Robotics
PyTorch
Cosmos
xperience10m_task_baseline_suite
embodied-ai
multimodal
xperience-10m
baseline
evaluation
qwen3-omni
Instructions to use cy0307/ropedia-xperience-10m-task-baselines with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Cosmos
How to use cy0307/ropedia-xperience-10m-task-baselines with Cosmos:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
| # Xperience-10M Multi-Episode Data Access Status | |
| This file summarizes what is needed before the Qwen3-Omni pilot becomes a real | |
| held-out multi-episode experiment. | |
| ## Current State | |
| | Item | Status | | |
| | --- | --- | | |
| | Minimum pilot gate | 32 valid Xperience-10M episodes | | |
| | Current public local sample | 1 episode | | |
| | Full dataset access | Granted; metadata-only Hugging Face audit completed | | |
| | Current full-dataset metadata snapshot | 12,102 complete visible HF episodes across 802 complete sessions | | |
| | Current selected pilot | 128 source-balanced episodes, 96/16/16 train/val/test | | |
| | Current multi-episode data state | Selected 128-episode pilot package is verified for the exported subset: 3,808 windows across train/val/test, with 448 held-out test windows | | |
| | Current Qwen3-Omni artifacts | Verified diagnostic held-out pilot; JSON validity is 87.50%, below the 98% target | | |
| | Public raw-data redistribution | Not included | | |
| The selected 128-episode pilot is now a completed diagnostic pipeline result, | |
| not a strong model-quality result. It verifies the data export, LoRA training, | |
| validation monitoring, held-out evaluation, and public-safe packaging path. The | |
| next model-quality milestone is a structured-output improvement pass that raises | |
| strict-JSON validity and improves action/subtask metrics. | |
| ## Episode Requirement | |
| A valid training episode needs `annotation.hdf5` and at least | |
| `fisheye_cam0.mp4`. A complete omni-model episode preferably includes all six | |
| MP4 streams. `visualization.rrd` is a viewer artifact and is excluded from | |
| training downloads. | |
| Any future larger pilot should only be reported after: | |
| - at least 32 valid episodes are prepared, | |
| - train/test splits are separated by episode, | |
| - manifest files record missing views and feature coverage, | |
| - training finishes with metadata and progress logs, | |
| - evaluation runs on held-out test episodes, | |
| - predictions, metrics, confusion matrices, and a run report are committed. | |
| The current verified 128-episode diagnostic package satisfies the reporting | |
| path above for the exported subset and records skipped selected episodes in the | |
| dataset manifest. | |
| ## Discovery Snapshot | |
| | Source | Valid episodes available to the current public project state | | |
| | --- | ---: | | |
| | Local public sample | 1 | | |
| | ModelScope discovery | 0 | | |
| | Hugging Face gated metadata audit | 12,102 complete visible episodes | | |
| The Hugging Face count is a metadata-only availability result. It does not mean | |
| that the raw files have been downloaded, staged, or used for multi-episode | |
| training yet. | |
| ## Related Files | |
| - `results/omni_finetune/MULTI_EPISODE_ACCESS_STATUS.md` | |
| - `results/omni_finetune/FULL_DATASET_METADATA_AUDIT.md` | |
| - `results/omni_finetune/full_dataset_metadata_audit.json` | |
| - `results/omni_finetune/XPERIENCE10M_128_EPISODE_SELECTION.md` | |
| - `results/omni_finetune/XPERIENCE10M_128_DATA_PREPARATION_AND_FINETUNE_PLAN.md` | |
| - `docs/data/omni_finetune_verified_result.json` | |
| - `results/omni_finetune/verified_public/` | |
| - `results/omni_finetune/xperience10m_128_episode_selection.json` | |
| - `results/omni_finetune/xperience10m_128_episode_download_files.txt` | |
| - `results/omni_finetune/source_discovery.json` | |
| - `scripts/omni/discover_xperience10m_sources.py` | |
| - `scripts/omni/analyze_xperience10m_hf_metadata.py` | |
| - `scripts/omni/select_xperience10m_pilot_episodes.py` | |
| - `scripts/omni/relay_xperience10m_selection.py` | |
| - `scripts/omni/parallel_chunk_transfer.py` | |
| - `scripts/omni/audit_staged_xperience10m_content.py` | |
| - `scripts/omni/build_episode_manifest.py` | |