modify readme and news - #49
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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
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Testing
pytest tests/)Test commands:
# Add the commands used to test your changes pytest tests/Checklist
ruff)pre-commit run --all-files)pytest tests/)[TYPE] Brief descriptionRelated Issues
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GPU Architecture Support
Performance Impact