diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/manifest.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/manifest.json
index 61e3dab13e0018d961aeb8959aa7980fc9cf9a78..12f4ce740d5b7c4678a97acba13a873cf3776d89 100644
--- a/multiview-renderswitch-encoder-only/free-generation-checkpoints/manifest.json
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/manifest.json
@@ -3,7 +3,7 @@
     "polish21",
     "atrahente"
   ],
-  "checkpoint_count": 5,
+  "checkpoint_count": 8,
   "checkpoints": [
     {
       "label": "epoch_0",
@@ -24,17 +24,29 @@
     {
       "label": "epoch_4",
       "path": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_4.ckpt"
+    },
+    {
+      "label": "epoch_5",
+      "path": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_5.ckpt"
+    },
+    {
+      "label": "epoch_6",
+      "path": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_6.ckpt"
+    },
+    {
+      "label": "epoch_7",
+      "path": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_7.ckpt"
     }
   ],
-  "completed_count": 6,
-  "elapsed_seconds": 141.88601326942444,
+  "completed_count": 18,
+  "elapsed_seconds": 364.35705733299255,
   "failure_count": 0,
   "failures": [],
   "output_dir": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints",
-  "row_count": 30,
+  "row_count": 48,
   "run_dir": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4",
   "skip_render": true,
-  "skipped_count": 24,
+  "skipped_count": 30,
   "variants": [
     "original",
     "canonical",
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/metrics.csv b/multiview-renderswitch-encoder-only/free-generation-checkpoints/metrics.csv
index 187602e867d9b468c6149c26625b236b8084fd9e..3efb588cd4f2f9e841c8d91bc0827f2b4c49d65c 100644
--- a/multiview-renderswitch-encoder-only/free-generation-checkpoints/metrics.csv
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/metrics.csv
@@ -23,9 +23,27 @@ epoch_3,polish21,augmented,10.830704521556257,206,20.555555555555557,37,1147,204
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 epoch_3,atrahente,canonical,2.809655718242976,71,9.333333333333334,21,1211,2485,220,False,True,7.234900368959643,/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_3.ckpt,/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/benchmarks/free-generation/atrahente-s70r30-free-generation/ground_truth_normalized_manual_clean_render/ground_truth_normalized_manual_clean_canonical_verovio.png,/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_3/atrahente/canonical/prediction.krn
 epoch_3,atrahente,augmented,5.065294815987337,128,17.333333333333332,39,1204,2484,220,False,True,7.199428547988646,/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_3.ckpt,/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/benchmarks/free-generation/atrahente-official-free-generation/augmented-canonical-verovio-page1/atrahente_page1_canonical_augmented_verovio.png,/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_3/atrahente/augmented/prediction.krn
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+epoch_7,atrahente,original,8.705975464978236,220,33.77777777777778,76,1227,2510,223,False,False,7.28374831401743,/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_7.ckpt,/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/benchmarks/free-generation/atrahente-s70r30-free-generation/page1/Atrahente_page_001.png,/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/original/prediction.krn
+epoch_7,atrahente,canonical,2.5722200237435695,65,8.0,18,1212,2489,220,False,False,7.157522764988244,/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_7.ckpt,/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/benchmarks/free-generation/atrahente-s70r30-free-generation/ground_truth_normalized_manual_clean_render/ground_truth_normalized_manual_clean_canonical_verovio.png,/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/canonical/prediction.krn
+epoch_7,atrahente,augmented,5.658884052235853,143,18.22222222222222,41,1217,2506,220,False,False,7.16705133789219,/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_7.ckpt,/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/benchmarks/free-generation/atrahente-official-free-generation/augmented-canonical-verovio-page1/atrahente_page1_canonical_augmented_verovio.png,/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/augmented/prediction.krn
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/augmented/atrahente_page1_canonical_augmented_verovio_input.png b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/augmented/atrahente_page1_canonical_augmented_verovio_input.png
new file mode 100644
index 0000000000000000000000000000000000000000..e531c8f9dab53f6a5d8b263ab6ed45178cb36b8e
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/augmented/atrahente_page1_canonical_augmented_verovio_input.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c78c907fc00bf421b4ce69daa999917ff6db25628e590c425f45e5467036545a
+size 643188
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/augmented/command.log b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/augmented/command.log
new file mode 100644
index 0000000000000000000000000000000000000000..a426d3ee72ea18b103d087ab44d14500b591baaf
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/augmented/command.log
@@ -0,0 +1,54 @@
+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.
+
Loading weights:   0%|          | 0/198 [00:00<?, ?it/s]
Loading weights: 100%|██████████| 198/198 [00:00<00:00, 15552.50it/s]
+[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}.attention.q_proj.weight | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.layernorm_before.weight | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc2.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.weight | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.layernorm_after.weight  | 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}.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}.mlp.fc1.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}.attention.k_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.fc2.bias            | UNEXPECTED | 
+decoder.decoder_pos_embed                                               | UNEXPECTED | 
+decoder.decoder_norm.bias                                               | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc1.weight          | UNEXPECTED | 
+decoder.mask_token                                                      | UNEXPECTED | 
+decoder.decoder_pred.weight                                             | UNEXPECTED | 
+decoder.decoder_norm.weight                                             | UNEXPECTED | 
+decoder.decoder_embed.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.
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_5.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 7.156341457972303,
+  "input": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/benchmarks/free-generation/atrahente-official-free-generation/augmented-canonical-verovio-page1/atrahente_page1_canonical_augmented_verovio.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/augmented/atrahente_page1_canonical_augmented_verovio_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1212,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/augmented/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/augmented/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  },
+  "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/augmented/summary.json"
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/augmented/prediction.krn b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/augmented/prediction.krn
new file mode 100644
index 0000000000000000000000000000000000000000..8c875e850cb65c7541cc22e3af7256cd1073041a
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/augmented/prediction.krn
@@ -0,0 +1,220 @@
+*clefF4	*clefG2
+*k[b-]	*k[b-]
+*M2/4	*M2/4
+8c 8eL	8cccL
+.	8bq(
+*clefG2	*
+8aJ	8cc)J
+.	8bq(
+8b-L	8cc)L
+.	8bbnq(
+8f# 8aJ	8ccc)J
+=	=
+.	8bbnq(
+8g 8b-L	8ccc)L
+.	8b#q(
+8aJ	8cc)J
+.	8bq(
+8b-L	8cc)L
+.	8bbq(
+8f# 8aJ	8ccc)J
+=	=
+.	8ccc#q(
+8g 8b-L	8ddd)L
+.	8bbq
+8f# 8aJ	8ccc)
+.	8bbq(
+8g 8b-L	8ccc)
+.	8bbq
+8fn 8aJ	8cccJ
+=	=
+.	8ccc#q(
+8g 8b-L	8ddd)L
+.	8ccc#q(
+8f# 8aJ	8ddd)
+.	8ccc#q(
+8g 8b-L	8ddd)
+.	8ccc#q(
+8f# 8aJ	8ccc)J
+=	=
+4g 4b-	16cccLL
+.	16b-(
+.	16cc
+.	16eeJJ
+4r	16aaLL
+.	16gg
+.	16ee
+.	16cc)JJ
+==	==
+*clefF4	*
+*M2/4	*M2/4
+8CL	8.cc(L
+16r	.
+16G 16B- 16c 16eJk	16aaJk
+8G 8B- 8c 8eL	4gg)
+8G 8B- 8c 8eJ	.
+=	=
+8CL	16r
+.	16b-(LL
+16r	16cc
+16B- 16c 16eJk	16eeJJ
+8B- 8c 8eL	16aaLL
+.	16gg
+8B- 8c 8eJ	16ee
+.	16b-)JJ
+=	=
+8CL	8.a(L
+16r	.
+16A 16c 16fJk	16ggJk
+8A 8c 8fL	4ff)
+8A 8c 8fJ	.
+=	=
+8CL	16r
+.	16g#(LL
+16r	16a
+16A 16c 16fJk	16ccJJ
+8A 8c 8fL	16ffLL
+.	16ff
+8A- 8c 8fJ	16cc
+.	16a-)JJ
+=	=
+8G 8c 8eL	8g(L
+16r	16ccL
+16G 16c 16eJk	16eeJJ
+8G 8c 8eL	16ggLL
+.	16ccc
+8G 8c 8eJ	16eee
+.	16ggg)JJ
+=	=
+8GGL	16bbb-LL
+.	16aaa
+16r	16aaa
+16G 16Bn 16fJk	16fff#JJ
+8G 8B 8fL	16fff#LL
+.	16fffn
+8G 8B 8fJ	16fff
+.	16eeeJJ
+=	=
+8CL	16eeeLL
+.	16ccc
+16r	16ccc
+16G 16B- 16c 16eJk	16bb-JJ
+8G 8B- 8c 8eL	16bb-LL
+.	16gg
+8G 8B- 8c 8eJ	16gg
+.	16ee)JJ
+=	=
+4B- 4c 4e 4g	16eeLL
+.	16b-(
+.	16cc
+.	16eeJJ
+4r	16aa;LL
+.	16gg
+.	16ee
+.	16cc)JJ
+=	=
+8CL	8.b-(L
+16r	.
+16G 16B- 16c 16eJk	16aaJk
+8G 8B- 8c 8eL	4gg)
+8G 8B- 8c 8eJ	.
+=	=
+8CL	16r
+.	16b-(LL
+16r	16cc
+16Gn 16B- 16c 16eJk	16eeJJ
+8G 8B- 8c 8eL	16aaLL
+.	16gg
+8G 8B- 8c 8eJ	16ee
+.	16cc)JJ
+=	=
+8CL	8.a(L
+16r	.
+16A 16c 16fJk	16ggJk
+8A 8c 8fL	4ff)
+8A 8c 8fJ	.
+=	=
+8BB-L	16r
+.	16cc#(LL
+16r	16dd
+16B- 16d 16gJk	16ggJJ
+8B- 8d 8gL	16dddLL
+.	16ccc
+8B- 8d- 8gJ	16dd-
+.	16bb-)JJ
+=	=
+8CL	16bb-(LL
+.	16aa)
+16r	16aa(
+16A 16c 16fJJ	16cc)JJ
+8A 8c 8fL	4cc
+8A 8c 8fJ	.
+=	=
+8DL	16r
+.	16bnLL
+8G 8Bn 8fJ	16b
+.	16aaJJ
+8EL	16aaLL
+.	16gg
+8B- 8c 8gJ	16gg
+.	16eeJJ
+=	=
+8FL	16ffLL
+.	16a(
+8r	16ff)
+16A 16c 16fJk	16cc(JJ
+8A 8c 8fL	16aa(LL
+.	16ff(
+8A 8c 8fJ	16ccc)
+.	16aaJJ
+=	=
+4F 4A 4c 4f	16fffLL
+.	16b-(
+.	16cc
+.	16eeJJ
+4r	16aa;LL
+.	16ff
+.	16dd
+.	16cc)JJ
+=:|!	=:|!
+4F 4A 4c 4f	8fff
+.	8aa(L
+4r	8gg#
+.	8aa)J
+=||	=||
+8AAA 8AAL	16bb-LL
+.	16cc#(
+16r	16ee
+16A 16c# 16gJk	16bb-)JJ
+8r	16bb-LL
+.	16cc#(
+8A 8c# 8g	16ff
+.	16bb-)JJ
+=	=
+8AAA 8AAL	16bb-LL
+.	16cc#(
+16r	16ee
+16A 16c# 16gJk	16bb-)JJ
+8r	16bb-LL
+.	16cc#(
+8A 8c# 8g	16ee
+.	16bb-)JJ
+=	=
+8DD 8DL	16bb-LL
+.	16dd(
+16r	16ff
+16A 16d 16fJk	16aa)JJ
+8r	16aaLL
+.	16dd(
+8A 8d 8f	16ff
+.	16aa)JJ
+=	=
+8FF 8FL	16aaLL
+.	16dd(
+16r	16ff
+16A 16d 16fJk	16aa)JJ
+8r	16aaLL
+.	16aa-
+8A- 8d 8f	16aa-
+.	16ggJJ
+=	=
\ No newline at end of file
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/augmented/prediction_token_ids.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/augmented/prediction_token_ids.json
new file mode 100644
index 0000000000000000000000000000000000000000..6efdae924675b8f13404efd0b23cd8ecb16950d3
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/augmented/prediction_token_ids.json
@@ -0,0 +1,1216 @@
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diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/augmented/summary.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/augmented/summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..149f840e4f44dd3c8e79051ee64bddf535c3800c
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/augmented/summary.json
@@ -0,0 +1,17 @@
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_5.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 7.156341457972303,
+  "input": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/benchmarks/free-generation/atrahente-official-free-generation/augmented-canonical-verovio-page1/atrahente_page1_canonical_augmented_verovio.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/augmented/atrahente_page1_canonical_augmented_verovio_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1212,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/augmented/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/augmented/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  }
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/canonical/command.log b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/canonical/command.log
new file mode 100644
index 0000000000000000000000000000000000000000..4d7b09756d567e6fbc43d547e2c32a8aff035690
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/canonical/command.log
@@ -0,0 +1,54 @@
+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.
+
Loading weights:   0%|          | 0/198 [00:00<?, ?it/s]
Loading weights: 100%|██████████| 198/198 [00:00<00:00, 15356.93it/s]
+[transformers] ViTModel LOAD REPORT from: PRAIG/musvit
+Key                                                                     | Status     | 
+------------------------------------------------------------------------+------------+-
+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.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_norm.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}.mlp.fc1.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}.attention.q_proj.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}.attention.v_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}.layernorm_before.bias   | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc2.bias            | UNEXPECTED | 
+decoder.decoder_embed.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.o_proj.bias   | UNEXPECTED | 
+decoder.decoder_pred.weight                                             | UNEXPECTED | 
+decoder.decoder_norm.bias                                               | UNEXPECTED | 
+decoder.decoder_pred.bias                                               | UNEXPECTED | 
+decoder.decoder_embed.weight                                            | UNEXPECTED | 
+decoder.mask_token                                                      | 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.
