Audio-to-Audio
PEFT
Safetensors
Moshi
Turkish
Hindi
speech-to-speech-translation
simultaneous-translation
mimi
lora
tpu
turkish
hindi
Eval Results (legacy)
Instructions to use tiny-aya-translate/tr-hi-s2st-v0.3 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use tiny-aya-translate/tr-hi-s2st-v0.3 with PEFT:
Task type is invalid.
- Moshi
How to use tiny-aya-translate/tr-hi-s2st-v0.3 with Moshi:
# pip install moshi # Run the interactive web server python -m moshi.server --hf-repo "tiny-aya-translate/tr-hi-s2st-v0.3" # Then open https://localhost:8998 in your browser
# pip install moshi import torch from moshi.models import loaders # Load checkpoint info from HuggingFace checkpoint = loaders.CheckpointInfo.from_hf_repo("tiny-aya-translate/tr-hi-s2st-v0.3") # Load the Mimi audio codec mimi = checkpoint.get_mimi(device="cuda") mimi.set_num_codebooks(8) # Encode audio (24kHz, mono) wav = torch.randn(1, 1, 24000 * 10) # [batch, channels, samples] with torch.no_grad(): codes = mimi.encode(wav.cuda()) decoded = mimi.decode(codes) - Notebooks
- Google Colab
- Kaggle
log snapshot step 76000
Browse files- logs/train_host0_latest.log +108 -10
logs/train_host0_latest.log
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#torch.nn.Module.register_full_backward_hook for more details.
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sys:1: UserWarning: Full backward hook is firing when gradients are computed with respect to module outputs since no inputs require gradients. See https://docs.pytorch.org/docs/main/generated/torch.nn.Module.html#torch.nn.Module.register_full_backward_hook for more details.
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sys:1: UserWarning: Full backward hook is firing when gradients are computed with respect to module outputs since no inputs require gradients. See https://docs.pytorch.org/docs/main/generated/torch.nn.Module.html#torch.nn.Module.register_full_backward_hook for more details.
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sys:1: UserWarning: Full backward hook is firing when gradients are computed with respect to module outputs since no inputs require gradients. See https://docs.pytorch.org/docs/main/generated/torch.nn.Module.html#torch.nn.Module.register_full_backward_hook for more details.
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step 58900 | loss 5.6608 | text 2.0356 audio 5.2537 | grad 2.533 | 1.70s/step | peak -1.0G | host_rss 53.9G
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sys:1: UserWarning: Full backward hook is firing when gradients are computed with respect to module outputs since no inputs require gradients. See https://docs.pytorch.org/docs/main/generated/torch.nn.Module.html#torch.nn.Module.register_full_backward_hook for more details.
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[ckpt] upload complete: gs://tinyaya-stage2-eu/checkpoints/stage2-v6e16-mh-v03-r2/best_by_val
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* new best val — saved to gs:/tinyaya-stage2-eu/checkpoints/stage2-v6e16-mh-v03-r2/best_by_val
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[ckpt] uploading /tmp/ckpt_1zqfzc9x/* -> gs://tinyaya-stage2-eu/checkpoints/stage2-v6e16-mh-v03-r2/step_075000
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pushed to https://huggingface.co/tiny-aya-translate/tr-hi-s2st-v0.3
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sys:1: UserWarning: Full backward hook is firing when gradients are computed with respect to module outputs since no inputs require gradients. See https://docs.pytorch.org/docs/main/generated/torch.nn.Module.html#torch.nn.Module.register_full_backward_hook for more details.
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step 58900 | loss 5.6608 | text 2.0356 audio 5.2537 | grad 2.533 | 1.70s/step | peak -1.0G | host_rss 53.9G
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[diag] gradnorm depth=0.29 lora=0.95 model_audio_embed=0.04 projection=0.06 text_embed=0.10 | spike L=+0.00 G=0.99 | nonfinite=0
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sys:1: UserWarning: Full backward hook is firing when gradients are computed with respect to module outputs since no inputs require gradients. See https://docs.pytorch.org/docs/main/generated/torch.nn.Module.html#torch.nn.Module.register_full_backward_hook for more details.
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[ckpt] upload complete: gs://tinyaya-stage2-eu/checkpoints/stage2-v6e16-mh-v03-r2/best_by_val
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* new best val — saved to gs:/tinyaya-stage2-eu/checkpoints/stage2-v6e16-mh-v03-r2/best_by_val
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[ckpt] uploading /tmp/ckpt_1zqfzc9x/* -> gs://tinyaya-stage2-eu/checkpoints/stage2-v6e16-mh-v03-r2/step_075000
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pushed to https://huggingface.co/tiny-aya-translate/tr-hi-s2st-v0.3
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[ckpt-index] log failed: Cannot read the W&B step in shared mode.
