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modify readme and news - #49

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HappyDog060713 merged 4 commits into
mainfrom
vla_test
Sep 20, 2026
Merged

HappyDog060713 merged 4 commits into
mainfrom
vla_test

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@HappyDog060713

@HappyDog060713 HappyDog060713 commented Sep 20, 2026 •

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Description

Motivation

Type of Change

  • Bug fix (non-breaking change which fixes an issue)
  • New feature (non-breaking change which adds functionality)
  • Breaking change (fix or feature that would cause existing functionality to not work as expected)
  • Performance improvement
  • Code refactoring
  • Documentation update
  • Other (please describe):

Changes Made

Testing

  • Unit tests pass (pytest tests/)
  • Manual testing performed
  • Benchmarks added/updated (if applicable)

Test commands:

# Add the commands used to test your changes
pytest tests/

Checklist

  • Code follows the project's coding standards (ruff)
  • Pre-commit hooks pass (pre-commit run --all-files)
  • All tests pass (pytest tests/)
  • New tests added for new functionality
  • Documentation updated (README, CLAUDE.md, docstrings)
  • Commit messages are clear and descriptive
  • PR title follows the convention: [TYPE] Brief description

Related Issues

Fixes #

Additional Notes

GPU Architecture Support

  • SM80 (Ampere, Ada Lovelace)
  • SM90 (Hopper H100)
  • SM100+ (Blackwell)

Performance Impact

Remove the LingBot-specific RoboTwin MessagePack server, validator, dependency file, and dead action scheduler compatibility alias. Keep direct inference, native HTTP, generic VLA session WebSocket, and MuJoCo entrypoints as the supported integration paths. Update VLA documentation and the MuJoCo example to use the generic service defaults.

Verification: scripts/run_ci_tests.sh --skip-install (lint, format, import, CPU unit, and server tests); local MuJoCo smoke; focused LingBot VLA and VLA session tests.
Remove the unreferenced ActionChunkScheduler now that session admission and latest-wins handling are owned by the generic VLA WebSocket runtime. Keep the active VLA contracts, replica sessions, simulator execution path, and all LingBot VLA v2 inference modes unchanged. Update VLA documentation to describe the inference-only verification scope, MuJoCo boundary, and retained parity and performance validation.

Verification: 130 focused VLA, LingBot, service, replica, and validation tests passed; 237 non-LiveKit service tests passed; runtime import and compile checks passed; git diff --check passed. Full service collection remains blocked only by the optional av dependency, and model-core tests require the pinned Transformers 5.14.1 environment.
Document the general VLA session-serving abstraction and the LingBot-VLA v2 integration milestone in the English and Chinese homepage News sections.\n\nHighlight semantic observation/action contracts, extensible embodiment adapters, replica-affine sessions, WebSocket continuous-control serving, MuJoCo validation, structured HTTP, BF16 eager, CUDA Graph, and quantized inference support.\n\nVerification:\n- git diff --check
Link the LingBot-VLA v2 News entry to its detailed guide and document CUDA Graph and quantization profile performance comparisons.\n\nAdd H100 BF16 eager versus denoising Graph A/B measurements, quantization latency and VRAM tables, benchmark scope, and release-validation caveats. Keep quantized profiles clearly described as capacity and memory trade-offs where exact replay validation is incomplete.\n\nVerification:\n- git diff --check
@HappyDog060713
HappyDog060713 merged commit 711dfea into main Sep 20, 2026
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