeQualityLog(cfg.quality_log_path, nq, topK, ds.metric, res, + gold, avgErr, mismatch); + } + return 0; + } + + // bench: approximate quality + cross-backend speedup log. + // gold 始终是 GPU exact 结果，近似检索的 recall/误差都以它为参照。 + const auto gold = toResult(nq, topK, ds.metric, "exact", exactIds, + exactScores); + std::vector perfRows; + const auto& gpuExactForCompare = + cmd == "bench" ? exactRefStats : exactStats; + perfRows.push_back(makePerf("exact_gpu", + cmd == "bench" ? refNq : nq, ds.n, ds.dim, + topK, gpuExactForCompare, cpuMs)); + if (mode != vs::SearchMode::Exact) { + if (cfg.force_rebuild || indexPath.empty() || !std::ifstream(indexPath).good()) { + const auto bs = engine.buildIndex(mode); + if (!indexPath.empty()) engine.saveIndex(indexPath); + std::printf("index built: mode=%s build_ms=%.1f\n", + vs::modeName(mode), bs.buildMs); + } else { + engine.loadIndex(indexPath); + } + std::vector ids; + vs::FloatVec scores; + vs::SearchStats stats; + engine.searchAll(mode, qs.data.data(), nq, topK, &ids, &scores, + &stats); + const auto pred = + toResult(nq, topK, ds.metric, vs::modeName(mode), ids, scores); + if (!cfg.result_path.empty()) vs::writeResultText(cfg.result_path, pred); + perfRows.push_back(makePerf(vs::modeName(mode), nq, ds.n, ds.dim, topK, + stats, cpuMs)); + if (!cfg.quality_log_path.empty()) { + double avgErr = 0.0; + int mismatch = 0; + qualityError(pred, gold, &avgErr, &mismatch); + vs::writeQualityLog(cfg.quality_log_path, nq, topK, ds.metric, pred, + gold, avgErr, mismatch); + } + } else { + if (!cfg.quality_log_path.empty()) + vs::writeQualityLog(cfg.quality_log_path, nq, topK, ds.metric, gold, + gold, 0.0, 0); + } + if (!cfg.perf_log_path.empty()) + vs::writePerfLog(cfg.perf_log_path, perfRows); + std::printf("bench done: mode=%s nq=%lld qps=%.1f\n", + vs::modeName(mode), static_cast(nq), + perfRows.back().qps); + return 0; + } + + throwRuntime("unknown command: " + cmd); + } catch (const std::exception& e) { + std::fprintf(stderr, "vsearch: %s\n", e.what()); + return 1; + } +} diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/src/metric.cpp" "b/09_vector_retrieval/\345\274\240\347\243\212/src/metric.cpp" new file mode 100644 index 00000000..b7c3c2d7 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/src/metric.cpp" @@ -0,0 +1,50 @@ +#include "vsearch/metric.hpp" + +#include +#include + +namespace vs { + +// 解析度量字符串（大小写不敏感）：l2 / inner_product(ip) / cosine / none。 +// none 只允许出现在查询文件里（查询向量本身不带度量语义）。 +Metric parseMetric(const std::string& s) { + std::string t = s; + std::transform(t.begin(), t.end(), t.begin(), + [](unsigned char c) { return static_cast(::tolower(c)); }); + if (t == "l2") return Metric::L2; + if (t == "inner_product" || t == "ip") return Metric::InnerProduct; + if (t == "cosine") return Metric::Cosine; + if (t == "none") return Metric::None; + throwRuntime("unknown metric '" + s + "'"); +} + +// 解析数据类型字符串：fp32(float) / fp16(half)。 +DataType parseDataType(const std::string& s) { + std::string t = s; + std::transform(t.begin(), t.end(), t.begin(), + [](unsigned char c) { return static_cast(::tolower(c)); }); + if (t == "fp32" || t == "float") return DataType::Fp32; + if (t == "fp16" || t == "half") return DataType::Fp16; + throwRuntime("unknown dtype '" + s + "'"); +} + +// 解析检索模式字符串：exact / ivf_flat / ivf_pq。 +SearchMode parseSearchMode(const std::string& s) { + std::string t = s; + std::transform(t.begin(), t.end(), t.begin(), + [](unsigned char c) { return static_cast(::tolower(c)); }); + if (t == "exact") return SearchMode::Exact; + if (t == "ivf_flat") return SearchMode::IvfFlat; + if (t == "ivf_pq") return SearchMode::IvfPq; + throwRuntime("unknown search_mode '" + s + "'"); +} + +// 索引类型只允许 ivf_flat / ivf_pq（exact 无需索引）。 +IndexKind parseIndexKind(const std::string& s) { + SearchMode m = parseSearchMode(s); + if (m == SearchMode::IvfFlat) return IndexKind::IvfFlat; + if (m == SearchMode::IvfPq) return IndexKind::IvfPq; + throwRuntime("index kind must be ivf_flat or ivf_pq"); +} + +} // namespace vs diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/src/result_io.cpp" "b/09_vector_retrieval/\345\274\240\347\243\212/src/result_io.cpp" new file mode 100644 index 00000000..fda67231 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/src/result_io.cpp" @@ -0,0 +1,114 @@ +#include "vsearch/result_io.hpp" + +#include +#include +#include +#include + +namespace vs { +namespace { + +// 线性插值分位数（用于性能日志的 P50/P99）。 +double percentile(std::vector v, double p) { + if (v.empty()) return 0.0; + std::sort(v.begin(), v.end()); + const double idx = p * static_cast(v.size() - 1); + const std::size_t lo = static_cast(idx); + const std::size_t hi = std::min(lo + 1, v.size() - 1); + const double frac = idx - static_cast(lo); + return v[lo] + (v[hi] - v[lo]) * frac; +} + +// 把字节数格式化为 GB 字符串，写入性能日志的 gpu_used 列。 +std::string gpuBytes(std::size_t b) { + char buf[64]; + std::snprintf(buf, sizeof(buf), "%.2f", static_cast(b) / (1024.0 * 1024.0 * 1024.0)); + return std::string(buf) + " GB"; +} + +} // namespace + +// 输出检索结果文件：每个 query 一行，交替给出 Top-K 的 id 与分数。 +// 分数对 L2 为欧氏距离、inner product 为点积、cosine 为 1-cosine。 +void writeResultText(const std::string& path, const SearchResult& r) { + FILE* f = std::fopen(path.c_str(), "w"); + if (!f) throwRuntime("cannot open result file " + path); + std::fprintf(f, "# vector search result\n"); + std::fprintf(f, "# mode=%s metric=%s num_queries=%lld top_k=%d\n", + r.mode.c_str(), metricName(r.metric), + static_cast(r.nq), r.topK); + for (i64 qi = 0; qi < r.nq; ++qi) { + std::fprintf(f, "Q %lld:", static_cast(qi)); + for (int k = 0; k < r.topK; ++k) { + const std::size_t idx = static_cast(qi) * r.topK + k; + std::fprintf(f, " %d %.8g", r.ids[idx], r.scores[idx]); + } + std::fprintf(f, "\n"); + } + std::fclose(f); +} + +// 输出性能日志：每条记录一行，含 build/search 耗时、QPS、P50/P99、 +// 显存占用、CPU 参考耗时与相对加速比。 +void writePerfLog(const std::string& path, const std::vector& rows) { + FILE* f = std::fopen(path.c_str(), "w"); + if (!f) throwRuntime("cannot open perf log " + path); + std::fprintf(f, "# performance log (vsearch)\n"); + std::fprintf(f, + "%-10s %6s %9s %6s %6s %12s %12s %12s %10s %10s %10s %14s %12s %14s\n", + "mode", "nq", "n", "dim", "topk", "build_ms", "search_ms", + "qps", "p50_ms", "p99_ms", "mean_batch_ms", "gpu_used", + "cpu_ms", "speedup"); + for (const auto& r : rows) { + std::fprintf(f, + "%-10s %6lld %9lld %6d %6d %12.3f %12.3f %12.1f %10.4f %10.4f " + "%10.4f %14s %12.3f %14.1f\n", + r.mode.c_str(), static_cast(r.nq), + static_cast(r.n), r.dim, r.topK, r.buildMs, + r.searchMs, r.qps, r.p50Ms, r.p99Ms, r.meanBatchMs, + gpuBytes(r.gpuUsedBytes).c_str(), r.cpuExactMs, + r.speedupVsCpu); + } + std::fclose(f); +} + +// 输出质量日志：以 GPU exact 为 gold 计算 recall@K、平均相对分数误差与 +// 逐 rank 不一致数。