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[ckpt] upload complete: gs://tinyaya-stage2-eu/checkpoints/stage2-v6e16-mh-v03-r2/step_075000
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pushed 1 file(s) -> https://huggingface.co/tiny-aya-translate/tr-hi-s2st-v0.3/tree/main/logs
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step 75025 | loss 5.5113 | text 1.9266 audio 5.1260 | grad 2.047 | 46.33s/step | peak -1.0G | host_rss 36.0G
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step 75200 | loss 5.5273 | text 1.9302 audio 5.1413 | grad 2.348 | 1.44s/step | peak -1.0G | host_rss 36.0G
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running validation at step 75250...
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val/composite=2.8200 (text=0.3978 audio=4.4348) val/loss=4.5144 cb0_acc=41.5% text_acc=96.6%
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[val] per-codebook acc: cb0=41.5% cb1=22.0% cb2=18.2% cb3=12.1% cb4=9.2% cb5=7.5% cb6=6.4% cb7=6.1%
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[ckpt] upload complete: gs://tinyaya-stage2-eu/checkpoints/stage2-v6e16-mh-v03-r2/best_by_val
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* new best val — saved to gs:/tinyaya-stage2-eu/checkpoints/stage2-v6e16-mh-v03-r2/best_by_val
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step 75275 | loss 5.5107 | text 1.9105 audio 5.1286 | grad 1.871 | 23.85s/step | peak -1.0G | host_rss 36.0G
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step 75475 | loss 5.5237 | text 1.9185 audio 5.1400 | grad 1.534 | 1.46s/step | peak -1.0G | host_rss 36.0G
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step 75500 | loss 5.5312 | text 1.9159 audio 5.1480 | grad 2.075 | 1.44s/step | peak -1.0G | host_rss 36.0G
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running validation at step 75500...
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val/composite=2.8201 (text=0.3981 audio=4.4348) val/loss=4.5144 cb0_acc=41.5% text_acc=96.6%
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[val] per-codebook acc: cb0=41.5% cb1=22.0% cb2=18.3% cb3=12.1% cb4=9.2% cb5=7.5% cb6=6.4% cb7=6.1%
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step 75675 | loss 5.5252 | text 1.9181 audio 5.1416 | grad 1.760 | 1.46s/step | peak -1.0G | host_rss 36.0G
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[diag] gradnorm depth=0.48 lora=0.86 model_audio_embed=0.05 projection=0.10 text_embed=0.11 | spike L=-0.00 G=0.79 | nonfinite=0
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step 75750 | loss 5.5077 | text 1.9324 audio 5.1212 | grad 1.941 | 1.47s/step | peak -1.0G | host_rss 37.0G
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[diag] gradnorm depth=0.39 lora=0.91 model_audio_embed=0.05 projection=0.08 text_embed=0.12 | spike L=-0.00 G=0.97 | nonfinite=0
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running validation at step 75750...
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val/composite=2.8199 (text=0.3977 audio=4.4347) val/loss=4.5143 cb0_acc=41.5% text_acc=96.6%
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[val] per-codebook acc: cb0=41.5% cb1=22.0% cb2=18.2% cb3=12.1% cb4=9.2% cb5=7.5% cb6=6.4% cb7=6.1%
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[ckpt] uploading /tmp/ckpt_4dfalb6j/* -> gs://tinyaya-stage2-eu/checkpoints/stage2-v6e16-mh-v03-r2/best_by_val
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[ckpt] upload complete: gs://tinyaya-stage2-eu/checkpoints/stage2-v6e16-mh-v03-r2/best_by_val
