Upload RenderSwitch synthetic-domain evals to multiview-renderswitch-encoder-only/synthetic-domain-checkpoints (part 4)

multiview-renderswitch-encoder-only/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/command.log

@@ -0,0 +1,476 @@
+Skipping import of cpp extensions due to incompatible torch version 2.11.0+cu129 for torchao version 0.15.0             Please see https://github.com/pytorch/ao/issues/2919 for more info
+[transformers] You are using a model of type `vit_mae` to instantiate a model of type `vit`. This may be expected if you are loading a checkpoint that shares a subset of the architecture (e.g., loading a `sam2_video` checkpoint into `Sam2Model`), but is otherwise not supported and can yield errors. Please verify that the checkpoint is compatible with the model you are instantiating.
+
+[transformers] ViTModel LOAD REPORT from: PRAIG/musvit
+Key                                                                     | Status     | 
+------------------------------------------------------------------------+------------+-
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.layernorm_after.bias    | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc2.bias            | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.v_proj.bias   | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.o_proj.bias   | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.q_proj.bias   | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.layernorm_before.bias   | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc2.weight          | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.k_proj.bias   | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc1.weight          | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.q_proj.weight | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.layernorm_before.weight | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.o_proj.weight | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc1.bias            | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.k_proj.weight | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.layernorm_after.weight  | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.v_proj.weight | UNEXPECTED | 
+decoder.decoder_pos_embed                                               | UNEXPECTED | 
+decoder.mask_token                                                      | UNEXPECTED | 
+decoder.decoder_pred.weight                                             | UNEXPECTED | 
+decoder.decoder_embed.bias                                              | UNEXPECTED | 
+decoder.decoder_norm.bias                                               | UNEXPECTED | 
+decoder.decoder_norm.weight                                             | UNEXPECTED | 
+decoder.decoder_pred.bias                                               | UNEXPECTED | 
+decoder.decoder_embed.weight                                            | UNEXPECTED | 
+pooler.dense.bias                                                       | MISSING    | 
+pooler.dense.weight                                                     | MISSING    | 
+
+Notes:
+- UNEXPECTED:	can be ignored when loading from different task/architecture; not ok if you expect identical arch.
+- MISSING:	those params were newly initialized because missing from the checkpoint. Consider training on your downstream task.
+[eval] pages=32/2048 mode=teacher_forced elapsed=7.5s
+[eval] pages=512/2048 mode=teacher_forced elapsed=32.3s
+[eval] pages=1024/2048 mode=teacher_forced elapsed=58.2s
+[eval] pages=1536/2048 mode=teacher_forced elapsed=82.1s
+[eval] pages=2048/2048 mode=teacher_forced elapsed=103.5s
+{
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+  "dataset": {
