Feature Extraction
Transformers
Safetensors
audio_embeddings
audio
custom_code
self-supervised-learning
audio-embeddings
best-rq-2
audioset
Instructions to use ltuncay/BEST-RQ-2.2-base-2M with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use ltuncay/BEST-RQ-2.2-base-2M with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("feature-extraction", model="ltuncay/BEST-RQ-2.2-base-2M", trust_remote_code=True)# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("ltuncay/BEST-RQ-2.2-base-2M", trust_remote_code=True, device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download evaluation_results.json from ltuncay/BEST-RQ-2.2-base-2M: direct link, hf CLI and curl.
- Browser
- Download file 7.36 kB
-
https://huggingface.co/ltuncay/BEST-RQ-2.2-base-2M/resolve/main/evaluation_results.json
- Command line
-
hf download hf://ltuncay/BEST-RQ-2.2-base-2M/evaluation_results.json
-
curl -L -o evaluation_results.json https://huggingface.co/ltuncay/BEST-RQ-2.2-base-2M/resolve/main/evaluation_results.json
7.36 kB
| { | |
| "model": "ltuncay/BEST-RQ-2.2-base-2M", | |
| "training_run": "https://wandb.ai/tuncay-ludovic/audio%20embeddings/runs/sq96rg53", | |
| "training_steps": 2000000, | |
| "checkpoint_sha256": "a0dbb85c931c5576445aec6c4f8afe4a02f071b21237a1440372398c7ffcb51d", | |
| "xares": [ | |
| { | |
| "run_id": "cw0rrt7o", | |
| "url": "https://wandb.ai/tuncay-ludovic/X-ARES/runs/cw0rrt7o", | |
| "extraction": "original evaluation", | |
| "score_definition": "Combined: equal-weight average of LinearProbing and kNN aggregates; missing tasks excluded separately per method.", | |
| "scores": { | |
| "speech": 0.5862191134171868, | |
| "music": 0.6573524663823312, | |
| "environment": 0.6179871805579857, | |
| "global": 0.587723631056599, | |
| "mean_of_means": 0.6205195867858346 | |
| }, | |
| "summary": { | |
| "Speech": { | |
| "LinearProbing": 0.7636170055788533, | |
| "kNN": 0.4088212212555204, | |
| "Combined": 0.5862191134171868 | |
| }, | |
| "Environment": { | |
| "LinearProbing": 0.5684945892123604, | |
| "kNN": 0.667479771903611, | |
| "Combined": 0.6179871805579857 | |
| }, | |
| "Music": { | |
| "LinearProbing": 0.6799432296191538, | |
| "kNN": 0.6347617031455087, | |
| "Combined": 0.6573524663823312 | |
| }, | |
| "Global (task mean)": { | |
| "LinearProbing": 0.6919298816722935, | |
| "kNN": 0.48351738044090453, | |
| "Combined": 0.587723631056599 | |
| }, | |
| "Mean of means": { | |
| "LinearProbing": 0.6706849414701225, | |
| "kNN": 0.5703542321015468, | |
| "Combined": 0.6205195867858346 | |
| } | |
| } | |
| }, | |
| { | |
| "run_id": "a7a3fy9z", | |
| "url": "https://wandb.ai/tuncay-ludovic/X-ARES/runs/a7a3fy9z", | |
| "extraction": "overlap50", | |
| "score_definition": "Combined: equal-weight average of LinearProbing and kNN aggregates; missing tasks excluded separately per method.", | |
| "scores": { | |
| "speech": 0.6086589548747638, | |
| "music": 0.6578351827475715, | |
| "environment": 0.6590215908535326, | |
| "global": 0.6112992962777977, | |
| "mean_of_means": 0.6418385761586227 | |
| }, | |
| "summary": { | |
| "Speech": { | |
| "LinearProbing": 0.7734610140006535, | |
| "kNN": 0.4438568957488741, | |
| "Combined": 0.6086589548747638 | |
| }, | |
| "Environment": { | |
| "LinearProbing": 0.6150207318167585, | |
| "kNN": 0.7030224498903067, | |
| "Combined": 0.6590215908535326 | |
| }, | |
| "Music": { | |
| "LinearProbing": 0.6768795405793181, | |
| "kNN": 0.6387908249158248, | |
| "Combined": 0.6578351827475715 | |
| }, | |
| "Global (task mean)": { | |
| "LinearProbing": 0.7097958908202388, | |
| "kNN": 0.5128027017353565, | |
| "Combined": 0.6112992962777977 | |
| }, | |
| "Mean of means": { | |
| "LinearProbing": 0.6884537621322434, | |
| "kNN": 0.5952233901850019, | |
| "Combined": 0.6418385761586227 | |
| } | |
| } | |
| } | |
| ], | |
| "hear": { | |
| "url": "https://wandb.ai/tuncay-ludovic/HEAR/runs/hear-v2-aa56c55deb6099f6", | |
| "extraction_preset": "overlap50_two_phase", | |
| "scores": { | |
| "speech": 0.7017774299097067, | |
| "music": 0.8537939808535793, | |
| "environment": 0.8182406907256897, | |