pred 与 gold 的 id 逐位相同时才计入 recall。 +void writeQualityLog(const std::string& path, i64 nq, int topK, Metric metric, + const SearchResult& pred, const SearchResult& gold, + double avgDistanceError, int mismatchedRankCount) { + FILE* f = std::fopen(path.c_str(), "w"); + if (!f) throwRuntime("cannot open quality log " + path); + const std::size_t per = static_cast(topK); + i64 matched = 0; + i64 totalPairs = static_cast(nq) * topK; + double sumAbsRel = 0.0; + for (i64 qi = 0; qi < nq; ++qi) { + const i32* pa = pred.ids.data() + qi * per; + const i32* ga = gold.ids.data() + qi * per; + const float* ps = pred.scores.data() + qi * per; + const float* gs = gold.scores.data() + qi * per; + for (int k = 0; k < topK; ++k) { + if (pa[k] == ga[k]) { + ++matched; + const double base = + std::max(std::fabs(static_cast(gs[k])), 1e-9); + sumAbsRel += std::fabs(static_cast(ps[k] - gs[k])) / base; + } + } + } + const double recall = totalPairs ? static_cast(matched) / totalPairs : 0.0; + std::fprintf(f, "# quality log (vsearch)\n"); + std::fprintf(f, "num_queries=%lld top_k=%d metric=%s\n", + static_cast(nq), topK, metricName(metric)); + std::fprintf(f, "mode=%s\n", pred.mode.c_str()); + std::fprintf(f, "recall_at_k=%.6f\n", recall); + std::fprintf(f, "id_match_ratio=%.6f\n", recall); + std::fprintf(f, "avg_relative_score_error=%.8g\n", + matched ? sumAbsRel / matched : 0.0); + std::fprintf(f, "avg_distance_error=%.8g\n", avgDistanceError); + std::fprintf(f, "mismatched_rank_count=%d\n", mismatchedRankCount); + std::fclose(f); +} + +} // namespace vs diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/tests/test_gpu.cu" "b/09_vector_retrieval/\345\274\240\347\243\212/tests/test_gpu.cu" new file mode 100644 index 00000000..518e209b --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/tests/test_gpu.cu" @@ -0,0 +1,176 @@ +#include "vsearch/binary_io.hpp" +#include "vsearch/common.hpp" +#include "vsearch/cpu_reference.hpp" +#include "vsearch/engine.hpp" + +#include +#include +#include +#include +#include + +namespace { + +// 断言计数器：任何一项失败都会让进程返回非零，便于 CI / 脚本判断。 +int failures = 0; + +// CoreX (Iluvatar) devices emulate FP64 with reduced mantissa width, so the +// device scoring path intentionally accumulates in float. Both orders and IDs +// must still match the CPU oracle; the value tolerance is relaxed to float +// precision (~1e-3) instead of the strict 1e-4 used on NVIDIA. +#ifdef VSEARCH_COREX +constexpr double kScoreTol = 2e-3; +#else +constexpr double kScoreTol = 1e-4; +#endif + +// 分平台的距离容差：NVIDIA 上 GPU 与 CPU 都用 double 累计，可收紧到 1e-4； +// CoreX 的 device double 精度不足、打分路径改用 float，故放宽到 2e-3。 +// 无论哪种平台，id 都必须与 CPU reference 逐位一致。 +void check(bool ok, const char* what) { + std::printf("%s %s\n", ok ? "PASS" : "FAIL", what); + if (!ok) ++failures; +} + +} // namespace + +// GPU 集成测试：在分簇合成数据上验证 +// 1) exact 的 id/分数与 CPU 参考一致； +// 2) IVF-Flat 相对 exact 的 recall 达标； +// 3) IVF-Flat 索引保存->加载后结果可复现（round-trip）； +// 4) IVF-PQ 返回合法向量 id。 +// 这是发布前在两个平台上都必须通过的核心正确性回归。 +int main() { + using namespace vs; + try { + constexpr i64 n = 20000; + constexpr int dim = 64; + constexpr i64 nq = 128; + constexpr int topK = 20; + + FloatVec data(static_cast(n) * dim); + FloatVec queries(static_cast(nq) * dim); + unsigned s = 20260701u; + auto next = [&]() { + s = s * 1664525u + 1013904223u; + return static_cast((s >> 8) & 0xffffff) / + static_cast(0x1000000); + }; + // 100 well separated clusters make IVF recall reproducible. + const int nCluster = 100; + std::vector ctr(nCluster * dim); + for (auto& v : ctr) v = next() * 100.f - 50.f; + for (i64 i = 0; i < n; ++i) { + const int c = static_cast(i % nCluster); + float* row = data.data() + i * dim; + for (int j = 0; j < dim; ++j) + row[j] = ctr[static_cast(c) * dim + j] + (next() - 0.5f) * 2.f; + } + for (i64 i = 0; i < nq; ++i) { + const i64 base = (i * 37) % n; + float* row = queries.data() + i * dim; + for (int j = 0; j < dim; ++j) + row[j] = data[static_cast(base) * dim + j] + (next() - 0.5f) * 0.1f; + } + + Dataset ds; + ds.n = n; + ds.dim = dim; + ds.metric = Metric::L2; + ds.data = std::move(data); + + std::vector cpuIds; + FloatVec cpuScores; + cpuExactSearch(ds, nq, queries.data(), topK, &cpuIds, &cpuScores); + + SearchConfig cfg; + cfg.top_k = topK; + cfg.batch_size = 32; + cfg.nlist = 256; + cfg.nprobe = 8; + cfg.kmeans_sample = 4096; + cfg.kmeans_iters = 6; + GpuEngine gpu(ds, cfg); + + std::vector exactIds; + FloatVec exactScores; + SearchStats st; + gpu.searchAll(SearchMode::Exact, queries.data(), nq, topK, &exactIds, + &exactScores, &st); + bool exactOk = true; + int printed = 0; + for (size_t i = 0; i < exactIds.size(); ++i) { + if (exactIds[i] != cpuIds[i] || + std::fabs(static_cast(exactScores[i] - cpuScores[i])) > + kScoreTol) { + exactOk = false; + if (printed < 8) { + const i64 qi = static_cast(i / topK); + const int k = static_cast(i % topK); + std::printf("mismatch q=%lld k=%d gpu=(%d,%.7g) cpu=(%d,%.7g)\n", + static_cast(qi), k, exactIds[i], + static_cast(exactScores[i]), cpuIds[i], + static_cast(cpuScores[i])); + ++printed; + } + } + } + check(exactOk, "GPU exact matches CPU reference"); + + const IndexBuildStats bs = gpu.buildIndex(SearchMode::IvfFlat); + std::vector ivfIds; + FloatVec ivfScores; + SearchStats ivfSt; + gpu.searchAll(SearchMode::IvfFlat, queries.data(), nq, topK, &ivfIds, + &ivfScores, &ivfSt); + int matched = 0; + for (i64 qi = 0; qi < nq; ++qi) + for (int k = 0; k < topK; ++k) + if (exactIds[static_cast(qi) * topK + k] == + ivfIds[static_cast(qi) * topK + k]) + ++matched; + const double recall = static_cast(matched) / + static_cast(nq * topK); + std::printf("ivf_flat build_ms=%.1f recall=%.4f\n", bs.buildMs, recall); + check(recall > 0.95, "IVF-Flat recall on clustered synthetic data"); + + // Index save/load round trip must reproduce results exactly. + const std::string indexPath = "test_index_tmp.idx"; + gpu.saveIndex(indexPath); + GpuEngine