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_5.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 7.162332911044359,
+  "input": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/benchmarks/free-generation/atrahente-s70r30-free-generation/ground_truth_normalized_manual_clean_render/ground_truth_normalized_manual_clean_canonical_verovio.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/canonical/ground_truth_normalized_manual_clean_canonical_verovio_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1212,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/canonical/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/canonical/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  },
+  "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/canonical/summary.json"
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/canonical/ground_truth_normalized_manual_clean_canonical_verovio_input.png b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/canonical/ground_truth_normalized_manual_clean_canonical_verovio_input.png
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index 0000000000000000000000000000000000000000..f02f498375d6abdcc80062191b655771fc704bce
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+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/canonical/ground_truth_normalized_manual_clean_canonical_verovio_input.png
@@ -0,0 +1,3 @@
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+size 258210
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index 0000000000000000000000000000000000000000..0bdea39d7aa86cd9619df600c552165fe8d9ae0c
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/canonical/prediction.krn
@@ -0,0 +1,220 @@
+*clefF4	*clefG2
+*k[b-]	*k[b-]
+*M2/4	*M2/4
+8c 8eL	8cccL
+.	8bq(
+*clefG2	*
+8aJ	8cc)J
+.	8bq
+8b-L	8ccL
+.	8bbnq(
+8f# 8aJ	8ccc)J
+=	=
+.	8bbnq(
+8g 8b-L	8ccc)L
+.	8bn[
+8aJ	8cc]J
+.	8bq
+8b-L	8ccL
+.	8bbq(
+8f# 8aJ	8ccc)J
+=	=
+.	8bb#q(
+8g 8b-L	8ccc)L
+.	8bb#q
+8f# 8aJ	8ccc)
+.	8bbq(
+8g 8b-L	8ccc)
+.	8bbq(
+8fn 8aJ	8ccc)J
+=	=
+.	8bbnq(
+8g 8b-L	8ccc)L
+.	8bbq(
+8f# 8aJ	8ccc)
+.	8bbq(
+8g 8b-L	8ccc)
+.	8bbq(
+8f# 8aJ	8ccc)J
+=	=
+4g 4b-	16cccLL
+.	16b-(
+.	16cc
+.	16eeJJ
+4r	16aa;LL
+.	16gg
+.	16ee
+.	16cc)JJ
+==	==
+*clefF4	*
+*M2/4	*M2/4
+8CL	8.cc(L
+16r	.
+16G 16A 16c 16eJk	16aaJk
+8G 8A 8c 8eL	4gg)
+8G 8B- 8c 8eJ	.
+=	=
+8CL	16r
+.	16b-(LL
+16r	16cc
+16B- 16c 16eJk	16eeJJ
+8B- 8c 8eL	16aaLL
+.	16gg
+8B- 8c 8eJ	16ee
+.	16b-)JJ
+=	=
+8CL	8.a(L
+16r	.
+16A 16c 16fJk	16ggJk
+8A 8c 8fL	4ff)
+8A 8c 8fJ	.
+=	=
+8CL	16r
+.	16g#(LL
+16r	16a
+16A 16c 16fJk	16ccJJ
+8A 8c 8fL	16ggLL
+.	16ff
+8A- 8c 8fJ	16cc
+.	16a-)JJ
+=	=
+8G 8c 8eL	8g(L
+16r	16ccL
+16G 16c 16eJk	16eeJJ
+8G 8c 8eL	16ggLL
+.	16ccc
+8G 8c 8eJ	16eee
+.	16ggg)JJ
+=	=
+8GGL	16aaaLL
+.	16ggg
+16r	16ggg
+16G 16Bn 16fJk	16fff#JJ
+8G 8B 8fL	16fff#LL
+.	16fffn
+8G 8B 8fJ	16fff
+.	16eeeJJ
+=	=
+8CL	16eeeLL
+.	16ccc
+16r	16ccc
+16G 16B- 16c 16eJk	16bb-JJ
+8G 8B- 8c 8eL	16bb-LL
+.	16gg
+8G 8B- 8c 8eJ	16gg
+.	16eeJJ
+=	=
+4B- 4c 4e 4g	16eeLL
+.	16b-(
+.	16cc
+.	16eeJJ
+4r	16aa;LL
+.	16gg
+.	16ee
+.	16cc)JJ
+=	=
+8CL	8.b-(L
+16r	.
+16G 16B- 16c 16eJk	16aaJk
+8G 8B- 8c 8eL	4gg)
+8G 8B- 8c 8eJ	.
+=	=
+8CL	16r
+.	16b-(LL
+16r	16cc
+16G 16B- 16c 16eJk	16eeJJ
+8G 8B- 8c 8eL	16aaLL
+.	16gg
+8G 8B- 8c 8eJ	16ee
+.	16cc)JJ
+=	=
+8CL	8.a(L
+16r	.
+16A 16c 16fJk	16ggJk
+8A 8c 8fL	4ff)
+8A 8c 8fJ	.
+=	=
+8BB-L	16r
+.	16cc#(LL
+16r	16dd
+16B- 16d 16gJk	16ggJJ
+8B- 8d 8gL	16cccLL
+.	16bb-
+8B- 8d- 8gJ	16dd-
+.	16bb-)JJ
+=	=
+8CL	16bb-(LL
+.	16aa)
+16r	16aa(
+16A 16c 16fJk	16cc)JJ
+8A 8c 8fL	4cc
+8A 8c 8fJ	.
+=	=
+8DL	16r
+.	16bnLL
+8G 8Bn 8fJ	16b
+.	16aaJJ
+8EL	16aaLL
+.	16gg
+8B- 8c 8gJ	16gg
+.	16eeJJ
+=	=
+8FL	16ffLL
+.	16a(
+16r	16ff)
+16A 16c 16fJk	16cc[JJ
+8A 8c 8fL	16aa]LL
+.	16ff(
+8A 8c 8fJ	16ccc)
+.	16aaJJ
+=	=
+4F 4A 4c 4f	16fffLL
+.	16b-(
+.	16cc
+.	16eeJJ
+4r	16aa;LL
+.	16gg
+.	16ee
+.	16cc)JJ
+=:|!	=:|!
+4F 4A 4c 4f	8fff
+.	8aa(L
+4r	8gg#
+.	8aa)J
+=||	=||
+8AAA 8AAL	16bb-LL
+.	16cc#(
+16r	16ee
+16A 16c# 16gJk	16bb-)JJ
+8r	16bb-LL
+.	16cc#(
+8A 8c# 8g	16ff
+.	16bb-)JJ
+=	=
+8FFF 8AAL	16bb-LL
+.	16cc#(
+16r	16ee
+16A 16c# 16gJk	16bb-)JJ
+8r	16bb-LL
+.	16cc#(
+8A 8c# 8g	16ee
+.	16bb-)JJ
+=	=
+8DD 8DL	16bb-LL
+.	16dd(
+16r	16ff
+16A 16d 16fJk	16aa)JJ
+8r	16aaLL
+.	16dd(
+8A 8d 8f	16ff
+.	16aa)JJ
+=	=
+8FF 8FL	16aaLL
+.	16dd(
+16r	16ff
+16A 16d 16fJk	16aa)JJ
+8r	16aaLL
+.	16aa-
+8A- 8d 8f	16aa-
+.	16ggJJ
+=	=
\ No newline at end of file
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/canonical/prediction_token_ids.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/canonical/prediction_token_ids.json
new file mode 100644
index 0000000000000000000000000000000000000000..7b495200f115c0b1eda54a3e11972f6b860c56b7
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/canonical/prediction_token_ids.json
@@ -0,0 +1,1216 @@
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diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/canonical/summary.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/canonical/summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..b4cf3f9f4ef548d71f542c53509ac2f4f4a756ce
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/canonical/summary.json
@@ -0,0 +1,17 @@
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_5.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 7.162332911044359,
+  "input": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/benchmarks/free-generation/atrahente-s70r30-free-generation/ground_truth_normalized_manual_clean_render/ground_truth_normalized_manual_clean_canonical_verovio.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/canonical/ground_truth_normalized_manual_clean_canonical_verovio_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1212,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/canonical/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/canonical/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  }
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/original/Atrahente_page_001_input.png b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/original/Atrahente_page_001_input.png
new file mode 100644
index 0000000000000000000000000000000000000000..5d2cfcd1f62bcba07b298de55d825e17a4cea016
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/original/Atrahente_page_001_input.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7fc35059b7c853927c8f076416012d4e5cb2e2f3565c5533324178733ec26e01
+size 2761563
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/original/command.log b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/original/command.log
new file mode 100644
index 0000000000000000000000000000000000000000..1ddeb0fafbb337a6d9b2dc8979fca19c8a7794da
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/original/command.log
@@ -0,0 +1,54 @@
+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.
+
Loading weights:   0%|          | 0/198 [00:00<?, ?it/s]
Loading weights: 100%|██████████| 198/198 [00:00<00:00, 15799.56it/s]
+[transformers] ViTModel LOAD REPORT from: PRAIG/musvit
+Key                                                                     | Status     | 
+------------------------------------------------------------------------+------------+-
+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}.layernorm_after.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}.layernorm_after.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}.attention.k_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.fc1.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}.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}.attention.v_proj.weight | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.k_proj.weight | UNEXPECTED | 
+decoder.decoder_embed.weight                                            | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc1.bias            | UNEXPECTED | 
+decoder.decoder_norm.bias                                               | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.o_proj.weight | UNEXPECTED | 
+decoder.decoder_norm.weight                                             | UNEXPECTED | 
+decoder.decoder_pred.bias                                               | UNEXPECTED | 
+decoder.decoder_pos_embed                                               | UNEXPECTED | 
+decoder.decoder_embed.bias                                              | UNEXPECTED | 
+decoder.decoder_pred.weight                                             | UNEXPECTED | 
+decoder.mask_token                                                      | 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.
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_5.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 7.2369760549627244,
+  "input": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/benchmarks/free-generation/atrahente-s70r30-free-generation/page1/Atrahente_page_001.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/original/Atrahente_page_001_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1229,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/original/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/original/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  },
+  "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/original/summary.json"
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/original/prediction.krn b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/original/prediction.krn
new file mode 100644
index 0000000000000000000000000000000000000000..ffba5b7be1aef4f0190fc63267eda388025b8bbf
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/original/prediction.krn
@@ -0,0 +1,224 @@
+*clefF4	*clefG2
+*k[b-]	*k[b-]
+*M2/4	*M2/4
+8c 8f	8cccL
+*clefG2	*
+.	8bq(
+8aL	8cc)J
+.	8bq
+8b-J	8ccL
+.	8bbnq
+8f# 8aL	8cccJ
+=	=
+.	8bbnq(
+8g 8b-J	8ccc)L
+.	8bnq(
+8aL	8cc)J
+.	8bq
+8b-J	8ccL
+.	8bbq
+8f# 8aL	8cccJ
+=	=
+.	8bbnq(
+8g 8b-J	8ccc)L
+.	8bbq
+8f# 8aL	8ccc
+.	8bbq
+8g 8b-J	8ccc)
+.	8bbq
+8f# 8a	8cccJ
+=	=
+.	8bbq
+8g 8b-L	8cccL
+.	8bbq
+8f# 8aJ	8ccc
+.	8bbq
+8g 8b-L	8ccc
+.	8ccc#q
+8f# 8aJ	8cccJ
+=	=
+*	*8va
+4g 4b-	16cccc;(LL
+.	16bb-(
+.	16ccc
+.	16eeeJJ
+4r	16aaa;)LL
+.	16ggg
+.	16eee(
+.	16cccJJ
+*clefF4	*
+==	==
+8CL	8.bb-(L
+16r	.
+16G 16B- 16c 16eJk	16aaJk
+8G 8B- 8c 8eL	4gg)
+8G 8B- 8c 8eJ	.
+=	=
+8CL	16r
+.	16b-(LL
+16r	16cc
+16B- 16c 16eJk	16eeJJ
+8B- 8c 8eL	16aaLL
+.	16gg
+8B- 8c 8eJ	16ee
+.	16b-)JJ
+=	=
+8CL	8.a(L
+16r	.
+16A 16c 16fJk	16ggJk
+8A 8c 8fL	4ff)
+8A 8c 8fJ	.
+=	=
+8CL	16r
+.	16g#(LL
+16r	16a
+16A 16c 16fJk	16ccJJ
+8A 8c 8fL	16ggLL
+.	16ff
+8A- 8c 8fJ	16cc
+.	16a-)JJ
+=	=
+8G 8c 8eL	8g(L
+16r	16ccL
+16G 16c 16eJk	16eeJJ
+8G 8c 8eL	16ggLL
+.	16ccc
+8G 8c 8eJ	16eee
+.	16bbb-)JJ
+=	=
+8GG	16aaaLL
+.	16ggg
+16r	16ggg
+16G 16Bn 16f	16fff#JJ
+8G 8B 8fL	16fff#LL
+.	16fffn
+8G 8B 8fJ	16fff
+.	16eeeJJ
+=	=
+8CL	16eeeLL
+.	16ccc
+16r	16ccc
+16G 16B- 16c 16eJk	16bb-JJ
+8G 8B- 8c 8eL	16bb-LL
+.	16gg
+8G 8B- 8c 8eJ	16gg
+.	16eeJJ
+=	=
+4B- 4c 4e 4a	16eeLL
+.	16b-(
+.	16cc
+.	16eeJJ
+4r	16aa;LL
+.	16gg(
+.	16ee
+.	16cc)JJ
+=	=
+8CL	8.b-(L
+16r	.
+16G 16B- 16c 16eJk	16aaJk
+8G 8B- 8c 8eL	4gg)
+8G 8B- 8c 8eJ	.
+=	=
+8CL	16r
+.	16b-(LL
+16r	16cc
+16G 16B- 16c 16eJk	16eeJJ
+8G 8B- 8c 8eL	16aaLL
+.	16gg
+8G 8B- 8c 8eJ	16ee
+.	16cc)JJ
+=	=
+8CL	8.a(L
+16r	.
+16A 16c 16fJk	16ggJk
+8A 8c 8fL	4ff)
+8A 8c 8fJ	.
+=	=
+8BB-L	16r
+.	16cc#(LL
+16r	16dd
+16B- 16d 16gJJ	16ggJJ
+8B- 8d 8gL	16cccLL
+.	16bb-
+8B- 8d- 8gJ	16dd-
+.	16bb-)JJ
+=	=
+8CL	16bb-(LL
+.	16aa)
+16r	16aa(
+16A 16c 16fJk	16cc)JJ
+8A 8c 8fL	4cc
+8A 8c 8fJ	.
+=	=
+8DL	16r
+.	16bnLL
+8G 8Bn 8fJ	16b
+.	16aaJJ
+8EL	16aaLL
+.	16gg
+8B- 8c 8gJ	16gg
+.	16eeJJ
+=	=
+8FL	16ffLL
+.	16a(
+16r	16ff)
+16A 16c 16fJk	16cc[JJ
+8A 8c 8fL	16aa]LL
+.	16ff(
+8A 8c 8fJ	16ccc)
+.	16aa(JJ
+=	=
+4F 4A 4c 4f	16fff)LL
+.	16b-(
+.	16cc
+.	16ee)JJ
+*	*8va
+4r	16aaa;(LL
+.	16ggg
+.	16eee
+.	16ccc)JJ
+*	*X8va
+=:|!	=:|!