| "global": 0.7964326252587012, | |
| "mean_of_means": 0.7912707004963252 | |
| }, | |
| "completed_tasks": 19, | |
| "total_tasks": 19, | |
| "probe": { | |
| "batch_size": 1024, | |
| "max_epochs": 500, | |
| "grid_points": 8, | |
| "protocol_commit": "855964977238e89dfc76394aa11c37010edb6f20" | |
| }, | |
| "task_scores": { | |
| "task/beehive_states/normalized/aucroc": 0.798388069058642, | |
| "task/beehive_states/raw/aucroc": 0.798388069058642, | |
| "task/beijing_opera/normalized/top1_acc": 0.961790780141844, | |
| "task/beijing_opera/raw/top1_acc": 0.961790780141844, | |
| "task/crema_d/normalized/top1_acc": 0.7873092789841711, | |
| "task/crema_d/raw/top1_acc": 0.7873092789841711, | |
| "task/dcase2016_task2/normalized/event_onset_200ms_fms": 0.9637526652452026, | |
| "task/dcase2016_task2/raw/event_onset_200ms_fms": 0.9637526652452026, | |
| "task/esc50/normalized/top1_acc": 0.8695, | |
| "task/esc50/raw/top1_acc": 0.8695, | |
| "task/fsd50k/normalized/mAP": 0.5518246240865085, | |
| "task/fsd50k/raw/mAP": 0.5518246240865085, | |
| "task/gtzan_genre/normalized/top1_acc": 0.806, | |
| "task/gtzan_genre/raw/top1_acc": 0.806, | |
| "task/gtzan_music_speech/normalized/top1_acc": 0.9685897435897436, | |
| "task/gtzan_music_speech/raw/top1_acc": 0.9685897435897436, | |
| "task/gunshot_triangulation/normalized/top1_acc": 0.9077380952380952, | |
| "task/gunshot_triangulation/raw/top1_acc": 0.9077380952380952, | |
| "task/libricount/normalized/top1_acc": 0.7618881118881119, | |
| "task/libricount/raw/top1_acc": 0.7618881118881119, | |
| "task/maestro_5h/normalized/event_onset_50ms_fms": 0.4899327848021202, | |
| "task/maestro_5h/raw/event_onset_50ms_fms": 0.4899327848021202, | |
| "task/mridangam_stroke/normalized/top1_acc": 0.9764953630957884, | |
| "task/mridangam_stroke/raw/top1_acc": 0.9764953630957884, | |
| "task/mridangam_tonic/normalized/top1_acc": 0.97792741165234, | |
| "task/mridangam_tonic/raw/top1_acc": 0.97792741165234, | |
| "task/nsynth_pitch_50h/normalized/pitch_acc": 0.875615763546798, | |
| "task/nsynth_pitch_50h/raw/pitch_acc": 0.875615763546798, | |
| "task/nsynth_pitch_5h/normalized/pitch_acc": 0.774, | |
| "task/nsynth_pitch_5h/raw/pitch_acc": 0.774, | |
| "task/speech_commands_5h/normalized/top1_acc": 0.938036809815951, | |
| "task/speech_commands_5h/raw/top1_acc": 0.938036809815951, | |
| "task/speech_commands_full/normalized/top1_acc": 0.9541922290388548, | |
| "task/speech_commands_full/raw/top1_acc": 0.9541922290388548, | |
| "task/vocal_imitation/normalized/mAP": 0.17866453091010995, | |
| "task/vocal_imitation/raw/mAP": 0.17866453091010995, | |
| "task/vox_lingua_top10/normalized/top1_acc": 0.5905736188210414, | |
| "task/vox_lingua_top10/raw/top1_acc": 0.5905736188210414 | |
| }, | |
| "historical_comparison_source": "W&B evaluation screenshot, 2026-09-19. All four runs cover all 19 tasks. Full run IDs are not visible.", | |
| "historical_comparison": [ | |
| { | |
| "model": "Audio-JEPA", | |
| "speech": 0.36527, | |
| "music": 0.74195, | |
| "environment": 0.51852, | |
| "global": 0.5642, | |
| "mean_of_means": 0.54191, | |
| "recipe": "audio_jepa/audioset/default.yaml", | |
| "completed_tasks": 19, | |
| "total_tasks": 19 | |
| }, | |
| { | |
| "model": "BEST-RQ-2", | |
| "speech": 0.50737, | |
| "music": 0.79461, | |
| "environment": 0.69211, | |
| "global": 0.67693, | |
| "mean_of_means": 0.6647, | |
| "recipe": "best_rq_2/default.yaml", | |
| "completed_tasks": 19, | |
| "total_tasks": 19 | |
| }, | |
| { | |
| "model": "BEST-RQ-2.1", | |
| "speech": 0.64741, | |
| "music": 0.86473, | |
| "environment": 0.70832, | |
| "global": 0.75495, | |
| "mean_of_means": 0.74016, | |
| "recipe": "best_rq_2_1/masking/80.yaml", | |
| "completed_tasks": 19, | |
| "total_tasks": 19 | |
| }, | |
| { | |
| "model": "BEST-RQ-2.2", | |
| "speech": 0.65756, | |
| "music": 0.85127, | |
| "environment": 0.76186, | |
| "global": 0.76657, | |
| "mean_of_means": 0.7569, | |
| "recipe": "best_rq_2_2/masking/80.yaml", | |
| "completed_tasks": 19, | |
| "total_tasks": 19 | |
| } | |
| ] | |
| } | |
| } | |