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rm65-smolvla

RM65 + SmolVLA 推理/评测 代码与小资产(GitHub 瘦身包)。

大文件(权重、清洗训练数据、完整离线评测产物、VLM、RLT checkpoint)在 Hugging Face,命名与本仓对齐。

命名对照

角色 平台 名称
代码 + 配置 + 图表 GitHub **theblock1226/rm65-smolvla**(本仓)
四任务策略权重 HF Models FelishLeon/smolvla_rm65_stack_30ep_s1000 等
清洗数据集 HF Datasets FelishLeon/rm65_stacking_blocks / rm65_usb_insert / rm65_cleanup_the_desk / rm65_place_to_slot
离线评测大产物 HF Datasets FelishLeon/rm65-smolvla-offline-eval
额外离岗资产(VLM / RLT / fp16) HF Datasets FelishLeon/rm65-smolvla-extras

本地 ckpt 目录名 = HF model repo 名(去掉 FelishLeon/ 前缀),例如:

./smolvla_rm65_usb_100ep_s40000  ↔  FelishLeon/smolvla_rm65_usb_100ep_s40000

本仓每个 smolvla_rm65_* 只含 config.json / tokenizer / edge_patch 等元数据;不含 model.safetensors。

从 HF 拉齐大文件

# 权重(示例:USB)
hf download FelishLeon/smolvla_rm65_usb_100ep_s40000 --local-dir ./smolvla_rm65_usb_100ep_s40000

# 清洗数据
hf download FelishLeon/rm65_usb_insert --repo-type dataset --local-dir ./datasets/cleaned/rm65_usb_insert

# 离线评测大产物 + 额外资产
hf download FelishLeon/rm65-smolvla-offline-eval --repo-type dataset --local-dir ./outputs/diag/_from_hf_eval
hf download FelishLeon/rm65-smolvla-extras --repo-type dataset --local-dir ./_from_hf_extras

(国内直连不通时可设 HF_ENDPOINT=https://hf-mirror.com。)

本仓包含

  • lerobot/ sendrobot/ scripts/:Async server/client、RTC、DAgger、夹爪滞回、离线评测脚本
  • third_party/{lerobot_rtc,dagger_rm65,RL-Token-SmolVLA}
  • smolvla_rm65_*/:元数据 + edge_patch(无权重)
  • outputs/diag/:注意力图、四任务离线轨迹图、judge/dataset plots(无权重备份、无 live 大视频)
  • docs/INFER_ASSET_MANIFEST.md:完整离岗体积清单

换机最小跑通

见 docs/INFER_ASSET_MANIFEST.md。概要:装依赖 → 拉 HF 权重+VLM → ROS rm_driver → scripts/rm65_run_astra_eval.sh。

License

继承上游 LeRobot / 本仓既有许可证文件。

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