Training Log for Trelis/whisper-small-atc-5s
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Base Model: openai/whisper-small
Train Dataset(s): Trelis/atc-train-1gb-5s
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[17:26:31] Starting pipeline...
[17:26:31] [Modal] Submitting training job to Modal (H100 GPU)...
[17:26:31] [Modal] Base model: openai/whisper-small
[17:26:31] [Modal] Training on 1 dataset(s):
[17:26:31] [Modal]   - Trelis/atc-train-1gb-5s (split=train, weight=1.0)
[17:27:01] [Modal] Function call started (ID: fc-01KHC0MER...)
[17:27:01] [Modal] Starting training pipeline on H100 GPU
[17:27:01] [Modal] Model type: whisper
[17:27:01] [Modal] Embedding training: disabled
[17:27:01] [Modal] Language: english (code: en)
[17:27:01] [Modal] CUDA available: True
[17:27:01] [Modal] GPU: NVIDIA H100 80GB HBM3
[17:27:01] [Modal] GPU memory: 79.2GB total
[17:27:01] [Modal] ============================================================
[17:27:01] [Modal] PHASE 1: Baseline Evaluation
[17:27:01] [Modal] ============================================================
[17:27:01] [Modal] Loading validation dataset: Trelis/atc-test-0.5s (split=validation)
[17:27:04] [Modal] Loaded 50 validation samples
[17:27:04] [Modal] Timestamps disabled - evaluating without timestamps
[17:27:04] [Modal] [Baseline] Loading model: openai/whisper-small
[17:27:13] [Modal] [Baseline] Evaluating on 50 samples (without timestamps)
[17:27:16] [Modal] [Baseline] Progress: 10/50 samples
[17:27:18] [Modal] [Baseline] Progress: 20/50 samples
[17:27:20] [Modal] [Baseline] Progress: 30/50 samples
[17:27:22] [Modal] [Baseline] Progress: 40/50 samples
[17:27:24] [Modal] [Baseline] Progress: 50/50 samples
[17:27:25] [Modal] [Baseline] WER: 55.54% (50 samples)
[17:27:25] [Modal] ============================================================
[17:27:25] [Modal] PHASE 2: Training with Unsloth (Whisper)
[17:27:25] [Modal] ============================================================
[17:27:25] [Modal] Loading model: openai/whisper-small
[17:27:44] [Modal] Applying LoRA (rank=32, alpha=16)
[17:27:46] [Modal] GPU memory after model+LoRA: 0.5GB / 1.5GB peak
[17:27:47] [Modal] Loading 1 training dataset(s)...
[17:27:47] [Modal]   [1/1] Loading Trelis/atc-train-1gb-5s (split=train, weight=1.0)
[17:27:54] [Modal]     → 773 rows loaded
[17:27:54] [Modal] Combined training set ready (1 source dataset(s))
[17:27:58] [Modal] Using 16 CPU workers for preprocessing...
[17:27:59] [Modal] Dataset columns: ['audio', 'end_time', 'preconditioning', 'source_file', 'speech_duration', 'start_time', 'text', 'text_ts', 'word_timestamps']
[17:28:05] [Modal] Preprocessing complete in 6.8s
[17:28:05] [Modal] Dataset: 773 train, 50 validation
[17:28:05] [Modal] Using standard training (no timestamps)
[17:28:06] [Modal] Total steps: 192, warmup: 19, eval every 38
[17:28:08] [Modal] WandB logging enabled: https://wandb.ai/trelis/trelis-whisper/runs/9t25aj0s
[17:28:08] [Modal] Using bf16=True, fp16=False
[17:28:08] [Modal] Starting training...
