Upload RenderSwitch synthetic-domain evals to multiview-anchor-control/synthetic-domain-checkpoints (part 3)

.gitattributes

@@ -110,3 +110,5 @@ multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_2/random_score/
 multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_3/random_score/gold_prefix_errors.jsonl filter=lfs diff=lfs merge=lfs -text
 multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_4/random_score/gold_prefix_errors.jsonl filter=lfs diff=lfs merge=lfs -text
 multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_5/random_score/gold_prefix_errors.jsonl filter=lfs diff=lfs merge=lfs -text
+multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/random_score/gold_prefix_errors.jsonl filter=lfs diff=lfs merge=lfs -text
+multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/random_score/gold_prefix_errors.jsonl filter=lfs diff=lfs merge=lfs -text

multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/normal_synth/summary.json

@@ -0,0 +1,424 @@
+{
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+    {
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+    },
+    {
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+    {
+      "category": "chord_structure_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": "other",
+      "error_share": 0.000390015600624025,
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+      "page_share": 0.00048828125,
+      "pages_with_error": 1
+    },
+    {
+      "category": "duration_and_pitch_and_accidental_and_tie_slur",
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+      "page_share": 0.00048828125,
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+    {
+      "category": "chord_structure_and_accidental_and_articulation",
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+    }
+  ],
+  "component_error_categories": {
+    "accidental_and_tie_slur": 23,
+    "accidental_only": 122,
+    "articulation_only": 2,
+    "barline": 143,
+    "chord_structure_and_accidental": 6,
+    "chord_structure_and_accidental_and_articulation": 1,
+    "chord_structure_and_accidental_and_tie_slur": 2,
+    "chord_structure_and_pitch": 2,
+    "chord_structure_and_tie_slur": 10,
+    "chord_structure_only": 54,
+    "clef": 51,
+    "column_or_line_break": 102,
+    "duration_and_accidental": 4,
+    "duration_and_pitch": 88,
+    "duration_and_pitch_and_accidental": 27,
+    "duration_and_pitch_and_accidental_and_tie_slur": 1,
+    "duration_and_pitch_and_tie_slur": 2,
+    "duration_and_tie_slur": 11,
+    "duration_only": 246,
+    "interpretation_or_control": 272,
+    "note_other": 242,
+    "null_token": 38,
+    "other": 1,
+    "pitch_and_accidental": 205,
+    "pitch_and_accidental_and_tie_slur": 7,
+    "pitch_and_tie_slur": 11,
+    "pitch_only": 365,
+    "rest_note_confusion": 145,
+    "spine_operation": 120,
+    "termination": 14,
+    "tie_slur_only": 247
+  },
+  "component_error_groups": {
+    "structural": 547,
+    "visual": 2017
+  },
+  "dataset": {
+    "data_files": [
+      "hf://datasets/cminst/transcoda-synth-243k/data/validation-00000-of-00008.parquet",
+      "hf://datasets/cminst/transcoda-synth-243k/data/validation-00001-of-00008.parquet",
+      "hf://datasets/cminst/transcoda-synth-243k/data/validation-00002-of-00008.parquet",
+      "hf://datasets/cminst/transcoda-synth-243k/data/validation-00003-of-00008.parquet"
+    ],
+    "image_column": "image",
+    "kind": "explicit_parquet_data_files",
+    "name": "synth-243k-validation",
+    "rows_available": 3792,
+    "source": "cminst/transcoda-synth-243k",
+    "split": "validation",
+    "transcription_column": "transcription"
+  },
+  "elapsed_sec": 101.45911033102311,
+  "generation_settings": {
+    "early_stopping": null,
+    "length_penalty": null,
+    "num_beams": null,
+    "repetition_penalty": null,
+    "strategy": null
+  },
+  "gold_error_categories": {
+    "accidental": 753,
+    "articulation": 5,
+    "barline": 137,
+    "clef": 52,
+    "column_or_line_break": 106,
+    "duration": 600,
+    "interpretation_or_control": 232,
+    "note_other": 68,
+    "null_token": 38,
+    "other_nonvisual": 1,
+    "pitch": 7,
+    "rest": 159,
+    "spine_operation": 134,
+    "termination": 10,
+    "tie_slur": 262
+  },
+  "gold_error_groups": {
+    "structural": 521,
+    "visual": 2043
+  },
+  "metrics": {
+    "teacher_forced": {
+      "CER": 0.17028014361858368,
+      "LER": 0.6455367803573608,
+      "SER": 0.16346295177936554,
+      "exact_match_rate": 0.697265625,
+      "top1_error_rate": 0.0016086874139659667,
+      "top1_errors": 2564,
+      "top1_errors_per_page": 1.251953125
+    }
+  },
+  "mode": "teacher_forced",
+  "outputs": {
+    "free_generation_predictions": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/normal_synth/free_generation_predictions.jsonl",
+    "gold_prefix_errors": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/normal_synth/gold_prefix_errors.jsonl",
+    "per_page_records": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/normal_synth/per_page_records.jsonl",
+    "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/normal_synth/summary.json",
+    "summary_md": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/normal_synth/summary.md",
+    "teacher_forced_error_report": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/normal_synth/teacher_forced_error_report.md",
+    "teacher_forced_predictions": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/normal_synth/teacher_forced_predictions.jsonl"
+  },
+  "pages": 2048,
+  "reconstruction": {
+    "matched_unk_preserved": 3683,
+    "predicted_eos": 2038,
+    "predicted_unk_literal": 2
+  },
+  "tokens": 1593846
+}

multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/normal_synth/summary.md

@@ -0,0 +1,44 @@
+# Transcoda Dataset Eval
+
+- Checkpoint: `/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-anchor-control-from-musvit-243k-8ep-8ep-h200x4/checkpoint_epoch_6.ckpt`
+- Dataset: `cminst/transcoda-synth-243k`
+- Dataset kind: `explicit_parquet_data_files`
+- Mode: `teacher_forced`
+- Pages: `2,048`
+- Tokens: `1,593,846`
+- Elapsed: `101.5s`
+
+## Metrics
+
+| mode | CER | SER | LER | exact pages | top-1 error rate | top-1 errors/page |
+|---|---:|---:|---:|---:|---:|---:|
+| `teacher_forced` | 0.170280 | 0.163463 | 0.645537 | 69.727% | 0.1609% | 1.252 |
+
+## Teacher-Forced Error Categories
+
+| category | errors |
+|---|---:|
+| `accidental` | 753 |
+| `duration` | 600 |
+| `tie_slur` | 262 |
+| `interpretation_or_control` | 232 |
+| `rest` | 159 |
+| `barline` | 137 |
+| `spine_operation` | 134 |
+| `column_or_line_break` | 106 |
+| `note_other` | 68 |
+| `clef` | 52 |
+| `null_token` | 38 |
+| `termination` | 10 |
+| `pitch` | 7 |
+| `articulation` | 5 |
+| `other_nonvisual` | 1 |
+
+## 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-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/normal_synth/teacher_forced_error_report.md

@@ -0,0 +1,296 @@
+# Teacher-Forced Error Report
+
+- Checkpoint: `/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-anchor-control-from-musvit-243k-8ep-8ep-h200x4/checkpoint_epoch_6.ckpt`
+- Dataset: `cminst/transcoda-synth-243k`
+- Split: `validation`
+- Pages: `2,048`
+- Tokens: `1,593,846`
+- Top-1 errors: `2,564`
+- Top-1 error rate: `0.161%`
+
+## Component Buckets
+
+| bucket | errors | error share | mean/page | median/page | pages | errors/1k tok |
+|---|---:|---:|---:|---:|---:|---:|
+| `pitch_only` | 365 | 14.24% | 0.178 | 0.000 | 139 (6.8%) | 0.229 |
+| `interpretation_or_control` | 272 | 10.61% | 0.133 | 0.000 | 157 (7.7%) | 0.171 |
+| `tie_slur_only` | 247 | 9.63% | 0.121 | 0.000 | 140 (6.8%) | 0.155 |
+| `duration_only` | 246 | 9.59% | 0.120 | 0.000 | 132 (6.4%) | 0.154 |
+| `note_other` | 242 | 9.44% | 0.118 | 0.000 | 124 (6.1%) | 0.152 |
+| `pitch_and_accidental` | 205 | 8.00% | 0.100 | 0.000 | 75 (3.7%) | 0.129 |
+| `rest_note_confusion` | 145 | 5.66% | 0.071 | 0.000 | 67 (3.3%) | 0.091 |
+| `barline` | 143 | 5.58% | 0.070 | 0.000 | 110 (5.4%) | 0.090 |
+| `accidental_only` | 122 | 4.76% | 0.060 | 0.000 | 83 (4.1%) | 0.077 |
+| `spine_operation` | 120 | 4.68% | 0.059 | 0.000 | 71 (3.5%) | 0.075 |
+| `column_or_line_break` | 102 | 3.98% | 0.050 | 0.000 | 71 (3.5%) | 0.064 |
+| `duration_and_pitch` | 88 | 3.43% | 0.043 | 0.000 | 43 (2.1%) | 0.055 |
+| `chord_structure_only` | 54 | 2.11% | 0.026 | 0.000 | 20 (1.0%) | 0.034 |
+| `clef` | 51 | 1.99% | 0.025 | 0.000 | 39 (1.9%) | 0.032 |
+| `null_token` | 38 | 1.48% | 0.019 | 0.000 | 23 (1.1%) | 0.024 |
+| `duration_and_pitch_and_accidental` | 27 | 1.05% | 0.013 | 0.000 | 16 (0.8%) | 0.017 |
+| `accidental_and_tie_slur` | 23 | 0.90% | 0.011 | 0.000 | 16 (0.8%) | 0.014 |
+| `termination` | 14 | 0.55% | 0.007 | 0.000 | 14 (0.7%) | 0.009 |
+| `pitch_and_tie_slur` | 11 | 0.43% | 0.005 | 0.000 | 8 (0.4%) | 0.007 |
+| `duration_and_tie_slur` | 11 | 0.43% | 0.005 | 0.000 | 11 (0.5%) | 0.007 |
+| `chord_structure_and_tie_slur` | 10 | 0.39% | 0.005 | 0.000 | 8 (0.4%) | 0.006 |
+| `pitch_and_accidental_and_tie_slur` | 7 | 0.27% | 0.003 | 0.000 | 6 (0.3%) | 0.004 |
+| `chord_structure_and_accidental` | 6 | 0.23% | 0.003 | 0.000 | 5 (0.2%) | 0.004 |
+| `duration_and_accidental` | 4 | 0.16% | 0.002 | 0.000 | 4 (0.2%) | 0.003 |
+| `articulation_only` | 2 | 0.08% | 0.001 | 0.000 | 2 (0.1%) | 0.001 |
+| `chord_structure_and_accidental_and_tie_slur` | 2 | 0.08% | 0.001 | 0.000 | 2 (0.1%) | 0.001 |
+| `chord_structure_and_pitch` | 2 | 0.08% | 0.001 | 0.000 | 1 (0.0%) | 0.001 |
+| `duration_and_pitch_and_tie_slur` | 2 | 0.08% | 0.001 | 0.000 | 2 (0.1%) | 0.001 |
+| `other` | 1 | 0.04% | 0.000 | 0.000 | 1 (0.0%) | 0.001 |
+| `duration_and_pitch_and_accidental_and_tie_slur` | 1 | 0.04% | 0.000 | 0.000 | 1 (0.0%) | 0.001 |
+| `chord_structure_and_accidental_and_articulation` | 1 | 0.04% | 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` | 753 |
+| `duration` | 600 |
+| `tie_slur` | 262 |
+| `interpretation_or_control` | 232 |
+| `rest` | 159 |
+| `barline` | 137 |
+| `spine_operation` | 134 |
+| `column_or_line_break` | 106 |
+| `note_other` | 68 |
+| `clef` | 52 |
+| `null_token` | 38 |
+| `termination` | 10 |
+| `pitch` | 7 |
+| `articulation` | 5 |
+| `other_nonvisual` | 1 |
+
+## Error Samples
+
+### Sample 1
+
+```text
+8dddJ	8bbb-vJ	8dddJ
+teacher-forced top-1 local replacement:
+8dddJ	8bbb-JJ	8dddJ
+```
+
+### Sample 2
+
+```text
+*	*^	*
+teacher-forced top-1 local replacement:
+.	*^	*
+```
+
+### Sample 3
+
+```text
+4G	4d 4g 4b	4g	4r
+teacher-forced top-1 local replacement:
+2A	4d 4g 4b	4g	4r
+```
+
+### Sample 4
+
+```text
+4A	4c 4e 4a	4a	4A
+teacher-forced top-1 local replacement:
+4A	4c 4e 4a	4a	4r
+```
+
+### Sample 5
+
+```text
+4.c 4.e 4.a 4.a	4.c 4.e 4.an 4.a
+teacher-forced top-1 local replacement:
+4.c 4.e 4.g 4.a	4.c 4.e 4.an 4.a
+```
+
+### Sample 6
+
+```text
+.	8ggJ	.
+teacher-forced top-1 local replacement:
+.	4gg	.
+```
+
+### Sample 7
+
+```text
+.	16bmJJ
+teacher-forced top-1 local replacement:
+.	16bWJJ
+```
+
+### Sample 8
+
+```text
+4F 4c	8.f[L	8r	4a
+teacher-forced top-1 local replacement:
+4A 4c	8.f[L	8r	4a
+```
+
+
+## Sample Metadata
+
+### Sample 1
+
+- Sample: `sample_00006334`
+- Row/token: `116` / `819`
+- Line/field: `127:1`
+- Component bucket: `note_other`; flags: `none`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `v` -> `J`
+- Gold note -> top-1 note: `8bbb-vJ` -> `8bbb-JJ`
+- Gold token likelihood: rank `2`, p `34.689%`
+- Predicted token likelihood: p `64.808%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 36 | `"J"` | 64.808% |
+| 2 | 66 | `"v"` | 34.689% |
+| 3 | 2289 | `"\`J"` | 0.249% |
+| 4 | 186 | `")J"` | 0.097% |
+| 5 | 439 | `"nJ"` | 0.034% |
+
+### Sample 2
+
+- Sample: `sample_00021947`
+- Row/token: `1010` / `54`
+- Line/field: `7:0`
+- Component bucket: `interpretation_or_control`; flags: `none`
+- Legacy bucket: `interpretation_or_control`
+- Gold piece -> top-1 piece: `*` -> `.`
+- Gold note -> top-1 note: `None` -> `None`
+- Gold token likelihood: rank `2`, p `29.117%`
+- Predicted token likelihood: p `69.849%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 14 | `"."` | 69.849% |
+| 2 | 11 | `"*"` | 29.117% |
+| 3 | 302 | `"*k[]"` | 0.323% |
+| 4 | 191 | `"*^"` | 0.119% |
+| 5 | 157 | `"*v"` | 0.047% |
+
+### Sample 3
+
+- Sample: `sample_00015555`
+- Row/token: `1239` / `702`
+- Line/field: `73:0`
+- Component bucket: `duration_and_pitch`; flags: `duration, pitch`
+- Legacy bucket: `duration`
+- Gold piece -> top-1 piece: `4G` -> `2A`
+- Gold note -> top-1 note: `4G` -> `2A`
+- Gold token likelihood: rank `132`, p `0.000%`
+- Predicted token likelihood: p `97.402%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 281 | `"2A"` | 97.402% |
+| 2 | 291 | `"2B"` | 1.305% |
+| 3 | 300 | `"2c"` | 0.424% |
+| 4 | 11 | `"*"` | 0.291% |
+| 5 | 127 | `"4A"` | 0.101% |
+
+### Sample 4
+
+- Sample: `sample_00015555`
+- Row/token: `1239` / `700`
+- Line/field: `72:3`
+- Component bucket: `rest_note_confusion`; flags: `is_rest, pitch`
+- Legacy bucket: `duration`
+- Gold piece -> top-1 piece: `4A` -> `4r`
+- Gold note -> top-1 note: `4A` -> `4r`
+- Gold token likelihood: rank `3`, p `2.901%`
+- Predicted token likelihood: p `90.234%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 97 | `"4r"` | 90.234% |
+| 2 | 160 | `"4E"` | 3.499% |
+| 3 | 127 | `"4A"` | 2.901% |
+| 4 | 181 | `"4C"` | 0.647% |
+| 5 | 239 | `"4AA"` | 0.571% |
+
+### Sample 5
+
+- Sample: `sample_00020724`
+- Row/token: `898` / `301`
+- Line/field: `48:0`
+- Component bucket: `pitch_only`; flags: `pitch`
+- Legacy bucket: `duration`
+- Gold piece -> top-1 piece: `4.a` -> `4.g`
+- Gold note -> top-1 note: `4.a` -> `4.g`
+- Gold token likelihood: rank `3`, p `1.064%`
+- Predicted token likelihood: p `90.012%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 284 | `"4.g"` | 90.012% |
+| 2 | 1258 | `"4.g#"` | 8.372% |
+| 3 | 289 | `"4.a"` | 1.064% |
+| 4 | 405 | `"4.e"` | 0.253% |
+| 5 | 581 | `"4.f#"` | 0.127% |
+
+### Sample 6
+
+- Sample: `sample_00002329`
+- Row/token: `1000` / `84`
+- Line/field: `13:1`
+- Component bucket: `duration_only`; flags: `duration`
+- Legacy bucket: `duration`
+- Gold piece -> top-1 piece: `8ggJ` -> `4gg`
+- Gold note -> top-1 note: `8ggJ` -> `4gg`
+- Gold token likelihood: rank `2`, p `19.491%`
+- Predicted token likelihood: p `63.910%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 164 | `"4gg"` | 63.910% |
+| 2 | 170 | `"8ggJ"` | 19.491% |
+| 3 | 140 | `"4ee"` | 5.246% |
+| 4 | 14 | `"."` | 3.182% |
+| 5 | 87 | `"8gg"` | 2.054% |
+
+### Sample 7
+
+- Sample: `sample_00006644`
+- Row/token: `1216` / `613`
+- Line/field: `120:1`
+- Component bucket: `note_other`; flags: `none`
+- Legacy bucket: `note_other`
+- Gold piece -> top-1 piece: `m` -> `W`
+- Gold note -> top-1 note: `16bmJJ` -> `16bWJJ`
+- Gold token likelihood: rank `2`, p `34.716%`
+- Predicted token likelihood: p `64.858%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 41 | `"W"` | 64.858% |
+| 2 | 58 | `"m"` | 34.716% |
+| 3 | 39 | `"M"` | 0.265% |
+| 4 | 64 | `"t"` | 0.125% |
+| 5 | 67 | `"w"` | 0.016% |
+
+### Sample 8
+
+- Sample: `sample_00011875`
+- Row/token: `1033` / `686`
+- Line/field: `96:0`
+- Component bucket: `pitch_only`; flags: `pitch`
+- Legacy bucket: `duration`
+- Gold piece -> top-1 piece: `4F` -> `4A`
+- Gold note -> top-1 note: `4F` -> `4A`
+- Gold token likelihood: rank `2`, p `1.240%`
+- Predicted token likelihood: p `98.499%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 127 | `"4A"` | 98.499% |
+| 2 | 153 | `"4F"` | 1.240% |
+| 3 | 163 | `"4c"` | 0.139% |
+| 4 | 208 | `"4B-"` | 0.031% |
+| 5 | 134 | `"4G"` | 0.031% |

multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/random_score/command.log