+8F 8A 8c 8f	8aaa
+8r	8aa(L
+*	*8va
+4r	8ggg#
+.	8aaaJ
+*	*X8va
+=	=
+8AAA 8AAL	16bb-LL
+.	16cc#(
+16r	16ee
+16A 16c# 16gJk	16bb-)JJ
+8r	16bb-(LL
+.	16cc#(
+8A 8c# 8g	16ee
+.	16bb-)JJ
+=	=
+8AAA 8AAL	16bb-LL
+.	16cc#(
+16r	16ee
+16A 16c# 16gJk	16bb-)JJ
+8r	16bb-(LL
+.	16cc#(
+8A 8c# 8g	16ee
+.	16bb-)JJ
+=	=
+8DD 8DL	16bb-LL
+.	16dd(
+16r	16ff
+16A 16d 16fJJ	16aa)JJ
+8r	16aaLL
+.	16dd(
+8A 8d 8f	16ff
+.	16aa)JJ
+=	=
+8FF 8FL	16aaLL
+.	16dd(
+16r	16ff
+16A 16d 16fJk	16aa)JJ
+8r	16aaLL
+.	16aa-
+8A- 8d 8f	16aa-
+.	16ggJJ
+=	=
\ No newline at end of file
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/original/prediction_token_ids.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/original/prediction_token_ids.json
new file mode 100644
index 0000000000000000000000000000000000000000..a75b55e26d2bd61dc39d128dce4f90c1c06ad1fc
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/original/prediction_token_ids.json
@@ -0,0 +1,1233 @@
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diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/original/summary.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/original/summary.json
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index 0000000000000000000000000000000000000000..efca96c55e05fae6f276532d0de59307f6078059
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/original/summary.json
@@ -0,0 +1,17 @@
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_5.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 7.2369760549627244,
+  "input": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/benchmarks/free-generation/atrahente-s70r30-free-generation/page1/Atrahente_page_001.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/original/Atrahente_page_001_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1229,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/original/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/atrahente/original/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  }
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/augmented/augmented_seed_20260826_selected_input.png b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/augmented/augmented_seed_20260826_selected_input.png
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+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/augmented/augmented_seed_20260826_selected_input.png
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+version https://git-lfs.github.com/spec/v1
+oid sha256:26aaa015f186180996537a727232ff334774552578494fb338ad0047a9730336
+size 3366006
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/augmented/command.log b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/augmented/command.log
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index 0000000000000000000000000000000000000000..c5b24fb1b486b1a016854484d883b2d52d2c5a3f
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/augmented/command.log
@@ -0,0 +1,54 @@
+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.
+
Loading weights:   0%|          | 0/198 [00:00<?, ?it/s]
Loading weights: 100%|██████████| 198/198 [00:00<00:00, 15694.16it/s]
+[transformers] ViTModel LOAD REPORT from: PRAIG/musvit
+Key                                                                     | Status     | 
+------------------------------------------------------------------------+------------+-
+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}.layernorm_before.bias   | UNEXPECTED | 
+decoder.decoder_embed.weight                                            | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc1.bias            | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.o_proj.bias   | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc2.weight          | UNEXPECTED | 
+decoder.decoder_pred.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.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}.attention.k_proj.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}.attention.v_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}.layernorm_before.weight | 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_norm.weight                                             | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.q_proj.bias   | UNEXPECTED | 
+decoder.mask_token                                                      | UNEXPECTED | 
+decoder.decoder_norm.bias                                               | UNEXPECTED | 
+decoder.decoder_pred.bias                                               | UNEXPECTED | 
+decoder.decoder_embed.bias                                              | UNEXPECTED | 
+decoder.decoder_pos_embed                                               | 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.
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_5.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 6.520327826030552,
+  "input": "/gpfs/scrubbed/qxli2/rescore/examples/polish21/augmented_seed_20260826_selected.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/augmented/augmented_seed_20260826_selected_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1103,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/augmented/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/augmented/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  },
+  "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/augmented/summary.json"
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/augmented/prediction.krn b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/augmented/prediction.krn
new file mode 100644
index 0000000000000000000000000000000000000000..4d876a2cd042d94ed0db451b1ff60dc493ec3f5c
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/augmented/prediction.krn
@@ -0,0 +1,189 @@
+*clefF4	*clefG2
+*k[f#c#]	*k[f#c#]
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+4AAA 4AA	4E 4c
+4GGG 4GG	8E( 8cL
+.	8G 8d
+4AAA 4AA	8cn 8e
+.	8d 8fnJ
+=	=
+4BBB- 4BB-	8e 8gL
+.	8d 8fn
+4AAA 4AA	8cn 8e
+.	8d) 8fJ
+4GGG 4GG	4e 4g
+4AAA 4AA	4c 4e 4ccn
+=	=
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+4AAA 4AA	4e 4cc
+4GGG 4GG	8e( 8ccL
+.	8g 8dd
+4AAA 4AA	8cc 8ee
+.	8dd 8ffnJ
+=	=
+4BBB- 4BB-	8ee 8ggL
+.	8dd 8ffn
+4AAA 4AA	8ccn 8ee
+.	8dd) 8ffJ
+4GGG 4GG	4ee 4gg
+4AAA 4AA	4cc 4ee 4cccn
+=	=
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+8F( 8B- 8dL	8f( 8b- 8ddL
+8e	8ee
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+=	=
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+=	=
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+.	8aJ
+4FF)) 4Fn	4d)) 4g 4b-
+4EE 4E	4cn 4g 4ccn
+=	=
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+.	8g
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+.	8f)J
+4BBBn 4BBn	4d
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+=	=
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+=	=
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+=	=
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+=	=
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+=	=
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+=	=
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+4D	4ffn
+4d	4ff 4aa 4ddd
+=	=
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+=	=
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+8BB-L	8dL
+8C	8e
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+=	=
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+.	8ccn 8ggnJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8f
+.	8d)J
+=	=
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+.	8d
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+.	8ccn 8eenJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8f
+.	8d)J
+=	=
+4r	8cn(L
+.	8d
+4FFn: 4Cn: 4A:	8e
+.	8a 8eeJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8fn
+.	8d)J
+=	=
+4r	8cn(L
+.	8d
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+.	8a 8eeJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8fn
+.	8d)J
+=	=
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+.	8d
+4FFn: 4C#: 4B:	8e
+.	8b- 8eeJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8fn
+.	8d)J
+=	=
+4r	8c#(L
+.	8d
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+.	8b- 8eeJ
+4r	8ddL
+.	8b-
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+.	8d)J
+=	=
+4r	8c#(L
+.	8d
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+.	8b- 8eeJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8fn
+.	8d)J
+=	=
+4r	8c#(L
+.	8d
+4FFn: 4C#: 4B-:	8e
+.	8b- 8eeJ
+2r	8ddL
+.	8b-
+.	8fn
+.	8d)J
+=	=
\ No newline at end of file
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/augmented/prediction_token_ids.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/augmented/prediction_token_ids.json
new file mode 100644
index 0000000000000000000000000000000000000000..a63a861c385ea06fc9864d68ad23430b88ef9040
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/augmented/prediction_token_ids.json
@@ -0,0 +1,1107 @@
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diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/augmented/summary.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/augmented/summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..b58d3f06db9330c8ac2829c4fae28fa4d2a53642
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/augmented/summary.json
@@ -0,0 +1,17 @@
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_5.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 6.520327826030552,
+  "input": "/gpfs/scrubbed/qxli2/rescore/examples/polish21/augmented_seed_20260826_selected.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/augmented/augmented_seed_20260826_selected_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1103,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/augmented/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/augmented/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  }
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/canonical/canonical_native_verovio_selected_input.png b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/canonical/canonical_native_verovio_selected_input.png
new file mode 100644
index 0000000000000000000000000000000000000000..90289aac90ae192dc58de4ef864904adf1609cd2
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/canonical/canonical_native_verovio_selected_input.png
@@ -0,0 +1,3 @@
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+oid sha256:1bcbfa706c8a302a82b6c2383a480ef6d24e0e7bce61980670c3633c98ca981b
+size 268822
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/canonical/command.log b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/canonical/command.log
new file mode 100644
index 0000000000000000000000000000000000000000..ddd20aa4e4db2524b0f1fbbc9658529f644fb48d
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/canonical/command.log
@@ -0,0 +1,54 @@
+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.
+
Loading weights:   0%|          | 0/198 [00:00<?, ?it/s]
Loading weights: 100%|██████████| 198/198 [00:00<00:00, 15328.59it/s]
+[transformers] ViTModel LOAD REPORT from: PRAIG/musvit
+Key                                                                     | Status     | 
+------------------------------------------------------------------------+------------+-
+decoder.decoder_embed.bias                                              | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.layernorm_before.weight | UNEXPECTED | 
+decoder.decoder_pred.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}.mlp.fc2.weight          | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc1.bias            | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.v_proj.bias   | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.o_proj.bias   | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.k_proj.bias   | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.k_proj.weight | UNEXPECTED | 
+decoder.decoder_pos_embed                                               | 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 | 
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+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_after.bias    | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc2.bias            | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.v_proj.weight | UNEXPECTED | 
+decoder.decoder_embed.weight                                            | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.q_proj.weight | UNEXPECTED | 
+decoder.mask_token                                                      | UNEXPECTED | 
+decoder.decoder_pred.weight                                             | UNEXPECTED | 
+decoder.decoder_norm.bias                                               | UNEXPECTED | 
+decoder.decoder_norm.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.
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_5.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 6.476874796906486,
+  "input": "/gpfs/scrubbed/qxli2/rescore/examples/polish21/canonical_native_verovio_selected.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/canonical/canonical_native_verovio_selected_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1103,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/canonical/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/canonical/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  },
+  "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/canonical/summary.json"
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/canonical/prediction.krn b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/canonical/prediction.krn
new file mode 100644
index 0000000000000000000000000000000000000000..2b7db0083b71f2cebcdc72e0d3111f87efff3c9d
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/canonical/prediction.krn
@@ -0,0 +1,189 @@
+*clefF4	*clefG2
+*k[f#c#]	*k[f#c#]
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+4AAA 4AA	4E 4c
+4GGG 4GG	8E( 8cL
+.	8G 8d
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+.	8d 8fnJ
+=	=
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+.	8d 8fn
+4AAA 4AA	8cn 8e
+.	8d) 8fJ
+4GGG 4GG	4e 4g
+4AAA 4AA	4c 4e 4ccn
+=	=
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+4AAA 4AA	4e 4cc
+4GGG 4GG	8e( 8ccL
+.	8g 8dd
+4AAA 4AA	8cc 8ee
+.	8dd 8ffnJ
+=	=
+4BBB- 4BB-	8ee 8ggL
+.	8dd 8ffn
+4AAA 4AA	8ccn 8ee
+.	8dd) 8ffJ
+4GGG 4GG	4ee 4gg
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+=	=
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+=	=
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+=	=
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+.	8aJ
+4FFn)) 4Fn	4d)) 4g 4b-
+4EE 4E	4cn 4g 4ccn
+=	=
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+.	8g
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+.	8f)J
+4BBBn 4BBn	4d
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+=	=
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+=	=
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+=	=
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+=	=
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+4E-	4gg
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+=	=
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+=	=
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+4D	4ffn
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+=	=
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+8B-	.
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+=	=
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+=	=
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+.	8ccn 8ffnJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8f
+.	8d)J
+=	=
+4r	8cn(L
+.	8d
+4FFn: 4Cn: 4A:	8fn
+.	8ccn 8ffnJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8f
+.	8d)J
+=	=
+4r	8cn(L
+.	8d
+4FFn: 4Cn: 4A:	8e
+.	8a 8eeJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8fn
+.	8d)J
+=	=
+4r	8cn(L
+.	8d
+4FFn: 4Cn: 4A:	8e
+.	8a 8eeJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8fn
+.	8d)J
+=	=
+4r	8c#(L
+.	8d
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+.	8b- 8eeJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8fn
+.	8d)J
+=	=
+4r	8c#(L
+.	8d
+4FFn: 4C#: 4B-:	8e
+.	8b- 8eeJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8fn
+.	8d)J
+=	=
+4r	8c#(L
+.	8d
+4FFn: 4C#: 4B-:	8e
+.	8b- 8eeJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8fn
+.	8d)J
+=	=
+4r	8c#(L
+.	8d
+4FFn: 4C#: 4B-:	8e
+.	8b- 8eeJ
+2r	8ddL
+.	8b-
+.	8fn
+.	8d)J
+=	=
\ No newline at end of file
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/canonical/prediction_token_ids.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/canonical/prediction_token_ids.json
new file mode 100644
index 0000000000000000000000000000000000000000..57f0e12d74330e061b5f146c7bb744188925937f
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/canonical/prediction_token_ids.json
@@ -0,0 +1,1107 @@
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diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/canonical/summary.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/canonical/summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..01fb6c79ddf4cce0508fc79eee11b240736ccfcd
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/canonical/summary.json
@@ -0,0 +1,17 @@
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_5.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 6.476874796906486,
+  "input": "/gpfs/scrubbed/qxli2/rescore/examples/polish21/canonical_native_verovio_selected.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/canonical/canonical_native_verovio_selected_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1103,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/canonical/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/canonical/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  }
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/original/command.log b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/original/command.log
new file mode 100644
index 0000000000000000000000000000000000000000..0944f554d857c4de1437108caeb6faa557d1705f
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/original/command.log
@@ -0,0 +1,54 @@
+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.
+
Loading weights:   0%|          | 0/198 [00:00<?, ?it/s]
Loading weights: 100%|██████████| 198/198 [00:00<00:00, 10113.28it/s]
+[transformers] ViTModel LOAD REPORT from: PRAIG/musvit
+Key                                                                     | Status     | 
+------------------------------------------------------------------------+------------+-
+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.weight | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc1.bias            | UNEXPECTED | 
+decoder.decoder_pred.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.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}.layernorm_before.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.v_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.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_after.weight  | 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.fc1.weight          | UNEXPECTED | 
+decoder.decoder_embed.bias                                              | UNEXPECTED | 
+decoder.decoder_norm.bias                                               | UNEXPECTED | 
+decoder.decoder_pred.bias                                               | UNEXPECTED | 
+decoder.decoder_embed.weight                                            | UNEXPECTED | 
+decoder.mask_token                                                      | UNEXPECTED | 
+decoder.decoder_norm.weight                                             | 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.