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+      "hf://datasets/cminst/transcoda-synth-243k/data/validation_wonky-00001-of-00007.parquet",
+      "hf://datasets/cminst/transcoda-synth-243k/data/validation_wonky-00002-of-00007.parquet",
+      "hf://datasets/cminst/transcoda-synth-243k/data/validation_wonky-00003-of-00007.parquet"
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+    "kind": "explicit_parquet_data_files",
+    "name": "synth-243k-validation-wonky",
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+    "split": "validation_wonky",
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+  "metrics": {
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+      "top1_errors_per_page": 2.9111328125
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+  },
+  "mode": "teacher_forced",
+  "outputs": {
+    "free_generation_predictions": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/free_generation_predictions.jsonl",
+    "gold_prefix_errors": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/gold_prefix_errors.jsonl",
+    "per_page_records": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/per_page_records.jsonl",
+    "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/summary.json",
+    "summary_md": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/summary.md",
+    "teacher_forced_error_report": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/teacher_forced_error_report.md",
+    "teacher_forced_predictions": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/teacher_forced_predictions.jsonl"
+  },
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+  "reconstruction": {
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+    "predicted_unk_literal": 3
+  },
+  "tokens": 1593846
+}

multiview-renderswitch-encoder-only/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/summary.json

@@ -0,0 +1,435 @@
+{
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+    {
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+    },
+    {
+      "category": "duration_and_pitch_and_accidental",
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+    },
+    {
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+    },
+    {
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+    },
+    {
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+    },
+    {
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+    },
+    {
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+    },
+    {
+      "category": "chord_structure_and_accidental",
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+      "errors_per_page_median": 0.0,
+      "page_share": 0.005859375,
+      "pages_with_error": 12
+    },
+    {
+      "category": "pitch_and_accidental_and_tie_slur",
+      "error_share": 0.0021804763502180475,
+      "errors": 13,
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+      "errors_per_page_median": 0.0,
+      "page_share": 0.0048828125,
+      "pages_with_error": 10
+    },
+    {
+      "category": "articulation_only",
+      "error_share": 0.0018450184501845018,
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+      "errors_per_1k_tokens": 0.006901545067716706,
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+      "errors_per_page_median": 0.0,
+      "page_share": 0.00341796875,
+      "pages_with_error": 7
+    },
+    {
+      "category": "duration_and_pitch_and_tie_slur",
+      "error_share": 0.0016772895001677288,
+      "errors": 10,
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+      "errors_per_page_mean": 0.0048828125,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00439453125,
+      "pages_with_error": 9
+    },
+    {
+      "category": "duration_and_pitch_and_accidental_and_tie_slur",
+      "error_share": 0.0008386447500838644,
+      "errors": 5,