@@ -0,0 +1,299 @@
+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.fc1.weight          | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc2.weight          | UNEXPECTED | 
+decoder.decoder_norm.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.q_proj.weight | 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}.layernorm_after.weight  | 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.k_proj.bias   | 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}.attention.k_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.v_proj.weight | 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}.mlp.fc1.bias            | UNEXPECTED | 
+decoder.decoder_pred.weight                                             | UNEXPECTED | 
+decoder.decoder_embed.bias                                              | UNEXPECTED | 
+decoder.decoder_pred.bias                                               | UNEXPECTED | 
+decoder.decoder_pos_embed                                               | UNEXPECTED | 
+decoder.mask_token                                                      | UNEXPECTED | 
+decoder.decoder_norm.weight                                             | 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=9.0s
+[eval] pages=512/2048 mode=teacher_forced elapsed=29.7s
+[eval] pages=1024/2048 mode=teacher_forced elapsed=50.5s
+[eval] pages=1536/2048 mode=teacher_forced elapsed=70.5s
+[eval] pages=2048/2048 mode=teacher_forced elapsed=90.5s
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-anchor-control-from-musvit-243k-8ep-8ep-h200x4/checkpoint_epoch_6.ckpt",
+  "component_error_buckets": [
+    {
+      "category": "accidental_only",
+      "error_share": 0.7374911410347271,
+      "errors": 10406,
+      "errors_per_1k_tokens": 7.305691151660841,
+      "errors_per_page_mean": 5.0810546875,
+      "errors_per_page_median": 4.0,
+      "page_share": 0.921875,
+      "pages_with_error": 1888
+    },
+    {
+      "category": "accidental_and_tie_slur",
+      "error_share": 0.08922749822820694,
+      "errors": 1259,
+      "errors_per_1k_tokens": 0.8839001691275225,
+      "errors_per_page_mean": 0.61474609375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.42138671875,
+      "pages_with_error": 863
+    },
+    {
+      "category": "note_other",
+      "error_share": 0.084975194897236,
+      "errors": 1199,
+      "errors_per_1k_tokens": 0.8417762532040504,
+      "errors_per_page_mean": 0.58544921875,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.40673828125,
+      "pages_with_error": 833
+    },
+    {
+      "category": "chord_structure_and_accidental",
+      "error_share": 0.04209780297661233,
+      "errors": 594,
+      "errors_per_1k_tokens": 0.41702676764237356,
+      "errors_per_page_mean": 0.2900390625,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.2353515625,
+      "pages_with_error": 482
+    },
+    {
+      "category": "tie_slur_only",
+      "error_share": 0.025017717930545712,
+      "errors": 353,
+      "errors_per_1k_tokens": 0.24782903868309406,
+      "errors_per_page_mean": 0.17236328125,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.15380859375,
+      "pages_with_error": 315
+    },
+    {
+      "category": "column_or_line_break",
+      "error_share": 0.011552090715804394,
+      "errors": 163,
+      "errors_per_1k_tokens": 0.11443663825876581,
+      "errors_per_page_mean": 0.07958984375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.07666015625,
+      "pages_with_error": 157
+    },
+    {
+      "category": "duration_only",
+      "error_share": 0.0026931254429482638,
+      "errors": 38,
+      "errors_per_1k_tokens": 0.02667848008486565,
+      "errors_per_page_mean": 0.0185546875,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.017578125,
+      "pages_with_error": 36
+    },
+    {
+      "category": "rest_note_confusion",
+      "error_share": 0.0013465627214741319,
+      "errors": 19,
+      "errors_per_1k_tokens": 0.013339240042432825,
+      "errors_per_page_mean": 0.00927734375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.0087890625,
+      "pages_with_error": 18
+    },
+    {
+      "category": "barline",
+      "error_share": 0.0013465627214741319,
+      "errors": 19,
+      "errors_per_1k_tokens": 0.013339240042432825,
+      "errors_per_page_mean": 0.00927734375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00927734375,
+      "pages_with_error": 19
+    },
+    {
+      "category": "pitch_only",
+      "error_share": 0.0011339475549255846,
+      "errors": 16,
+      "errors_per_1k_tokens": 0.01123304424625922,
+      "errors_per_page_mean": 0.0078125,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00732421875,
+      "pages_with_error": 15
+    },
+    {
+      "category": "pitch_and_accidental",
+      "error_share": 0.0009922041105598866,
+      "errors": 14,
+      "errors_per_1k_tokens": 0.009828913715476818,
+      "errors_per_page_mean": 0.0068359375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00634765625,
+      "pages_with_error": 13
+    },
+    {
+      "category": "duration_and_pitch_and_accidental",
+      "error_share": 0.0007087172218284905,
+      "errors": 10,
+      "errors_per_1k_tokens": 0.007020652653912013,
+      "errors_per_page_mean": 0.0048828125,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.0048828125,
+      "pages_with_error": 10
+    },
+    {
+      "category": "null_token",
+      "error_share": 0.0005669737774627923,
+      "errors": 8,
+      "errors_per_1k_tokens": 0.00561652212312961,
+      "errors_per_page_mean": 0.00390625,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00341796875,
+      "pages_with_error": 7
+    },
+    {
+      "category": "duration_and_pitch",
+      "error_share": 0.00035435861091424523,
+      "errors": 5,
+      "errors_per_1k_tokens": 0.0035103263269560064,
+      "errors_per_page_mean": 0.00244140625,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00244140625,
+      "pages_with_error": 5
+    },
+    {
+      "category": "duration_and_accidental",
+      "error_share": 0.00021261516654854713,
+      "errors": 3,
+      "errors_per_1k_tokens": 0.002106195796173604,
+      "errors_per_page_mean": 0.00146484375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00146484375,
+      "pages_with_error": 3
+    },
+    {
+      "category": "duration_and_tie_slur",
+      "error_share": 0.00021261516654854713,
+      "errors": 3,
+      "errors_per_1k_tokens": 0.002106195796173604,
+      "errors_per_page_mean": 0.00146484375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00146484375,
+      "pages_with_error": 3
+    },
+    {
+      "category": "chord_structure_only",
+      "error_share": 7.087172218284904e-05,
+      "errors": 1,
+      "errors_per_1k_tokens": 0.0007020652653912013,
+      "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": 1259,
+    "accidental_only": 10406,
+    "barline": 19,
+    "chord_structure_and_accidental": 594,
+    "chord_structure_only": 1,
+    "column_or_line_break": 163,
+    "duration_and_accidental": 3,
+    "duration_and_pitch": 5,
+    "duration_and_pitch_and_accidental": 10,
+    "duration_and_tie_slur": 3,
+    "duration_only": 38,
+    "note_other": 1199,
+    "null_token": 8,
+    "pitch_and_accidental": 14,
+    "pitch_only": 16,
+    "rest_note_confusion": 19,
+    "tie_slur_only": 353
+  },
+  "component_error_groups": {
+    "structural": 171,
+    "visual": 13939
+  },
+  "dataset": {
+    "data_files": [
+      "hf://datasets/cminst/transcoda-random-notation-300k/data/train-00000-of-00126.parquet",
+      "hf://datasets/cminst/transcoda-random-notation-300k/data/train-00001-of-00126.parquet"
+    ],
+    "image_column": "image",
+    "kind": "explicit_parquet_data_files",
+    "name": "random-notation-300k-train",
+    "rows_available": 4762,
+    "source": "cminst/transcoda-random-notation-300k",
+    "split": "train",
+    "transcription_column": "transcription"
+  },
+  "elapsed_sec": 90.63000131817535,
+  "generation_settings": {
+    "early_stopping": null,
+    "length_penalty": null,
+    "num_beams": null,
+    "repetition_penalty": null,
+    "strategy": null
+  },
+  "gold_error_categories": {
+    "accidental": 13153,
+    "barline": 19,
+    "column_or_line_break": 163,
+    "duration": 576,
+    "null_token": 8,
+    "rest": 25,
+    "tie_slur": 166
+  },
+  "gold_error_groups": {
+    "structural": 171,
+    "visual": 13939
+  },
+  "metrics": {
+    "teacher_forced": {
+      "CER": 0.5871862173080444,
+      "LER": 4.577068328857422,
+      "SER": 0.9920404553413391,
+      "exact_match_rate": 0.0439453125,
+      "top1_error_rate": 0.009906140894669851,
+      "top1_errors": 14110,
+      "top1_errors_per_page": 6.8896484375
+    }
+  },
+  "mode": "teacher_forced",
+  "outputs": {
+    "free_generation_predictions": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/random_score/free_generation_predictions.jsonl",
+    "gold_prefix_errors": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/random_score/gold_prefix_errors.jsonl",
+    "per_page_records": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/random_score/per_page_records.jsonl",
+    "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/random_score/summary.json",
+    "summary_md": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/random_score/summary.md",
+    "teacher_forced_error_report": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/random_score/teacher_forced_error_report.md",
+    "teacher_forced_predictions": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/random_score/teacher_forced_predictions.jsonl"
+  },
+  "pages": 2048,
+  "reconstruction": {
+    "predicted_eos": 2048
+  },
+  "tokens": 1424369
+}

multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/random_score/gold_prefix_errors.jsonl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6b7583cc8025af1d2544520dc38cb5863f1dd63d65ddc554bdd6d62acb60c75f
+size 11376960

multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/random_score/summary.json

@@ -0,0 +1,258 @@
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-anchor-control-from-musvit-243k-8ep-8ep-h200x4/checkpoint_epoch_6.ckpt",
+  "component_error_buckets": [
+    {
+      "category": "accidental_only",
+      "error_share": 0.7374911410347271,
+      "errors": 10406,
+      "errors_per_1k_tokens": 7.305691151660841,
+      "errors_per_page_mean": 5.0810546875,
+      "errors_per_page_median": 4.0,
+      "page_share": 0.921875,
+      "pages_with_error": 1888
+    },
+    {
+      "category": "accidental_and_tie_slur",
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+      "errors": 1259,
+      "errors_per_1k_tokens": 0.8839001691275225,
+      "errors_per_page_mean": 0.61474609375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.42138671875,
+      "pages_with_error": 863
+    },
+    {
+      "category": "note_other",
+      "error_share": 0.084975194897236,
+      "errors": 1199,
+      "errors_per_1k_tokens": 0.8417762532040504,
+      "errors_per_page_mean": 0.58544921875,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.40673828125,
+      "pages_with_error": 833
+    },
+    {
+      "category": "chord_structure_and_accidental",
+      "error_share": 0.04209780297661233,
+      "errors": 594,
+      "errors_per_1k_tokens": 0.41702676764237356,
+      "errors_per_page_mean": 0.2900390625,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.2353515625,
+      "pages_with_error": 482
+    },
+    {
+      "category": "tie_slur_only",
+      "error_share": 0.025017717930545712,
+      "errors": 353,
+      "errors_per_1k_tokens": 0.24782903868309406,
+      "errors_per_page_mean": 0.17236328125,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.15380859375,
+      "pages_with_error": 315
+    },
+    {
+      "category": "column_or_line_break",
+      "error_share": 0.011552090715804394,
+      "errors": 163,
+      "errors_per_1k_tokens": 0.11443663825876581,
+      "errors_per_page_mean": 0.07958984375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.07666015625,
+      "pages_with_error": 157
+    },
+    {
+      "category": "duration_only",
+      "error_share": 0.0026931254429482638,
+      "errors": 38,
+      "errors_per_1k_tokens": 0.02667848008486565,
+      "errors_per_page_mean": 0.0185546875,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.017578125,
+      "pages_with_error": 36
+    },
+    {
+      "category": "rest_note_confusion",
+      "error_share": 0.0013465627214741319,
+      "errors": 19,
+      "errors_per_1k_tokens": 0.013339240042432825,
+      "errors_per_page_mean": 0.00927734375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.0087890625,
+      "pages_with_error": 18
+    },
+    {
+      "category": "barline",
+      "error_share": 0.0013465627214741319,
+      "errors": 19,
+      "errors_per_1k_tokens": 0.013339240042432825,
+      "errors_per_page_mean": 0.00927734375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00927734375,
+      "pages_with_error": 19
+    },
+    {
+      "category": "pitch_only",
+      "error_share": 0.0011339475549255846,
+      "errors": 16,
+      "errors_per_1k_tokens": 0.01123304424625922,
+      "errors_per_page_mean": 0.0078125,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00732421875,
+      "pages_with_error": 15
+    },
+    {
+      "category": "pitch_and_accidental",
+      "error_share": 0.0009922041105598866,
+      "errors": 14,
+      "errors_per_1k_tokens": 0.009828913715476818,
+      "errors_per_page_mean": 0.0068359375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00634765625,
+      "pages_with_error": 13
+    },
+    {
+      "category": "duration_and_pitch_and_accidental",
+      "error_share": 0.0007087172218284905,
+      "errors": 10,
+      "errors_per_1k_tokens": 0.007020652653912013,
+      "errors_per_page_mean": 0.0048828125,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.0048828125,
+      "pages_with_error": 10
+    },
+    {
+      "category": "null_token",
+      "error_share": 0.0005669737774627923,
+      "errors": 8,
+      "errors_per_1k_tokens": 0.00561652212312961,
+      "errors_per_page_mean": 0.00390625,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00341796875,
+      "pages_with_error": 7
+    },
+    {
+      "category": "duration_and_pitch",
+      "error_share": 0.00035435861091424523,
+      "errors": 5,
+      "errors_per_1k_tokens": 0.0035103263269560064,
+      "errors_per_page_mean": 0.00244140625,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00244140625,
+      "pages_with_error": 5
+    },
+    {
+      "category": "duration_and_accidental",
+      "error_share": 0.00021261516654854713,
+      "errors": 3,
+      "errors_per_1k_tokens": 0.002106195796173604,
+      "errors_per_page_mean": 0.00146484375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00146484375,
+      "pages_with_error": 3
+    },
+    {
+      "category": "duration_and_tie_slur",
+      "error_share": 0.00021261516654854713,
+      "errors": 3,
+      "errors_per_1k_tokens": 0.002106195796173604,
+      "errors_per_page_mean": 0.00146484375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00146484375,
+      "pages_with_error": 3
+    },
+    {
+      "category": "chord_structure_only",
+      "error_share": 7.087172218284904e-05,
+      "errors": 1,
+      "errors_per_1k_tokens": 0.0007020652653912013,
+      "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": 1259,
+    "accidental_only": 10406,
+    "barline": 19,
+    "chord_structure_and_accidental": 594,
+    "chord_structure_only": 1,
+    "column_or_line_break": 163,
+    "duration_and_accidental": 3,
+    "duration_and_pitch": 5,
+    "duration_and_pitch_and_accidental": 10,
+    "duration_and_tie_slur": 3,
+    "duration_only": 38,
+    "note_other": 1199,
+    "null_token": 8,
+    "pitch_and_accidental": 14,
+    "pitch_only": 16,
+    "rest_note_confusion": 19,
+    "tie_slur_only": 353
+  },
+  "component_error_groups": {
+    "structural": 171,
+    "visual": 13939
+  },
+  "dataset": {
+    "data_files": [
+      "hf://datasets/cminst/transcoda-random-notation-300k/data/train-00000-of-00126.parquet",
+      "hf://datasets/cminst/transcoda-random-notation-300k/data/train-00001-of-00126.parquet"
+    ],
+    "image_column": "image",
+    "kind": "explicit_parquet_data_files",
+    "name": "random-notation-300k-train",
+    "rows_available": 4762,
+    "source": "cminst/transcoda-random-notation-300k",
+    "split": "train",
+    "transcription_column": "transcription"
+  },
+  "elapsed_sec": 90.63000131817535,
+  "generation_settings": {
+    "early_stopping": null,
+    "length_penalty": null,
+    "num_beams": null,
+    "repetition_penalty": null,
+    "strategy": null
+  },
+  "gold_error_categories": {
+    "accidental": 13153,
+    "barline": 19,
+    "column_or_line_break": 163,
+    "duration": 576,
+    "null_token": 8,
+    "rest": 25,
+    "tie_slur": 166
+  },
+  "gold_error_groups": {
+    "structural": 171,
+    "visual": 13939
+  },
+  "metrics": {
+    "teacher_forced": {
+      "CER": 0.5871862173080444,
+      "LER": 4.577068328857422,
+      "SER": 0.9920404553413391,
+      "exact_match_rate": 0.0439453125,
+      "top1_error_rate": 0.009906140894669851,
+      "top1_errors": 14110,
+      "top1_errors_per_page": 6.8896484375
+    }
+  },
+  "mode": "teacher_forced",
+  "outputs": {
+    "free_generation_predictions": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/random_score/free_generation_predictions.jsonl",
+    "gold_prefix_errors": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/random_score/gold_prefix_errors.jsonl",
+    "per_page_records": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/random_score/per_page_records.jsonl",
+    "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/random_score/summary.json",
+    "summary_md": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/random_score/summary.md",
+    "teacher_forced_error_report": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/random_score/teacher_forced_error_report.md",
+    "teacher_forced_predictions": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/random_score/teacher_forced_predictions.jsonl"
+  },
+  "pages": 2048,
+  "reconstruction": {
+    "predicted_eos": 2048
+  },
+  "tokens": 1424369
+}

multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/random_score/summary.md