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_5.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 6.712937304051593,
+  "input": "/gpfs/scrubbed/qxli2/rescore/examples/polish21/original_real.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/original/original_real_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1123,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/original/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/original/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  },
+  "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/original/summary.json"
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/original/original_real_input.png b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/original/original_real_input.png
new file mode 100644
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diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/original/prediction.krn b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/original/prediction.krn
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+=	=
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+=	=
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+=	=
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\ No newline at end of file
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/original/prediction_token_ids.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/original/prediction_token_ids.json
new file mode 100644
index 0000000000000000000000000000000000000000..71f87205ee8d2dd9abe3cac296fe5093a738cac4
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/original/prediction_token_ids.json
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diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/original/summary.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/original/summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..bd3217339d963a2c3eb8bf06f06dad76a5123a40
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/original/summary.json
@@ -0,0 +1,17 @@
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_5.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 6.712937304051593,
+  "input": "/gpfs/scrubbed/qxli2/rescore/examples/polish21/original_real.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/original/original_real_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1123,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/original/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_5/polish21/original/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  }
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/augmented/atrahente_page1_canonical_augmented_verovio_input.png b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/augmented/atrahente_page1_canonical_augmented_verovio_input.png
new file mode 100644
index 0000000000000000000000000000000000000000..e531c8f9dab53f6a5d8b263ab6ed45178cb36b8e
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/augmented/atrahente_page1_canonical_augmented_verovio_input.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c78c907fc00bf421b4ce69daa999917ff6db25628e590c425f45e5467036545a
+size 643188
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/augmented/command.log b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/augmented/command.log
new file mode 100644
index 0000000000000000000000000000000000000000..f06a3d9fae0265794a613891567d1941cac08fc2
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/augmented/command.log
@@ -0,0 +1,54 @@
+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.
+
Loading weights:   0%|          | 0/198 [00:00<?, ?it/s]
Loading weights: 100%|██████████| 198/198 [00:00<00:00, 14900.10it/s]
+[transformers] ViTModel LOAD REPORT from: PRAIG/musvit
+Key                                                                     | Status     | 
+------------------------------------------------------------------------+------------+-
+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}.mlp.fc2.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}.attention.o_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}.layernorm_before.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}.layernorm_after.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.v_proj.bias   | UNEXPECTED | 
+decoder.decoder_embed.bias                                              | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.k_proj.weight | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.layernorm_after.bias    | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc2.bias            | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.v_proj.weight | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.q_proj.weight | UNEXPECTED | 
+decoder.decoder_norm.bias                                               | UNEXPECTED | 
+decoder.decoder_pos_embed                                               | UNEXPECTED | 
+decoder.mask_token                                                      | UNEXPECTED | 
+decoder.decoder_embed.weight                                            | UNEXPECTED | 
+decoder.decoder_pred.bias                                               | UNEXPECTED | 
+decoder.decoder_norm.weight                                             | UNEXPECTED | 
+decoder.decoder_pred.weight                                             | 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.
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_6.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 7.107843094039708,
+  "input": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/benchmarks/free-generation/atrahente-official-free-generation/augmented-canonical-verovio-page1/atrahente_page1_canonical_augmented_verovio.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/augmented/atrahente_page1_canonical_augmented_verovio_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1205,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/augmented/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/augmented/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  },
+  "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/augmented/summary.json"
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/augmented/prediction.krn b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/augmented/prediction.krn
new file mode 100644
index 0000000000000000000000000000000000000000..79a9efe7b6eed101df52c72f21a8d63e46fb434b
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/augmented/prediction.krn
@@ -0,0 +1,220 @@
+*clefF4	*clefG2
+*k[b-]	*k[b-]
+*M2/4	*M2/4
+8c 8eL	8cccL
+*clefG2	*
+.	8bq(
+8aJ	8cc)J
+.	8bq(
+8b-L	8cc)L
+.	8bbnq(
+8f# 8aJ	8ccc)J
+=	=
+.	8bb#q
+8g 8b-L	8ccc)L
+.	8b#q(
+8aJ	8cc)J
+.	8bq(
+8b-L	8cc)L
+.	8bbq(
+8f# 8aJ	8ccc)J
+=	=
+.	8ccc#q
+8g 8b-L	8dddL
+.	8ccc#q
+8f# 8aJ	8ddd)
+.	8ccc#q
+8g 8b-L	8ddd
+.	8ccc#q
+8fn 8aJ	8dddJ
+=	=
+.	8ccc#q
+8g 8b-L	8dddL
+.	8ccc#q
+8f# 8aJ	8ddd)
+.	8ccc#q
+8g 8b-L	8ddd
+.	8ccc#q
+8f# 8aJ	8dddJ
+=	=
+4g 4b-	16cccLL
+.	16b-(
+.	16cc
+.	16eeJJ
+4r	16aaLL
+.	16gg
+.	16ee
+.	16cc)JJ
+==	==
+*clefF4	*
+*M2/4	*M2/4
+8CL	8.cc(L
+16r	.
+16G 16B- 16c 16eJk	16aaJk
+8G 8B- 8c 8eL	4gg)
+8G 8B- 8c 8eJ	.
+=	=
+8CL	16r
+.	16b-(LL
+16r	16cc
+16B- 16c 16eJk	16eeJJ
+8B- 8c 8eL	16aaLL
+.	16gg
+8B- 8c 8eJ	16ee
+.	16b-)JJ
+=	=
+8CL	8.a(L
+16r	.
+16A 16c 16fJk	16ggJk
+8A 8c 8fL	4ff)
+8A 8c 8fJ	.
+=	=
+8CL	16r
+.	16g#(LL
+16r	16a
+16A 16c 16fJk	16ccJJ
+8A 8c 8fL	16ffLL
+.	16ff
+8A 8c 8fJ	16cc
+.	16a-)JJ
+=	=
+8G 8c 8eL	8g(L
+16r	16ccL
+16G 16c 16eJk	16eeJJ
+8G 8c 8eL	16ggLL
+.	16ccc
+8G 8c 8eJ	16eee
+.	16ggg)JJ
+=	=
+8GGL	16aaaLL
+.	16ggg
+16r	16ggg
+16G 16Bn 16fJk	16fff#JJ
+8G 8B 8fL	16fff#LL
+.	16fffn
+8G 8B 8fJ	16fff
+.	16eeeJJ
+=	=
+8CL	16gggLL
+.	16ccc
+16r	16ccc
+16G 16B- 16c 16eJk	16bb-JJ
+8G 8B- 8c 8eL	16bb-LL
+.	16gg
+8G 8B- 8c 8eJ	16gg
+.	16ee)JJ
+=	=
+4B- 4c 4e 4g	16eeLL
+.	16b-(
+.	16cc
+.	16eeJJ
+4r	16aa;LL
+.	16gg
+.	16ee
+.	16cc)JJ
+=	=
+8CL	8.b-(L
+16r	.
+16G 16B- 16c 16eJk	16aaJk
+8G 8B- 8c 8eL	4gg)
+8G 8B- 8c 8eJ	.
+=	=
+8CL	16r
+.	16b-(LL
+16r	16cc
+16Gn 16B- 16c 16eJk	16eeJJ
+8G 8B- 8c 8eL	16aaLL
+.	16gg
+8G 8B- 8c 8eJ	16ee
+.	16cc)JJ
+=	=
+8CL	8.a(L
+16r	.
+16A 16c 16fJk	16ggJk
+8A 8c 8fL	4ff)
+8A 8c 8fJ	.
+=	=
+8BB-L	16r
+.	16cc#(LL
+16r	16dd
+16B- 16d 16gJk	16ggJJ
+8B- 8d 8gL	16dddLL
+.	16ccc
+8B- 8d- 8gJ	16dd-
+.	16bb-)JJ
+=	=
+8CL	16bb-(LL
+.	16aa)
+16r	16aa(
+16A 16c 16fJJ	16cc)JJ
+8A 8c 8fL	4cc
+8A 8c 8fJ	.
+=	=
+8DL	16r
+.	16bnLL
+8G 8Bn 8fJ	16b
+.	16aaJJ
+8EL	16aaLL
+.	16gg
+8B- 8c 8gJ	16gg
+.	16eeJJ
+=	=
+8FL	16ffLL
+.	16a(
+8r	16ff)
+16A 16c 16fJk	16cc(JJ
+8A 8c 8fL	16aa]LL
+.	16ff(
+8A 8c 8fJ	16ccc)
+.	16aaJJ
+=	=
+4F 4A 4c 4f	16fffLL
+.	16b-(
+.	16cc
+.	16eeJJ
+4r	16aa;LL
+.	16ff
+.	16dd
+.	16cc)JJ
+=:|!	=:|!
+4F 4A 4c 4f	8fff
+.	8aa(L
+4r	8gg#
+.	8aa)J
+=||	=||
+8AAA 8AAL	16bb-LL
+.	16cc#(
+16r	16ee
+16A 16c# 16gJk	16bb-)JJ
+8r	16bb-LL
+.	16cc#(
+8A 8c# 8g	16ff
+.	16bb-)JJ
+=	=
+8AAA 8AAL	16bb-LL
+.	16cc#(
+16r	16ee
+16A 16c# 16gJk	16bb-)JJ
+8r	16bb-LL
+.	16cc#(
+8A 8c# 8g	16ee
+.	16bb-)JJ
+=	=
+8DD 8DL	16bb-LL
+.	16dd(
+16r	16ff
+16A 16d 16fJk	16aa)JJ
+8r	16aaLL
+.	16dd(
+8A 8d 8f	16ff
+.	16aa)JJ
+=	=
+8FF 8FL	16aaLL
+.	16dd(
+16r	16ff
+16A 16d 16fJk	16aa)JJ
+8r	16aaLL
+.	16aa-
+8A- 8d 8f	16aa-
+.	16ggJJ
+=	=
\ No newline at end of file
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/augmented/prediction_token_ids.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/augmented/prediction_token_ids.json
new file mode 100644
index 0000000000000000000000000000000000000000..2c0975338f0909d0c087c0dc3ba117b5957fef45
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/augmented/prediction_token_ids.json
@@ -0,0 +1,1209 @@
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diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/augmented/summary.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/augmented/summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..b38aaf03001a98eccac2265ee0cfc67da32bab0b
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/augmented/summary.json
@@ -0,0 +1,17 @@
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_6.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 7.107843094039708,
+  "input": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/benchmarks/free-generation/atrahente-official-free-generation/augmented-canonical-verovio-page1/atrahente_page1_canonical_augmented_verovio.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/augmented/atrahente_page1_canonical_augmented_verovio_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1205,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/augmented/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/augmented/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  }
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/canonical/command.log b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/canonical/command.log
new file mode 100644
index 0000000000000000000000000000000000000000..83cae3c76bba87b930721ac63f7d6d0db11eceb1
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/canonical/command.log
@@ -0,0 +1,54 @@
+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.
+
Loading weights:   0%|          | 0/198 [00:00<?, ?it/s]
Loading weights: 100%|██████████| 198/198 [00:00<00:00, 15328.59it/s]
+[transformers] ViTModel LOAD REPORT from: PRAIG/musvit
+Key                                                                     | Status     | 
+------------------------------------------------------------------------+------------+-
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.q_proj.weight | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.layernorm_before.weight | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc1.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.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.v_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}.mlp.fc2.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.o_proj.bias   | UNEXPECTED | 
+decoder.mask_token                                                      | UNEXPECTED | 
+decoder.decoder_pred.weight                                             | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.o_proj.weight | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc2.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.q_proj.bias   | UNEXPECTED | 
+decoder.decoder_embed.weight                                            | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.layernorm_before.bias   | UNEXPECTED | 
+decoder.decoder_norm.bias                                               | UNEXPECTED | 
+decoder.decoder_pos_embed                                               | UNEXPECTED | 
+decoder.decoder_norm.weight                                             | UNEXPECTED | 
+decoder.decoder_embed.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.
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_6.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 7.175761871039867,
+  "input": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/benchmarks/free-generation/atrahente-s70r30-free-generation/ground_truth_normalized_manual_clean_render/ground_truth_normalized_manual_clean_canonical_verovio.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/canonical/ground_truth_normalized_manual_clean_canonical_verovio_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1213,
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index 0000000000000000000000000000000000000000..f02f498375d6abdcc80062191b655771fc704bce
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+size 258210
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/canonical/prediction.krn b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/canonical/prediction.krn
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index 0000000000000000000000000000000000000000..0074be1d2e944c4da3fc09b65014a806a19f1169
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/canonical/prediction.krn
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+*clefF4	*clefG2
+*k[b-]	*k[b-]
+*M2/4	*M2/4
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+=	=
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+.	8bq(
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+=	=
+.	8bb#q(
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+.	8bb#q
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+.	8bb#[
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+.	8bb#q
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+=	=
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+=	=
+4g 4b-	16cccLL
+.	16b-(
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+4r	16aa;LL
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+.	16cc)JJ
+==	==
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+8G 8B- 8c 8eL	4gg)
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+=	=
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+=	=
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+=	=
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+=	=
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+=	=
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+8r	16aaLL
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+.	16ggJJ
+=	=
\ No newline at end of file
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/canonical/prediction_token_ids.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/canonical/prediction_token_ids.json
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diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/canonical/summary.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/canonical/summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..e341bbc9087ebcbc33c55a72ee6d6ae74a55bc50
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/canonical/summary.json
@@ -0,0 +1,17 @@
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_6.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 7.175761871039867,
+  "input": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/benchmarks/free-generation/atrahente-s70r30-free-generation/ground_truth_normalized_manual_clean_render/ground_truth_normalized_manual_clean_canonical_verovio.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/canonical/ground_truth_normalized_manual_clean_canonical_verovio_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1213,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/canonical/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/canonical/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  }
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/original/Atrahente_page_001_input.png b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/original/Atrahente_page_001_input.png
new file mode 100644
index 0000000000000000000000000000000000000000..5d2cfcd1f62bcba07b298de55d825e17a4cea016
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/original/Atrahente_page_001_input.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7fc35059b7c853927c8f076416012d4e5cb2e2f3565c5533324178733ec26e01
+size 2761563
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/original/command.log b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/original/command.log
new file mode 100644
index 0000000000000000000000000000000000000000..0df6ddd802c2ab9baa76e812f9b564308eb49078
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/original/command.log
@@ -0,0 +1,54 @@
+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.
