Instructions to use faraday/ema-lightning-mlx with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use faraday/ema-lightning-mlx with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] hf download faraday/ema-lightning-mlx --local-dir ema-lightning-mlx
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Atomic Chat
Download adapter-validation.json from faraday/ema-lightning-mlx: direct link, hf CLI and curl.
- Browser
- Download file 13.5 kB
-
https://huggingface.co/faraday/ema-lightning-mlx/resolve/main/adapter-validation.json
- Command line
-
hf download hf://faraday/ema-lightning-mlx/adapter-validation.json
-
curl -L -o adapter-validation.json https://huggingface.co/faraday/ema-lightning-mlx/resolve/main/adapter-validation.json
13.5 kB
| { | |
| "acoustic_convolutions": { | |
| "text.conv.0.dw": { | |
| "max_abs_error": 2.384185791015625e-07, | |
| "snr_db": 142.9921488588945, | |
| "pass": true | |
| }, | |
| "text.conv.1.dw": { | |
| "max_abs_error": 2.384185791015625e-07, | |
| "snr_db": 142.75845699923332, | |
| "pass": true | |
| }, | |
| "text.conv.2.dw": { | |
| "max_abs_error": 2.384185791015625e-07, | |
| "snr_db": 142.91540203799636, | |
| "pass": true | |
| }, | |
| "text.conv.3.dw": { | |
| "max_abs_error": 1.1920928955078125e-07, | |
| "snr_db": 142.94247480636147, | |
| "pass": true | |
| }, | |
| "chardur.net.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "chardur.net.4": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| } | |
| }, | |
| "decoder_convolutions": { | |
| "pre": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "ups.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "ups.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "ups.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "ups.3": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "ups.4": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "ups.5": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.0.convs1.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.0.convs1.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.0.convs1.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.0.convs2.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.0.convs2.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.0.convs2.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.1.convs1.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.1.convs1.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.1.convs1.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.1.convs2.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.1.convs2.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.1.convs2.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.2.convs1.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.2.convs1.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.2.convs1.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.2.convs2.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.2.convs2.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.2.convs2.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.3.convs1.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.3.convs1.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
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| "blocks.3.convs1.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.3.convs2.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.3.convs2.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
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| "blocks.3.convs2.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
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| "blocks.4.convs1.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.4.convs1.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.4.convs1.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.4.convs2.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.4.convs2.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.4.convs2.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.5.convs1.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.5.convs1.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.5.convs1.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.5.convs2.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.5.convs2.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.5.convs2.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.6.convs1.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.6.convs1.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.6.convs1.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.6.convs2.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.6.convs2.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.6.convs2.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.7.convs1.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.7.convs1.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.7.convs1.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.7.convs2.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.7.convs2.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.7.convs2.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.8.convs1.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
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| "blocks.8.convs1.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.8.convs1.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.8.convs2.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.8.convs2.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.8.convs2.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.9.convs1.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
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| "blocks.9.convs1.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.9.convs1.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.9.convs2.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.9.convs2.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.9.convs2.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.10.convs1.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
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| "blocks.10.convs1.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
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| "blocks.10.convs1.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.10.convs2.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.10.convs2.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.10.convs2.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.11.convs1.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.11.convs1.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.11.convs1.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.11.convs2.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.11.convs2.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
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| "blocks.11.convs2.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
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| "blocks.12.convs1.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
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| "blocks.12.convs1.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
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| "blocks.12.convs1.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
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| "blocks.12.convs2.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.12.convs2.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.12.convs2.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.13.convs1.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.13.convs1.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.13.convs1.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.13.convs2.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.13.convs2.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.13.convs2.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.14.convs1.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.14.convs1.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.14.convs1.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.14.convs2.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.14.convs2.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.14.convs2.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.15.convs1.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.15.convs1.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.15.convs1.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.15.convs2.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.15.convs2.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.15.convs2.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.16.convs1.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.16.convs1.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.16.convs1.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.16.convs2.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.16.convs2.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.16.convs2.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.17.convs1.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.17.convs1.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.17.convs1.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.17.convs2.0": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.17.convs2.1": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "blocks.17.convs2.2": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "post": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| } | |
| }, | |
| "constants": { | |
| "aligner.cos": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "aligner.sin": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "text.rotary_operation": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "acoustic.rotary_operation": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "timestep.shared": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| }, | |
| "timestep.output": { | |
| "max_abs_error": 0.0, | |
| "snr_db": 300.0, | |
| "pass": true | |
| } | |
| }, | |
| "pass": true | |
| } | |