@@ -0,0 +1,36 @@
+# Transcoda Dataset Eval
+
+- Checkpoint: `/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-anchor-control-from-musvit-243k-8ep-8ep-h200x4/checkpoint_epoch_6.ckpt`
+- Dataset: `cminst/transcoda-random-notation-300k`
+- Dataset kind: `explicit_parquet_data_files`
+- Mode: `teacher_forced`
+- Pages: `2,048`
+- Tokens: `1,424,369`
+- Elapsed: `90.6s`
+
+## Metrics
+
+| mode | CER | SER | LER | exact pages | top-1 error rate | top-1 errors/page |
+|---|---:|---:|---:|---:|---:|---:|
+| `teacher_forced` | 0.587186 | 0.992040 | 4.577068 | 4.395% | 0.9906% | 6.890 |
+
+## Teacher-Forced Error Categories
+
+| category | errors |
+|---|---:|
+| `accidental` | 13,153 |
+| `duration` | 576 |
+| `tie_slur` | 166 |
+| `column_or_line_break` | 163 |
+| `rest` | 25 |
+| `barline` | 19 |
+| `null_token` | 8 |
+
+## 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-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/random_score/teacher_forced_error_report.md

@@ -0,0 +1,274 @@
+# Teacher-Forced Error Report
+
+- Checkpoint: `/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-anchor-control-from-musvit-243k-8ep-8ep-h200x4/checkpoint_epoch_6.ckpt`
+- Dataset: `cminst/transcoda-random-notation-300k`
+- Split: `train`
+- Pages: `2,048`
+- Tokens: `1,424,369`
+- Top-1 errors: `14,110`
+- Top-1 error rate: `0.991%`
+
+## Component Buckets
+
+| bucket | errors | error share | mean/page | median/page | pages | errors/1k tok |
+|---|---:|---:|---:|---:|---:|---:|
+| `accidental_only` | 10,406 | 73.75% | 5.081 | 4.000 | 1,888 (92.2%) | 7.306 |
+| `accidental_and_tie_slur` | 1,259 | 8.92% | 0.615 | 0.000 | 863 (42.1%) | 0.884 |
+| `note_other` | 1,199 | 8.50% | 0.585 | 0.000 | 833 (40.7%) | 0.842 |
+| `chord_structure_and_accidental` | 594 | 4.21% | 0.290 | 0.000 | 482 (23.5%) | 0.417 |
+| `tie_slur_only` | 353 | 2.50% | 0.172 | 0.000 | 315 (15.4%) | 0.248 |
+| `column_or_line_break` | 163 | 1.16% | 0.080 | 0.000 | 157 (7.7%) | 0.114 |
+| `duration_only` | 38 | 0.27% | 0.019 | 0.000 | 36 (1.8%) | 0.027 |
+| `rest_note_confusion` | 19 | 0.13% | 0.009 | 0.000 | 18 (0.9%) | 0.013 |
+| `barline` | 19 | 0.13% | 0.009 | 0.000 | 19 (0.9%) | 0.013 |
+| `pitch_only` | 16 | 0.11% | 0.008 | 0.000 | 15 (0.7%) | 0.011 |
+| `pitch_and_accidental` | 14 | 0.10% | 0.007 | 0.000 | 13 (0.6%) | 0.010 |
+| `duration_and_pitch_and_accidental` | 10 | 0.07% | 0.005 | 0.000 | 10 (0.5%) | 0.007 |
+| `null_token` | 8 | 0.06% | 0.004 | 0.000 | 7 (0.3%) | 0.006 |
+| `duration_and_pitch` | 5 | 0.04% | 0.002 | 0.000 | 5 (0.2%) | 0.004 |
+| `duration_and_accidental` | 3 | 0.02% | 0.001 | 0.000 | 3 (0.1%) | 0.002 |
+| `duration_and_tie_slur` | 3 | 0.02% | 0.001 | 0.000 | 3 (0.1%) | 0.002 |
+| `chord_structure_only` | 1 | 0.01% | 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` | 13,153 |
+| `duration` | 576 |
+| `tie_slur` | 166 |
+| `column_or_line_break` | 163 |
+| `rest` | 25 |
+| `barline` | 19 |
+| `null_token` | 8 |
+
+## Error Samples
+
+### Sample 1
+
+```text
+8ccn
+teacher-forced top-1 local replacement:
+8cc
+```
+
+### Sample 2
+
+```text
+16Bn(
+teacher-forced top-1 local replacement:
+16B(
+```
+
+### Sample 3
+
+```text
+.	4a--	8An
+teacher-forced top-1 local replacement:
+.	4a--	.
+```
+
+### Sample 4
+
+```text
+16cn(J
+teacher-forced top-1 local replacement:
+16cn(
+```
+
+### Sample 5
+
+```text
+16FFn 16C-
+teacher-forced top-1 local replacement:
+16FF  16C-
+```
+
+### Sample 6
+
+```text
+16EEE-L	8bL
+teacher-forced top-1 local replacement:
+16EEE-L	8bnL
+```
+
+### Sample 7
+
+```text
+8G## 8c 8gn
+teacher-forced top-1 local replacement:
+8G## 8c 8g
+```
+
+### Sample 8
+
+```text
+8cc
+teacher-forced top-1 local replacement:
+8ccn
+```
+
+
+## Sample Metadata
+
+### Sample 1
+
+- Sample: `random-uniform-shard_00000-000836`
+- Row/token: `836` / `289`
+- Line/field: `109:0`
+- Component bucket: `accidental_only`; flags: `accidental`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `8ccn` -> `8cc`
+- Gold note -> top-1 note: `8ccn` -> `8cc`
+- Gold token likelihood: rank `2`, p `46.775%`
+- Predicted token likelihood: p `53.003%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 82 | `"8cc"` | 53.003% |
+| 2 | 1186 | `"8ccn"` | 46.775% |
+| 3 | 979 | `"8cc-"` | 0.033% |
+| 4 | 1946 | `"16ccn"` | 0.028% |
+| 5 | 1024 | `"8cc)"` | 0.024% |
+
+### Sample 2
+
+- Sample: `random-uniform-shard_00001-000470`
+- Row/token: `1470` / `29`
+- Line/field: `10:0`
+- Component bucket: `accidental_only`; flags: `accidental`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `16Bn` -> `16B`
+- Gold note -> top-1 note: `16Bn(` -> `16B(`
+- Gold token likelihood: rank `2`, p `43.711%`
+- Predicted token likelihood: p `56.126%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 192 | `"16B"` | 56.126% |
+| 2 | 2086 | `"16Bn"` | 43.711% |
+| 3 | 2651 | `"16An"` | 0.074% |
+| 4 | 205 | `"16A"` | 0.029% |
+| 5 | 2860 | `"16B["` | 0.009% |
+
+### Sample 3
+
+- Sample: `random-uniform-shard_00001-000177`
+- Row/token: `1177` / `765`
+- Line/field: `103:2`
+- Component bucket: `duration_and_pitch_and_accidental`; flags: `duration, pitch, accidental`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `8An` -> `.`
+- Gold note -> top-1 note: `8An` -> `.`
+- Gold token likelihood: rank `3`, p `23.071%`
+- Predicted token likelihood: p `40.491%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 14 | `"."` | 40.491% |
+| 2 | 109 | `"8A"` | 35.734% |
+| 3 | 1773 | `"8An"` | 23.071% |
+| 4 | 353 | `"8A-"` | 0.309% |
+| 5 | 752 | `"8A#"` | 0.107% |
+
+### Sample 4
+
+- Sample: `random-uniform-shard_00001-000849`
+- Row/token: `1849` / `439`
+- Line/field: `170:0`
+- Component bucket: `note_other`; flags: `none`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `(J` -> `(`
+- Gold note -> top-1 note: `16cn(J` -> `16cn(`
+- Gold token likelihood: rank `2`, p `9.531%`
+- Predicted token likelihood: p `90.425%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 9 | `"("` | 90.425% |
+| 2 | 782 | `"(J"` | 9.531% |
+| 3 | 268 | `"[J"` | 0.025% |
+| 4 | 171 | `"(L"` | 0.007% |
+| 5 | 1787 | `"(Jk"` | 0.003% |
+
+### Sample 5
+
+- Sample: `random-uniform-shard_00000-000182`
+- Row/token: `182` / `59`
+- Line/field: `19:0`
+- Component bucket: `accidental_only`; flags: `accidental`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `n` -> ` `
+- Gold note -> top-1 note: `16FFn` -> `16FF`
+- Gold token likelihood: rank `2`, p `48.392%`
+- Predicted token likelihood: p `51.513%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 6 | `" "` | 51.513% |
+| 2 | 59 | `"n"` | 48.392% |
+| 3 | 9 | `"("` | 0.024% |
+| 4 | 5 | `"\n"` | 0.022% |
+| 5 | 10 | `")"` | 0.018% |
+
+### Sample 6
+
+- Sample: `random-uniform-shard_00000-000575`
+- Row/token: `575` / `236`
+- Line/field: `47:1`
+- Component bucket: `accidental_only`; flags: `accidental`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `8bL` -> `8bnL`
+- Gold note -> top-1 note: `8bL` -> `8bnL`
+- Gold token likelihood: rank `2`, p `40.713%`
+- Predicted token likelihood: p `59.238%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 1485 | `"8bnL"` | 59.238% |
+| 2 | 136 | `"8bL"` | 40.713% |
+| 3 | 697 | `"8b(L"` | 0.009% |
+| 4 | 1117 | `"8bn"` | 0.008% |
+| 5 | 1231 | `"8ccnL"` | 0.004% |
+
+### Sample 7
+
+- Sample: `random-uniform-shard_00000-000988`
+- Row/token: `988` / `94`
+- Line/field: `37:0`
+- Component bucket: `accidental_only`; flags: `accidental`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `8gn` -> `8g`
+- Gold note -> top-1 note: `8gn` -> `8g`
+- Gold token likelihood: rank `2`, p `32.028%`
+- Predicted token likelihood: p `67.803%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 77 | `"8g"` | 67.803% |
+| 2 | 1532 | `"8gn"` | 32.028% |
+| 3 | 635 | `"8g-"` | 0.026% |
+| 4 | 1189 | `"8g["` | 0.023% |
+| 5 | 1002 | `"8g)"` | 0.020% |
+
+### Sample 8
+
+- Sample: `random-uniform-shard_00001-000511`
+- Row/token: `1511` / `17`
+- Line/field: `8:0`
+- Component bucket: `accidental_only`; flags: `accidental`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `8cc` -> `8ccn`
+- Gold note -> top-1 note: `8cc` -> `8ccn`
+- Gold token likelihood: rank `2`, p `43.737%`
+- Predicted token likelihood: p `56.159%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 1186 | `"8ccn"` | 56.159% |
+| 2 | 82 | `"8cc"` | 43.737% |
+| 3 | 1511 | `"8cc("` | 0.014% |
+| 4 | 979 | `"8cc-"` | 0.014% |
+| 5 | 1946 | `"16ccn"` | 0.011% |

multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/wonky_synth/command.log

@@ -0,0 +1,443 @@
+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}.attention.o_proj.weight | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.v_proj.weight | UNEXPECTED | 
+decoder.mask_token                                                      | 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}.mlp.fc1.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}.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}.layernorm_before.bias   | 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}.layernorm_before.weight | 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}.mlp.fc2.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.o_proj.bias   | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.q_proj.bias   | UNEXPECTED | 
+decoder.decoder_norm.weight                                             | UNEXPECTED | 
+decoder.decoder_embed.bias                                              | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.q_proj.weight | UNEXPECTED | 
+decoder.decoder_pred.weight                                             | UNEXPECTED | 
+decoder.decoder_embed.weight                                            | UNEXPECTED | 
+decoder.decoder_pos_embed                                               | UNEXPECTED | 
+decoder.decoder_norm.bias                                               | UNEXPECTED | 
+decoder.decoder_pred.bias                                               | UNEXPECTED | 
+pooler.dense.weight                                                     | MISSING    | 
+pooler.dense.bias                                                       | 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=7.4s
+[eval] pages=512/2048 mode=teacher_forced elapsed=31.6s
+[eval] pages=1024/2048 mode=teacher_forced elapsed=56.8s
+[eval] pages=1536/2048 mode=teacher_forced elapsed=80.4s
+[eval] pages=2048/2048 mode=teacher_forced elapsed=101.2s
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-anchor-control-from-musvit-243k-8ep-8ep-h200x4/checkpoint_epoch_6.ckpt",
+  "component_error_buckets": [
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+      "page_share": 0.09130859375,
+      "pages_with_error": 187
+    },
+    {
+      "category": "tie_slur_only",
+      "error_share": 0.10287443267776097,
+      "errors": 340,
+      "errors_per_1k_tokens": 0.2133204839112436,
+      "errors_per_page_mean": 0.166015625,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.0830078125,
+      "pages_with_error": 170
+    },
+    {
+      "category": "duration_only",
+      "error_share": 0.09682299546142209,
+      "errors": 320,
+      "errors_per_1k_tokens": 0.2007722201517587,
+      "errors_per_page_mean": 0.15625,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.0888671875,
+      "pages_with_error": 182
+    },
+    {
+      "category": "note_other",
+      "error_share": 0.09379727685325265,
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+      "errors_per_page_median": 0.0,
+      "page_share": 0.07421875,
+      "pages_with_error": 152
+    },
+    {
+      "category": "interpretation_or_control",
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+      "errors_per_page_median": 0.0,
+      "page_share": 0.080078125,
+      "pages_with_error": 164
+    },
+    {
+      "category": "pitch_and_accidental",
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+      "errors_per_page_median": 0.0,
+      "page_share": 0.0498046875,
+      "pages_with_error": 102
+    },
+    {
+      "category": "barline",
+      "error_share": 0.06232980332829047,
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+      "errors_per_page_median": 0.0,
+      "page_share": 0.0771484375,
+      "pages_with_error": 158
+    },
+    {
+      "category": "accidental_only",
+      "error_share": 0.06021180030257186,
+      "errors": 199,
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+      "errors_per_page_mean": 0.09716796875,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.05908203125,
+      "pages_with_error": 121
+    },
+    {
+      "category": "column_or_line_break",
+      "error_share": 0.05052950075642965,
+      "errors": 167,
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+      "errors_per_page_median": 0.0,
+      "page_share": 0.052734375,
+      "pages_with_error": 108
+    },
+    {
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+      "pages_with_error": 68
+    },
+    {
+      "category": "spine_operation",
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+      "pages_with_error": 73
+    },
+    {
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+      "pages_with_error": 52
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+      "page_share": 0.02294921875,
+      "pages_with_error": 47
+    },
+    {
+      "category": "chord_structure_only",
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+      "pages_with_error": 21
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+      "category": "null_token",
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+      "page_share": 0.001953125,
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+    },
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+      "page_share": 0.00146484375,
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+      "page_share": 0.0009765625,
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+    {
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+      "page_share": 0.00048828125,
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+    }
+  ],
+  "component_error_categories": {
+    "accidental_and_tie_slur": 16,
+    "accidental_only": 199,
+    "articulation_only": 3,
+    "barline": 206,
+    "chord_structure_and_accidental": 4,
+    "chord_structure_and_accidental_and_tie_slur": 1,
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+    "chord_structure_only": 63,
+    "clef": 63,
+    "column_or_line_break": 167,
+    "duration_and_accidental": 12,
+    "duration_and_pitch": 99,
+    "duration_and_pitch_and_accidental": 43,
+    "duration_and_pitch_and_accidental_and_tie_slur": 2,
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+    "duration_only": 320,
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+    "other": 3,
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+    "pitch_only": 467,
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+    "spine_operation": 135,
+    "termination": 17,
+    "tie_slur_only": 340
+  },
+  "component_error_groups": {
+    "structural": 665,
+    "visual": 2640
+  },
+  "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": 101.32278071693145,
+  "generation_settings": {
+    "early_stopping": null,
+    "length_penalty": null,
+    "num_beams": null,
+    "repetition_penalty": null,
+    "strategy": null
+  },
+  "gold_error_categories": {
+    "accidental": 1091,
+    "articulation": 6,
+    "barline": 204,
+    "clef": 63,
+    "column_or_line_break": 172,
+    "duration": 660,
+    "interpretation_or_control": 257,
+    "note_other": 81,
+    "null_token": 50,
+    "other_nonvisual": 3,
+    "pitch": 10,
+    "rest": 192,
+    "spine_operation": 141,
+    "termination": 9,
+    "tie_slur": 366
+  },
+  "gold_error_groups": {
+    "structural": 632,
+    "visual": 2673
+  },
+  "metrics": {
+    "teacher_forced": {
+      "CER": 0.21638613939285278,
+      "LER": 0.8556790351867676,
+      "SER": 0.21836940944194794,
+      "exact_match_rate": 0.64013671875,
+      "top1_error_rate": 0.002073600586254883,
+      "top1_errors": 3305,
+      "top1_errors_per_page": 1.61376953125
+    }
+  },
+  "mode": "teacher_forced",
+  "outputs": {
+    "free_generation_predictions": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/wonky_synth/free_generation_predictions.jsonl",
+    "gold_prefix_errors": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/wonky_synth/gold_prefix_errors.jsonl",
+    "per_page_records": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/wonky_synth/per_page_records.jsonl",
+    "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/wonky_synth/summary.json",
+    "summary_md": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/wonky_synth/summary.md",
+    "teacher_forced_error_report": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/wonky_synth/teacher_forced_error_report.md",
+    "teacher_forced_predictions": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/wonky_synth/teacher_forced_predictions.jsonl"
+  },
+  "pages": 2048,
+  "reconstruction": {
+    "matched_unk_preserved": 3681,
+    "predicted_eos": 2039,
+    "predicted_unk_literal": 1
+  },
+  "tokens": 1593846
+}

multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/wonky_synth/summary.json