+
Loading weights:   0%|          | 0/198 [00:00<?, ?it/s]
Loading weights: 100%|██████████| 198/198 [00:00<00:00, 15081.40it/s]
+[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.k_proj.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}.layernorm_after.weight  | UNEXPECTED | 
+decoder.decoder_norm.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.q_proj.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}.layernorm_after.bias    | 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.k_proj.weight | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc1.bias            | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.layernorm_before.weight | UNEXPECTED | 
+decoder.mask_token                                                      | 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.weight          | 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_pos_embed                                               | UNEXPECTED | 
+decoder.decoder_embed.weight                                            | UNEXPECTED | 
+decoder.decoder_pred.bias                                               | UNEXPECTED | 
+decoder.decoder_pred.weight                                             | UNEXPECTED | 
+decoder.decoder_embed.bias                                              | UNEXPECTED | 
+decoder.decoder_norm.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.
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_6.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 7.310388556914404,
+  "input": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/benchmarks/free-generation/atrahente-s70r30-free-generation/page1/Atrahente_page_001.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/original/Atrahente_page_001_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1231,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/original/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/original/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  },
+  "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/original/summary.json"
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/original/prediction.krn b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/original/prediction.krn
new file mode 100644
index 0000000000000000000000000000000000000000..43c96df56db3e056836e2803628d6c92cb9e11bb
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/original/prediction.krn
@@ -0,0 +1,224 @@
+*clefF4	*clefG2
+*k[b-]	*k[b-]
+*M2/4	*M2/4
+8c 8f	8cccL
+*clefG2	*
+.	8bq
+8aL	8ccJ
+.	8bq
+8b-J	8ccL
+.	8bbnq(
+8f# 8aL	8ccc)J
+=	=
+.	8aanq(
+8g 8b-J	8ccc)L
+.	8bnq
+8aL	8ccJ
+.	8bq
+8b-J	8ccL
+.	8bbq
+8f# 8aL	8cccJ
+=	=
+.	8bbnq(
+8g 8b-J	8ccc)L
+.	8bbq
+8f# 8aL	8ccc
+.	8bbq
+8g 8b-J	8ccc)
+.	8bbq
+8f# 8a	8cccJ
+=	=
+.	8bbq
+8g 8b-L	8cccL
+.	8bbq
+8f# 8aJ	8ccc
+.	8bbq
+8g 8b-L	8ccc
+.	8bbq
+8f# 8aJ	8cccJ
+=	=
+*	*8va
+4g 4b-	16cccc;(LL
+.	16bb-(
+.	16ccc
+.	16eeeJJ
+4r	16aaa;)LL
+.	16ggg
+.	16eee(
+.	16cccJJ
+*clefF4	*
+==	==
+8CL	8.bb-(L
+16r	.
+16G 16B- 16c 16eJk	16aaJk
+8G 8B- 8c 8eL	4gg)
+8G 8B- 8c 8eJ	.
+=	=
+8CL	16r
+.	16b-(LL
+16r	16cc
+16B- 16c 16eJk	16eeJJ
+8B- 8c 8eL	16aaLL
+.	16gg
+8B- 8c 8eJ	16ee
+.	16b-)JJ
+=	=
+8CL	8.a(L
+16r	.
+16A 16c 16fJk	16ggJk
+8A 8c 8fL	4ff)
+8A 8c 8fJ	.
+=	=
+8CL	16r
+.	16g#(LL
+16r	16a
+16A 16c 16fJk	16ccJJ
+8A 8c 8fL	16ggLL
+.	16ff
+8A- 8c 8fJ	16cc
+.	16a-)JJ
+=	=
+8G 8c 8eL	8g(L
+16r	16ccL
+16G 16c 16eJk	16eeJJ
+8G 8c 8eL	16ggLL
+.	16ccc
+8G 8c 8eJ	16eee
+.	16bbb-)JJ
+=	=
+8GG	16ccccLL
+.	16bbb-
+16r	16bbb-
+16G 16Bn 16f	16aaa#JJ
+8G 8B 8fL	16aaaLL
+.	16aaa-
+8G 8B 8fJ	16aaa
+.	16gggJJ
+=	=
+8CL	16gggLL
+.	16ccc
+16r	16ccc
+16G 16B- 16c 16eJk	16bb-JJ
+8G 8B- 8c 8eL	16bb-LL
+.	16gg
+8G 8B- 8c 8eJ	16gg
+.	16eeJJ
+=	=
+4B- 4c 4e 4a	16eeLL
+.	16b-(
+.	16cc
+.	16eeJJ
+4r	16aa;)LL
+.	16gg(
+.	16ee
+.	16cc)JJ
+=	=
+8CL	8.b-(L
+16r	.
+16G 16B- 16c 16eJk	16aaJk
+8G 8B- 8c 8eL	4gg)
+8G 8B- 8c 8eJ	.
+=	=
+8CL	16r
+.	16b-(LL
+16r	16cc
+16G 16B- 16c 16eJk	16eeJJ
+8G 8B- 8c 8eL	16aaLL
+.	16gg
+8G 8B- 8c 8eJ	16ee
+.	16cc)JJ
+=	=
+8CL	8.a(L
+16r	.
+16A 16c 16fJk	16ggJk
+8A 8c 8fL	4ff)
+8A 8c 8fJ	.
+=	=
+8BB-L	8r
+.	16cc#(LL
+16r	16dd
+16B- 16d 16gJJ	16ggJJ
+8B- 8d 8gL	16cccLL
+.	16bb-
+8B- 8d- 8gJ	16dd-
+.	16bb-)JJ
+=	=
+8CL	16bb-(LL
+.	16aa)
+16r	16aa(
+16A 16c 16fJk	16cc)JJ
+8A 8c 8fL	4cc
+8A 8c 8fJ	.
+=	=
+8DL	16r
+.	16bnLL
+8G 8Bn 8fJ	16b
+.	16aaJJ
+8EL	16aaLL
+.	16gg
+8B- 8c 8gJ	16gg
+.	16eeJJ
+=	=
+8FL	16ffLL
+.	16a(
+16r	16ff)
+16A 16c 16fJk	16cc[JJ
+8A 8c 8fL	16aa]LL
+.	16ff(
+8A 8c 8fJ	16ccc)
+.	16aa(JJ
+=	=
+4F 4A 4c 4f	16fff)LL
+.	16b-(
+.	16cc
+.	16eeJJ
+*	*8va
+4r	16aaa;(LL
+.	16ggg
+.	16eee
+.	16ccc)JJ
+=:|!	=:|!
+8F 8A 8c 8f	8cccc
+*	*X8va
+8r	8aa(L
+*	*8va
+4r	8gg#
+.	8aa)J
+*	*X8va
+=	=
+8AAA 8AAL	16bb-LL
+.	16cc#(
+16r	16ee
+16A 16c# 16gJk	16bb-)JJ
+8r	16bb-(LL
+.	16cc#(
+8A 8c# 8g	16ee
+.	16bb-)JJ
+=	=
+8AAA 8AAL	16bb-LL
+.	16cc#(
+16r	16ee
+16A 16c# 16gJk	16bb-)JJ
+8r	16bb-(LL
+.	16cc#(
+8A 8c# 8g	16ee
+.	16bb-)JJ
+=	=
+8DD 8DL	16bb-LL
+.	16dd(
+16r	16ff
+16A 16d 16fJJ	16aa)JJ
+8r	16aaLL
+.	16dd(
+8A 8d 8f	16ff
+.	16aa)JJ
+=	=
+8FF 8FL	16aaLL
+.	16dd(
+16r	16ff
+16A 16d 16fJk	16aa)JJ
+8r	16aaLL
+.	16aa-
+8A- 8d 8f	16aa-
+.	16ggJJ
+=	=
\ No newline at end of file
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/original/prediction_token_ids.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/original/prediction_token_ids.json
new file mode 100644
index 0000000000000000000000000000000000000000..0bb9a9b25188eed6b86d9d1cb558a35ad4d7ab1e
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/original/prediction_token_ids.json
@@ -0,0 +1,1235 @@
+[
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+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/atrahente/original/Atrahente_page_001_input.png",
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+  "render": {
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--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/augmented/command.log
@@ -0,0 +1,54 @@
+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.
+
Loading weights:   0%|          | 0/198 [00:00<?, ?it/s]
Loading weights: 100%|██████████| 198/198 [00:00<00:00, 15261.82it/s]
+[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_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}.layernorm_before.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.weight          | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc1.bias            | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc2.weight          | UNEXPECTED | 
+decoder.decoder_pos_embed                                               | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.o_proj.bias   | UNEXPECTED | 
+decoder.decoder_pred.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}.attention.k_proj.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}.mlp.fc2.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.q_proj.weight | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.layernorm_after.bias    | UNEXPECTED | 
+decoder.mask_token                                                      | UNEXPECTED | 
+decoder.decoder_embed.weight                                            | UNEXPECTED | 
+decoder.decoder_pred.weight                                             | UNEXPECTED | 
+decoder.decoder_embed.bias                                              | UNEXPECTED | 
+decoder.decoder_norm.weight                                             | UNEXPECTED | 
+decoder.decoder_norm.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.
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_6.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 6.191750355064869,
+  "input": "/gpfs/scrubbed/qxli2/rescore/examples/polish21/augmented_seed_20260826_selected.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/augmented/augmented_seed_20260826_selected_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1051,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/augmented/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/augmented/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  },
+  "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/augmented/summary.json"
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/augmented/prediction.krn b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/augmented/prediction.krn
new file mode 100644
index 0000000000000000000000000000000000000000..09acb81e47b246ed02e407cf0d840df5d5e98915
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/augmented/prediction.krn
@@ -0,0 +1,180 @@
+*clefF4	*clefG2
+*k[f#c#]	*k[f#c#]
+4BBB- 4BB-	4E 4cn
+4AAA 4AA	4E 4c
+4GGG 4GG	8E( 8cL
+.	8G 8d
+4AAA 4AA	8cn 8e
+.	8d 8fnJ
+=	=
+4BBB- 4BB-	8e 8gL
+.	8d 8fn
+4AAA 4AA	8cn 8e
+.	8d) 8fJ
+4GGG 4GG	4e 4g
+4AAA 4AA	4c 4e 4ccn
+=	=
+4BBB- 4BB-	4e 4ccn
+4AAA 4AA	4e 4cc
+4GGG 4GG	8e( 8ccL
+.	8g 8dd
+4AAA 4AA	8cc 8ee
+.	8dd 8ffnJ
+=	=
+4BBB- 4BB-	8ee 8ggL
+.	8dd 8ffn
+4AAA 4AA	8ccn 8ee
+.	8dd) 8ffJ
+4GGG 4GG	4ee 4gg
+4AAA 4AA	4cc 4ee 4cccn
+=	=
+4FFFn 4FFn	4ffn 4aa 4fffn
+4Fn 4A 4cn	4fn 4a 4ccn
+8F( 8B- 8dL	8f( 8b- 8ddL
+8e	8ee
+8c	8cc
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+=	=
+8B-L	8b-L
+8cn	8ccn
+8A	8a
+8B-)J	8b-)J
+4G	4g
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+=	=
+4AA(( 4A	4d(( 4fn 4ccn
+4GG 4G	8b-L
+.	8aJ
+4FF)) 4Fn	4d)) 4g 4b-
+4EE 4E	4cn 4g 4ccn
+=	=
+4DD 4D	8cn( 8fn 8aL
+.	8g
+4CCn 4Cn	8e
+.	8f)J
+4BBBn 4BBn	4d
+4GGG 4GG	4Bn 4d 4g
+=	=
+4CCn	4cn 4e 4g
+4Cn	4c 4e 4g
+4AAA	8c( 8e 8aL
+.	8fn
+4AA	8d
+.	8e)J
+=	=
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+.	8e
+4D	8cn
+.	8d)J
+4GGG	4B-
+4GG	4B- 4d 4g
+=	=
+4Cn	8g( 8ccn 8eeL
+.	8dd
+4cn	8b-
+.	8cc)J
+4FFn	4a
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+=	=
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+.	8cccn
+4b-	8aa
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+4E-	4gg
+4e-	4gg 4bb- 4eee-
+=	=
+4AA	8en( 8a 8cc#L
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+4D	4f 4a 4dd
+=	=
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+.	8bb-
+4a	8gg
+.	8aa)J
+4D	4ffn
+4d	4ff 4aa 4ddd
+=	=
+8A(L	4e 4a 4cc#
+8B-	.
+8G	4r
+8AJ	.
+8FnL	8a( 8ddL
+8G	8b-
+8E	8g
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+=	=
+8DL	8fnL
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+8Cn	8e
+8DJ	8fJ
+8BB-L	8dL
+8C	8e
+8AA	8cn
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+=	=
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+.	8d
+4FFn: 4Cn: 4A:	8fn
+.	8ccn 8eenJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8f
+.	8d)J
+=	=
+4r	8cn(L
+.	8d
+4FFn: 4Cn: 4A:	8fn
+.	8ccn 8ggnJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8f
+.	8d)J
+=	=
+4r	8cn(L
+.	8d
+4FFn: 4Cn: 4A:	8e
+.	8a 8eeJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8fn
+.	8d)J
+=	=
+4r	8cn(L
+.	8d
+4FFn: 4Cn: 4A:	8e
+.	8a 8eeJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8fn
+.	8d)J
+=	=
+4r	8c#(L
+.	8d
+4FFn: 4C#: 4B-:	8e
+.	8b- 8eeJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8fn
+.	8d)J
+=	=
+4r	8c#(L
+.	8d
+4FFn: 4C#: 4B-:	8e
+.	8b- 8eeJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8fn
+.	8d)J
+=	=
+4r	8c#(L
+.	8d
+4FFn: 4C#: 4B-:	8e
+.	8b- 8eeJ
+2r	8ddL
+.	8b-
+.	8fn
+.	8d)J
+=	=
\ No newline at end of file
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/augmented/prediction_token_ids.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/augmented/prediction_token_ids.json
new file mode 100644
index 0000000000000000000000000000000000000000..92abc06118cfd0499d5263cbafda5a78908c3755
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/augmented/prediction_token_ids.json
@@ -0,0 +1,1055 @@
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diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/augmented/summary.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/augmented/summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..ceceef7ac747ec3f94a64968f50dfa726a782bc7
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/augmented/summary.json
@@ -0,0 +1,17 @@
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_6.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 6.191750355064869,
+  "input": "/gpfs/scrubbed/qxli2/rescore/examples/polish21/augmented_seed_20260826_selected.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/augmented/augmented_seed_20260826_selected_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1051,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/augmented/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/augmented/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  }
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/canonical/canonical_native_verovio_selected_input.png b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/canonical/canonical_native_verovio_selected_input.png
new file mode 100644
index 0000000000000000000000000000000000000000..90289aac90ae192dc58de4ef864904adf1609cd2
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/canonical/canonical_native_verovio_selected_input.png
@@ -0,0 +1,3 @@
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+size 268822
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/canonical/command.log b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/canonical/command.log
new file mode 100644
index 0000000000000000000000000000000000000000..207c5684a2200530d072c1ff7fac5f7ec7901a2d
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/canonical/command.log
@@ -0,0 +1,54 @@
+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.