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* new best val — saved to gs:/tinyaya-stage2-eu/checkpoints/stage2-v6e16-mh-v03-r2/best_by_val
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| 2915 |
+
[diag] gradnorm depth=0.34 lora=0.93 model_audio_embed=0.04 projection=0.07 text_embed=0.09 | spike L=-0.00 G=1.14 | nonfinite=0
|
| 2916 |
+
step 75800 | loss 5.5151 | text 1.9138 audio 5.1324 | grad 4.870 | 1.47s/step | peak -1.0G | host_rss 37.3G
|
| 2917 |
+
[diag] gradnorm depth=0.16 lora=0.98 model_audio_embed=0.05 projection=0.03 text_embed=0.11 | spike L=-0.00 G=2.41 | nonfinite=0
|
| 2918 |
+
step 75825 | loss 5.5010 | text 1.9115 audio 5.1187 | grad 1.475 | 1.45s/step | peak -1.0G | host_rss 37.3G
|
| 2919 |
+
[diag] gradnorm depth=0.55 lora=0.83 model_audio_embed=0.05 projection=0.11 text_embed=0.09 | spike L=-0.00 G=0.64 | nonfinite=0
|
| 2920 |
+
step 75850 | loss 5.5127 | text 1.9282 audio 5.1271 | grad 1.796 | 1.45s/step | peak -1.0G | host_rss 37.3G
|
| 2921 |
+
[diag] gradnorm depth=0.41 lora=0.90 model_audio_embed=0.05 projection=0.08 text_embed=0.12 | spike L=-0.00 G=0.81 | nonfinite=0
|
| 2922 |
+
step 75875 | loss 5.5467 | text 1.9228 audio 5.1621 | grad 3.450 | 1.44s/step | peak -1.0G | host_rss 37.2G
|
| 2923 |
+
[diag] gradnorm depth=0.23 lora=0.97 model_audio_embed=0.05 projection=0.05 text_embed=0.10 | spike L=+0.00 G=1.58 | nonfinite=0
|
| 2924 |
+
step 75900 | loss 5.5455 | text 1.9195 audio 5.1616 | grad 2.258 | 1.44s/step | peak -1.0G | host_rss 37.2G
|
| 2925 |
+
[diag] gradnorm depth=0.36 lora=0.92 model_audio_embed=0.05 projection=0.07 text_embed=0.12 | spike L=+0.00 G=0.98 | nonfinite=0
|
| 2926 |
+
step 75925 | loss 5.5288 | text 1.9143 audio 5.1460 | grad 1.378 | 4.47s/step | peak -1.0G | host_rss 37.6G
|
| 2927 |
+
[diag] gradnorm depth=0.52 lora=0.84 model_audio_embed=0.04 projection=0.10 text_embed=0.10 | spike L=+0.00 G=0.60 | nonfinite=0
|
| 2928 |
+
step 75950 | loss 5.5223 | text 1.9249 audio 5.1373 | grad 2.064 | 1.47s/step | peak -1.0G | host_rss 37.6G
|
| 2929 |
+
[diag] gradnorm depth=0.35 lora=0.93 model_audio_embed=0.05 projection=0.07 text_embed=0.11 | spike L=-0.00 G=0.93 | nonfinite=0
|
| 2930 |
+
step 75975 | loss 5.5103 | text 1.9413 audio 5.1221 | grad 2.314 | 1.46s/step | peak -1.0G | host_rss 37.6G
|
| 2931 |
+
[diag] gradnorm depth=0.46 lora=0.88 model_audio_embed=0.04 projection=0.08 text_embed=0.10 | spike L=-0.00 G=1.05 | nonfinite=0
|
| 2932 |
+
step 76000 | loss 5.5270 | text 1.9096 audio 5.1451 | grad 2.212 | 1.50s/step | peak -1.0G | host_rss 37.6G
|
| 2933 |
+
[diag] gradnorm depth=0.33 lora=0.94 model_audio_embed=0.05 projection=0.07 text_embed=0.10 | spike L=+0.00 G=1.00 | nonfinite=0
|
| 2934 |
+
running validation at step 76000...
|
| 2935 |
+
val/composite=2.8199 (text=0.3978 audio=4.4346) val/loss=4.5142 cb0_acc=41.5% text_acc=96.6%
|
| 2936 |
+
[val] per-codebook acc: cb0=41.5% cb1=22.0% cb2=18.2% cb3=12.1% cb4=9.2% cb5=7.5% cb6=6.4% cb7=6.1%
|
| 2937 |
+
[ckpt] uploading /tmp/ckpt_47wvo1aj/* -> gs://tinyaya-stage2-eu/checkpoints/stage2-v6e16-mh-v03-r2/best_by_val
|
| 2938 |
+
[ckpt] upload complete: gs://tinyaya-stage2-eu/checkpoints/stage2-v6e16-mh-v03-r2/best_by_val
|
| 2939 |
+
* new best val — saved to gs:/tinyaya-stage2-eu/checkpoints/stage2-v6e16-mh-v03-r2/best_by_val
|
| 2940 |
+
[ckpt] uploading /tmp/ckpt_6ga8pi01/* -> gs://tinyaya-stage2-eu/checkpoints/stage2-v6e16-mh-v03-r2/step_076000
|
| 2941 |
pushed to https://huggingface.co/tiny-aya-translate/tr-hi-s2st-v0.3
|