@@ -0,0 +1,402 @@
+{
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+  "component_error_buckets": [
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+    {
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+    },
+    {
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+    {
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+    {
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+    {
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+      "page_share": 0.00732421875,
+      "pages_with_error": 15
+    },
+    {
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+      "errors_per_1k_tokens": 0.010038611007587935,
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+      "errors_per_page_median": 0.0,
+      "page_share": 0.00634765625,
+      "pages_with_error": 13
+    },
+    {
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+      "errors": 14,
+      "errors_per_1k_tokens": 0.008783784631639443,
+      "errors_per_page_mean": 0.0068359375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.0048828125,
+      "pages_with_error": 10
+    },
+    {
+      "category": "pitch_and_tie_slur",
+      "error_share": 0.004236006051437216,
+      "errors": 14,
+      "errors_per_1k_tokens": 0.008783784631639443,
+      "errors_per_page_mean": 0.0068359375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.0068359375,
+      "pages_with_error": 14
+    },
+    {
+      "category": "duration_and_accidental",
+      "error_share": 0.003630862329803328,
+      "errors": 12,
+      "errors_per_1k_tokens": 0.007528958255690952,
+      "errors_per_page_mean": 0.005859375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00537109375,
+      "pages_with_error": 11
+    },
+    {
+      "category": "pitch_and_accidental_and_tie_slur",
+      "error_share": 0.0027231467473524964,
+      "errors": 9,
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+      "errors_per_page_mean": 0.00439453125,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00390625,
+      "pages_with_error": 8
+    },
+    {
+      "category": "chord_structure_and_accidental",
+      "error_share": 0.001210287443267776,
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+      "errors_per_page_mean": 0.001953125,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.001953125,
+      "pages_with_error": 4
+    },
+    {
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+      "page_share": 0.001953125,
+      "pages_with_error": 4
+    },
+    {
+      "category": "articulation_only",
+      "error_share": 0.000907715582450832,
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+      "errors_per_page_median": 0.0,
+      "page_share": 0.00146484375,
+      "pages_with_error": 3
+    },
+    {
+      "category": "other",
+      "error_share": 0.000907715582450832,
+      "errors": 3,
+      "errors_per_1k_tokens": 0.001882239563922738,
+      "errors_per_page_mean": 0.00146484375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00146484375,
+      "pages_with_error": 3
+    },
+    {
+      "category": "duration_and_pitch_and_accidental_and_tie_slur",
+      "error_share": 0.000605143721633888,
+      "errors": 2,
+      "errors_per_1k_tokens": 0.0012548263759484919,
+      "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_tie_slur",
+      "error_share": 0.000302571860816944,
+      "errors": 1,
+      "errors_per_1k_tokens": 0.0006274131879742459,
+      "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": 16,
+    "accidental_only": 199,
+    "articulation_only": 3,
+    "barline": 206,
+    "chord_structure_and_accidental": 4,
+    "chord_structure_and_accidental_and_tie_slur": 1,
+    "chord_structure_and_tie_slur": 14,
+    "chord_structure_only": 63,
+    "clef": 63,
+    "column_or_line_break": 167,
+    "duration_and_accidental": 12,
+    "duration_and_pitch": 99,
+    "duration_and_pitch_and_accidental": 43,
+    "duration_and_pitch_and_accidental_and_tie_slur": 2,
+    "duration_and_pitch_and_tie_slur": 4,
+    "duration_and_tie_slur": 19,
+    "duration_only": 320,
+    "interpretation_or_control": 293,
+    "note_other": 310,
+    "null_token": 50,
+    "other": 3,
+    "pitch_and_accidental": 273,
+    "pitch_and_accidental_and_tie_slur": 9,
+    "pitch_and_tie_slur": 14,
+    "pitch_only": 467,
+    "rest_note_confusion": 159,
+    "spine_operation": 135,
+    "termination": 17,
+    "tie_slur_only": 340
+  },
+  "component_error_groups": {
+    "structural": 665,
+    "visual": 2640
+  },
+  "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": 101.32278071693145,
+  "generation_settings": {
+    "early_stopping": null,
+    "length_penalty": null,
+    "num_beams": null,
+    "repetition_penalty": null,
+    "strategy": null
+  },
+  "gold_error_categories": {
+    "accidental": 1091,
+    "articulation": 6,
+    "barline": 204,
+    "clef": 63,
+    "column_or_line_break": 172,
+    "duration": 660,
+    "interpretation_or_control": 257,
+    "note_other": 81,
+    "null_token": 50,
+    "other_nonvisual": 3,
+    "pitch": 10,
+    "rest": 192,
+    "spine_operation": 141,
+    "termination": 9,
+    "tie_slur": 366
+  },
+  "gold_error_groups": {
+    "structural": 632,
+    "visual": 2673
+  },
+  "metrics": {
+    "teacher_forced": {
+      "CER": 0.21638613939285278,
+      "LER": 0.8556790351867676,
+      "SER": 0.21836940944194794,
+      "exact_match_rate": 0.64013671875,
+      "top1_error_rate": 0.002073600586254883,
+      "top1_errors": 3305,
+      "top1_errors_per_page": 1.61376953125
+    }
+  },
+  "mode": "teacher_forced",
+  "outputs": {
+    "free_generation_predictions": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/wonky_synth/free_generation_predictions.jsonl",
+    "gold_prefix_errors": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/wonky_synth/gold_prefix_errors.jsonl",
+    "per_page_records": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/wonky_synth/per_page_records.jsonl",
+    "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/wonky_synth/summary.json",
+    "summary_md": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/wonky_synth/summary.md",
+    "teacher_forced_error_report": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/wonky_synth/teacher_forced_error_report.md",
+    "teacher_forced_predictions": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/wonky_synth/teacher_forced_predictions.jsonl"
+  },
+  "pages": 2048,
+  "reconstruction": {
+    "matched_unk_preserved": 3681,
+    "predicted_eos": 2039,
+    "predicted_unk_literal": 1
+  },
+  "tokens": 1593846
+}

multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/wonky_synth/summary.md

@@ -0,0 +1,44 @@
+# Transcoda Dataset Eval
+
+- Checkpoint: `/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-anchor-control-from-musvit-243k-8ep-8ep-h200x4/checkpoint_epoch_6.ckpt`
+- Dataset: `cminst/transcoda-synth-243k`
+- Dataset kind: `explicit_parquet_data_files`
+- Mode: `teacher_forced`
+- Pages: `2,048`
+- Tokens: `1,593,846`
+- Elapsed: `101.3s`
+
+## Metrics
+
+| mode | CER | SER | LER | exact pages | top-1 error rate | top-1 errors/page |
+|---|---:|---:|---:|---:|---:|---:|
+| `teacher_forced` | 0.216386 | 0.218369 | 0.855679 | 64.014% | 0.2074% | 1.614 |
+
+## Teacher-Forced Error Categories
+
+| category | errors |
+|---|---:|
+| `accidental` | 1,091 |
+| `duration` | 660 |
+| `tie_slur` | 366 |
+| `interpretation_or_control` | 257 |
+| `barline` | 204 |
+| `rest` | 192 |
+| `column_or_line_break` | 172 |
+| `spine_operation` | 141 |
+| `note_other` | 81 |
+| `clef` | 63 |
+| `null_token` | 50 |
+| `pitch` | 10 |
+| `termination` | 9 |
+| `articulation` | 6 |
+| `other_nonvisual` | 3 |
+
+## 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-anchor-control/synthetic-domain-checkpoints/runs/epoch_6/wonky_synth/teacher_forced_error_report.md

@@ -0,0 +1,294 @@
+# Teacher-Forced Error Report
+
+- Checkpoint: `/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-anchor-control-from-musvit-243k-8ep-8ep-h200x4/checkpoint_epoch_6.ckpt`
+- Dataset: `cminst/transcoda-synth-243k`
+- Split: `validation_wonky`
+- Pages: `2,048`
+- Tokens: `1,593,846`
+- Top-1 errors: `3,305`
+- Top-1 error rate: `0.207%`
+
+## Component Buckets
+
+| bucket | errors | error share | mean/page | median/page | pages | errors/1k tok |
+|---|---:|---:|---:|---:|---:|---:|
+| `pitch_only` | 467 | 14.13% | 0.228 | 0.000 | 187 (9.1%) | 0.293 |
+| `tie_slur_only` | 340 | 10.29% | 0.166 | 0.000 | 170 (8.3%) | 0.213 |
+| `duration_only` | 320 | 9.68% | 0.156 | 0.000 | 182 (8.9%) | 0.201 |
+| `note_other` | 310 | 9.38% | 0.151 | 0.000 | 152 (7.4%) | 0.194 |
+| `interpretation_or_control` | 293 | 8.87% | 0.143 | 0.000 | 164 (8.0%) | 0.184 |
+| `pitch_and_accidental` | 273 | 8.26% | 0.133 | 0.000 | 102 (5.0%) | 0.171 |
+| `barline` | 206 | 6.23% | 0.101 | 0.000 | 158 (7.7%) | 0.129 |
+| `accidental_only` | 199 | 6.02% | 0.097 | 0.000 | 121 (5.9%) | 0.125 |
+| `column_or_line_break` | 167 | 5.05% | 0.082 | 0.000 | 108 (5.3%) | 0.105 |
+| `rest_note_confusion` | 159 | 4.81% | 0.078 | 0.000 | 68 (3.3%) | 0.100 |
+| `spine_operation` | 135 | 4.08% | 0.066 | 0.000 | 73 (3.6%) | 0.085 |
+| `duration_and_pitch` | 99 | 3.00% | 0.048 | 0.000 | 52 (2.5%) | 0.062 |
+| `clef` | 63 | 1.91% | 0.031 | 0.000 | 47 (2.3%) | 0.040 |
+| `chord_structure_only` | 63 | 1.91% | 0.031 | 0.000 | 21 (1.0%) | 0.040 |
+| `null_token` | 50 | 1.51% | 0.024 | 0.000 | 30 (1.5%) | 0.031 |
+| `duration_and_pitch_and_accidental` | 43 | 1.30% | 0.021 | 0.000 | 23 (1.1%) | 0.027 |
+| `duration_and_tie_slur` | 19 | 0.57% | 0.009 | 0.000 | 16 (0.8%) | 0.012 |
+| `termination` | 17 | 0.51% | 0.008 | 0.000 | 15 (0.7%) | 0.011 |
+| `accidental_and_tie_slur` | 16 | 0.48% | 0.008 | 0.000 | 13 (0.6%) | 0.010 |
+| `chord_structure_and_tie_slur` | 14 | 0.42% | 0.007 | 0.000 | 10 (0.5%) | 0.009 |
+| `pitch_and_tie_slur` | 14 | 0.42% | 0.007 | 0.000 | 14 (0.7%) | 0.009 |
+| `duration_and_accidental` | 12 | 0.36% | 0.006 | 0.000 | 11 (0.5%) | 0.008 |
+| `pitch_and_accidental_and_tie_slur` | 9 | 0.27% | 0.004 | 0.000 | 8 (0.4%) | 0.006 |
+| `chord_structure_and_accidental` | 4 | 0.12% | 0.002 | 0.000 | 4 (0.2%) | 0.003 |
+| `duration_and_pitch_and_tie_slur` | 4 | 0.12% | 0.002 | 0.000 | 4 (0.2%) | 0.003 |
+| `articulation_only` | 3 | 0.09% | 0.001 | 0.000 | 3 (0.1%) | 0.002 |
+| `other` | 3 | 0.09% | 0.001 | 0.000 | 3 (0.1%) | 0.002 |
+| `duration_and_pitch_and_accidental_and_tie_slur` | 2 | 0.06% | 0.001 | 0.000 | 2 (0.1%) | 0.001 |
+| `chord_structure_and_accidental_and_tie_slur` | 1 | 0.03% | 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` | 1,091 |
+| `duration` | 660 |
+| `tie_slur` | 366 |
+| `interpretation_or_control` | 257 |
+| `barline` | 204 |
+| `rest` | 192 |
+| `column_or_line_break` | 172 |
+| `spine_operation` | 141 |
+| `note_other` | 81 |
+| `clef` | 63 |
+| `null_token` | 50 |
+| `pitch` | 10 |
+| `termination` | 9 |
+| `articulation` | 6 |
+| `other_nonvisual` | 3 |
+
+## Error Samples
+
+### Sample 1
+
+```text
+4e	1r	1r	1r	1r	1r	1r	1r	1r	1r	1d	1d	1d	1dd	4r	4r
+teacher-forced top-1 local replacement:
+4e	1r	1r	1r	1r	1r	1r	1r	1r	1r	1d	1d	1dd	1dd	4r	4r
+```
+
+### Sample 2
+
+```text
+4FF[	4c[	4a[	4An[	.	.
+teacher-forced top-1 local replacement:
+4FF[	4c[	4a[	4A[n[	.	.
+```
+
+### Sample 3
+
+```text
+2E-[ 2G[	2e-[ 2b-[
+teacher-forced top-1 local replacement:
+2E-  2G[	2e-[ 2b-[
+```
+
+### Sample 4
+
+```text
+*M15/16	*M15/16
+teacher-forced top-1 local replacement:
+*M13/16	*M15/16
+```
+
+### Sample 5
+
+```text
+=:|!
+teacher-forced top-1 local replacement:
+=||
+```
+
+### Sample 6
+
+```text
+==	==	==	==
+teacher-forced top-1 local replacement:
+=||	==	==	==
+```
+
+### Sample 7
+
+```text
+2E-)	4B-]	2G	2g	2r	2cc
+teacher-forced top-1 local replacement:
+4D))	4B-]	2G	2g	2r	2cc
+```
+
+### Sample 8
+
+```text
+2AA	2e
+teacher-forced top-1 local replacement:
+1F	2e
+```
+
+
+## Sample Metadata
+
+### Sample 1
+
+- Sample: `sample_00025596`
+- Row/token: `73` / `152`
+- Line/field: `4:12`
+- Component bucket: `pitch_only`; flags: `pitch`
+- Legacy bucket: `duration`
+- Gold piece -> top-1 piece: `1d` -> `1dd`
+- Gold note -> top-1 note: `1d` -> `1dd`
+- Gold token likelihood: rank `2`, p `16.412%`
+- Predicted token likelihood: p `73.555%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 744 | `"1dd"` | 73.555% |
+| 2 | 515 | `"1d"` | 16.412% |
+| 3 | 100 | `"1r"` | 6.427% |
+| 4 | 671 | `"1f"` | 1.527% |
+| 5 | 574 | `"1a"` | 0.265% |
+
+### Sample 2
+
+- Sample: `sample_00022818`
+- Row/token: `713` / `148`
+- Line/field: `11:3`
+- Component bucket: `tie_slur_only`; flags: `tie_slur`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `4A` -> `4A[`
+- Gold note -> top-1 note: `4An[` -> `4A[n[`
+- Gold token likelihood: rank `2`, p `0.071%`
+- Predicted token likelihood: p `99.870%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 1436 | `"4A["` | 99.870% |
+| 2 | 127 | `"4A"` | 0.071% |
+| 3 | 1349 | `"4G["` | 0.013% |
+| 4 | 1360 | `"4An"` | 0.013% |
+| 5 | 1818 | `"4A("` | 0.007% |
+
+### Sample 3
+
+- Sample: `sample_00007412`
+- Row/token: `929` / `167`
+- Line/field: `25:0`
+- Component bucket: `tie_slur_only`; flags: `tie_slur`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `[` -> ` `
+- Gold note -> top-1 note: `2E-[` -> `2E-`
+- Gold token likelihood: rank `2`, p `1.099%`
+- Predicted token likelihood: p `98.895%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 6 | `" "` | 98.895% |
+| 2 | 43 | `"["` | 1.099% |
+| 3 | 4 | `"\t"` | 0.003% |
+| 4 | 9 | `"("` | 0.001% |
+| 5 | 55 | `"i"` | 0.000% |
+
+### Sample 4
+
+- Sample: `sample_00012752`
+- Row/token: `1777` / `1144`
+- Line/field: `182:0`
+- Component bucket: `interpretation_or_control`; flags: `none`
+- Legacy bucket: `interpretation_or_control`
+- Gold piece -> top-1 piece: `5` -> `3`
+- Gold note -> top-1 note: `None` -> `None`
+- Gold token likelihood: rank `2`, p `29.410%`
+- Predicted token likelihood: p `70.552%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 19 | `"3"` | 70.552% |
+| 2 | 21 | `"5"` | 29.410% |
+| 3 | 25 | `"9"` | 0.009% |
+| 4 | 23 | `"7"` | 0.009% |
+| 5 | 17 | `"1"` | 0.007% |
+
+### Sample 5
+
+- Sample: `sample_00025305`
+- Row/token: `620` / `353`
+- Line/field: `176:0`
+- Component bucket: `barline`; flags: `none`
+- Legacy bucket: `barline`
+- Gold piece -> top-1 piece: `=:|!` -> `=||`
+- Gold note -> top-1 note: `None` -> `None`
+- Gold token likelihood: rank `2`, p `3.732%`
+- Predicted token likelihood: p `96.247%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 236 | `"=\|\|"` | 96.247% |
+| 2 | 156 | `"=:\|!"` | 3.732% |
+| 3 | 212 | `"=="` | 0.007% |
+| 4 | 28 | `"="` | 0.002% |
+| 5 | 1252 | `"*M3/2"` | 0.002% |
+
+### Sample 6
+
+- Sample: `sample_00013879`
+- Row/token: `707` / `605`
+- Line/field: `41:0`
+- Component bucket: `barline`; flags: `none`
+- Legacy bucket: `barline`
+- Gold piece -> top-1 piece: `==` -> `=||`
+- Gold note -> top-1 note: `None` -> `None`
+- Gold token likelihood: rank `2`, p `0.382%`
+- Predicted token likelihood: p `99.411%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 236 | `"=\|\|"` | 99.411% |
+| 2 | 212 | `"=="` | 0.382% |
+| 3 | 11 | `"*"` | 0.192% |
+| 4 | 28 | `"="` | 0.005% |
+| 5 | 592 | `"*M3/8"` | 0.001% |
+
+### Sample 7
+
+- Sample: `sample_00010363`
+- Row/token: `861` / `1136`
+- Line/field: `90:0`
+- Component bucket: `duration_and_pitch_and_accidental_and_tie_slur`; flags: `duration, pitch, accidental, tie_slur`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `2E-` -> `4D)`
+- Gold note -> top-1 note: `2E-)` -> `4D))`
+- Gold token likelihood: rank `16`, p `0.023%`
+- Predicted token likelihood: p `71.987%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 2158 | `"4D)"` | 71.987% |
+| 2 | 165 | `"4D"` | 11.752% |
+| 3 | 1425 | `"4D]"` | 6.696% |
+| 4 | 287 | `"4E-"` | 4.602% |
+| 5 | 2690 | `"4D("` | 2.622% |
+
+### Sample 8
+
+- Sample: `sample_00023052`
+- Row/token: `740` / `20`
+- Line/field: `5:0`
+- Component bucket: `duration_and_pitch`; flags: `duration, pitch`
+- Legacy bucket: `duration`
+- Gold piece -> top-1 piece: `2AA` -> `1F`
+- Gold note -> top-1 note: `2AA` -> `1F`
+- Gold token likelihood: rank `24`, p `0.233%`
+- Predicted token likelihood: p `50.253%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 679 | `"1F"` | 50.253% |
+| 2 | 540 | `"1D"` | 20.949% |
+| 3 | 572 | `"1C"` | 4.976% |
+| 4 | 339 | `"2F"` | 3.213% |
+| 5 | 706 | `"1E"` | 2.835% |

multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/normal_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}.attention.k_proj.bias   | 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.v_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_pred.weight                                             | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc2.bias            | UNEXPECTED | 
+decoder.decoder_embed.weight                                            | 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.o_proj.weight | UNEXPECTED | 
+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.fc1.weight          | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.v_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.k_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.q_proj.weight | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc2.weight          | UNEXPECTED | 
+decoder.decoder_embed.bias                                              | UNEXPECTED | 
+decoder.mask_token                                                      | UNEXPECTED | 
+decoder.decoder_norm.weight                                             | UNEXPECTED | 
+decoder.decoder_pred.bias                                               | UNEXPECTED | 
+decoder.decoder_norm.bias                                               | UNEXPECTED | 
+decoder.decoder_pos_embed                                               | UNEXPECTED | 
+pooler.dense.weight                                                     | MISSING    | 
+pooler.dense.bias                                                       | 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=10.2s
+[eval] pages=512/2048 mode=teacher_forced elapsed=32.9s
+[eval] pages=1024/2048 mode=teacher_forced elapsed=58.0s
+[eval] pages=1536/2048 mode=teacher_forced elapsed=80.9s
+[eval] pages=2048/2048 mode=teacher_forced elapsed=101.3s
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-anchor-control-from-musvit-243k-8ep-8ep-h200x4/checkpoint_epoch_7.ckpt",
+  "component_error_buckets": [
+    {
+      "category": "pitch_only",
+      "error_share": 0.14541120381406436,
+      "errors": 366,
+      "errors_per_1k_tokens": 0.229633226798574,
+      "errors_per_page_mean": 0.1787109375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.0537109375,
+      "pages_with_error": 110
+    },
+    {
+      "category": "interpretation_or_control",
+      "error_share": 0.10409217322208979,
+      "errors": 262,
+      "errors_per_1k_tokens": 0.16438225524925243,
+      "errors_per_page_mean": 0.1279296875,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.0693359375,
+      "pages_with_error": 142
+    },
+    {
+      "category": "note_other",
+      "error_share": 0.09654350417163289,
+      "errors": 243,
+      "errors_per_1k_tokens": 0.15246140467774177,
+      "errors_per_page_mean": 0.11865234375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.05615234375,
+      "pages_with_error": 115
+    },
+    {
+      "category": "duration_only",
+      "error_share": 0.09654350417163289,
+      "errors": 243,
+      "errors_per_1k_tokens": 0.15246140467774177,
+      "errors_per_page_mean": 0.11865234375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.0576171875,
+      "pages_with_error": 118
+    },
+    {
+      "category": "tie_slur_only",
+      "error_share": 0.08661104489471594,
+      "errors": 218,
+      "errors_per_1k_tokens": 0.13677607497838562,
+      "errors_per_page_mean": 0.1064453125,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.06201171875,
+      "pages_with_error": 127
+    },
+    {
+      "category": "pitch_and_accidental",
+      "error_share": 0.08065156932856575,
+      "errors": 203,
+      "errors_per_1k_tokens": 0.12736487715877193,
+      "errors_per_page_mean": 0.09912109375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.037109375,
+      "pages_with_error": 76
+    },
+    {
+      "category": "barline",
+      "error_share": 0.06555423122765197,
+      "errors": 165,
+      "errors_per_1k_tokens": 0.10352317601575058,
+      "errors_per_page_mean": 0.08056640625,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.06103515625,
+      "pages_with_error": 125
+    },
+    {
+      "category": "rest_note_confusion",
+      "error_share": 0.05442987683750496,
+      "errors": 137,
+      "errors_per_1k_tokens": 0.0859556067524717,
+      "errors_per_page_mean": 0.06689453125,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.0234375,
+      "pages_with_error": 48
+    },
+    {
+      "category": "duration_and_pitch",
+      "error_share": 0.04012713547874454,
+      "errors": 101,
+      "errors_per_1k_tokens": 0.06336873198539884,
+      "errors_per_page_mean": 0.04931640625,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.0224609375,
+      "pages_with_error": 46
+    },
+    {
+      "category": "accidental_only",
+      "error_share": 0.03972983710766786,
+      "errors": 100,
+      "errors_per_1k_tokens": 0.06274131879742459,
+      "errors_per_page_mean": 0.048828125,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.0302734375,
+      "pages_with_error": 62
+    },
+    {
+      "category": "spine_operation",
+      "error_share": 0.03933253873659118,
+      "errors": 99,
+      "errors_per_1k_tokens": 0.06211390560945035,
+      "errors_per_page_mean": 0.04833984375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.02978515625,
+      "pages_with_error": 61
+    },
+    {
+      "category": "column_or_line_break",
+      "error_share": 0.03218116805721097,
+      "errors": 81,
+      "errors_per_1k_tokens": 0.05082046822591392,
+      "errors_per_page_mean": 0.03955078125,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.02734375,
+      "pages_with_error": 56
+    },
+    {
+      "category": "chord_structure_only",
+      "error_share": 0.023837902264600714,
+      "errors": 60,
+      "errors_per_1k_tokens": 0.037644791278454756,
+      "errors_per_page_mean": 0.029296875,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.0068359375,
+      "pages_with_error": 14
+    },
+    {
+      "category": "clef",
+      "error_share": 0.021056813667063964,
+      "errors": 53,
+      "errors_per_1k_tokens": 0.03325289896263504,
+      "errors_per_page_mean": 0.02587890625,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.02099609375,
+      "pages_with_error": 43
+    },
+    {
+      "category": "null_token",
+      "error_share": 0.01628923321414382,
+      "errors": 41,
+      "errors_per_1k_tokens": 0.025723940706944084,
+      "errors_per_page_mean": 0.02001953125,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.013671875,
+      "pages_with_error": 28
+    },
+    {
+      "category": "duration_and_pitch_and_accidental",
+      "error_share": 0.013508144616607072,
+      "errors": 34,
+      "errors_per_1k_tokens": 0.02133204839112436,
+      "errors_per_page_mean": 0.0166015625,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.009765625,
+      "pages_with_error": 20
+    },
+    {
+      "category": "termination",
+      "error_share": 0.00874056416368693,
+      "errors": 22,
+      "errors_per_1k_tokens": 0.013803090135433412,
+      "errors_per_page_mean": 0.0107421875,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.01025390625,
+      "pages_with_error": 21
+    },
+    {
+      "category": "duration_and_tie_slur",
+      "error_share": 0.007548669050456893,
+      "errors": 19,
+      "errors_per_1k_tokens": 0.011920850571510672,
+      "errors_per_page_mean": 0.00927734375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00732421875,
+      "pages_with_error": 15
+    },
+    {
+      "category": "accidental_and_tie_slur",
+      "error_share": 0.007151370679380214,
+      "errors": 18,
+      "errors_per_1k_tokens": 0.011293437383536426,
+      "errors_per_page_mean": 0.0087890625,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00634765625,
+      "pages_with_error": 13
+    },
+    {
+      "category": "pitch_and_tie_slur",
+      "error_share": 0.005164878823996822,
+      "errors": 13,
+      "errors_per_1k_tokens": 0.008156371443665197,
+      "errors_per_page_mean": 0.00634765625,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00390625,
+      "pages_with_error": 8
+    },
+    {
+      "category": "chord_structure_and_tie_slur",
+      "error_share": 0.003972983710766786,
+      "errors": 10,
+      "errors_per_1k_tokens": 0.006274131879742459,
+      "errors_per_page_mean": 0.0048828125,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00244140625,
+      "pages_with_error": 5
+    },
+    {
+      "category": "pitch_and_accidental_and_tie_slur",
+      "error_share": 0.0027810885975367503,
+      "errors": 7,
+      "errors_per_1k_tokens": 0.004391892315819722,
+      "errors_per_page_mean": 0.00341796875,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.0029296875,
+      "pages_with_error": 6
+    },
+    {
+      "category": "chord_structure_and_accidental",
+      "error_share": 0.001986491855383393,
+      "errors": 5,
+      "errors_per_1k_tokens": 0.0031370659398712295,
+      "errors_per_page_mean": 0.00244140625,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.001953125,
+      "pages_with_error": 4
+    },
+    {
+      "category": "articulation_only",
+      "error_share": 0.0015891934843067143,
+      "errors": 4,
+      "errors_per_1k_tokens": 0.0025096527518969837,
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multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/normal_synth/summary.json

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+    "interpretation_or_control": 262,
+    "note_other": 243,
+    "null_token": 41,
+    "other": 2,
+    "pitch_and_accidental": 203,
+    "pitch_and_accidental_and_tie_slur": 7,
+    "pitch_and_tie_slur": 13,
+    "pitch_only": 366,
+    "rest_note_confusion": 137,
+    "spine_operation": 99,
+    "termination": 22,
+    "tie_slur_and_articulation": 2,
+    "tie_slur_only": 218
+  },
+  "component_error_groups": {
+    "structural": 507,
+    "visual": 2010
+  },
+  "dataset": {
+    "data_files": [
+      "hf://datasets/cminst/transcoda-synth-243k/data/validation-00000-of-00008.parquet",
+      "hf://datasets/cminst/transcoda-synth-243k/data/validation-00001-of-00008.parquet",
+      "hf://datasets/cminst/transcoda-synth-243k/data/validation-00002-of-00008.parquet",
+      "hf://datasets/cminst/transcoda-synth-243k/data/validation-00003-of-00008.parquet"
+    ],
+    "image_column": "image",
+    "kind": "explicit_parquet_data_files",
+    "name": "synth-243k-validation",
+    "rows_available": 3792,
+    "source": "cminst/transcoda-synth-243k",
+    "split": "validation",
+    "transcription_column": "transcription"
+  },
+  "elapsed_sec": 101.43685857113451,
+  "generation_settings": {
+    "early_stopping": null,
+    "length_penalty": null,
+    "num_beams": null,
+    "repetition_penalty": null,
+    "strategy": null
+  },
+  "gold_error_categories": {
+    "accidental": 741,
+    "articulation": 9,
+    "barline": 161,
+    "clef": 55,
+    "column_or_line_break": 89,
+    "duration": 652,
+    "interpretation_or_control": 198,
+    "note_other": 62,
+    "null_token": 41,
+    "other_nonvisual": 2,
+    "pitch": 4,
+    "rest": 128,
+    "spine_operation": 110,
+    "termination": 12,
+    "tie_slur": 253
+  },
+  "gold_error_groups": {
+    "structural": 452,
+    "visual": 2065
+  },
+  "metrics": {
+    "teacher_forced": {
+      "CER": 0.17218679189682007,
+      "LER": 0.6502936482429504,
+      "SER": 0.17194393277168274,
+      "exact_match_rate": 0.71240234375,
+      "top1_error_rate": 0.001579198994131177,
+      "top1_errors": 2517,
+      "top1_errors_per_page": 1.22900390625
+    }
+  },
+  "mode": "teacher_forced",
+  "outputs": {
+    "free_generation_predictions": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/normal_synth/free_generation_predictions.jsonl",
+    "gold_prefix_errors": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/normal_synth/gold_prefix_errors.jsonl",
+    "per_page_records": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/normal_synth/per_page_records.jsonl",
+    "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/normal_synth/summary.json",
+    "summary_md": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/normal_synth/summary.md",
+    "teacher_forced_error_report": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/normal_synth/teacher_forced_error_report.md",
+    "teacher_forced_predictions": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/normal_synth/teacher_forced_predictions.jsonl"
+  },
+  "pages": 2048,
+  "reconstruction": {
+    "matched_unk_preserved": 3684,
+    "predicted_eos": 2037,
+    "predicted_unk_literal": 1
+  },
+  "tokens": 1593846
+}

multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/normal_synth/summary.md

@@ -0,0 +1,44 @@
+# Transcoda Dataset Eval
+
+- Checkpoint: `/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-anchor-control-from-musvit-243k-8ep-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: `101.4s`
+
+## Metrics
+
+| mode | CER | SER | LER | exact pages | top-1 error rate | top-1 errors/page |
+|---|---:|---:|---:|---:|---:|---:|
+| `teacher_forced` | 0.172187 | 0.171944 | 0.650294 | 71.240% | 0.1579% | 1.229 |
+
+## Teacher-Forced Error Categories
+
+| category | errors |
+|---|---:|
+| `accidental` | 741 |
+| `duration` | 652 |
+| `tie_slur` | 253 |
+| `interpretation_or_control` | 198 |
+| `barline` | 161 |
+| `rest` | 128 |
+| `spine_operation` | 110 |
+| `column_or_line_break` | 89 |
+| `note_other` | 62 |
+| `clef` | 55 |
+| `null_token` | 41 |
+| `termination` | 12 |
+| `articulation` | 9 |
+| `pitch` | 4 |
+| `other_nonvisual` | 2 |
+
+## 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-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/normal_synth/teacher_forced_error_report.md