+      "errors_per_1k_tokens": 0.0031370659398712295,
+      "errors_per_page_mean": 0.00244140625,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00244140625,
+      "pages_with_error": 5
+    },
+    {
+      "category": "tie_slur_and_articulation",
+      "error_share": 0.0006709158000670916,
+      "errors": 4,
+      "errors_per_1k_tokens": 0.0025096527518969837,
+      "errors_per_page_mean": 0.001953125,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.001953125,
+      "pages_with_error": 4
+    },
+    {
+      "category": "chord_structure_and_accidental_and_tie_slur",
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+      "errors": 3,
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+      "errors_per_page_median": 0.0,
+      "page_share": 0.00146484375,
+      "pages_with_error": 3
+    },
+    {
+      "category": "other",
+      "error_share": 0.0003354579000335458,
+      "errors": 2,
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+      "errors_per_page_mean": 0.0009765625,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.0009765625,
+      "pages_with_error": 2
+    },
+    {
+      "category": "chord_structure_and_accidental_and_articulation",
+      "error_share": 0.0001677289500167729,
+      "errors": 1,
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+      "errors_per_page_median": 0.0,
+      "page_share": 0.00048828125,
+      "pages_with_error": 1
+    },
+    {
+      "category": "chord_structure_and_pitch",
+      "error_share": 0.0001677289500167729,
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+      "errors_per_page_mean": 0.00048828125,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00048828125,
+      "pages_with_error": 1
+    }
+  ],
+  "component_error_categories": {
+    "accidental_and_tie_slur": 36,
+    "accidental_only": 434,
+    "articulation_only": 11,
+    "barline": 322,
+    "chord_structure_and_accidental": 15,
+    "chord_structure_and_accidental_and_articulation": 1,
+    "chord_structure_and_accidental_and_tie_slur": 3,
+    "chord_structure_and_pitch": 1,
+    "chord_structure_and_tie_slur": 33,
+    "chord_structure_only": 99,
+    "clef": 90,
+    "column_or_line_break": 188,
+    "duration_and_accidental": 17,
+    "duration_and_pitch": 149,
+    "duration_and_pitch_and_accidental": 60,
+    "duration_and_pitch_and_accidental_and_tie_slur": 5,
+    "duration_and_pitch_and_tie_slur": 10,
+    "duration_and_tie_slur": 45,
+    "duration_only": 613,
+    "interpretation_or_control": 500,
+    "note_other": 615,
+    "null_token": 165,
+    "other": 2,
+    "pitch_and_accidental": 477,
+    "pitch_and_accidental_and_tie_slur": 13,
+    "pitch_and_tie_slur": 20,
+    "pitch_only": 864,
+    "rest_note_confusion": 280,
+    "spine_operation": 194,
+    "termination": 46,
+    "tie_slur_and_articulation": 4,
+    "tie_slur_only": 650
+  },
+  "component_error_groups": {
+    "structural": 1095,
+    "visual": 4867
+  },
+  "dataset": {
+    "data_files": [
+      "hf://datasets/cminst/transcoda-synth-243k/data/validation_wonky-00000-of-00007.parquet",
+      "hf://datasets/cminst/transcoda-synth-243k/data/validation_wonky-00001-of-00007.parquet",
+      "hf://datasets/cminst/transcoda-synth-243k/data/validation_wonky-00002-of-00007.parquet",
+      "hf://datasets/cminst/transcoda-synth-243k/data/validation_wonky-00003-of-00007.parquet"
+    ],
+    "image_column": "image",
+    "kind": "explicit_parquet_data_files",
+    "name": "synth-243k-validation-wonky",
+    "rows_available": 4334,
+    "source": "cminst/transcoda-synth-243k",
+    "split": "validation_wonky",
+    "transcription_column": "transcription"
+  },
+  "elapsed_sec": 103.57945736101829,
+  "generation_settings": {
+    "early_stopping": null,
+    "length_penalty": null,
+    "num_beams": null,