loaded(ds, cfg); + loaded.loadIndex(indexPath); + std::vector reloadIds; + FloatVec reloadScores; + SearchStats rst; + loaded.searchAll(SearchMode::IvfFlat, queries.data(), nq, topK, + &reloadIds, &reloadScores, &rst); + check(reloadIds == ivfIds, "loaded IVF-Flat index reproduces search"); + std::printf("mem before pq build: free=%llu\n", + static_cast(gpu.deviceFreeBytes())); + + cfg.nprobe = 256; // probe all lists => IVF-PQ itself must be self-consistent + cfg.pq_m = 16; + std::printf("building IVF-PQ...\n"); + GpuEngine pqGpu(ds, cfg); + const IndexBuildStats pbs = pqGpu.buildIndex(SearchMode::IvfPq); + std::printf("pq built build_ms=%.1f\n", pbs.buildMs); + std::vector pqIds; + FloatVec pqScores; + SearchStats pqSt; + pqGpu.searchAll(SearchMode::IvfPq, queries.data(), nq, topK, &pqIds, + &pqScores, &pqSt); + std::printf("ivf_pq build_ms=%.1f encode_ms=%.1f first_result=(%d,%.4f)\n", + pbs.buildMs, pbs.pqEncodeMs, pqIds.empty() ? -1 : pqIds[0], + pqScores.empty() ? 0.f : pqScores[0]); + bool finiteOk = pqIds.size() == static_cast(nq) * topK; + for (int v : pqIds) + if (v < 0 || v >= n) finiteOk = false; + check(finiteOk, "IVF-PQ returns valid vector ids"); + } catch (const std::exception& e) { + std::fprintf(stderr, "GPU test exception: %s\n", e.what()); + return 2; + } + std::printf("%s\n", failures == 0 ? "ALL GPU TESTS PASSED" + : "GPU TESTS FAILED"); + return failures == 0 ? 0 : 1; +} diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/tests/test_host.cpp" "b/09_vector_retrieval/\345\274\240\347\243\212/tests/test_host.cpp" new file mode 100644 index 00000000..ae6d26ba --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/tests/test_host.cpp" @@ -0,0 +1,98 @@ +#include "vsearch/binary_io.hpp" +#include "vsearch/config.hpp" +#include "vsearch/cpu_reference.hpp" +#include "vsearch/metric.hpp" + +#include +#include +#include +#include + +namespace { + +// 极简断言计数器：打印 PASS/FAIL 并累计失败数，main 返回非零表示有失败。 +int failures = 0; + +void check(bool ok, const char* what) { + std::printf("%s %s\n", ok ? "PASS" : "FAIL", what); + if (!ok) ++failures; +} + +} // namespace + +// 主机侧单元测试：覆盖 +// 1) fp32 向量文件写入/读回一致； +// 2) fp16 round-trip 在容差内； +// 3) 参数文件解析； +// 4) CPU 参考的确定性 tie-break 与 L2 距离语义。 +// 这些测试不依赖 GPU，可在任何平台先验证主机侧逻辑。 +int main() { + using namespace vs; + const std::string base = ""; + const i64 n = 300; + const int dim = 8; + FloatVec data(static_cast(n) * dim); + unsigned s = 77u; + for (auto& v : data) { + s = s * 1664525u + 1013904223u; + v = static_cast((s >> 8) % 20000) / 1000.f - 10.f; + } + + const std::string fp32Path = base + "test_fp32.bin"; + writeVectorFile(fp32Path, n, dim, DataType::Fp32, Metric::L2, data); + Dataset back; + readVectorFile(fp32Path, &back); + bool ioOk = back.n == n && back.dim == dim && back.metric == Metric::L2; + if (ioOk) { + for (size_t i = 0; i < data.size(); ++i) + if (back.data[i] != data[i]) { + ioOk = false; + break; + } + } + check(ioOk, "fp32 file round-trip"); + + const std::string fp16Path = base + "test_fp16.bin"; + writeVectorFile(fp16Path, n, dim, DataType::Fp16, Metric::InnerProduct, data); + Dataset back16; + readVectorFile(fp16Path, &back16); + double