+
Loading weights:   0%|          | 0/198 [00:00<?, ?it/s]
Loading weights: 100%|██████████| 198/198 [00:00<00:00, 15822.44it/s]
+[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_embed.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.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.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.weight | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc2.bias            | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.v_proj.weight | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.q_proj.bias   | UNEXPECTED | 
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+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}.mlp.fc1.weight          | UNEXPECTED | 
+decoder.decoder_pred.bias                                               | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.o_proj.bias   | UNEXPECTED | 
+decoder.decoder_pred.weight                                             | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.o_proj.weight | UNEXPECTED | 
+decoder.mask_token                                                      | UNEXPECTED | 
+decoder.decoder_pos_embed                                               | UNEXPECTED | 
+decoder.decoder_embed.weight                                            | UNEXPECTED | 
+decoder.decoder_norm.weight                                             | UNEXPECTED | 
+decoder.decoder_norm.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.
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_6.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 6.219663021853194,
+  "input": "/gpfs/scrubbed/qxli2/rescore/examples/polish21/canonical_native_verovio_selected.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/canonical/canonical_native_verovio_selected_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1052,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/canonical/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/canonical/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  },
+  "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/canonical/summary.json"
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/canonical/prediction.krn b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/canonical/prediction.krn
new file mode 100644
index 0000000000000000000000000000000000000000..d20aaab8a1a1e8a26d5ce033fecd6f49b14bdda5
--- /dev/null
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@@ -0,0 +1,180 @@
+*clefF4	*clefG2
+*k[f#c#]	*k[f#c#]
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+4AAA 4AA	4E 4c
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+.	8G 8d
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+.	8d 8fnJ
+=	=
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+.	8d 8fn
+4AAA 4AA	8cn 8e
+.	8d) 8fJ
+4GGG 4GG	4e 4g
+4AAA 4AA	4c 4e 4ccn
+=	=
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+4AAA 4AA	4e 4cc
+4GGG 4GG	8e( 8ccL
+.	8g 8dd
+4AAA 4AA	8cc 8ee
+.	8dd 8ffnJ
+=	=
+4BBB- 4BB-	8ee 8ggL
+.	8dd 8ffn
+4AAA 4AA	8ccn 8ee
+.	8dd) 8ffJ
+4GGG 4GG	4ee 4gg
+4AAA 4AA	4cc 4ee 4cccn
+=	=
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+8F( 8B- 8dL	8f( 8b- 8ddL
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+=	=
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+=	=
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+.	8aJ
+4FFn)) 4Fn	4d)) 4g 4b-
+4EE 4E	4cn 4g 4ccn
+=	=
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+.	8g
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+.	8f)J
+4BBBn 4BBn	4d
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+=	=
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+=	=
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+=	=
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+=	=
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+.	8cccn
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+4E-	4gg
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+=	=
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+=	=
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+4D	4ffn
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+=	=
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+8B-	.
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+=	=
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+8AA	8cn
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+=	=
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+.	8d
+4FFn: 4Cn: 4A:	8fn
+.	8ccn 8ffnJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8f
+.	8d)J
+=	=
+4r	8cn(L
+.	8d
+4FFn: 4Cn: 4A:	8fn
+.	8ccn 8ffnJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8f
+.	8d)J
+=	=
+4r	8cn(L
+.	8d
+4FFn: 4Cn: 4A:	8e
+.	8a 8eeJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8fn
+.	8d)J
+=	=
+4r	8cn(L
+.	8d
+4FFn: 4Cn: 4A:	8e
+.	8a 8eeJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8fn
+.	8d)J
+=	=
+4r	8c#(L
+.	8d
+4FFn: 4C#: 4B-:	8e
+.	8b- 8eeJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8fn
+.	8d)J
+=	=
+4r	8c#(L
+.	8d
+4FFn: 4C#: 4B-:	8e
+.	8b- 8eeJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8fn
+.	8d)J
+=	=
+4r	8c#(L
+.	8d
+4FFn: 4C#: 4B-:	8e
+.	8b- 8eeJ
+2r	8ddL
+.	8b-
+.	8fn
+.	8d)J
+=	=
\ No newline at end of file
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/canonical/prediction_token_ids.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/canonical/prediction_token_ids.json
new file mode 100644
index 0000000000000000000000000000000000000000..f5fcf4c9e964b9f4ae67a8b82e4214a1b31531a0
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/canonical/prediction_token_ids.json
@@ -0,0 +1,1056 @@
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diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/canonical/summary.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/canonical/summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..fbf0d5595afa1eb9963c5f211a35350e8e857a9c
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/canonical/summary.json
@@ -0,0 +1,17 @@
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_6.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 6.219663021853194,
+  "input": "/gpfs/scrubbed/qxli2/rescore/examples/polish21/canonical_native_verovio_selected.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/canonical/canonical_native_verovio_selected_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1052,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/canonical/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/canonical/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  }
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/original/command.log b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/original/command.log
new file mode 100644
index 0000000000000000000000000000000000000000..3930110dada45daccad7f9657944134faef98d65
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/original/command.log
@@ -0,0 +1,54 @@
+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.
+
Loading weights:   0%|          | 0/198 [00:00<?, ?it/s]
Loading weights: 100%|██████████| 198/198 [00:00<00:00, 15893.60it/s]
+[transformers] ViTModel LOAD REPORT from: PRAIG/musvit
+Key                                                                     | Status     | 
+------------------------------------------------------------------------+------------+-
+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}.mlp.fc1.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}.attention.v_proj.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.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}.mlp.fc2.bias            | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.v_proj.bias   | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.q_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}.attention.o_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}.layernorm_after.bias    | UNEXPECTED | 
+decoder.decoder_pred.bias                                               | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc1.bias            | UNEXPECTED | 
+decoder.decoder_norm.weight                                             | UNEXPECTED | 
+decoder.decoder_pos_embed                                               | UNEXPECTED | 
+decoder.decoder_embed.weight                                            | UNEXPECTED | 
+decoder.decoder_embed.bias                                              | UNEXPECTED | 
+decoder.mask_token                                                      | UNEXPECTED | 
+decoder.decoder_norm.bias                                               | UNEXPECTED | 
+decoder.decoder_pred.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.
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_6.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 6.365552830975503,
+  "input": "/gpfs/scrubbed/qxli2/rescore/examples/polish21/original_real.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/original/original_real_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1075,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/original/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/original/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  },
+  "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/original/summary.json"
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/original/original_real_input.png b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/original/original_real_input.png
new file mode 100644
index 0000000000000000000000000000000000000000..d86403e69237661450cfcbf110448c30ff364334
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/original/original_real_input.png
@@ -0,0 +1,3 @@
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new file mode 100644
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diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/original/prediction_token_ids.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/original/prediction_token_ids.json
new file mode 100644
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diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/original/summary.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/original/summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..f26ed1fc908638b44ee882e9d8e50c3446202a25
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/original/summary.json
@@ -0,0 +1,17 @@
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_6.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 6.365552830975503,
+  "input": "/gpfs/scrubbed/qxli2/rescore/examples/polish21/original_real.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/original/original_real_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1075,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/original/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_6/polish21/original/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  }
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/augmented/atrahente_page1_canonical_augmented_verovio_input.png b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/augmented/atrahente_page1_canonical_augmented_verovio_input.png
new file mode 100644
index 0000000000000000000000000000000000000000..e531c8f9dab53f6a5d8b263ab6ed45178cb36b8e
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/augmented/atrahente_page1_canonical_augmented_verovio_input.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c78c907fc00bf421b4ce69daa999917ff6db25628e590c425f45e5467036545a
+size 643188
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/augmented/command.log b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/augmented/command.log
new file mode 100644
index 0000000000000000000000000000000000000000..12b8be3f954b528841fe0a06d70e10120bcd4fbd
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/augmented/command.log
@@ -0,0 +1,54 @@
+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.
+
Loading weights:   0%|          | 0/198 [00:00<?, ?it/s]
Loading weights: 100%|██████████| 198/198 [00:00<00:00, 15545.80it/s]
+[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.q_proj.bias   | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.k_proj.weight | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.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.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}.layernorm_before.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.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_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.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.fc2.weight          | UNEXPECTED | 
+decoder.decoder_norm.bias                                               | UNEXPECTED | 
+decoder.decoder_pos_embed                                               | UNEXPECTED | 
+decoder.decoder_embed.weight                                            | UNEXPECTED | 
+decoder.decoder_embed.bias                                              | UNEXPECTED | 
+decoder.mask_token                                                      | UNEXPECTED | 
+decoder.decoder_pred.weight                                             | UNEXPECTED | 
+decoder.decoder_norm.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.
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_7.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 7.16705133789219,
+  "input": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/benchmarks/free-generation/atrahente-official-free-generation/augmented-canonical-verovio-page1/atrahente_page1_canonical_augmented_verovio.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/augmented/atrahente_page1_canonical_augmented_verovio_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1217,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/augmented/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/augmented/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  },
+  "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/augmented/summary.json"
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/augmented/prediction.krn b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/augmented/prediction.krn
new file mode 100644
index 0000000000000000000000000000000000000000..bf7ff334977f17647e78000d490406db43b5bfd5
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/augmented/prediction.krn
@@ -0,0 +1,220 @@
+*clefF4	*clefG2
+*k[b-]	*k[b-]
+*M2/4	*M2/4
+8c 8eL	8cccL
+.	8bq(
+*clefG2	*
+8aJ	8cc)J
+.	8bq(
+8b-L	8cc)L
+.	8bbnq(
+8f# 8aJ	8ccc)J
+=	=
+.	8bb#q(
+8g 8b-L	8ccc)L
+.	8b#q(
+8aJ	8cc)J
+.	8bq(
+8b-L	8cc)L
+.	8bbq(
+8f# 8aJ	8ccc))J
+=	=
+.	8ccc#q(
+8g 8b-L	8ddd)L
+.	8ccc#q
+8f# 8aJ	8ddd)
+.	8ccc#q(
+8g 8b-L	8ddd)
+.	8ccc#q
+8fn 8aJ	8ddd)J
+=	=
+.	8ccc#q(
+8g 8b-L	8ddd)L
+.	8ccc#q
+8f# 8aJ	8ddd)
+.	8ccc#q(
+8g 8b-L	8ddd)
+.	8ccc#q(
+8f# 8aJ	8ddd))J
+=	=
+4g 4b-	16cccLL
+.	16b-(
+.	16cc
+.	16eeJJ
+4r	16aaLL
+.	16gg
+.	16ee
+.	16cc)JJ
+==	==
+*clefF4	*
+*M2/4	*M2/4
+8CL	8.cc(L
+16r	.
+16G 16B- 16c 16eJk	16aaJk
+8G 8B- 8c 8eL	4gg)
+8G 8B- 8c 8eJ	.
+=	=
+8CL	16r
+.	16b-(LL
+16r	16cc
+16B- 16c 16eJk	16eeJJ
+8B- 8c 8eL	16aaLL
+.	16gg
+8B- 8c 8eJ	16ee
+.	16b-)JJ
+=	=
+8CL	8.a(L
+16r	.
+16A 16c 16fJk	16ggJk
+8A 8c 8fL	4ff)
+8A 8c 8fJ	.
+=	=
+8CL	16r
+.	16g#(LL
+16r	16a
+16A 16c 16fJJ	16ccJJ
+8A 8c 8fL	16ffLL
+.	16ff
+8A- 8c 8fJ	16cc
+.	16a-)JJ
+=	=
+8G 8c 8eL	8g(L
+16r	16ccL
+16G 16c 16eJk	16eeJJ
+8G 8c 8eL	16ggLL
+.	16ccc
+8G 8c 8eJ	16eee
+.	16ggg)JJ
+=	=
+8GGL	16bbb-LL
+.	16aaa
+16r	16aaa
+16G 16Bn 16fJk	16fff#JJ
+8G 8B 8fL	16fff#LL
+.	16fffn
+8G 8B 8fJ	16fff
+.	16eeeJJ
+=	=
+8CL	16eeeLL
+.	16ccc
+16r	16ccc
+16G 16B- 16c 16eJk	16bb-JJ
+8G 8B- 8c 8eL	16bb-LL
+.	16gg
+8G 8B- 8c 8eJ	16gg
+.	16ee)JJ
+=	=
+4B- 4c 4e 4g	16eeLL
+.	16b-(
+.	16cc
+.	16eeJJ
+4r	16aa;LL
+.	16gg
+.	16ee
+.	16cc)JJ
+=	=
+8CL	8.b-(L
+16r	.
+16G 16B- 16c 16eJk	16aaJk
+8G 8B- 8c 8eL	4gg)
+8G 8B- 8c 8eJ	.
+=	=
+8CL	16r
+.	16b-(LL
+16r	16cc
+16Gn 16B- 16c 16eJk	16ddJJ
+8G 8B- 8c 8eL	16aaLL
+.	16gg
+8G 8B- 8c 8eJ	16ee
+.	16cc)JJ
+=	=
+8CL	8.a(L
+16r	.
+16A 16c 16fJk	16ggJk
+8A 8c 8fL	4ff)
+8A 8c 8fJ	.
+=	=
+8BB-L	16r
+.	16cc#(LL
+16r	16dd
+16B- 16d 16gJk	16ggJJ
+8B- 8d 8gL	16dddLL
+.	16ccc
+8B- 8d- 8gJ	16dd-
+.	16bb-)JJ
+=	=
+8CL	16bb-(LL
+.	16aa)
+16r	16aa(
+16A 16c 16fJk	16cc)JJ
+8A 8c 8fL	4cc
+8A 8c 8fJ	.
+=	=
+8EL	16r
+.	16bnLL
+8G 8Bn 8fJ	16b
+.	16aaJJ
+8EL	16aaLL
+.	16gg
+8B- 8c 8gJ	16gg
+.	16eeJJ
+=	=
+8FL	16ffLL
+.	16a(
+8r	16ff)
+16A 16c 16fJk	16cc((JJ
+8A 8c 8fL	16aa))LL
+.	16ff(
+8A 8c 8fJ	16ccc)
+.	16aaJJ
+=	=
+4F 4A 4c 4f	16fffLL
+.	16b-(
+.	16cc
+.	16eeJJ
+4r	16aa;LL
+.	16gg
+.	16ee
+.	16cc)JJ
+=:|!	=:|!