+    "repetition_penalty": null,
+    "strategy": null
+  },
+  "gold_error_categories": {
+    "accidental": 2055,
+    "articulation": 14,
+    "barline": 310,
+    "clef": 90,
+    "column_or_line_break": 201,
+    "duration": 1191,
+    "interpretation_or_control": 433,
+    "note_other": 145,
+    "null_token": 165,
+    "other_nonvisual": 5,
+    "pitch": 17,
+    "rest": 394,
+    "spine_operation": 216,
+    "termination": 22,
+    "tie_slur": 704
+  },
+  "gold_error_groups": {
+    "structural": 1042,
+    "visual": 4920
+  },
+  "metrics": {
+    "teacher_forced": {
+      "CER": 0.3855569660663605,
+      "LER": 1.4945001602172852,
+      "SER": 0.44226717948913574,
+      "exact_match_rate": 0.51806640625,
+      "top1_error_rate": 0.0037406374267024544,
+      "top1_errors": 5962,
+      "top1_errors_per_page": 2.9111328125
+    }
+  },
+  "mode": "teacher_forced",
+  "outputs": {
+    "free_generation_predictions": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/free_generation_predictions.jsonl",
+    "gold_prefix_errors": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/gold_prefix_errors.jsonl",
+    "per_page_records": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/per_page_records.jsonl",
+    "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/summary.json",
+    "summary_md": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/summary.md",
+    "teacher_forced_error_report": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/teacher_forced_error_report.md",
+    "teacher_forced_predictions": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/teacher_forced_predictions.jsonl"
+  },
+  "pages": 2048,
+  "reconstruction": {
+    "matched_unk_preserved": 3678,
+    "predicted_eos": 2028,
+    "predicted_unk_literal": 3
+  },
+  "tokens": 1593846
+}

multiview-renderswitch-encoder-only/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/summary.md

@@ -0,0 +1,44 @@
+# Transcoda Dataset Eval
+
+- Checkpoint: `/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_7.ckpt`
+- Dataset: `cminst/transcoda-synth-243k`
+- Dataset kind: `explicit_parquet_data_files`
+- Mode: `teacher_forced`
+- Pages: `2,048`
+- Tokens: `1,593,846`
+- Elapsed: `103.6s`
+
+## Metrics
+
+| mode | CER | SER | LER | exact pages | top-1 error rate | top-1 errors/page |
+|---|---:|---:|---:|---:|---:|---:|
+| `teacher_forced` | 0.385557 | 0.442267 | 1.494500 | 51.807% | 0.3741% | 2.911 |
+
+## Teacher-Forced Error Categories
+
+| category | errors |
+|---|---:|
+| `accidental` | 2,055 |
+| `duration` | 1,191 |
+| `tie_slur` | 704 |
+| `interpretation_or_control` | 433 |
+| `rest` | 394 |
+| `barline` | 310 |
+| `spine_operation` | 216 |
+| `column_or_line_break` | 201 |
+| `null_token` | 165 |
+| `note_other` | 145 |
+| `clef` | 90 |
+| `termination` | 22 |
+| `pitch` | 17 |
+| `articulation` | 14 |
+| `other_nonvisual` | 5 |
+
+## Outputs
+
+- `summary.json`
+- `per_page_records.jsonl`
+- `teacher_forced_predictions.jsonl` when teacher-forced mode is enabled
+- `free_generation_predictions.jsonl` when free-generation mode is enabled
+- `gold_prefix_errors.jsonl` when teacher-forced mode is enabled
+- `teacher_forced_error_report.md` when teacher-forced mode is enabled

multiview-renderswitch-encoder-only/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/teacher_forced_error_report.md

@@ -0,0 +1,297 @@
+# Teacher-Forced Error Report
+
+- Checkpoint: `/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_7.ckpt`
+- Dataset: `cminst/transcoda-synth-243k`
+- Split: `validation_wonky`
+- Pages: `2,048`
+- Tokens: `1,593,846`
+- Top-1 errors: `5,962`
+- Top-1 error rate: `0.374%`
+
+## Component Buckets
+
+| bucket | errors | error share | mean/page | median/page | pages | errors/1k tok |