[17:28:10] [Modal] Starting: 194 steps, 2 epoch(s)
[17:28:26] [Modal] Step 1/194 (1%) | 0.7GB / 1.5GB peak | Elapsed: 0.3m | Remaining (est.): 54.6m
[17:28:27] [Modal]   → loss: 2.3299 | lr: 0.00e+00
[17:28:28] [Modal]   → loss: 2.1221 | lr: 1.49e-05
[17:28:29] [Modal]   → loss: 2.0013 | lr: 2.98e-05
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[17:28:42] [Modal]   → loss: 0.6871 | lr: 2.53e-04
[17:28:42] [Modal] Step 19/194 (10%) | 0.7GB / 1.7GB peak | Elapsed: 0.6m | Remaining (est.): 5.1m
[17:28:43] [Modal]   → loss: 0.9477 | lr: 2.68e-04
[17:28:44] [Modal]   → loss: 0.8965 | lr: 2.83e-04
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[17:28:59] [Modal]   → loss: 0.6386 | lr: 2.83e-04
[17:28:59] [Modal] Step 38/194 (20%) | 0.7GB / 1.8GB peak | Elapsed: 0.8m | Remaining (est.): 3.4m
[17:29:00] [Modal]   → loss: 0.4370 | lr: 2.83e-04
[17:29:08] [Modal]   → eval WER: 32.00%
[17:29:08] [Modal]   → eval loss: 2.3745
[17:29:09] [Modal]   → loss: 0.5572 | lr: 2.83e-04
[17:29:10] [Modal]   → loss: 0.5190 | lr: 2.83e-04
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[17:29:24] [Modal]   → loss: 0.3216 | lr: 2.83e-04
[17:29:24] [Modal] Step 57/194 (29%) | 0.7GB / 2.0GB peak | Elapsed: 1.3m | Remaining (est.): 3.0m
[17:29:25] [Modal]   → loss: 0.5381 | lr: 2.83e-04
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[17:29:40] [Modal]   → loss: 0.3844 | lr: 2.83e-04
[17:29:41] [Modal] Step 76/194 (39%) | 0.7GB / 2.2GB peak | Elapsed: 1.5m | Remaining (est.): 2.4m
[17:29:41] [Modal]   → loss: 0.2502 | lr: 2.83e-04
[17:29:46] [Modal]   → eval WER: 36.46%
[17:29:46] [Modal]   → eval loss: 2.1419
[17:29:46] [Modal]   → loss: 0.3407 | lr: 2.83e-04
[17:29:47] [Modal]   → loss: 0.3717 | lr: 2.83e-04
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[17:30:01] [Modal]   → loss: 0.3115 | lr: 2.83e-04
[17:30:01] [Modal] Step 95/194 (49%) | 0.7GB / 2.2GB peak | Elapsed: 1.9m | Remaining (est.): 1.9m
[17:30:01] [Modal]   → loss: 0.4118 | lr: 2.83e-04
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[17:30:22] [Modal] Step 114/194 (59%) | 0.7GB / 2.2GB peak | Elapsed: 2.2m | Remaining (est.): 1.6m
[17:30:22] [Modal]   → loss: 0.1643 | lr: 2.83e-04
[17:30:27] [Modal]   → eval WER: 38.00%
[17:30:27] [Modal]   → eval loss: 2.1524
[17:30:28] [Modal]   → loss: 0.2266 | lr: 2.83e-04
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[17:30:42] [Modal] Step 133/194 (69%) | 0.7GB / 2.2GB peak | Elapsed: 2.6m | Remaining (est.): 1.2m
[17:30:43] [Modal]   → loss: 0.1168 | lr: 2.83e-04
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[17:30:58] [Modal] Step 152/194 (78%) | 0.7GB / 2.2GB peak | Elapsed: 2.8m | Remaining (est.): 0.8m
[17:30:59] [Modal]   → loss: 0.1893 | lr: 2.83e-04
[17:31:03] [Modal]   → eval WER: 38.00%
[17:31:03] [Modal]   → eval loss: 2.0244
[17:31:04] [Modal]   → loss: 0.1646 | lr: 2.83e-04
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[17:31:19] [Modal] Step 171/194 (88%) | 0.7GB / 2.2GB peak | Elapsed: 3.2m | Remaining (est.): 0.4m