@@ -0,0 +1,297 @@
+# Teacher-Forced Error Report
+
+- Checkpoint: `/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-anchor-control-from-musvit-243k-8ep-8ep-h200x4/checkpoint_epoch_7.ckpt`
+- Dataset: `cminst/transcoda-synth-243k`
+- Split: `validation`
+- Pages: `2,048`
+- Tokens: `1,593,846`
+- Top-1 errors: `2,517`
+- Top-1 error rate: `0.158%`
+
+## Component Buckets
+
+| bucket | errors | error share | mean/page | median/page | pages | errors/1k tok |
+|---|---:|---:|---:|---:|---:|---:|
+| `pitch_only` | 366 | 14.54% | 0.179 | 0.000 | 110 (5.4%) | 0.230 |
+| `interpretation_or_control` | 262 | 10.41% | 0.128 | 0.000 | 142 (6.9%) | 0.164 |
+| `note_other` | 243 | 9.65% | 0.119 | 0.000 | 115 (5.6%) | 0.152 |
+| `duration_only` | 243 | 9.65% | 0.119 | 0.000 | 118 (5.8%) | 0.152 |
+| `tie_slur_only` | 218 | 8.66% | 0.106 | 0.000 | 127 (6.2%) | 0.137 |
+| `pitch_and_accidental` | 203 | 8.07% | 0.099 | 0.000 | 76 (3.7%) | 0.127 |
+| `barline` | 165 | 6.56% | 0.081 | 0.000 | 125 (6.1%) | 0.104 |
+| `rest_note_confusion` | 137 | 5.44% | 0.067 | 0.000 | 48 (2.3%) | 0.086 |
+| `duration_and_pitch` | 101 | 4.01% | 0.049 | 0.000 | 46 (2.2%) | 0.063 |
+| `accidental_only` | 100 | 3.97% | 0.049 | 0.000 | 62 (3.0%) | 0.063 |
+| `spine_operation` | 99 | 3.93% | 0.048 | 0.000 | 61 (3.0%) | 0.062 |
+| `column_or_line_break` | 81 | 3.22% | 0.040 | 0.000 | 56 (2.7%) | 0.051 |
+| `chord_structure_only` | 60 | 2.38% | 0.029 | 0.000 | 14 (0.7%) | 0.038 |
+| `clef` | 53 | 2.11% | 0.026 | 0.000 | 43 (2.1%) | 0.033 |
+| `null_token` | 41 | 1.63% | 0.020 | 0.000 | 28 (1.4%) | 0.026 |
+| `duration_and_pitch_and_accidental` | 34 | 1.35% | 0.017 | 0.000 | 20 (1.0%) | 0.021 |
+| `termination` | 22 | 0.87% | 0.011 | 0.000 | 21 (1.0%) | 0.014 |
+| `duration_and_tie_slur` | 19 | 0.75% | 0.009 | 0.000 | 15 (0.7%) | 0.012 |
+| `accidental_and_tie_slur` | 18 | 0.72% | 0.009 | 0.000 | 13 (0.6%) | 0.011 |
+| `pitch_and_tie_slur` | 13 | 0.52% | 0.006 | 0.000 | 8 (0.4%) | 0.008 |
+| `chord_structure_and_tie_slur` | 10 | 0.40% | 0.005 | 0.000 | 5 (0.2%) | 0.006 |
+| `pitch_and_accidental_and_tie_slur` | 7 | 0.28% | 0.003 | 0.000 | 6 (0.3%) | 0.004 |
+| `chord_structure_and_accidental` | 5 | 0.20% | 0.002 | 0.000 | 4 (0.2%) | 0.003 |
+| `articulation_only` | 4 | 0.16% | 0.002 | 0.000 | 3 (0.1%) | 0.003 |
+| `duration_and_accidental` | 3 | 0.12% | 0.001 | 0.000 | 3 (0.1%) | 0.002 |
+| `tie_slur_and_articulation` | 2 | 0.08% | 0.001 | 0.000 | 2 (0.1%) | 0.001 |
+| `other` | 2 | 0.08% | 0.001 | 0.000 | 2 (0.1%) | 0.001 |
+| `duration_and_pitch_and_tie_slur` | 2 | 0.08% | 0.001 | 0.000 | 2 (0.1%) | 0.001 |
+| `chord_structure_and_pitch` | 1 | 0.04% | 0.000 | 0.000 | 1 (0.0%) | 0.001 |
+| `chord_structure_and_articulation` | 1 | 0.04% | 0.000 | 0.000 | 1 (0.0%) | 0.001 |
+| `chord_structure_and_accidental_and_tie_slur` | 1 | 0.04% | 0.000 | 0.000 | 1 (0.0%) | 0.001 |
+| `chord_structure_and_accidental_and_articulation` | 1 | 0.04% | 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` | 741 |
+| `duration` | 652 |
+| `tie_slur` | 253 |
+| `interpretation_or_control` | 198 |
+| `barline` | 161 |
+| `rest` | 128 |
+| `spine_operation` | 110 |
+| `column_or_line_break` | 89 |
+| `note_other` | 62 |
+| `clef` | 55 |
+| `null_token` | 41 |
+| `termination` | 12 |
+| `articulation` | 9 |
+| `pitch` | 4 |
+| `other_nonvisual` | 2 |
+
+## Error Samples
+
+### Sample 1
+
+```text
+8C)J	8ccJ
+teacher-forced top-1 local replacement:
+8C)	8ccJ
+```
+
+### Sample 2
+
+```text
+.	.	32.C#[KKL	.	.
+teacher-forced top-1 local replacement:
+.	32.	32.C#[KKL	.	.
+```
+
+### Sample 3
+
+```text
+2.G#	2.B 2.e 2.g#	2.g#	4E
+teacher-forced top-1 local replacement:
+2.G#	2.B 2.e 2.g#	2.e	4E
+```
+
+### Sample 4
+
+```text
+*M3/4	*M3/4	*M3/4	*M3/4
+teacher-forced top-1 local replacement:
+*	*M3/4	*M3/4	*M3/4
+```
+
+### Sample 5
+
+```text
+==	==
+teacher-forced top-1 local replacement:
+=||	==
+```
+
+### Sample 6
+
+```text
+*	*	*^
+teacher-forced top-1 local replacement:
+*	*^	*^
+```
+
+### Sample 7
+
+```text
+.	.	.	8AJ
+teacher-forced top-1 local replacement:
+.	.	.	8G#J
+```
+
+### Sample 8
+
+```text
+*	*^	*
+teacher-forced top-1 local replacement:
+4r	*^	*
+```
+
+
+## Sample Metadata
+
+### Sample 1
+
+- Sample: `sample_00016363`
+- Row/token: `87` / `391`
+- Line/field: `92:0`
+- Component bucket: `note_other`; flags: `none`
+- Legacy bucket: `tie_slur`
+- Gold piece -> top-1 piece: `)J` -> `)`
+- Gold note -> top-1 note: `8C)J` -> `8C)`
+- Gold token likelihood: rank `1`, p `49.995%`
+- Predicted token likelihood: p `49.995%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 10 | `")"` | 49.995% |
+| 2 | 186 | `")J"` | 49.995% |
+| 3 | 305 | `")JJ"` | 0.003% |
+| 4 | 55 | `"i"` | 0.003% |
+| 5 | 595 | `")L"` | 0.002% |
+
+### Sample 2
+
+- Sample: `sample_00014750`
+- Row/token: `1071` / `68`
+- Line/field: `12:1`
+- Component bucket: `null_token`; flags: `none`
+- Legacy bucket: `null_token`
+- Gold piece -> top-1 piece: `.` -> `32.`
+- Gold note -> top-1 note: `None` -> `None`
+- Gold token likelihood: rank `4`, p `2.299%`
+- Predicted token likelihood: p `86.266%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 969 | `"32."` | 86.266% |
+| 2 | 315 | `"32r"` | 2.952% |
+| 3 | 22 | `"6"` | 2.447% |
+| 4 | 2160 | `"32C#"` | 2.299% |
+| 5 | 14 | `"."` | 2.299% |
+
+### Sample 3
+
+- Sample: `sample_00015555`
+- Row/token: `1239` / `1126`
+- Line/field: `117:2`
+- Component bucket: `pitch_and_accidental`; flags: `pitch, accidental`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `2.g#` -> `2.e`
+- Gold note -> top-1 note: `2.g#` -> `2.e`
+- Gold token likelihood: rank `13`, p `1.150%`
+- Predicted token likelihood: p `28.749%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 646 | `"2.e"` | 28.749% |
+| 2 | 224 | `"2.r"` | 18.562% |
+| 3 | 296 | `"2e"` | 11.984% |
+| 4 | 291 | `"2B"` | 4.996% |
+| 5 | 405 | `"4.e"` | 4.693% |
+
+### Sample 4
+
+- Sample: `sample_00015555`
+- Row/token: `1239` / `1110`
+- Line/field: `116:0`
+- Component bucket: `interpretation_or_control`; flags: `none`
+- Legacy bucket: `interpretation_or_control`
+- Gold piece -> top-1 piece: `*M3/4` -> `*`
+- Gold note -> top-1 note: `None` -> `None`
+- Gold token likelihood: rank `3`, p `0.479%`
+- Predicted token likelihood: p `58.928%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 11 | `"*"` | 58.928% |
+| 2 | 157 | `"*v"` | 40.500% |
+| 3 | 283 | `"*M3/4"` | 0.479% |
+| 4 | 28 | `"="` | 0.038% |
+| 5 | 91 | `"8r"` | 0.002% |
+
+### Sample 5
+
+- Sample: `sample_00025289`
+- Row/token: `935` / `204`
+- Line/field: `49:0`
+- Component bucket: `barline`; flags: `none`
+- Legacy bucket: `barline`
+- Gold piece -> top-1 piece: `==` -> `=||`
+- Gold note -> top-1 note: `None` -> `None`
+- Gold token likelihood: rank `2`, p `26.892%`
+- Predicted token likelihood: p `73.100%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 236 | `"=\|\|"` | 73.100% |
+| 2 | 212 | `"=="` | 26.892% |
+| 3 | 400 | `"=!\|:"` | 0.004% |
+| 4 | 28 | `"="` | 0.002% |
+| 5 | 156 | `"=:\|!"` | 0.000% |
+
+### Sample 6
+
+- Sample: `sample_00002296`
+- Row/token: `1055` / `1178`
+- Line/field: `264:1`
+- Component bucket: `spine_operation`; flags: `none`
+- Legacy bucket: `spine_operation`
+- Gold piece -> top-1 piece: `*` -> `*^`
+- Gold note -> top-1 note: `None` -> `None`
+- Gold token likelihood: rank `2`, p `18.966%`
+- Predicted token likelihood: p `79.849%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 191 | `"*^"` | 79.849% |
+| 2 | 11 | `"*"` | 18.966% |
+| 3 | 157 | `"*v"` | 1.139% |
+| 4 | 1794 | `"*8va"` | 0.017% |
+| 5 | 692 | `"*met(c)"` | 0.004% |
+
+### Sample 7
+
+- Sample: `sample_00015555`
+- Row/token: `1239` / `602`
+- Line/field: `62:3`
+- Component bucket: `pitch_and_accidental`; flags: `pitch, accidental`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `8AJ` -> `8G#J`
+- Gold note -> top-1 note: `8AJ` -> `8G#J`
+- Gold token likelihood: rank `2`, p `1.761%`
+- Predicted token likelihood: p `96.171%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 785 | `"8G#J"` | 96.171% |
+| 2 | 337 | `"8AJ"` | 1.761% |
+| 3 | 379 | `"8BJ"` | 1.655% |
+| 4 | 1248 | `"8A#J"` | 0.164% |
+| 5 | 458 | `"8G#"` | 0.088% |
+
+### Sample 8
+
+- Sample: `sample_00014750`
+- Row/token: `1071` / `398`
+- Line/field: `44:0`
+- Component bucket: `interpretation_or_control`; flags: `none`
+- Legacy bucket: `interpretation_or_control`
+- Gold piece -> top-1 piece: `*` -> `4r`
+- Gold note -> top-1 note: `None` -> `None`
+- Gold token likelihood: rank `2`, p `9.857%`
+- Predicted token likelihood: p `87.850%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 97 | `"4r"` | 87.850% |
+| 2 | 11 | `"*"` | 9.857% |
+| 3 | 157 | `"*v"` | 0.917% |
+| 4 | 14 | `"."` | 0.714% |
+| 5 | 178 | `"2r"` | 0.280% |

multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/random_score/command.log

@@ -0,0 +1,299 @@
+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}.attention.k_proj.weight | UNEXPECTED | 
+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}.attention.v_proj.bias   | 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.q_proj.weight | 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}.mlp.fc2.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}.layernorm_before.bias   | 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.o_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_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.weight | UNEXPECTED | 
+decoder.decoder_pos_embed                                               | UNEXPECTED | 
+decoder.decoder_norm.bias                                               | UNEXPECTED | 
+decoder.decoder_embed.bias                                              | UNEXPECTED | 
+decoder.decoder_norm.weight                                             | UNEXPECTED | 
+decoder.mask_token                                                      | UNEXPECTED | 
+decoder.decoder_embed.weight                                            | UNEXPECTED | 
+decoder.decoder_pred.weight                                             | UNEXPECTED | 
+decoder.decoder_pred.bias                                               | UNEXPECTED | 
+pooler.dense.weight                                                     | MISSING    | 
+pooler.dense.bias                                                       | 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=9.6s
+[eval] pages=512/2048 mode=teacher_forced elapsed=29.7s
+[eval] pages=1024/2048 mode=teacher_forced elapsed=50.6s
+[eval] pages=1536/2048 mode=teacher_forced elapsed=70.6s
+[eval] pages=2048/2048 mode=teacher_forced elapsed=90.8s
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-anchor-control-from-musvit-243k-8ep-8ep-h200x4/checkpoint_epoch_7.ckpt",
+  "component_error_buckets": [
+    {
+      "category": "accidental_only",
+      "error_share": 0.7167650615264244,
+      "errors": 10077,
+      "errors_per_1k_tokens": 7.074711679347136,
+      "errors_per_page_mean": 4.92041015625,
+      "errors_per_page_median": 4.0,
+      "page_share": 0.923828125,
+      "pages_with_error": 1892
+    },
+    {
+      "category": "accidental_and_tie_slur",
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multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/random_score/gold_prefix_errors.jsonl

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multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/random_score/summary.json

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+    "free_generation_predictions": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/random_score/free_generation_predictions.jsonl",
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+    "per_page_records": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/random_score/per_page_records.jsonl",
+    "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/random_score/summary.json",
+    "summary_md": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/random_score/summary.md",
+    "teacher_forced_error_report": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/random_score/teacher_forced_error_report.md",
+    "teacher_forced_predictions": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/random_score/teacher_forced_predictions.jsonl"
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+}

multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/random_score/summary.md

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+# Transcoda Dataset Eval
+
+- Checkpoint: `/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-anchor-control-from-musvit-243k-8ep-8ep-h200x4/checkpoint_epoch_7.ckpt`
+- Dataset: `cminst/transcoda-random-notation-300k`
+- Dataset kind: `explicit_parquet_data_files`
+- Mode: `teacher_forced`
+- Pages: `2,048`
+- Tokens: `1,424,369`
+- Elapsed: `91.0s`
+
+## Metrics
+
+| mode | CER | SER | LER | exact pages | top-1 error rate | top-1 errors/page |
+|---|---:|---:|---:|---:|---:|---:|
+| `teacher_forced` | 0.583901 | 0.988455 | 4.556137 | 4.297% | 0.9870% | 6.865 |
+
+## Teacher-Forced Error Categories
+
+| category | errors |
+|---|---:|
+| `accidental` | 12,307 |
+| `column_or_line_break` | 995 |
+| `duration` | 474 |
+| `tie_slur` | 214 |
+| `barline` | 32 |
+| `rest` | 20 |
+| `null_token` | 17 |
+
+## 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-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/random_score/teacher_forced_error_report.md

@@ -0,0 +1,274 @@
+# Teacher-Forced Error Report
+
+- Checkpoint: `/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-anchor-control-from-musvit-243k-8ep-8ep-h200x4/checkpoint_epoch_7.ckpt`
+- Dataset: `cminst/transcoda-random-notation-300k`
+- Split: `train`
+- Pages: `2,048`
+- Tokens: `1,424,369`
+- Top-1 errors: `14,059`
+- Top-1 error rate: `0.987%`
+
+## Component Buckets
+
+| bucket | errors | error share | mean/page | median/page | pages | errors/1k tok |
+|---|---:|---:|---:|---:|---:|---:|
+| `accidental_only` | 10,077 | 71.68% | 4.920 | 4.000 | 1,892 (92.4%) | 7.075 |
+| `accidental_and_tie_slur` | 1,249 | 8.88% | 0.610 | 0.000 | 861 (42.0%) | 0.877 |
+| `note_other` | 1,202 | 8.55% | 0.587 | 0.000 | 840 (41.0%) | 0.844 |
+| `column_or_line_break` | 995 | 7.08% | 0.486 | 0.000 | 608 (29.7%) | 0.699 |
+| `tie_slur_only` | 324 | 2.30% | 0.158 | 0.000 | 293 (14.3%) | 0.227 |
+| `chord_structure_and_accidental` | 81 | 0.58% | 0.040 | 0.000 | 76 (3.7%) | 0.057 |
+| `barline` | 32 | 0.23% | 0.016 | 0.000 | 32 (1.6%) | 0.022 |
+| `duration_only` | 29 | 0.21% | 0.014 | 0.000 | 28 (1.4%) | 0.020 |
+| `null_token` | 17 | 0.12% | 0.008 | 0.000 | 16 (0.8%) | 0.012 |
+| `pitch_and_accidental` | 16 | 0.11% | 0.008 | 0.000 | 15 (0.7%) | 0.011 |
+| `rest_note_confusion` | 14 | 0.10% | 0.007 | 0.000 | 13 (0.6%) | 0.010 |
+| `pitch_only` | 10 | 0.07% | 0.005 | 0.000 | 10 (0.5%) | 0.007 |
+| `duration_and_tie_slur` | 3 | 0.02% | 0.001 | 0.000 | 3 (0.1%) | 0.002 |
+| `duration_and_accidental` | 3 | 0.02% | 0.001 | 0.000 | 3 (0.1%) | 0.002 |
+| `chord_structure_only` | 3 | 0.02% | 0.001 | 0.000 | 3 (0.1%) | 0.002 |
+| `duration_and_pitch` | 2 | 0.01% | 0.001 | 0.000 | 2 (0.1%) | 0.001 |
+| `duration_and_pitch_and_accidental` | 2 | 0.01% | 0.001 | 0.000 | 2 (0.1%) | 0.001 |
+
+## Legacy Regex Buckets
+
+These are retained for compatibility and should not be treated as component diffs.
+
+| bucket | errors |
+|---|---:|
+| `accidental` | 12,307 |
+| `column_or_line_break` | 995 |
+| `duration` | 474 |
+| `tie_slur` | 214 |
+| `barline` | 32 |
+| `rest` | 20 |
+| `null_token` | 17 |
+
+## Error Samples
+
+### Sample 1
+
+```text
+8CCn(J	.
+teacher-forced top-1 local replacement:
+8CC(J(J	.
+```
+
+### Sample 2
+
+```text
+.	8An 8c- 8fJ
+teacher-forced top-1 local replacement:
+.	8A 8c- 8fJ
+```
+
+### Sample 3
+
+```text
+.	8cn
+teacher-forced top-1 local replacement:
+.	8c
+```
+
+### Sample 4
+
+```text
+16BBBn 16GGnJ
+teacher-forced top-1 local replacement:
+16BBB  16GGnJ
+```
+
+### Sample 5
+
+```text
+16EEE 16FFFn 16BBB-	.
+teacher-forced top-1 local replacement:
+16EEE 16FFF  16BBB-	.
+```
+
+### Sample 6
+
+```text
+8AAn	.
+teacher-forced top-1 local replacement:
+8AA	.
+```
+
+### Sample 7
+
+```text
+8bn(J
+teacher-forced top-1 local replacement:
+8b(J
+```
+
+### Sample 8
+
+```text
+16D## 16G# 16Bn	16r
+teacher-forced top-1 local replacement:
+16D## 16G# 16B	16r
+```
+
+
+## Sample Metadata
+
+### Sample 1
+
+- Sample: `random-uniform-shard_00000-000840`
+- Row/token: `840` / `296`
+- Line/field: `60:0`
+- Component bucket: `accidental_and_tie_slur`; flags: `accidental, tie_slur`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `n` -> `(J`
+- Gold note -> top-1 note: `8CCn(J` -> `8CC(J(J`
+- Gold token likelihood: rank `2`, p `37.491%`
+- Predicted token likelihood: p `61.811%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 782 | `"(J"` | 61.811% |
+| 2 | 59 | `"n"` | 37.491% |
+| 3 | 9 | `"("` | 0.253% |
+| 4 | 439 | `"nJ"` | 0.197% |
+| 5 | 171 | `"(L"` | 0.153% |
+
+### Sample 2
+
+- Sample: `random-uniform-shard_00001-000481`
+- Row/token: `1481` / `352`
+- Line/field: `65:1`
+- Component bucket: `accidental_only`; flags: `accidental`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `8An` -> `8A`
+- Gold note -> top-1 note: `8An` -> `8A`
+- Gold token likelihood: rank `2`, p `46.855%`
+- Predicted token likelihood: p `53.094%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 109 | `"8A"` | 53.094% |
+| 2 | 1773 | `"8An"` | 46.855% |
+| 3 | 752 | `"8A#"` | 0.010% |
+| 4 | 2843 | `"8A)"` | 0.005% |
+| 5 | 2895 | `"8AnJ"` | 0.004% |
+
+### Sample 3
+
+- Sample: `random-uniform-shard_00001-000184`
+- Row/token: `1184` / `336`
+- Line/field: `67:1`
+- Component bucket: `accidental_only`; flags: `accidental`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `8cn` -> `8c`
+- Gold note -> top-1 note: `8cn` -> `8c`
+- Gold token likelihood: rank `2`, p `43.744%`
+- Predicted token likelihood: p `56.168%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 149 | `"8c"` | 56.168% |
+| 2 | 1891 | `"8cn"` | 43.744% |
+| 3 | 2153 | `"8c)"` | 0.013% |
+| 4 | 2825 | `"8c("` | 0.011% |
+| 5 | 2657 | `"16cn"` | 0.006% |
+
+### Sample 4
+
+- Sample: `random-uniform-shard_00001-000859`
+- Row/token: `1859` / `187`
+- Line/field: `62:0`
+- Component bucket: `accidental_only`; flags: `accidental`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `n` -> ` `
+- Gold note -> top-1 note: `16BBBn` -> `16BBB`
+- Gold token likelihood: rank `2`, p `45.290%`
+- Predicted token likelihood: p `54.630%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 6 | `" "` | 54.630% |
+| 2 | 59 | `"n"` | 45.290% |
+| 3 | 8 | `"#"` | 0.021% |
+| 4 | 5 | `"\n"` | 0.017% |
+| 5 | 4 | `"\t"` | 0.013% |
+
+### Sample 5
+
+- Sample: `random-uniform-shard_00000-000181`
+- Row/token: `181` / `379`
+- Line/field: `74:0`
+- Component bucket: `accidental_only`; flags: `accidental`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `n` -> ` `
+- Gold note -> top-1 note: `16FFFn` -> `16FFF`
+- Gold token likelihood: rank `2`, p `40.694%`
+- Predicted token likelihood: p `59.209%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 6 | `" "` | 59.209% |
+| 2 | 59 | `"n"` | 40.694% |
+| 3 | 13 | `"-"` | 0.025% |
+| 4 | 4 | `"\t"` | 0.018% |
+| 5 | 9 | `"("` | 0.012% |
+
+### Sample 6
+
+- Sample: `random-uniform-shard_00000-000574`
+- Row/token: `574` / `191`
+- Line/field: `41:0`
+- Component bucket: `accidental_only`; flags: `accidental`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `8AAn` -> `8AA`
+- Gold note -> top-1 note: `8AAn` -> `8AA`
+- Gold token likelihood: rank `1`, p `49.962%`
+- Predicted token likelihood: p `49.962%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 2618 | `"8AAn"` | 49.962% |
+| 2 | 210 | `"8AA"` | 49.962% |
+| 3 | 166 | `"8C"` | 0.008% |
+| 4 | 298 | `"16AA"` | 0.008% |
+| 5 | 490 | `"8AAA"` | 0.007% |
+
+### Sample 7
+
+- Sample: `random-uniform-shard_00000-000991`
+- Row/token: `991` / `466`
+- Line/field: `164:0`
+- Component bucket: `accidental_only`; flags: `accidental`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `8bn` -> `8b`
+- Gold note -> top-1 note: `8bn(J` -> `8b(J`
+- Gold token likelihood: rank `2`, p `44.582%`
+- Predicted token likelihood: p `53.776%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 78 | `"8b"` | 53.776% |
+| 2 | 1117 | `"8bn"` | 44.582% |
+| 3 | 1468 | `"8b("` | 0.300% |
+| 4 | 213 | `"8b-"` | 0.300% |
+| 5 | 782 | `"(J"` | 0.220% |
+
+### Sample 8
+
+- Sample: `random-uniform-shard_00001-000520`
+- Row/token: `1520` / `641`
+- Line/field: `125:0`
+- Component bucket: `accidental_only`; flags: `accidental`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `16Bn` -> `16B`
+- Gold note -> top-1 note: `16Bn` -> `16B`
+- Gold token likelihood: rank `2`, p `40.687%`
+- Predicted token likelihood: p `59.200%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 192 | `"16B"` | 59.200% |
+| 2 | 2086 | `"16Bn"` | 40.687% |
+| 3 | 1400 | `"8Bn"` | 0.029% |
+| 4 | 2534 | `"16BJ"` | 0.012% |
+| 5 | 133 | `"8B"` | 0.012% |

multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/command.log

@@ -0,0 +1,465 @@
+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}.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.v_proj.weight | 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}.layernorm_before.weight | 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}.attention.o_proj.weight | 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}.mlp.fc1.bias            | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.q_proj.bias   | UNEXPECTED | 
+decoder.mask_token                                                      | UNEXPECTED | 
+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}.attention.q_proj.weight | UNEXPECTED | 
+decoder.decoder_pos_embed                                               | 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}.mlp.fc2.bias            | UNEXPECTED | 
+decoder.decoder_norm.weight                                             | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.o_proj.bias   | UNEXPECTED | 
+decoder.decoder_pred.weight                                             | UNEXPECTED | 
+decoder.decoder_embed.weight                                            | UNEXPECTED | 
+decoder.decoder_pred.bias                                               | UNEXPECTED | 
+decoder.decoder_norm.bias                                               | UNEXPECTED | 
+decoder.decoder_embed.bias                                              | 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=7.8s
+[eval] pages=512/2048 mode=teacher_forced elapsed=32.1s
+[eval] pages=1024/2048 mode=teacher_forced elapsed=57.5s
+[eval] pages=1536/2048 mode=teacher_forced elapsed=80.9s
+[eval] pages=2048/2048 mode=teacher_forced elapsed=101.8s
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-anchor-control-from-musvit-243k-8ep-8ep-h200x4/checkpoint_epoch_7.ckpt",
+  "component_error_buckets": [
+    {
+      "category": "pitch_only",
+      "error_share": 0.13278271918678525,
+      "errors": 418,
+      "errors_per_1k_tokens": 0.2622587125732348,
+      "errors_per_page_mean": 0.2041015625,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.08154296875,
+      "pages_with_error": 167
+    },
+    {
+      "category": "duration_only",
+      "error_share": 0.1102287166454892,
+      "errors": 347,
+      "errors_per_1k_tokens": 0.21771237622706335,
+      "errors_per_page_mean": 0.16943359375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.08837890625,
+      "pages_with_error": 181
+    },
+    {
+      "category": "tie_slur_only",
+      "error_share": 0.10387547649301143,
+      "errors": 327,
+      "errors_per_1k_tokens": 0.20516411246757843,
+      "errors_per_page_mean": 0.15966796875,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.08154296875,
+      "pages_with_error": 167
+    },
+    {
+      "category": "pitch_and_accidental",
+      "error_share": 0.09498094027954257,
+      "errors": 299,
+      "errors_per_1k_tokens": 0.18759654320429953,
+      "errors_per_page_mean": 0.14599609375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.0478515625,
+      "pages_with_error": 98
+    },
+    {
+      "category": "note_other",
+      "error_share": 0.09339263024142312,
+      "errors": 294,
+      "errors_per_1k_tokens": 0.1844594772644283,
+      "errors_per_page_mean": 0.1435546875,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.0732421875,
+      "pages_with_error": 150
+    },
+    {
+      "category": "interpretation_or_control",
+      "error_share": 0.08290978398983481,
+      "errors": 261,
+      "errors_per_1k_tokens": 0.1637548420612782,
+      "errors_per_page_mean": 0.12744140625,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.0771484375,
+      "pages_with_error": 158
+    },
+    {
+      "category": "barline",
+      "error_share": 0.06893265565438374,
+      "errors": 217,
+      "errors_per_1k_tokens": 0.13614866179041138,
+      "errors_per_page_mean": 0.10595703125,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.08349609375,
+      "pages_with_error": 171
+    },
+    {
+      "category": "accidental_only",
+      "error_share": 0.053684879288437105,
+      "errors": 169,
+      "errors_per_1k_tokens": 0.10603282876764757,
+      "errors_per_page_mean": 0.08251953125,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.048828125,
+      "pages_with_error": 100
+    },
+    {
+      "category": "rest_note_confusion",
+      "error_share": 0.04923761118170267,
+      "errors": 155,
+      "errors_per_1k_tokens": 0.09724904413600813,
+      "errors_per_page_mean": 0.07568359375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.033203125,
+      "pages_with_error": 68
+    },
+    {
+      "category": "spine_operation",
+      "error_share": 0.03462515883100381,
+      "errors": 109,
+      "errors_per_1k_tokens": 0.06838803748919281,
+      "errors_per_page_mean": 0.05322265625,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.0283203125,
+      "pages_with_error": 58
+    },
+    {
+      "category": "duration_and_pitch",
+      "error_share": 0.03462515883100381,
+      "errors": 109,
+      "errors_per_1k_tokens": 0.06838803748919281,
+      "errors_per_page_mean": 0.05322265625,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.029296875,
+      "pages_with_error": 60
+    },
+    {
+      "category": "column_or_line_break",
+      "error_share": 0.03303684879288437,
+      "errors": 104,
+      "errors_per_1k_tokens": 0.06525097154932158,
+      "errors_per_page_mean": 0.05078125,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.03369140625,
+      "pages_with_error": 69
+    },
+    {
+      "category": "clef",
+      "error_share": 0.021601016518424398,
+      "errors": 68,
+      "errors_per_1k_tokens": 0.04266409678224872,
+      "errors_per_page_mean": 0.033203125,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.02685546875,
+      "pages_with_error": 55
+    },
+    {
+      "category": "null_token",
+      "error_share": 0.018106734434561626,
+      "errors": 57,
+      "errors_per_1k_tokens": 0.03576255171453202,
+      "errors_per_page_mean": 0.02783203125,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.0146484375,
+      "pages_with_error": 30
+    },
+    {
+      "category": "duration_and_pitch_and_accidental",
+      "error_share": 0.015247776365946633,
+      "errors": 48,
+      "errors_per_1k_tokens": 0.030115833022763806,
+      "errors_per_page_mean": 0.0234375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.01318359375,
+      "pages_with_error": 27
+    },
+    {
+      "category": "chord_structure_only",
+      "error_share": 0.014930114358322744,
+      "errors": 47,
+      "errors_per_1k_tokens": 0.02948841983478956,
+      "errors_per_page_mean": 0.02294921875,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.0078125,
+      "pages_with_error": 16
+    },
+    {
+      "category": "termination",
+      "error_share": 0.008576874205844982,
+      "errors": 27,
+      "errors_per_1k_tokens": 0.01694015607530464,
+      "errors_per_page_mean": 0.01318359375,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.01220703125,
+      "pages_with_error": 25
+    },
+    {
+      "category": "duration_and_tie_slur",
+      "error_share": 0.0063532401524777635,
+      "errors": 20,
+      "errors_per_1k_tokens": 0.012548263759484918,
+      "errors_per_page_mean": 0.009765625,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00830078125,
+      "pages_with_error": 17
+    },
+    {
+      "category": "accidental_and_tie_slur",
+      "error_share": 0.0054002541296060995,
+      "errors": 17,
+      "errors_per_1k_tokens": 0.01066602419556218,
+      "errors_per_page_mean": 0.00830078125,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.00634765625,
+      "pages_with_error": 13
+    },
+    {
+      "category": "chord_structure_and_tie_slur",
+      "error_share": 0.004764930114358323,
+      "errors": 15,
+      "errors_per_1k_tokens": 0.009411197819613689,
+      "errors_per_page_mean": 0.00732421875,
+      "errors_per_page_median": 0.0,
+      "page_share": 0.0048828125,
+      "pages_with_error": 10
+    },
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multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/summary.json

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+    "chord_structure_and_accidental": 6,
+    "chord_structure_and_accidental_and_tie_slur": 1,
+    "chord_structure_and_articulation": 1,
+    "chord_structure_and_tie_slur": 15,
+    "chord_structure_only": 47,
+    "clef": 68,
+    "column_or_line_break": 104,
+    "duration_and_accidental": 8,
+    "duration_and_pitch": 109,
+    "duration_and_pitch_and_accidental": 48,
+    "duration_and_pitch_and_accidental_and_tie_slur": 2,
+    "duration_and_pitch_and_tie_slur": 5,
+    "duration_and_tie_slur": 20,
+    "duration_only": 347,
+    "interpretation_or_control": 261,
+    "note_other": 294,
+    "null_token": 57,
+    "other": 1,
+    "pitch_and_accidental": 299,
+    "pitch_and_accidental_and_tie_slur": 3,
+    "pitch_and_tie_slur": 8,
+    "pitch_only": 418,
+    "rest_note_confusion": 155,
+    "spine_operation": 109,
+    "termination": 27,
+    "tie_slur_and_articulation": 2,
+    "tie_slur_only": 327
+  },
+  "component_error_groups": {
+    "structural": 559,
+    "visual": 2589
+  },
+  "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": 101.90799017809331,
+  "generation_settings": {
+    "early_stopping": null,
+    "length_penalty": null,
+    "num_beams": null,
+    "repetition_penalty": null,
+    "strategy": null
+  },
+  "gold_error_categories": {
+    "accidental": 1039,
+    "articulation": 6,
+    "barline": 210,
+    "clef": 68,
+    "column_or_line_break": 113,
+    "duration": 677,
+    "interpretation_or_control": 204,
+    "note_other": 68,
+    "null_token": 57,
+    "other_nonvisual": 1,
+    "pitch": 7,
+    "rest": 189,
+    "spine_operation": 127,
+    "termination": 16,
+    "tie_slur": 366
+  },
+  "gold_error_groups": {
+    "structural": 518,
+    "visual": 2630
+  },
+  "metrics": {
+    "teacher_forced": {
+      "CER": 0.21080487966537476,
+      "LER": 0.8207019567489624,
+      "SER": 0.20856918394565582,
+      "exact_match_rate": 0.6484375,
+      "top1_error_rate": 0.0019750967157429263,
+      "top1_errors": 3148,
+      "top1_errors_per_page": 1.537109375
+    }
+  },
+  "mode": "teacher_forced",
+  "outputs": {
+    "free_generation_predictions": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/free_generation_predictions.jsonl",
+    "gold_prefix_errors": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/gold_prefix_errors.jsonl",
+    "per_page_records": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/per_page_records.jsonl",
+    "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/summary.json",
+    "summary_md": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/summary.md",
+    "teacher_forced_error_report": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/teacher_forced_error_report.md",
+    "teacher_forced_predictions": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/teacher_forced_predictions.jsonl"
+  },
+  "pages": 2048,
+  "reconstruction": {
+    "matched_unk_preserved": 3682,
+    "predicted_eos": 2033,
+    "predicted_unk_literal": 2
+  },
+  "tokens": 1593846
+}

multiview-anchor-control/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-anchor-control-from-musvit-243k-8ep-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: `101.9s`
+
+## Metrics
+
+| mode | CER | SER | LER | exact pages | top-1 error rate | top-1 errors/page |
+|---|---:|---:|---:|---:|---:|---:|
+| `teacher_forced` | 0.210805 | 0.208569 | 0.820702 | 64.844% | 0.1975% | 1.537 |
+
+## Teacher-Forced Error Categories
+
+| category | errors |
+|---|---:|
+| `accidental` | 1,039 |
+| `duration` | 677 |
+| `tie_slur` | 366 |
+| `barline` | 210 |
+| `interpretation_or_control` | 204 |
+| `rest` | 189 |
+| `spine_operation` | 127 |
+| `column_or_line_break` | 113 |
+| `clef` | 68 |
+| `note_other` | 68 |
+| `null_token` | 57 |
+| `termination` | 16 |
+| `pitch` | 7 |
+| `articulation` | 6 |
+| `other_nonvisual` | 1 |
+
+## 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-anchor-control/synthetic-domain-checkpoints/runs/epoch_7/wonky_synth/teacher_forced_error_report.md