+|---|---:|---:|---:|---:|---:|---:|
+| `pitch_only` | 864 | 14.49% | 0.422 | 0.000 | 281 (13.7%) | 0.542 |
+| `tie_slur_only` | 650 | 10.90% | 0.317 | 0.000 | 258 (12.6%) | 0.408 |
+| `note_other` | 615 | 10.32% | 0.300 | 0.000 | 252 (12.3%) | 0.386 |
+| `duration_only` | 613 | 10.28% | 0.299 | 0.000 | 274 (13.4%) | 0.385 |
+| `interpretation_or_control` | 500 | 8.39% | 0.244 | 0.000 | 241 (11.8%) | 0.314 |
+| `pitch_and_accidental` | 477 | 8.00% | 0.233 | 0.000 | 185 (9.0%) | 0.299 |
+| `accidental_only` | 434 | 7.28% | 0.212 | 0.000 | 224 (10.9%) | 0.272 |
+| `barline` | 322 | 5.40% | 0.157 | 0.000 | 222 (10.8%) | 0.202 |
+| `rest_note_confusion` | 280 | 4.70% | 0.137 | 0.000 | 108 (5.3%) | 0.176 |
+| `spine_operation` | 194 | 3.25% | 0.095 | 0.000 | 108 (5.3%) | 0.122 |
+| `column_or_line_break` | 188 | 3.15% | 0.092 | 0.000 | 116 (5.7%) | 0.118 |
+| `null_token` | 165 | 2.77% | 0.081 | 0.000 | 70 (3.4%) | 0.104 |
+| `duration_and_pitch` | 149 | 2.50% | 0.073 | 0.000 | 81 (4.0%) | 0.093 |
+| `chord_structure_only` | 99 | 1.66% | 0.048 | 0.000 | 48 (2.3%) | 0.062 |
+| `clef` | 90 | 1.51% | 0.044 | 0.000 | 69 (3.4%) | 0.056 |
+| `duration_and_pitch_and_accidental` | 60 | 1.01% | 0.029 | 0.000 | 36 (1.8%) | 0.038 |
+| `termination` | 46 | 0.77% | 0.022 | 0.000 | 37 (1.8%) | 0.029 |
+| `duration_and_tie_slur` | 45 | 0.75% | 0.022 | 0.000 | 40 (2.0%) | 0.028 |
+| `accidental_and_tie_slur` | 36 | 0.60% | 0.018 | 0.000 | 26 (1.3%) | 0.023 |
+| `chord_structure_and_tie_slur` | 33 | 0.55% | 0.016 | 0.000 | 20 (1.0%) | 0.021 |
+| `pitch_and_tie_slur` | 20 | 0.34% | 0.010 | 0.000 | 20 (1.0%) | 0.013 |
+| `duration_and_accidental` | 17 | 0.29% | 0.008 | 0.000 | 15 (0.7%) | 0.011 |
+| `chord_structure_and_accidental` | 15 | 0.25% | 0.007 | 0.000 | 12 (0.6%) | 0.009 |
+| `pitch_and_accidental_and_tie_slur` | 13 | 0.22% | 0.006 | 0.000 | 10 (0.5%) | 0.008 |
+| `articulation_only` | 11 | 0.18% | 0.005 | 0.000 | 7 (0.3%) | 0.007 |
+| `duration_and_pitch_and_tie_slur` | 10 | 0.17% | 0.005 | 0.000 | 9 (0.4%) | 0.006 |
+| `duration_and_pitch_and_accidental_and_tie_slur` | 5 | 0.08% | 0.002 | 0.000 | 5 (0.2%) | 0.003 |
+| `tie_slur_and_articulation` | 4 | 0.07% | 0.002 | 0.000 | 4 (0.2%) | 0.003 |
+| `chord_structure_and_accidental_and_tie_slur` | 3 | 0.05% | 0.001 | 0.000 | 3 (0.1%) | 0.002 |
+| `other` | 2 | 0.03% | 0.001 | 0.000 | 2 (0.1%) | 0.001 |
+| `chord_structure_and_accidental_and_articulation` | 1 | 0.02% | 0.000 | 0.000 | 1 (0.0%) | 0.001 |
+| `chord_structure_and_pitch` | 1 | 0.02% | 0.000 | 0.000 | 1 (0.0%) | 0.001 |
+
+## Legacy Regex Buckets
+
+These are retained for compatibility and should not be treated as component diffs.
+
+| bucket | errors |
+|---|---:|
+| `accidental` | 2,055 |
+| `duration` | 1,191 |
+| `tie_slur` | 704 |
+| `interpretation_or_control` | 433 |
+| `rest` | 394 |
+| `barline` | 310 |
+| `spine_operation` | 216 |
+| `column_or_line_break` | 201 |
+| `null_token` | 165 |
+| `note_other` | 145 |
+| `clef` | 90 |
+| `termination` | 22 |
+| `pitch` | 17 |
+| `articulation` | 14 |
+| `other_nonvisual` | 5 |
+
+## Error Samples
+
+### Sample 1
+
+```text
+4EE- 4D#	1e-] 1b-]
+teacher-forced top-1 local replacement:
+4EE- 4E#	1e-] 1b-]
+```
+
+### Sample 2
+
+```text
+32cc]JJJ	.	.	.	.	.
+teacher-forced top-1 local replacement:
+32ccJJJ]JJJ	.	.	.	.	.
+```
+
+### Sample 3
+
+```text
+8..cccJ
+teacher-forced top-1 local replacement:
+16.cccccJ
+```
+
+### Sample 4
+
+```text
+*	*v	*v	*
+teacher-forced top-1 local replacement:
+2F	*v	*v	*
+```
+
+### Sample 5
+
+```text
+40F]KLL	.	.	.	.	.
+teacher-forced top-1 local replacement:
+40F_KLL	.	.	.	.	.
+```
+
+### Sample 6
+
+```text
+4.A	4dd
+teacher-forced top-1 local replacement:
+4.c	4dd
+```
+
+### Sample 7
+
+```text
+16dJJ	.
+teacher-forced top-1 local replacement:
+16cJJ	.