[17:31:20] [Modal]   → loss: 0.1307 | lr: 2.83e-04
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[17:31:35] [Modal]   → loss: 0.1094 | lr: 2.83e-04
[17:31:35] [Modal] Step 190/194 (98%) | 0.7GB / 2.2GB peak | Elapsed: 3.4m | Remaining (est.): 0.1m
[17:31:36] [Modal]   → loss: 0.1568 | lr: 2.83e-04
[17:31:40] [Modal]   → eval WER: 39.54%
[17:31:40] [Modal]   → eval loss: 2.0737
[17:31:41] [Modal]   → loss: 0.1000 | lr: 2.83e-04
[17:31:42] [Modal]   → loss: 0.1545 | lr: 2.83e-04
[17:31:42] [Modal]   → loss: 0.0726 | lr: 2.83e-04
[17:31:42] [Modal] Step 194/194 (100%) | 0.7GB / 2.2GB peak | Elapsed: 3.6m | Remaining (est.): 0.0m
[17:31:42] [Modal]   → loss: 0.1180 | lr: 2.83e-04
[17:31:43] [Modal] Training complete in 3.6 minutes
[17:31:43] [Modal] Training metrics: 3.6 min, loss=0.3593
[17:31:43] [Modal] Peak GPU memory during training: 0.7GB / 2.2GB peak
[17:31:43] [Modal] Merging LoRA weights...
[17:31:46] [Modal] Saved generation config from base model
[17:31:46] [Modal] Saved merged model to /tmp/merged_model
[17:31:46] [Modal] Pushing model to HuggingFace Hub: Trelis/whisper-small-atc-5s...
[17:32:32] [Modal] Model pushed: https://huggingface.co/Trelis/whisper-small-atc-5s
[17:32:32] [Modal] Converting to CTranslate2 format (bfloat16)...
[17:32:33] [Modal] CTranslate2 conversion complete
[17:33:02] [Modal] CTranslate2 pushed: https://huggingface.co/Trelis/whisper-small-atc-5s/tree/ctranslate2
[17:33:02] [Modal] Syncing WandB logs...
[17:33:03] [Modal] WandB sync complete
[17:33:03] [Modal] ============================================================
[17:33:03] [Modal] PHASE 3: Final Evaluation
[17:33:03] [Modal] ============================================================
[17:33:04] [Modal] [Final] Loading model: /tmp/merged_model
[17:33:04] [Modal] [Final] Evaluating on 50 samples (without timestamps)
[17:33:18] [Modal] [Final] Progress: 10/50 samples
[17:33:24] [Modal] [Final] Progress: 20/50 samples
[17:33:33] [Modal] [Final] Progress: 30/50 samples
[17:33:36] [Modal] [Final] Progress: 40/50 samples
[17:33:45] [Modal] [Final] Progress: 50/50 samples
[17:33:46] [Modal] [Final] WER: 69.23% (50 samples)
[17:33:46] [Modal] ============================================================
[17:33:46] [Modal] TRAINING COMPLETE - SUMMARY
[17:33:46] [Modal] ============================================================
[17:33:46] [Modal] Baseline WER: 55.54%
[17:33:46] [Modal] Final WER: 69.23%
[17:33:46] [Modal] Regression: 13.69 percentage points
[17:33:46] [Modal] ============================================================
[17:33:46] [Modal] Cleaned up temporary training files
[17:33:46] [Modal] Training complete: loss=0.3593, runtime=3.6min
[17:33:46] [Modal] Baseline WER: 55.54%
[17:33:46] [Modal] Final WER: 69.23%
[17:33:46] [Upload] Model pushed by Modal, uploading additional files...
[17:33:46] [Upload] Uploading model card...
[17:33:47] [Upload] Uploading training logs...