Audio Classification
LiteRT
LiteRT
language-identification
language-detection
langid
spoken-language-identification
speech
on-device
edge-ai
mobile
offline
core-ml
apple-neural-engine
multilingual
Eval Results (legacy)
Instructions to use desert-ant-labs/ear with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LiteRT
How to use desert-ant-labs/ear with LiteRT:
# 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
Commit History
4 days ago
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Card from docs/models/ear.md
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Card from docs/models/ear.md
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7 days ago
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8 days ago
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15 days ago
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17 days ago
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Weights v0.2.0 on main, with the model card and third-party notices
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18 days ago
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Write the card: files, inputs and outputs, what it hears, accuracy, limits, languages, built on
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Say audio in the tagline; Tongue is the text one
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Restore the card after the sync flattened it again
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Generate the citation block; every card now has one
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Card pass: reader-first copy, generated install and license blocks
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Restore the model card, and mark the generated header
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Move the frontend into the SDK; one artifact per runtime
Verified signatureThe log-mel frontend is now host code rather than part of the graph. It cannot run in float16 -- the power spectrum is squared magnitudes floored at 1e-10 and 80% of its bins fall below float16's smallest normal number -- so shipping it as a Core ML program meant either destroying the features (routing 97.5% to 84.2%) or a float32 program that cannot use the Neural Engine at all. Both runtimes now take log-mel and return logits, so every platform feeds the same tensor to the same graph. mel_filters.f32 carries the filterbank so host code does not reimplement slaney-normalized librosa filters and drift from it silently. ear.mlmodelc: 256 ops, 100% Neural Engine, palette6-group32. ear.tflite: int8 with Hadamard rotation, signature input 'mel'.5ac5bec -
ear 0.1.0: spoken language identification, Core ML and LiteRT
Verified signatureDerived from openai/whisper-tiny (MIT), stripped to the subgraph that predicts a language: 37.8M parameters to 17.9M, identical predictions. Core ML ships as two artifacts on purpose. The frontend runs in fp32 because its power spectrum is squared magnitudes clamped at 1e-10 and 80% of those bins fall below fp16's smallest normal number; fusing it into the fp16 detector scores 84.2% routing where the split scores 97.5%. LiteRT is one file because it runs the frontend in fp32 anyway. Detector is 256 ops, 100% Neural Engine, 15.8 ms per 30 s window.47e2d59 -
initial commit
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