+```
+
+### Sample 8
+
+```text
+4F#	4DD# 4BB	4B[
+teacher-forced top-1 local replacement:
+4F#	4DD# 4BB	4B
+```
+
+
+## Sample Metadata
+
+### Sample 1
+
+- Sample: `sample_00016869`
+- Row/token: `1893` / `952`
+- Line/field: `146:0`
+- Component bucket: `pitch_only`; flags: `pitch`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `4D#` -> `4E#`
+- Gold note -> top-1 note: `4D#` -> `4E#`
+- Gold token likelihood: rank `2`, p `8.800%`
+- Predicted token likelihood: p `78.430%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 1150 | `"4E#"` | 78.430% |
+| 2 | 708 | `"4D#"` | 8.800% |
+| 3 | 450 | `"4C#"` | 4.425% |
+| 4 | 160 | `"4E"` | 2.368% |
+| 5 | 287 | `"4E-"` | 0.769% |
+
+### Sample 2
+
+- Sample: `sample_00012407`
+- Row/token: `1132` / `460`
+- Line/field: `36:0`
+- Component bucket: `note_other`; flags: `none`
+- Legacy bucket: `tie_slur`
+- Gold piece -> top-1 piece: `32cc` -> `32ccJJJ`
+- Gold note -> top-1 note: `32cc]JJJ` -> `32ccJJJ]JJJ`
+- Gold token likelihood: rank `2`, p `33.564%`
+- Predicted token likelihood: p `62.705%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 1522 | `"32ccJJJ"` | 62.705% |
+| 2 | 366 | `"32cc"` | 33.564% |
+| 3 | 2333 | `"32ccJJk"` | 0.300% |
+| 4 | 2112 | `"32cc#JJJ"` | 0.273% |
+| 5 | 1367 | `"*X"` | 0.142% |
+
+### Sample 3
+
+- Sample: `sample_00010181`
+- Row/token: `569` / `436`
+- Line/field: `110:0`
+- Component bucket: `duration_and_pitch`; flags: `duration, pitch`
+- Legacy bucket: `duration`
+- Gold piece -> top-1 piece: `8..` -> `16.cc`
+- Gold note -> top-1 note: `8..cccJ` -> `16.cccccJ`
+- Gold token likelihood: rank `3`, p `17.075%`
+- Predicted token likelihood: p `46.416%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 1173 | `"16.cc"` | 46.416% |
+| 2 | 1340 | `"8.ccc"` | 20.597% |
+| 3 | 1220 | `"8.."` | 17.075% |
+| 4 | 969 | `"32."` | 2.171% |
+| 5 | 1218 | `"16.ee"` | 1.402% |
+
+### Sample 4
+
+- Sample: `sample_00012797`
+- Row/token: `993` / `414`
+- Line/field: `64:0`
+- Component bucket: `interpretation_or_control`; flags: `none`
+- Legacy bucket: `interpretation_or_control`
+- Gold piece -> top-1 piece: `*` -> `2F`
+- Gold note -> top-1 note: `None` -> `None`
+- Gold token likelihood: rank `2`, p `43.058%`
+- Predicted token likelihood: p `55.287%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 339 | `"2F"` | 55.287% |
+| 2 | 11 | `"*"` | 43.058% |
+| 3 | 157 | `"*v"` | 0.133% |
+| 4 | 281 | `"2A"` | 0.083% |
+| 5 | 651 | `"2F#"` | 0.076% |
+
+### Sample 5
+
+- Sample: `sample_00023805`
+- Row/token: `400` / `1588`
+- Line/field: `204:0`
+- Component bucket: `tie_slur_only`; flags: `tie_slur`
+- Legacy bucket: `tie_slur`
+- Gold piece -> top-1 piece: `]` -> `_`
+- Gold note -> top-1 note: `40F]KLL` -> `40F_KLL`
+- Gold token likelihood: rank `4`, p `7.045%`
+- Predicted token likelihood: p `18.561%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 46 | `"_"` | 18.561% |
+| 2 | 816 | `"KLL"` | 14.455% |
+| 3 | 864 | `"]KL"` | 13.579% |
+| 4 | 44 | `"]"` | 7.045% |
+| 5 | 1821 | `"]K"` | 6.217% |
+
+### Sample 6
+
+- Sample: `sample_00007519`
+- Row/token: `1193` / `1118`
+- Line/field: `277:0`
+- Component bucket: `pitch_only`; flags: `pitch`
+- Legacy bucket: `duration`