@@ -0,0 +1,296 @@
+# Teacher-Forced Error Report
+
+- Checkpoint: `/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-anchor-control-from-musvit-243k-8ep-8ep-h200x4/checkpoint_epoch_7.ckpt`
+- Dataset: `cminst/transcoda-synth-243k`
+- Split: `validation_wonky`
+- Pages: `2,048`
+- Tokens: `1,593,846`
+- Top-1 errors: `3,148`
+- Top-1 error rate: `0.198%`
+
+## Component Buckets
+
+| bucket | errors | error share | mean/page | median/page | pages | errors/1k tok |
+|---|---:|---:|---:|---:|---:|---:|
+| `pitch_only` | 418 | 13.28% | 0.204 | 0.000 | 167 (8.2%) | 0.262 |
+| `duration_only` | 347 | 11.02% | 0.169 | 0.000 | 181 (8.8%) | 0.218 |
+| `tie_slur_only` | 327 | 10.39% | 0.160 | 0.000 | 167 (8.2%) | 0.205 |
+| `pitch_and_accidental` | 299 | 9.50% | 0.146 | 0.000 | 98 (4.8%) | 0.188 |
+| `note_other` | 294 | 9.34% | 0.144 | 0.000 | 150 (7.3%) | 0.184 |
+| `interpretation_or_control` | 261 | 8.29% | 0.127 | 0.000 | 158 (7.7%) | 0.164 |
+| `barline` | 217 | 6.89% | 0.106 | 0.000 | 171 (8.3%) | 0.136 |
+| `accidental_only` | 169 | 5.37% | 0.083 | 0.000 | 100 (4.9%) | 0.106 |
+| `rest_note_confusion` | 155 | 4.92% | 0.076 | 0.000 | 68 (3.3%) | 0.097 |
+| `spine_operation` | 109 | 3.46% | 0.053 | 0.000 | 58 (2.8%) | 0.068 |
+| `duration_and_pitch` | 109 | 3.46% | 0.053 | 0.000 | 60 (2.9%) | 0.068 |
+| `column_or_line_break` | 104 | 3.30% | 0.051 | 0.000 | 69 (3.4%) | 0.065 |
+| `clef` | 68 | 2.16% | 0.033 | 0.000 | 55 (2.7%) | 0.043 |
+| `null_token` | 57 | 1.81% | 0.028 | 0.000 | 30 (1.5%) | 0.036 |
+| `duration_and_pitch_and_accidental` | 48 | 1.52% | 0.023 | 0.000 | 27 (1.3%) | 0.030 |
+| `chord_structure_only` | 47 | 1.49% | 0.023 | 0.000 | 16 (0.8%) | 0.029 |
+| `termination` | 27 | 0.86% | 0.013 | 0.000 | 25 (1.2%) | 0.017 |
+| `duration_and_tie_slur` | 20 | 0.64% | 0.010 | 0.000 | 17 (0.8%) | 0.013 |
+| `accidental_and_tie_slur` | 17 | 0.54% | 0.008 | 0.000 | 13 (0.6%) | 0.011 |
+| `chord_structure_and_tie_slur` | 15 | 0.48% | 0.007 | 0.000 | 10 (0.5%) | 0.009 |
+| `duration_and_accidental` | 8 | 0.25% | 0.004 | 0.000 | 7 (0.3%) | 0.005 |
+| `pitch_and_tie_slur` | 8 | 0.25% | 0.004 | 0.000 | 6 (0.3%) | 0.005 |
+| `chord_structure_and_accidental` | 6 | 0.19% | 0.003 | 0.000 | 5 (0.2%) | 0.004 |
+| `duration_and_pitch_and_tie_slur` | 5 | 0.16% | 0.002 | 0.000 | 3 (0.1%) | 0.003 |
+| `articulation_only` | 3 | 0.10% | 0.001 | 0.000 | 3 (0.1%) | 0.002 |
+| `pitch_and_accidental_and_tie_slur` | 3 | 0.10% | 0.001 | 0.000 | 3 (0.1%) | 0.002 |
+| `tie_slur_and_articulation` | 2 | 0.06% | 0.001 | 0.000 | 2 (0.1%) | 0.001 |
+| `duration_and_pitch_and_accidental_and_tie_slur` | 2 | 0.06% | 0.001 | 0.000 | 2 (0.1%) | 0.001 |
+| `chord_structure_and_accidental_and_tie_slur` | 1 | 0.03% | 0.000 | 0.000 | 1 (0.0%) | 0.001 |
+| `other` | 1 | 0.03% | 0.000 | 0.000 | 1 (0.0%) | 0.001 |
+| `chord_structure_and_articulation` | 1 | 0.03% | 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` | 1,039 |
+| `duration` | 677 |
+| `tie_slur` | 366 |
+| `barline` | 210 |
+| `interpretation_or_control` | 204 |
+| `rest` | 189 |
+| `spine_operation` | 127 |
+| `column_or_line_break` | 113 |
+| `clef` | 68 |
+| `note_other` | 68 |
+| `null_token` | 57 |
+| `termination` | 16 |
+| `pitch` | 7 |
+| `articulation` | 6 |
+| `other_nonvisual` | 1 |
+
+## Error Samples
+
+### Sample 1
+
+```text
+8c#(J	8ryy
+teacher-forced top-1 local replacement:
+8c#[J	8ryy
+```
+
+### Sample 2
+
+```text
+e-q	.
+teacher-forced top-1 local replacement:
+e--q	.
+```
+
+### Sample 3
+
+```text
+.	8bb-
+teacher-forced top-1 local replacement:
+4r	8bb-
+```
+
+### Sample 4
+
+```text
+8.E-[ 8.d-[L	4.G	8.e-L
+teacher-forced top-1 local replacement:
+8.E-[ 8.d-[L	4.G	4e-
+```
+
+### Sample 5
+
+```text
+4C	4c	4cc	4e-	4ee-
+teacher-forced top-1 local replacement:
+4C	4c	4cc	4e-	4gg
+```
+
+### Sample 6
+
+```text
+==	==	==	==
+teacher-forced top-1 local replacement:
+=	==	==	==
+```
+
+### Sample 7
+
+```text
+8c] 8e]	8cc[ 8ee[J
+teacher-forced top-1 local replacement:
+8c] 8e]	8cc[ 8eeJ
+```
+
+### Sample 8
+
+```text
+8aaJ
+teacher-forced top-1 local replacement:
+8eeJ
+```
+
+
+## Sample Metadata
+
+### Sample 1
+
+- Sample: `sample_00000966`
+- Row/token: `98` / `127`
+- Line/field: `44:0`
+- Component bucket: `tie_slur_only`; flags: `tie_slur`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `(J` -> `[J`
+- Gold note -> top-1 note: `8c#(J` -> `8c#[J`
+- Gold token likelihood: rank `2`, p `4.741%`
+- Predicted token likelihood: p `95.223%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 268 | `"[J"` | 95.223% |
+| 2 | 782 | `"(J"` | 4.741% |
+| 3 | 9 | `"("` | 0.028% |
+| 4 | 505 | `"[JJ"` | 0.003% |
+| 5 | 1295 | `"_J"` | 0.001% |
+
+### Sample 2
+
+- Sample: `sample_00019672`
+- Row/token: `772` / `1033`
+- Line/field: `147:0`
+- Component bucket: `other`; flags: `none`
+- Legacy bucket: `other_nonvisual`
+- Gold piece -> top-1 piece: `q` -> `-q`
+- Gold note -> top-1 note: `None` -> `None`
+- Gold token likelihood: rank `2`, p `25.318%`
+- Predicted token likelihood: p `68.821%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 2035 | `"-q"` | 68.821% |
+| 2 | 61 | `"q"` | 25.318% |
+| 3 | 2365 | `"qLL"` | 4.985% |
+| 4 | 2232 | `"q("` | 0.595% |
+| 5 | 1833 | `"#q"` | 0.182% |
+
+### Sample 3
+
+- Sample: `sample_00024140`
+- Row/token: `965` / `68`
+- Line/field: `17:0`
+- Component bucket: `null_token`; flags: `none`
+- Legacy bucket: `null_token`
+- Gold piece -> top-1 piece: `.` -> `4r`
+- Gold note -> top-1 note: `None` -> `None`
+- Gold token likelihood: rank `2`, p `1.151%`
+- Predicted token likelihood: p `97.311%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 97 | `"4r"` | 97.311% |
+| 2 | 14 | `"."` | 1.151% |
+| 3 | 11 | `"*"` | 1.016% |
+| 4 | 157 | `"*v"` | 0.097% |
+| 5 | 426 | `"4.r"` | 0.045% |
+
+### Sample 4
+
+- Sample: `sample_00007214`
+- Row/token: `1851` / `64`
+- Line/field: `10:2`
+- Component bucket: `duration_only`; flags: `duration`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `8.e-L` -> `4e-`
+- Gold note -> top-1 note: `8.e-L` -> `4e-`
+- Gold token likelihood: rank `20`, p `0.000%`
+- Predicted token likelihood: p `99.645%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 234 | `"4e-"` | 99.645% |
+| 2 | 724 | `"4.e-"` | 0.317% |
+| 3 | 263 | `"8e-"` | 0.008% |
+| 4 | 2031 | `"4e-("` | 0.007% |
+| 5 | 1198 | `"4en"` | 0.003% |
+
+### Sample 5
+
+- Sample: `sample_00016881`
+- Row/token: `696` / `1038`
+- Line/field: `103:4`
+- Component bucket: `pitch_and_accidental`; flags: `pitch, accidental`
+- Legacy bucket: `accidental`
+- Gold piece -> top-1 piece: `4ee-` -> `4gg`
+- Gold note -> top-1 note: `4ee-` -> `4gg`
+- Gold token likelihood: rank `2`, p `24.414%`
+- Predicted token likelihood: p `62.344%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 164 | `"4gg"` | 62.344% |
+| 2 | 348 | `"4ee-"` | 24.414% |
+| 3 | 113 | `"4cc"` | 10.177% |
+| 4 | 140 | `"4ee"` | 2.573% |
+| 5 | 230 | `"4ff"` | 0.271% |
+
+### Sample 6
+
+- Sample: `sample_00011370`
+- Row/token: `756` / `784`
+- Line/field: `98:0`
+- Component bucket: `barline`; flags: `none`
+- Legacy bucket: `barline`
+- Gold piece -> top-1 piece: `==` -> `=`
+- Gold note -> top-1 note: `None` -> `None`
+- Gold token likelihood: rank `3`, p `0.242%`
+- Predicted token likelihood: p `97.771%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 28 | `"="` | 97.771% |
+| 2 | 236 | `"=\|\|"` | 1.791% |
+| 3 | 212 | `"=="` | 0.242% |
+| 4 | 400 | `"=!\|:"` | 0.061% |
+| 5 | 11 | `"*"` | 0.051% |
+
+### Sample 7
+
+- Sample: `sample_00020438`
+- Row/token: `928` / `1156`
+- Line/field: `219:1`
+- Component bucket: `tie_slur_only`; flags: `tie_slur`
+- Legacy bucket: `tie_slur`
+- Gold piece -> top-1 piece: `8ee[J` -> `8eeJ`
+- Gold note -> top-1 note: `8ee[J` -> `8eeJ`
+- Gold token likelihood: rank `2`, p `18.228%`
+- Predicted token likelihood: p `81.691%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 148 | `"8eeJ"` | 81.691% |
+| 2 | 1576 | `"8ee[J"` | 18.228% |
+| 3 | 1256 | `"8eeeJ"` | 0.026% |
+| 4 | 1775 | `"8eenJ"` | 0.010% |
+| 5 | 84 | `"8ee"` | 0.009% |
+
+### Sample 8
+
+- Sample: `sample_00001898`
+- Row/token: `779` / `90`
+- Line/field: `45:0`
+- Component bucket: `pitch_only`; flags: `pitch`
+- Legacy bucket: `duration`
+- Gold piece -> top-1 piece: `8aaJ` -> `8eeJ`
+- Gold note -> top-1 note: `8aaJ` -> `8eeJ`
+- Gold token likelihood: rank `2`, p `9.490%`
+- Predicted token likelihood: p `74.642%`
+
+| rank | token id | token | probability |
+|---:|---:|---|---:|
+| 1 | 148 | `"8eeJ"` | 74.642% |
+| 2 | 232 | `"8aaJ"` | 9.490% |
+| 3 | 175 | `"8ff#J"` | 5.407% |
+| 4 | 123 | `"8ddJ"` | 4.772% |
+| 5 | 170 | `"8ggJ"` | 2.554% |

multiview-anchor-control/synthetic-domain-checkpoints/summary.json

@@ -0,0 +1,601 @@
+{
+  "manifest": {
+    "checkpoint_count": 8,
+    "checkpoints": [
+      {
+        "label": "epoch_0",
+        "path": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-anchor-control-from-musvit-243k-8ep-8ep-h200x4/checkpoint_epoch_0.ckpt"
+      },
+      {
+        "label": "epoch_1",
+        "path": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-anchor-control-from-musvit-243k-8ep-8ep-h200x4/checkpoint_epoch_1.ckpt"
+      },
+      {
+        "label": "epoch_2",
+        "path": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-anchor-control-from-musvit-243k-8ep-8ep-h200x4/checkpoint_epoch_2.ckpt"
+      },
+      {
+        "label": "epoch_3",
+        "path": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-anchor-control-from-musvit-243k-8ep-8ep-h200x4/checkpoint_epoch_3.ckpt"
+      },
+      {
+        "label": "epoch_4",
+        "path": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-anchor-control-from-musvit-243k-8ep-8ep-h200x4/checkpoint_epoch_4.ckpt"
+      },
+      {
+        "label": "epoch_5",
+        "path": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-anchor-control-from-musvit-243k-8ep-8ep-h200x4/checkpoint_epoch_5.ckpt"
+      },
+      {
+        "label": "epoch_6",
+        "path": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-anchor-control-from-musvit-243k-8ep-8ep-h200x4/checkpoint_epoch_6.ckpt"
+      },
+      {
+        "label": "epoch_7",
+        "path": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-anchor-control-from-musvit-243k-8ep-8ep-h200x4/checkpoint_epoch_7.ckpt"
+      }
+    ],
+    "completed_count": 24,
+    "domain_specs": {
+      "normal_synth": {
+        "data_files": [
+          "data/validation-00000-of-00008.parquet",
+          "data/validation-00001-of-00008.parquet",
+          "data/validation-00002-of-00008.parquet",
+          "data/validation-00003-of-00008.parquet"
+        ],
+        "dataset": "cminst/transcoda-synth-243k",
+        "dataset_name": "synth-243k-validation",
+        "image_column": "image",
+        "name": "normal_synth",
+        "split": "validation",
+        "transcription_column": "transcription"
+      },
+      "random_score": {
+        "data_files": [
+          "data/train-00000-of-00126.parquet",
+          "data/train-00001-of-00126.parquet"
+        ],
+        "dataset": "cminst/transcoda-random-notation-300k",
+        "dataset_name": "random-notation-300k-train",
+        "image_column": "image",
+        "name": "random_score",
+        "split": "train",
+        "transcription_column": "transcription"
+      },
+      "wonky_synth": {
+        "data_files": [
+          "data/validation_wonky-00000-of-00007.parquet",
+          "data/validation_wonky-00001-of-00007.parquet",
+          "data/validation_wonky-00002-of-00007.parquet",
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+      "dataset": "cminst/transcoda-synth-243k",
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+      "dataset": "cminst/transcoda-synth-243k",
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+      "dataset": "cminst/transcoda-synth-243k",
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+  ]
+}

multiview-anchor-control/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-anchor-control-from-musvit-243k-8ep-8ep-h200x4`
+- Output dir: `/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-anchor-control/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 | 0.243287 | 0.745332 | 0.317299 |
+| epoch_1 | 0.226231 | 0.652135 | 0.275215 |
+| epoch_2 | 0.273169 | 0.666319 | 0.334251 |
+| epoch_3 | 0.203386 | 0.610626 | 0.246580 |
+| epoch_4 | 0.157488 | 0.593837 | 0.191115 |
+| epoch_5 | 0.146153 | 0.581577 | 0.170765 |
+| epoch_6 | 0.170280 | 0.587186 | 0.216386 |
+| epoch_7 | 0.172187 | 0.583901 | 0.210805 |
+
+## Detailed Metrics
+
+| checkpoint | domain | CER | SER | LER | top-1 errors/page | exact page rate | pages |
+| --- | --- | ---: | ---: | ---: | ---: | ---: | ---: |
+| epoch_0 | normal_synth | 0.243287 | 0.256754 | 0.941863 | 1.853 | 62.061% | 2048 |
+| epoch_0 | random_score | 0.745332 | 1.210064 | 5.438440 | 8.404 | 2.100% | 2048 |
+| epoch_0 | wonky_synth | 0.317299 | 0.345647 | 1.291913 | 2.492 | 55.420% | 2048 |
+| epoch_1 | normal_synth | 0.226231 | 0.214600 | 0.834973 | 1.647 | 64.697% | 2048 |
+| epoch_1 | random_score | 0.652135 | 1.076269 | 4.921807 | 7.475 | 3.418% | 2048 |
+| epoch_1 | wonky_synth | 0.275215 | 0.278930 | 1.082051 | 2.082 | 58.203% | 2048 |
+| epoch_2 | normal_synth | 0.273169 | 0.307325 | 1.078413 | 2.025 | 61.182% | 2048 |
+| epoch_2 | random_score | 0.666319 | 1.088081 | 4.936079 | 7.557 | 3.076% | 2048 |
+| epoch_2 | wonky_synth | 0.334251 | 0.435545 | 1.388730 | 2.532 | 55.225% | 2048 |
+| epoch_3 | normal_synth | 0.203386 | 0.213658 | 0.761101 | 1.462 | 66.846% | 2048 |
+| epoch_3 | random_score | 0.610626 | 1.022413 | 4.690607 | 7.101 | 3.516% | 2048 |
+| epoch_3 | wonky_synth | 0.246580 | 0.258890 | 0.975720 | 1.829 | 61.328% | 2048 |
+| epoch_4 | normal_synth | 0.157488 | 0.154354 | 0.590413 | 1.160 | 72.900% | 2048 |
+| epoch_4 | random_score | 0.593837 | 1.001813 | 4.600220 | 6.958 | 4.150% | 2048 |
+| epoch_4 | wonky_synth | 0.191115 | 0.194686 | 0.769496 | 1.427 | 66.309% | 2048 |
+| epoch_5 | normal_synth | 0.146153 | 0.138397 | 0.519899 | 1.062 | 74.658% | 2048 |
+| epoch_5 | random_score | 0.581577 | 0.984377 | 4.522519 | 6.836 | 4.297% | 2048 |
+| epoch_5 | wonky_synth | 0.170765 | 0.173138 | 0.671840 | 1.260 | 69.336% | 2048 |
+| epoch_6 | normal_synth | 0.170280 | 0.163463 | 0.645537 | 1.252 | 69.727% | 2048 |
+| epoch_6 | random_score | 0.587186 | 0.992040 | 4.577068 | 6.890 | 4.395% | 2048 |
+| epoch_6 | wonky_synth | 0.216386 | 0.218369 | 0.855679 | 1.614 | 64.014% | 2048 |
+| epoch_7 | normal_synth | 0.172187 | 0.171944 | 0.650294 | 1.229 | 71.240% | 2048 |
+| epoch_7 | random_score | 0.583901 | 0.988455 | 4.556137 | 6.865 | 4.297% | 2048 |
+| epoch_7 | wonky_synth | 0.210805 | 0.208569 | 0.820702 | 1.537 | 64.844% | 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`