Automatic Speech Recognition
Transformers
ONNX
Safetensors
ExecuTorch
English
asr4all
feature-extraction
speech
ctc
streaming
on-device
edge
custom_code
Eval Results (legacy)
Eval Results
Instructions to use futo-org/asr4all-m with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use futo-org/asr4all-m with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("automatic-speech-recognition", model="futo-org/asr4all-m", trust_remote_code=True)# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("futo-org/asr4all-m", trust_remote_code=True, device_map="auto") - Notebooks
- Google Colab
- Kaggle
Commit History
27 days ago
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asr4all_executorch.py: hold back ExecuTorch's own open_text deprecation warning
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asr4all_executorch.py: hold only the selected tier's methods (medium fp32 1.24 GB -> 0.62 GB)
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asr4all_executorch.py: --tier takes a name or an index
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ONNX: one graph per component over one shared weights file; hardened scripts and modeling file
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PCEC keep input: refreshed reference scripts (feed 0 by default), self-contained modeling file, merges in ONNX metadata
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Update release: trimmed VAD section in the model card, schema_version added to onnx/metadata.json (all metadata now v8)
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medium v2: FINAL_finL_soup5 trunk + PCEC v16 6k pause_do soup_9500_20000
Verified signatureAcoustic trunk: runs/ckpt_medium_v2_final/FINAL_finL_soup5.pt (50.33M, fir25-native, GIC). PCEC: shared Stage-A 6k -> Stage-B pause_do, soup_9500_20000 (5.29M). 8-set leaderboard harness (74,108 utts): plain CTC 8.08 -> PCEC 7.72. Tier-op ESB (256,32): raw 8.37 -> refined 8.00, pooled worse 4.09% / better 10.15%. int8 parity gate: fp32 3.14 / int8 3.12 on 256-utt LS test.clean at stream_c16r4. RTFx re-measured for this bundle (Pixel 4 / Pixel 10 / Pi 4 / RTX PRO 6000).15c9688
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asr4all-m: PCEC in-bundle (transformers + ExecuTorch), GPTQ int8, 32 s windows, new card
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Add files using upload-large-folder tool
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