+- Gold piece -> top-1 piece: `4.A` -> `4.c`
+- Gold note -> top-1 note: `4.A` -> `4.c`
+- Gold token likelihood: rank `3`, p `1.508%`
+- Predicted token likelihood: p `93.308%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 507 | `"4.c"` | 93.308% |
+| 2 | 163 | `"4c"` | 3.851% |
+| 3 | 470 | `"4.A"` | 1.508% |
+| 4 | 676 | `"4.B-"` | 0.154% |
+| 5 | 127 | `"4A"` | 0.154% |
+
+### Sample 7
+
+- Sample: `sample_00005404`
+- Row/token: `526` / `1658`
+- Line/field: `385:0`
+- Component bucket: `pitch_only`; flags: `pitch`
+- Legacy bucket: `duration`
+- Gold piece -> top-1 piece: `16dJJ` -> `16cJJ`
+- Gold note -> top-1 note: `16dJJ` -> `16cJJ`
+- Gold token likelihood: rank `2`, p `11.150%`
+- Predicted token likelihood: p `87.702%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 516 | `"16cJJ"` | 87.702% |
+| 2 | 422 | `"16dJJ"` | 11.150% |
+| 3 | 401 | `"16eJJ"` | 0.382% |
+| 4 | 449 | `"16fJJ"` | 0.132% |
+| 5 | 760 | `"16c#JJ"` | 0.088% |
+
+### Sample 8
+
+- Sample: `sample_00018220`
+- Row/token: `421` / `219`
+- Line/field: `31:2`
+- Component bucket: `tie_slur_only`; flags: `tie_slur`
+- Legacy bucket: `tie_slur`
+- Gold piece -> top-1 piece: `4B[` -> `4B`
+- Gold note -> top-1 note: `4B[` -> `4B`
+- Gold token likelihood: rank `2`, p `32.732%`
+- Predicted token likelihood: p `44.740%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 150 | `"4B"` | 44.740% |
+| 2 | 1674 | `"4B["` | 32.732% |
+| 3 | 2110 | `"4B("` | 12.818% |
+| 4 | 696 | `"4.B"` | 3.045% |
+| 5 | 1326 | `"4B]"` | 0.679% |

multiview-renderswitch-encoder-only/synthetic-domain-checkpoints/summary.json

@@ -0,0 +1,601 @@
+{
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+      },
+      {
+        "label": "epoch_1",
+        "path": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_1.ckpt"
+      },
+      {
+        "label": "epoch_2",
+        "path": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_2.ckpt"
+      },
+      {
+        "label": "epoch_3",
+        "path": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_3.ckpt"
+      },
+      {
+        "label": "epoch_4",
+        "path": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_4.ckpt"
+      },
+      {
+        "label": "epoch_5",
+        "path": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_5.ckpt"
+      },
+      {
+        "label": "epoch_6",
+        "path": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_6.ckpt"
+      },
+      {
+        "label": "epoch_7",
+        "path": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_7.ckpt"
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+          "data/validation-00003-of-00008.parquet"
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+      "top1_error_rate": 0.0037406374267024544,
+      "top1_errors": 5962,
+      "top1_errors_per_page": 2.9111328125
+    }
+  ]
+}

multiview-renderswitch-encoder-only/synthetic-domain-checkpoints/summary.md

@@ -0,0 +1,62 @@
+# Multi-View RenderSwitch Synthetic-Domain Teacher-Forced Evals
+
+- Run dir: `/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4`
+- Output dir: `/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/synthetic-domain-checkpoints`
