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Load the pi0.5 policy at the size it runs at - #871

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Load the pi0.5 policy at the size it runs at#871
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vla-quantize

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@danwahl

@danwahl danwahl commented Aug 21, 2026

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The two vocabulary heads no action chunk reads are dropped, and a checkpoint is built in host memory so what reaches the GPU is what runs there. On the shipped Kinova checkpoint the server holds 8593 MiB where it held 10103.

An int8 knob in vla_serving.yaml holds the language backbone and the vision tower at eight bits, taking that to 5375 MiB for 0.14s per 50-step chunk against 0.13s, both inside the real-time budget at 10 fps. /health reports which of the two is running. What eight bits costs in success rate is unmeasured on this checkpoint.

The two vocabulary heads no action chunk reads are dropped, and a checkpoint is
built in host memory so what reaches the GPU is what runs there. On the shipped
Kinova checkpoint the server holds 8593 MiB where it held 10103.

An int8 knob in vla_serving.yaml holds the language backbone and the vision
tower at eight bits, taking that to 5375 MiB for 0.14s per 50-step chunk against
0.13s, both inside the real-time budget at 10 fps. /health reports which of the
two is running. What eight bits costs in success rate is unmeasured on this
checkpoint.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01JFNEZkKa2NN7LMWbzM37Nq
@danwahl danwahl self-assigned this Aug 21, 2026
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@danwahl
danwahl requested a review from griswaldbrooks August 21, 2026 04:44
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MoveIt Pro Example WS - Objectives Integration Test Report

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