+4F 4A 4c 4f	8fff
+.	8aa(L
+4r	8gg#
+.	8aa)J
+=||	=||
+8AAA 8AAL	16bb-LL
+.	16cc#(
+16r	16ee
+16A 16c# 16gJk	16bb-)JJ
+8r	16bb-LL
+.	16cc#(
+8A 8c# 8g	16ff
+.	16bb-)JJ
+=	=
+8AAA 8AAL	16bb-LL
+.	16cc#(
+16r	16ee
+16A 16c# 16gJk	16bb-)JJ
+8r	16bb-LL
+.	16cc#(
+8A 8c# 8g	16ee
+.	16bb-)JJ
+=	=
+8DD 8DL	16bb-LL
+.	16dd(
+16r	16ff
+16A 16d 16fJk	16aa)JJ
+8r	16aaLL
+.	16dd(
+8A 8d 8f	16ff
+.	16aa)JJ
+=	=
+8FF 8FL	16aaLL
+.	16dd(
+16r	16ff
+16A 16d 16fJk	16aa)JJ
+8r	16aaLL
+.	16aa-
+8A- 8d 8f	16aa-
+.	16ggJJ
+=	=
\ No newline at end of file
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/augmented/prediction_token_ids.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/augmented/prediction_token_ids.json
new file mode 100644
index 0000000000000000000000000000000000000000..eb44faa0f415c0ba23c071c5785270b6cd3d7091
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/augmented/prediction_token_ids.json
@@ -0,0 +1,1221 @@
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diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/augmented/summary.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/augmented/summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..f589e05a82c871a9fbc54d8aa6a2a2f6449dff9e
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/augmented/summary.json
@@ -0,0 +1,17 @@
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_7.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 7.16705133789219,
+  "input": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/benchmarks/free-generation/atrahente-official-free-generation/augmented-canonical-verovio-page1/atrahente_page1_canonical_augmented_verovio.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/augmented/atrahente_page1_canonical_augmented_verovio_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1217,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/augmented/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/augmented/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  }
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/canonical/command.log b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/canonical/command.log
new file mode 100644
index 0000000000000000000000000000000000000000..5c4fb34be97e65a2fc7478d4662312ebd95b1576
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/canonical/command.log
@@ -0,0 +1,54 @@
+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.
+
Loading weights:   0%|          | 0/198 [00:00<?, ?it/s]
Loading weights: 100%|██████████| 198/198 [00:00<00:00, 15554.24it/s]
+[transformers] ViTModel LOAD REPORT from: PRAIG/musvit
+Key                                                                     | Status     | 
+------------------------------------------------------------------------+------------+-
+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}.attention.q_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.v_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.o_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.o_proj.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}.attention.k_proj.weight | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc2.bias            | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.v_proj.bias   | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.layernorm_before.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.weight          | UNEXPECTED | 
+decoder.decoder_pred.bias                                               | UNEXPECTED | 
+decoder.mask_token                                                      | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.layernorm_before.bias   | UNEXPECTED | 
+decoder.decoder_pred.weight                                             | UNEXPECTED | 
+decoder.decoder_norm.weight                                             | UNEXPECTED | 
+decoder.decoder_norm.bias                                               | UNEXPECTED | 
+decoder.decoder_embed.bias                                              | UNEXPECTED | 
+decoder.decoder_embed.weight                                            | UNEXPECTED | 
+decoder.decoder_pos_embed                                               | 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.
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_7.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 7.157522764988244,
+  "input": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/benchmarks/free-generation/atrahente-s70r30-free-generation/ground_truth_normalized_manual_clean_render/ground_truth_normalized_manual_clean_canonical_verovio.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/canonical/ground_truth_normalized_manual_clean_canonical_verovio_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1212,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/canonical/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/canonical/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  },
+  "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/canonical/summary.json"
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/canonical/ground_truth_normalized_manual_clean_canonical_verovio_input.png b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/canonical/ground_truth_normalized_manual_clean_canonical_verovio_input.png
new file mode 100644
index 0000000000000000000000000000000000000000..f02f498375d6abdcc80062191b655771fc704bce
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/canonical/ground_truth_normalized_manual_clean_canonical_verovio_input.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7d836bb4977f4e76939b92f75fd957d11947ce6c7efad5e86a56e3cf96e444f5
+size 258210
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/canonical/prediction.krn b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/canonical/prediction.krn
new file mode 100644
index 0000000000000000000000000000000000000000..8b69ca803a64d04a5f41f821965e84e8077e8c4d
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/canonical/prediction.krn
@@ -0,0 +1,220 @@
+*clefF4	*clefG2
+*k[b-]	*k[b-]
+*M2/4	*M2/4
+8c 8eL	8cccL
+.	8bq(
+*clefG2	*
+8aJ	8cc)J
+.	8bq(
+8b-L	8cc)L
+.	8bbnq(
+8f# 8aJ	8ccc)J
+=	=
+.	8bbnq(
+8g 8b-L	8ccc)L
+.	8bnq(
+8aJ	8cc)J
+.	8bq(
+8b-L	8cc)]L
+.	8bbq(
+8f# 8aJ	8ccc)J
+=	=
+.	8bb#q(
+8g 8b-L	8ccc)L
+.	8bb#q
+8f# 8aJ	8ccc)
+.	8bb#[
+8g 8b-L	8ccc]
+.	8bbq
+8fn 8aJ	8cccJ
+=	=
+.	8bbnq(
+8g 8b-L	8ccc)L
+.	8bbq(
+8f# 8aJ	8ccc)
+.	8bbq(
+8g 8b-L	8ccc)
+.	8bbq(
+8f# 8aJ	8ccc)J
+=	=
+4g 4b-	16cccLL
+.	16b-(
+.	16cc
+.	16eeJJ
+4r	16aa;LL
+.	16gg
+.	16ee
+.	16cc)JJ
+==	==
+*clefF4	*
+*M2/4	*M2/4
+8CL	8.cc(L
+16r	.
+16G 16B- 16c 16eJk	16aaJk
+8G 8B- 8c 8eL	4gg)
+8G 8B- 8c 8eJ	.
+=	=
+8CL	16r
+.	16b-(LL
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+16B- 16c 16eJk	16eeJJ
+8B- 8c 8eL	16aaLL
+.	16gg
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+.	16b-)JJ
+=	=
+8CL	8.a(L
+16r	.
+16A 16c 16fJk	16ggJk
+8A 8c 8fL	4ff)
+8A 8c 8fJ	.
+=	=
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+8A 8c 8fL	16ggLL
+.	16ff
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+.	16a-)JJ
+=	=
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+16G 16c 16eJk	16eeJJ
+8G 8c 8eL	16ggLL
+.	16ccc
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+.	16ggg)JJ
+=	=
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+16G 16Bn 16fJk	16fff#JJ
+8G 8B 8fL	16fff#LL
+.	16fffn
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+=	=
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+8G 8B- 8c 8eL	16bb-LL
+.	16gg
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+.	16eeJJ
+=	=
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+.	16b-(
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+.	16gg
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+.	16cc)JJ
+=	=
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+16G 16B- 16c 16eJk	16aaJk
+8G 8B- 8c 8eL	4gg)
+8G 8B- 8c 8eJ	.
+=	=
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+8G 8B- 8c 8eL	16aaLL
+.	16gg
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+.	16cc)JJ
+=	=
+8CL	8.a(L
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+8A 8c 8fL	4ff)
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+=	=
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+8B- 8d 8gL	16cccLL
+.	16bb-
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+.	16bb-)JJ
+=	=
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+8A 8c 8fL	4cc
+8A 8c 8fJ	.
+=	=
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+.	16gg
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+=	=
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+8A 8c 8fL	16aa]LL
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+=	=
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+=:|!	=:|!
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+=||	=||
+8AAA 8AAL	16bb-LL
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+=	=
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+8r	16bb-LL
+.	16cc#(
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+.	16bb-)JJ
+=	=
+8DD 8DL	16bb-LL
+.	16dd(
+16r	16ff
+16A 16d 16fJk	16aa)JJ
+8r	16aaLL
+.	16dd(
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+.	16aa)JJ
+=	=
+8FF 8FL	16aaLL
+.	16dd(
+16r	16ff
+16A 16d 16fJk	16aa)JJ
+8r	16aaLL
+.	16aa-
+8A- 8d 8f	16aa-
+.	16ggJJ
+=	=
\ No newline at end of file
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/canonical/prediction_token_ids.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/canonical/prediction_token_ids.json
new file mode 100644
index 0000000000000000000000000000000000000000..9a5e3f9a93f59396e6713eb0c9c34e8ddd2ecae0
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/canonical/prediction_token_ids.json
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diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/canonical/summary.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/canonical/summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..b64e37b54e659c1c8eefd0050d8cdb0dc94c9790
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/canonical/summary.json
@@ -0,0 +1,17 @@
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_7.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 7.157522764988244,
+  "input": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/benchmarks/free-generation/atrahente-s70r30-free-generation/ground_truth_normalized_manual_clean_render/ground_truth_normalized_manual_clean_canonical_verovio.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/canonical/ground_truth_normalized_manual_clean_canonical_verovio_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1212,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/canonical/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/canonical/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  }
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/original/Atrahente_page_001_input.png b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/original/Atrahente_page_001_input.png
new file mode 100644
index 0000000000000000000000000000000000000000..5d2cfcd1f62bcba07b298de55d825e17a4cea016
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/original/Atrahente_page_001_input.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7fc35059b7c853927c8f076416012d4e5cb2e2f3565c5533324178733ec26e01
+size 2761563
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/original/command.log b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/original/command.log
new file mode 100644
index 0000000000000000000000000000000000000000..88016cdcd9c0e94e74f477f17231cd7ac4d4d406
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/original/command.log
@@ -0,0 +1,54 @@
+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.
+
Loading weights:   0%|          | 0/198 [00:00<?, ?it/s]
Loading weights: 100%|██████████| 198/198 [00:00<00:00, 15701.28it/s]
+[transformers] ViTModel LOAD REPORT from: PRAIG/musvit
+Key                                                                     | Status     | 
+------------------------------------------------------------------------+------------+-
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.layernorm_after.weight  | UNEXPECTED | 
+decoder.decoder_pred.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}.attention.k_proj.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_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc2.bias            | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.v_proj.bias   | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc2.weight          | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.k_proj.bias   | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc1.weight          | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.o_proj.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}.layernorm_before.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_norm.weight                                             | UNEXPECTED | 
+decoder.decoder_pred.weight                                             | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.q_proj.bias   | UNEXPECTED | 
+decoder.decoder_norm.bias                                               | UNEXPECTED | 
+decoder.decoder_embed.weight                                            | UNEXPECTED | 
+decoder.mask_token                                                      | UNEXPECTED | 
+decoder.decoder_pos_embed                                               | 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.
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_7.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 7.28374831401743,
+  "input": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/benchmarks/free-generation/atrahente-s70r30-free-generation/page1/Atrahente_page_001.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/original/Atrahente_page_001_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1227,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/original/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/original/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  },
+  "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/original/summary.json"
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/original/prediction.krn b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/original/prediction.krn
new file mode 100644
index 0000000000000000000000000000000000000000..9049976c6ab0e40ebf465176715a05cbe8fe03fb
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/original/prediction.krn
@@ -0,0 +1,223 @@
+*clefF4	*clefG2
+*k[b-]	*k[b-]
+*M2/4	*M2/4
+8c 8f	8cccL
+*clefG2	*
+8aL	8bnq
+.	8ccJ
+8b-J	.
+.	8bq
+8f# 8aL	8ccL
+.	8bbnq
+8g 8b-J	8cccJ
+=	=
+.	8bbnq(
+8g 8b-L	8ccc)L
+.	8bnq
+8a	8ccJ
+.	8bq
+8b-J	8ccL
+.	8bbq
+8f# 8b-L	8cccJ
+=	=
+.	8bbnq(
+8g 8b-J	8ccc)L
+.	8bbq
+8f# 8aL	8ccc
+.	8bbq
+8g 8b-J	8ccc)
+.	8bbq
+8f# 8a	8cccJ
+=	=
+.	8bbq
+8g 8b-L	8cccL
+.	8bbq
+8f# 8aJ	8ccc
+.	8bbq
+8g 8b-L	8ccc
+.	8ccc#q
+8f# 8aJ	8cccJ
+=	=
+*	*8va
+4g 4b-	16cccc;(LL
+.	16bb-(
+.	16ccc
+.	16eeeJJ
+4r	16aaa;)LL
+.	16ggg
+.	16eee(
+.	16cccJJ
+*clefF4	*
+==	==
+8CL	8.bb-(L
+16r	.
+16G 16B- 16c 16eJk	16aaJk
+8G 8B- 8c 8eL	4gg)
+8G 8B- 8c 8eJ	.
+=	=
+8CL	16r
+.	16b-(LL
+16r	16cc
+16B- 16c 16eJk	16eeJJ
+8B- 8c 8eL	16aaLL
+.	16gg
+8B- 8c 8eJ	16ee
+.	16b-)JJ
+=	=
+8CL	8.a(L
+16r	.
+16A 16c 16fJk	16ggJk
+8A 8c 8fL	4ff)
+8A 8c 8fJ	.
+=	=
+8CL	16r
+.	16g#(LL
+16r	16a
+16A 16c 16fJJ	16ccJJ
+8A 8c 8fL	16ggLL
+.	16ff
+8A- 8c 8fJ	16cc
+.	16a-)JJ
+=	=
+8G 8c 8eL	8g(L
+16r	16ccL
+16G 16c 16eJk	16eeJJ
+8G 8c 8eL	16ggLL
+.	16ccc
+8G 8c 8eJ	16eee
+.	16bbb-)JJ
+=	=
+8GG	16ccccLL
+.	16bbb-
+16r	16bbb-
+16G 16Bn 16f	16aaaJJ
+8G 8B 8fL	16aaaLL
+.	16aaa-
+8G 8B 8fJ	16aaa
+.	16gggJJ
+=	=
+8CL	16gggLL
+.	16ccc
+16r	16ccc
+16G 16B- 16c 16eJk	16bb-JJ
+8G 8B- 8c 8eL	16bb-LL
+.	16gg
+8G 8B- 8c 8eJ	16gg
+.	16eeJJ
+=	=
+4B- 4c 4e 4a	16eeLL
+.	16b-(
+.	16cc
+.	16eeJJ
+4r	16aa;)LL
+.	16gg(
+.	16ee
+.	16cc)JJ
+=	=
+8CL	8.b-(L
+16r	.
+16G 16B- 16c 16eJk	16aaJk
+8G 8B- 8c 8eL	4gg)
+8G 8B- 8c 8eJ	.