+- Limit pages: `2048`
+- Rows: `24`
+- Completed runs this invocation: `24`
+- Skipped existing: `0`
+
+| checkpoint | normal synth CER | random-score CER | wonky synth CER |
+| --- | ---: | ---: | ---: |
+| epoch_0 | 0.483281 | 2.110785 | 0.649852 |
+| epoch_1 | 0.405663 | 1.272137 | 0.525886 |
+| epoch_2 | 0.379560 | 1.167962 | 0.487822 |
+| epoch_3 | 0.349227 | 0.948193 | 0.442340 |
+| epoch_4 | 0.324683 | 0.869981 | 0.410933 |
+| epoch_5 | 0.321494 | 0.831076 | 0.401330 |
+| epoch_6 | 0.323817 | 0.822141 | 0.406391 |
+| epoch_7 | 0.308737 | 0.771616 | 0.385557 |
+
+## Detailed Metrics
+
+| checkpoint | domain | CER | SER | LER | top-1 errors/page | exact page rate | pages |
+| --- | --- | ---: | ---: | ---: | ---: | ---: | ---: |
+| epoch_0 | normal_synth | 0.483281 | 0.553274 | 1.903592 | 3.689 | 38.086% | 2048 |
+| epoch_0 | random_score | 2.110785 | 3.108229 | 12.930091 | 21.562 | 0.049% | 2048 |
+| epoch_0 | wonky_synth | 0.649852 | 0.717428 | 2.595019 | 5.037 | 34.912% | 2048 |
+| epoch_1 | normal_synth | 0.405663 | 0.482285 | 1.544308 | 3.046 | 47.803% | 2048 |
+| epoch_1 | random_score | 1.272137 | 1.944216 | 8.329237 | 13.486 | 0.439% | 2048 |
+| epoch_1 | wonky_synth | 0.525886 | 0.590653 | 2.059450 | 4.030 | 42.969% | 2048 |
+| epoch_2 | normal_synth | 0.379560 | 0.406898 | 1.430702 | 2.831 | 49.219% | 2048 |
+| epoch_2 | random_score | 1.167962 | 1.804023 | 7.765984 | 12.512 | 0.635% | 2048 |
+| epoch_2 | wonky_synth | 0.487822 | 0.504398 | 1.916743 | 3.743 | 44.873% | 2048 |
+| epoch_3 | normal_synth | 0.349227 | 0.364808 | 1.291074 | 2.592 | 53.760% | 2048 |
+| epoch_3 | random_score | 0.948193 | 1.489678 | 6.523401 | 10.346 | 1.465% | 2048 |
+| epoch_3 | wonky_synth | 0.442340 | 0.459041 | 1.706601 | 3.378 | 48.340% | 2048 |
+| epoch_4 | normal_synth | 0.324683 | 0.351929 | 1.208248 | 2.421 | 55.615% | 2048 |
+| epoch_4 | random_score | 0.869981 | 1.374725 | 6.066391 | 9.547 | 2.148% | 2048 |
+| epoch_4 | wonky_synth | 0.410933 | 0.461428 | 1.594395 | 3.124 | 49.658% | 2048 |
+| epoch_5 | normal_synth | 0.321494 | 0.344767 | 1.181945 | 2.376 | 56.641% | 2048 |
+| epoch_5 | random_score | 0.831076 | 1.327197 | 5.883080 | 9.217 | 2.246% | 2048 |
+| epoch_5 | wonky_synth | 0.401330 | 0.407589 | 1.527239 | 3.037 | 50.879% | 2048 |
+| epoch_6 | normal_synth | 0.323817 | 0.351050 | 1.203211 | 2.398 | 55.762% | 2048 |
+| epoch_6 | random_score | 0.822141 | 1.310464 | 5.815845 | 9.101 | 2.246% | 2048 |
+| epoch_6 | wonky_synth | 0.406391 | 0.441388 | 1.541509 | 3.054 | 51.123% | 2048 |
+| epoch_7 | normal_synth | 0.308737 | 0.332015 | 1.135496 | 2.266 | 58.203% | 2048 |
+| epoch_7 | random_score | 0.771616 | 1.242547 | 5.543416 | 8.629 | 2.100% | 2048 |
+| epoch_7 | wonky_synth | 0.385557 | 0.442267 | 1.494500 | 2.911 | 51.807% | 2048 |
+
+## Domains
+
+| domain | dataset | split | image column | data files |
+| --- | --- | --- | --- | --- |
+| normal_synth | `cminst/transcoda-synth-243k` | `validation` | `image` | `4` |
+| random_score | `cminst/transcoda-random-notation-300k` | `train` | `image` | `2` |
+| wonky_synth | `cminst/transcoda-synth-243k` | `validation_wonky` | `image` | `4` |
+
+## Files
+
+- `metrics.csv`
+- `summary.json`
+- `manifest.json`