maxErr = 0.0; + for (size_t i = 0; i < data.size(); ++i) + maxErr = std::max( + maxErr, std::fabs(static_cast(back16.data[i]) - data[i])); + check(maxErr < 1e-2 && back16.dtype == DataType::Fp16, + "fp16 round-trip within tolerance"); + + const std::string cfgText = + "top_k = 50\n" + "search_mode = \"ivf_pq\"\n" + "batch_size = 128\n" + "nlist = 2048\n" + "nprobe = 32\n" + "pq_m = 8\n"; + const SearchConfig c = parseParamString(cfgText); + check(c.top_k == 50 && c.search_mode == "ivf_pq" && c.nlist == 2048 && + c.nprobe == 32 && c.pq_m == 8, + "parameter parser"); + + // CPU top-K tie behavior: duplicated vectors resolve by id ascending. + Dataset dup; + dup.n = 4; + dup.dim = 2; + dup.metric = Metric::L2; + const float rows[] = {1, 2, 1, 2, 5, 5, 1, 2}; + dup.data.assign(rows, rows + 8); + const float q[] = {1, 2}; + std::vector ids; + FloatVec scores; + cpuExactSearch(dup, 1, q, 3, &ids, &scores); + check(ids.size() == 3 && ids[0] == 0 && ids[1] == 1 && ids[2] == 3, + "CPU reference deterministic tie ordering"); + check(std::fabs(scores[0] - 0.f) < 1e-6 && + std::fabs(scores[2] - 0.f) < 1e-6, + "CPU reference L2 distances"); + + std::printf("%s\n", failures == 0 ? "ALL HOST TESTS PASSED" + : "HOST TESTS FAILED"); + return failures == 0 ? 0 : 1; +} diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/tools/probe/README.md" "b/09_vector_retrieval/\345\274\240\347\243\212/tools/probe/README.md" new file mode 100644 index 00000000..c15fd0f2 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/tools/probe/README.md" @@ -0,0 +1,44 @@ +# 设备能力探测（device_probe） + +`device_probe.cu` 是报告 3.3 节与 7.2 节中“平台差异”结论的最小复现用例，检查两项 +直接影响向量检索正确性的设备能力： + +1. `atomicAdd` 是否真正生效（32 位与 64 位）——倒排表的计数与写入游标依赖它； +2. device 端 `double` / `float` 长求和精度——距离累计的累加类型依赖它。 + +## 编译与运行 + +```bash +# NVIDIA +nvcc device_probe.cu -o probe -lcublas && ./probe + +# 天数智芯 CoreX +/usr/local/corex/bin/clang++ -x ivcore --cuda-path=/usr/local/corex \ + -I/usr/local/corex/include device_probe.cu \ + -L/usr/local/corex/lib64 -lcudart -lcublas -o probe +LD_LIBRARY_PATH=/usr/local/corex/lib64:/usr/local/corex/lib ./probe + +# 沐曦 MetaX +/opt/maca/tools/cu-bridge/bin/cucc device_probe.cu \ + -I/opt/maca/tools/cu-bridge/include -I/opt/maca/include \ + -L/opt/maca/lib -lmcblas -o probe +LD_LIBRARY_PATH=/opt/maca/lib:/opt/maca/tools/cu-bridge/lib:/opt/maca/lib64 ./probe + +# 摩尔线程 MUSA（注意：探测程序用的是 CUDA 名称，MUSA 下需把 cuda*/cublas* +# 替换为 musa*/mublas*，或直接复用 engine.cu 中的名称映射） +/usr/local/musa/bin/mcc -x musa --musa-path=/usr/local/musa device_probe_musa.mu \ + -I/usr/local/musa/include -L/usr/local/musa/lib -lmusart -lmublas -o probe +LD_LIBRARY_PATH=/usr/local/musa/lib:/usr/local/musa/lib64 ./probe +``` + +## 本实验观察到的结果 + +| 探测项 | NVIDIA / 沐曦 / 摩尔线程 | 天数智芯 CoreX | +| --- | --- | --- | +| `atomicAdd(unsigned int*)` | OK | OK | +| `atomicAdd(unsigned long long*)` | OK（读到 256） | 调用不报错，但读到 0 | +| device `double` 长求和（128 维） | 与 CPU 参考一致 | 偏差约 1e-4 相对量级 | +| device `float` 长求和 | 与 CPU 参考差约 1e-5 | 与 CPU 参考一致 | + +据此，程序在 CoreX 构建下把倒排表计数/游标改为 32 位原子操作、把距离累计改为 +float；NVIDIA、沐曦与摩尔线程的构建保持 64 位原子与 double 累计。详见报告 7.2 节。 diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/tools/probe/device_probe.cu" "b/09_vector_retrieval/\345\274\240\347\243\212/tools/probe/device_probe.cu" new file mode 100644 index 00000000..f7229a4f --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/tools/probe/device_probe.cu" @@ -0,0 +1,93 @@ +// 设备能力探测程序：报告 §3.3 / §7.2 中平台差异结论的最小复现用例。 +// +// 检查两项会直接影响向量检索正确性的设备能力： +// 1) 32 位与 64 位 atomicAdd 是否真正生效（倒排表计数/游标依赖）； +// 2) device 端 double 与 float 的长求和精度（距离累计依赖）。 +// +// 编译（按平台选择其一）： +// NVIDIA : nvcc device_probe.cu -o probe -lcublas +// 天数智芯: /usr/local/corex/bin/clang++ -x ivcore --cuda-path=/usr/local/corex \ +// -I/usr/local/corex/include device_probe.cu \ +// -L/usr/local/corex/lib64 -lcudart -lcublas -o probe +// 沐曦 : /opt/maca/tools/cu-bridge/bin/cucc device_probe.cu \ +// -I/opt/maca/tools/cu-bridge/include -I/opt/maca/include \ +// -L/opt/maca/lib -lmcblas -o probe +// +// 运行前需按平台设置运行时库路径，例如沐曦： +// export LD_LIBRARY_PATH=/opt/maca/lib:/opt/maca/tools/cu-bridge/lib:/opt/maca/lib64 + +#include + +#include +#include + +__global__ void atomic32Kernel(unsigned int* out) { atomicAdd(out, 1u); } + +__global__ void atomic64Kernel(unsigned long long* out) { + atomicAdd(out, 1ull); +} + +__global__ void sumKernel(const float* q, int dim, double* outD, float* outF) { + double accd = 0.0; + float accf = 0.0f; + for (int d = 0; d < dim; ++d) { + accd += static_cast(q[d]); + accf += q[d]; + } + outD[0] = accd; + outF[0] = accf; +} + +int main() { + const int threads = 256; + const int dim = 128; + + unsigned int* d32 = nullptr; + unsigned long long* d64 = nullptr; + cudaMalloc(&d32, sizeof(unsigned int)); + cudaMalloc(&d64, sizeof(unsigned long long)); + cudaMemset(d32, 0, sizeof(unsigned int)); + cudaMemset(d64, 0, sizeof(unsigned long long)); + + atomic32Kernel<<<1, threads>>>(d32); + atomic64Kernel<<<1, threads>>>(d64); + cudaError_t err = cudaDeviceSynchronize(); + + unsigned int h32 = 0; + unsigned long long h64 = 0; + cudaMemcpy(&h32, d32, sizeof(h32), cudaMemcpyDeviceToHost); + cudaMemcpy(&h64, d64, sizeof(h64), cudaMemcpyDeviceToHost); + printf("atomicAdd uint : %s (%u, expect %d)\n", + h32 == static_cast(threads) ? "OK" : "FAIL", h32, + threads); + printf("atomicAdd u64 : %s (%llu, expect %d)\n", + h64 == static_cast(threads) ? "OK" : "FAIL", h64, + threads); + printf("kernel error : %s\n", cudaGetErrorString(err)); + + float host[dim]; + for (int d = 0; d < dim; ++d) host[d] = (d % 13) * 0.07f + 0.2f; + float* dq = nullptr; + double* dOutD = nullptr; + float* dOutF = nullptr; + cudaMalloc(&dq, sizeof(host)); + cudaMalloc(&dOutD, sizeof(double)); + cudaMalloc(&dOutF, sizeof(float)); + cudaMemcpy(dq, host, sizeof(host), cudaMemcpyHostToDevice); + sumKernel<<<1, 1>>>(dq, dim, dOutD, dOutF); + cudaDeviceSynchronize(); + + double gpuDouble = 0.0; + float gpuFloat = 0.0f; + cudaMemcpy(&gpuDouble, dOutD, sizeof(gpuDouble), cudaMemcpyDeviceToHost); + cudaMemcpy(&gpuFloat, dOutF, sizeof(gpuFloat), cudaMemcpyDeviceToHost); + double cpuRef = 0.0; + for (int d = 0; d < dim; ++d) cpuRef += static_cast(host[d]); + + printf("double sum : gpu=%.9f cpu=%.9f err=%.3e\n", gpuDouble, cpuRef, + std::fabs(gpuDouble - cpuRef)); + printf("float sum : gpu=%.9f err=%.3e\n", + static_cast(gpuFloat), + std::fabs(static_cast(gpuFloat) - cpuRef)); + return 0; +} diff --git "a/09_vector_retrieval/\345\274\240\347\243\212/tools/probe/device_probe_musa.mu" "b/09_vector_retrieval/\345\274\240\347\243\212/tools/probe/device_probe_musa.mu" new file mode 100644 index 00000000..e30566a5 --- /dev/null +++ "b/09_vector_retrieval/\345\274\240\347\243\212/tools/probe/device_probe_musa.mu" @@ -0,0 +1,85 @@ +// 设备能力探测（MUSA 原生 API 版本），报告 §3.3 / §7.2 结论的最小复现用例。 +// +// 与 device_probe.cu 检查内容一致，但使用 MUSA 原生名称： +// 1) 32 位与 64 位 atomicAdd 是否生效； +// 2) device 端 double / float 长求和精度。 +// +// 编译与运行： +// /usr/local/musa/bin/mcc -x musa --musa-path=/usr/local/musa \ +// device_probe_musa.mu -I/usr/local/musa/include \ +// -L/usr/local/musa/lib -lmusart -lmublas -o probe_musa +// export LD_LIBRARY_PATH=/usr/local/musa/lib:/usr/local/musa/lib64 +// ./probe_musa + +#include + +#include +#include + +__global__ void atomic32Kernel(unsigned int* out) { atomicAdd(out, 1u); } + +__global__ void atomic64Kernel(unsigned long long* out) { + atomicAdd(out, 1ull); +} + +__global__ void sumKernel(const float* q, int dim, double* outD, float* outF) { + double accd = 0.0; + float accf = 0.0f; + for (int d = 0; d < dim; ++d) { + accd += static_cast(q[d]); + accf += q[d]; + } + outD[0] = accd; + outF[0] = accf; +} + +int main() { + const int threads = 256; + const int dim = 128; + + unsigned int* d32 = nullptr; + unsigned long long* d64 = nullptr; + musaMalloc(&d32, sizeof(unsigned int)); + musaMalloc(&d64, sizeof(unsigned long long)); + musaMemset(d32, 0, sizeof(unsigned int)); + musaMemset(d64, 0, sizeof(unsigned long long)); + atomic32Kernel<<<1, threads>>>(d32); + atomic64Kernel<<<1, threads>>>(d64); + musaError_t err = musaDeviceSynchronize(); + + unsigned int h32 = 0; + unsigned long long h64 = 0; + musaMemcpy(&h32, d32, sizeof(h32), musaMemcpyDeviceToHost); + musaMemcpy(&h64, d64, sizeof(h64), musaMemcpyDeviceToHost); + printf("atomicAdd uint : %s (%u, expect %d)\n", + h32 == (unsigned)threads ? "OK" : "FAIL", h32, threads); + printf("atomicAdd u64 : %s (%llu, expect %d)\n", + h64 == (unsigned long long)threads ? "OK" : "FAIL", h64, threads); + printf("kernel error : %s\n", musaGetErrorString(err)); + + float host[dim]; + for (int d = 0; d < dim; ++d) host[d] = (d % 13) * 0.07f + 0.2f; + float* dq = nullptr; + double* dOutD = nullptr; + float* dOutF = nullptr; + musaMalloc(&dq, sizeof(host)); + musaMalloc(&dOutD, sizeof(double)); + musaMalloc(&dOutF, sizeof(float)); + musaMemcpy(dq, host, sizeof(host), musaMemcpyHostToDevice); + sumKernel<<<1, 1>>>(dq, dim, dOutD, dOutF); + musaDeviceSynchronize(); + + double gpuDouble = 0.0; + float gpuFloat = 0.0f; + musaMemcpy(&gpuDouble, dOutD, sizeof(gpuDouble), musaMemcpyDeviceToHost); + musaMemcpy(&gpuFloat, dOutF, sizeof(gpuFloat), musaMemcpyDeviceToHost); + double cpuRef = 0.0; + for (int d = 0; d < dim; ++d) cpuRef += static_cast(host[d]); + + printf("double sum : gpu=%.9f cpu=%.9f err=%.3e\n", gpuDouble, cpuRef, + std::fabs(gpuDouble - cpuRef)); + printf("float sum : gpu=%.9f err=%.3e\n", + static_cast(gpuFloat), + std::fabs(static_cast(gpuFloat) - cpuRef)); + return 0; +}