+=	=
+8CL	16r
+.	16b-(LL
+16r	16cc
+16G 16B- 16c 16eJk	16eeJJ
+8G 8B- 8c 8eL	16aaLL
+.	16gg
+8G 8B- 8c 8eJ	16ee
+.	16cc)JJ
+=	=
+8CL	8.a(L
+16r	.
+16A 16c 16fJk	16ggJk
+8A 8c 8fL	4ff)
+8A 8c 8fJ	.
+=	=
+8BB-L	16r
+.	16cc#(LL
+16r	16dd
+16B- 16d 16gJJ	16ggJJ
+8B- 8d 8gL	16cccLL
+.	16bb-
+8B- 8d- 8gJ	16dd-
+.	16bb-)JJ
+=	=
+8CL	16bb-(LL
+.	16aa)
+16r	16aa(
+16A 16c 16fJk	16cc)JJ
+8A 8c 8fL	4cc
+8A 8c 8fJ	.
+=	=
+8DL	16r
+.	16bnLL
+8G 8Bn 8fJ	16b
+.	16aaJJ
+8EL	16aaLL
+.	16gg
+8B- 8c 8gJ	16gg
+.	16eeJJ
+=	=
+8FL	16ffLL
+.	16a(
+16r	16ff)
+16A 16c 16fJk	16cc[JJ
+8A 8c 8fL	16aa]LL
+.	16ff(
+8A 8c 8fJ	16ccc)
+.	16aa(JJ
+=	=
+4F 4A 4c 4f	16fff)LL
+.	16b-(
+.	16cc
+.	16eeJJ
+*	*8va
+4r	16aaa;(LL
+.	16ggg
+.	16eee
+.	16ccc)JJ
+=:|!	=:|!
+8F 8A 8c 8f	8ffff
+8r	8aaa(L
+*	*X8va
+4r	8gg#
+.	8aa)J
+=||	=||
+8AAA 8AAL	16bb-LL
+.	16cc#(
+16r	16ee
+16A 16c# 16gJk	16bb-)JJ
+8r	16bb-(LL
+.	16cc#(
+8A 8c# 8g	16ee
+.	16bb-)JJ
+=	=
+8AAA 8AAL	16bb-LL
+.	16cc#(
+16r	16ee
+16A 16c# 16gJk	16bb-)JJ
+8r	16bb-(LL
+.	16cc#
+8A 8c# 8g	16ee
+.	16bb-)JJ
+=	=
+8DD 8DL	16bb-LL
+.	16dd(
+16r	16ff
+16A 16d 16fJk	16aa)JJ
+8r	16aaLL
+.	16dd(
+8A 8d 8f	16ff
+.	16aa)JJ
+=	=
+8FF 8FL	16aa(LL
+.	16dd(
+16r	16ff
+16A 16d 16fJk	16aa)JJ
+8r	16aaLL
+.	16aa-
+8A- 8d 8f	16aa-
+.	16ggJJ
+=	=
\ No newline at end of file
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/original/prediction_token_ids.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/original/prediction_token_ids.json
new file mode 100644
index 0000000000000000000000000000000000000000..de8cf37d91385fa23f2e7949aa259ef4889a5b4f
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/original/prediction_token_ids.json
@@ -0,0 +1,1231 @@
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diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/original/summary.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/original/summary.json
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index 0000000000000000000000000000000000000000..5c5e60d61e1a90e389306f97f5469806dd5ae392
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/original/summary.json
@@ -0,0 +1,17 @@
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_7.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 7.28374831401743,
+  "input": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/benchmarks/free-generation/atrahente-s70r30-free-generation/page1/Atrahente_page_001.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/original/Atrahente_page_001_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1227,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/original/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/original/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  }
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/augmented/augmented_seed_20260826_selected_input.png b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/augmented/augmented_seed_20260826_selected_input.png
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+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/augmented/augmented_seed_20260826_selected_input.png
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+version https://git-lfs.github.com/spec/v1
+oid sha256:26aaa015f186180996537a727232ff334774552578494fb338ad0047a9730336
+size 3366006
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/augmented/command.log b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/augmented/command.log
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index 0000000000000000000000000000000000000000..8e20c2efc5df1ec0515fdf7ad4cc0455426edae8
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/augmented/command.log
@@ -0,0 +1,54 @@
+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.
+
Loading weights:   0%|          | 0/198 [00:00<?, ?it/s]
Loading weights: 100%|██████████| 198/198 [00:00<00:00, 15704.84it/s]
+[transformers] ViTModel LOAD REPORT from: PRAIG/musvit
+Key                                                                     | Status     | 
+------------------------------------------------------------------------+------------+-
+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}.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.k_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}.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.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}.mlp.fc1.bias            | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.k_proj.weight | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.q_proj.bias   | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.layernorm_after.bias    | UNEXPECTED | 
+decoder.decoder_pred.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}.layernorm_before.weight | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.q_proj.weight | UNEXPECTED | 
+decoder.decoder_embed.weight                                            | UNEXPECTED | 
+decoder.decoder_embed.bias                                              | UNEXPECTED | 
+decoder.decoder_norm.weight                                             | UNEXPECTED | 
+decoder.decoder_pos_embed                                               | UNEXPECTED | 
+decoder.decoder_norm.bias                                               | UNEXPECTED | 
+decoder.mask_token                                                      | UNEXPECTED | 
+decoder.decoder_pred.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.
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_7.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 6.184074977878481,
+  "input": "/gpfs/scrubbed/qxli2/rescore/examples/polish21/augmented_seed_20260826_selected.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/augmented/augmented_seed_20260826_selected_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1051,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/augmented/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/augmented/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  },
+  "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/augmented/summary.json"
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/augmented/prediction.krn b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/augmented/prediction.krn
new file mode 100644
index 0000000000000000000000000000000000000000..2695b12f4951b1186947149974b0ff0d59e984f1
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/augmented/prediction.krn
@@ -0,0 +1,180 @@
+*clefF4	*clefG2
+*k[f#c#]	*k[f#c#]
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+4AAA 4AA	4E 4c
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+.	8G 8d
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+.	8d 8fnJ
+=	=
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+.	8d 8fn
+4AAA 4AA	8cn 8e
+.	8d) 8fJ
+4GGG 4GG	4e 4g
+4AAA 4AA	4c 4e 4ccn
+=	=
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+4GGG 4GG	8e( 8ccL
+.	8g 8dd
+4AAA 4AA	8cc 8ee
+.	8dd 8ffnJ
+=	=
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+.	8dd 8ffn
+4AAA 4AA	8ccn 8ee
+.	8dd) 8ffJ
+4GGG 4GG	4ee 4gg
+4AAA 4AA	4cc 4ee 4cccn
+=	=
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+=	=
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+.	8aJ
+4FF)) 4Fn	4d) 4g 4b-
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+=	=
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+.	8f)J
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+=	=
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+=	=
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+=	=
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+=	=
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+=	=
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+=	=
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+.	8ccn 8ggnJ
+4r	8ddL
+.	8b-
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+=	=
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+.	8ccn 8eenJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8f
+.	8d)J
+=	=
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+.	8d
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+.	8a 8eeJ
+4r	8ddL
+.	8b-
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+=	=
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+.	8a 8eeJ
+4r	8ddL
+.	8b-
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+=	=
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+.	8d
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+.	8b- 8eeJ
+4r	8ddL
+.	8b-
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+=	=
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+.	8d
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+.	8b- 8eeJ
+4r	8ddL
+.	8b-
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+=	=
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+.	8d
+4FFn: 4C#: 4B-:	8e
+.	8b- 8eeJ
+2r	8ddL
+.	8b-
+.	8fn
+.	8d)J
+=	=
\ No newline at end of file
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/augmented/prediction_token_ids.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/augmented/prediction_token_ids.json
new file mode 100644
index 0000000000000000000000000000000000000000..06201a0e8e81b5287b4b4746e7e22dd9cd964ee4
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/augmented/prediction_token_ids.json
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diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/augmented/summary.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/augmented/summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..a9fcd216de70d37bd2f2097db2122c120a716085
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/augmented/summary.json
@@ -0,0 +1,17 @@
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_7.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 6.184074977878481,
+  "input": "/gpfs/scrubbed/qxli2/rescore/examples/polish21/augmented_seed_20260826_selected.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/augmented/augmented_seed_20260826_selected_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1051,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/augmented/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/augmented/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  }
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/canonical/canonical_native_verovio_selected_input.png b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/canonical/canonical_native_verovio_selected_input.png
new file mode 100644
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--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/canonical/canonical_native_verovio_selected_input.png
@@ -0,0 +1,3 @@
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+size 268822
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/canonical/command.log b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/canonical/command.log
new file mode 100644
index 0000000000000000000000000000000000000000..8874a312a13321dac881af0e1179911e31c9d4fb
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/canonical/command.log
@@ -0,0 +1,54 @@
+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.
+
Loading weights:   0%|          | 0/198 [00:00<?, ?it/s]
Loading weights: 100%|██████████| 198/198 [00:00<00:00, 15504.59it/s]
+[transformers] ViTModel LOAD REPORT from: PRAIG/musvit
+Key                                                                     | Status     | 
+------------------------------------------------------------------------+------------+-
+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.k_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_before.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}.mlp.fc1.bias            | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.v_proj.bias   | UNEXPECTED | 
+decoder.decoder_embed.bias                                              | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.mlp.fc2.bias            | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.v_proj.weight | UNEXPECTED | 
+decoder.decoder_norm.bias                                               | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.q_proj.bias   | UNEXPECTED | 
+decoder.decoder_embed.weight                                            | UNEXPECTED | 
+decoder.decoder_pred.bias                                               | UNEXPECTED | 
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+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}.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}.mlp.fc1.weight          | UNEXPECTED | 
+decoder.decoder_pos_embed                                               | UNEXPECTED | 
+decoder.decoder_norm.weight                                             | UNEXPECTED | 
+decoder.decoder_pred.weight                                             | UNEXPECTED | 
+decoder.mask_token                                                      | 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.
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_7.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 6.479204338043928,
+  "input": "/gpfs/scrubbed/qxli2/rescore/examples/polish21/canonical_native_verovio_selected.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/canonical/canonical_native_verovio_selected_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1102,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/canonical/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/canonical/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  },
+  "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/canonical/summary.json"
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/canonical/prediction.krn b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/canonical/prediction.krn
new file mode 100644
index 0000000000000000000000000000000000000000..68970242c2c2dddda83b697442777c8e7ffa32ca
--- /dev/null
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@@ -0,0 +1,189 @@
+*clefF4	*clefG2
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+.	8G 8d
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+.	8d 8fnJ
+=	=
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+.	8d 8fn
+4AAA 4AA	8cn 8e
+.	8d) 8fJ
+4GGG 4GG	4e 4g
+4AAA 4AA	4c 4e 4ccn
+=	=
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+.	8g 8dd
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+.	8dd 8ffnJ
+=	=
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+.	8dd 8ffn
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+.	8dd) 8ffJ
+4GGG 4GG	4ee 4gg
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+=	=
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+=	=
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+=	=
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+=	=
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+=	=
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+=	=
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+=	=
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+=	=
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+=	=
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+.	8ccn 8ffnJ
+4r	8ddL
+.	8b-
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+.	8d)J
+=	=
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+.	8d
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+.	8ccn 8ffnJ
+4r	8ddL
+.	8b-
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+=	=
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+.	8d
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+.	8a 8eeJ
+4r	8ddL
+.	8b-
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+=	=
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+.	8a 8eeJ
+4r	8ddL
+.	8b-
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+=	=
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+.	8d
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+.	8b- 8eeJ
+4r	8ddL
+.	8b-
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+=	=
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+.	8d
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+.	8b- 8eeJ
+4r	8ddL
+.	8b-
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+.	8d)J
+=	=
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+.	8d
+4FFn: 4C#: 4B-:	8e
+.	8b- 8eeJ
+4r	8ddL
+.	8b-
+4BB- 4D 4B-	8fn
+.	8d)J
+=	=
+4r	8c#(L
+.	8d
+4FFn: 4C#: 4B-:	8e
+.	8b- 8eeJ
+2r	8ddL
+.	8b-
+.	8fn
+.	8d)J
+=	=
\ No newline at end of file
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/canonical/prediction_token_ids.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/canonical/prediction_token_ids.json
new file mode 100644
index 0000000000000000000000000000000000000000..b81150a5c10d19897ccdb02986b502bdb10740c8
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/canonical/prediction_token_ids.json
@@ -0,0 +1,1106 @@
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diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/canonical/summary.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/canonical/summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..0b286cfab10e9e6584cfcff958e18fd8395991e8
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/canonical/summary.json
@@ -0,0 +1,17 @@
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_7.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 6.479204338043928,
+  "input": "/gpfs/scrubbed/qxli2/rescore/examples/polish21/canonical_native_verovio_selected.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/canonical/canonical_native_verovio_selected_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1102,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/canonical/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/canonical/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  }
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/original/command.log b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/original/command.log
new file mode 100644
index 0000000000000000000000000000000000000000..47540a0b084a8c8493f7ef6886b1ff69cb5d0f41
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/original/command.log
@@ -0,0 +1,54 @@
+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.
+
Loading weights:   0%|          | 0/198 [00:00<?, ?it/s]
Loading weights: 100%|██████████| 198/198 [00:00<00:00, 15799.86it/s]
+[transformers] ViTModel LOAD REPORT from: PRAIG/musvit
+Key                                                                     | Status     | 
+------------------------------------------------------------------------+------------+-
+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}.mlp.fc2.weight          | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.k_proj.bias   | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.v_proj.bias   | 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.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.fc1.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}.layernorm_after.weight  | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.k_proj.weight | UNEXPECTED | 
+decoder.mask_token                                                      | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.q_proj.weight | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.layernorm_before.weight | UNEXPECTED | 
+decoder.decoder_norm.weight                                             | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.o_proj.bias   | UNEXPECTED | 
+decoder.decoder_embed.bias                                              | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.attention.o_proj.weight | UNEXPECTED | 
+decoder.decoder_embed.weight                                            | UNEXPECTED | 
+decoder.decoder_pos_embed                                               | UNEXPECTED | 
+decoder.decoder_norm.bias                                               | UNEXPECTED | 
+decoder.decoder_layers.{0, 1, 2, 3, 4, 5, 6, 7}.layernorm_before.bias   | UNEXPECTED | 
+decoder.decoder_pred.bias                                               | UNEXPECTED | 
+decoder.decoder_pred.weight                                             | 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.
+{
+  "checkpoint": "/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4/checkpoint_epoch_7.ckpt",
+  "device": "cuda",
+  "direct_verovio_render": null,
+  "elapsed_sec": 6.267198094865307,
+  "input": "/gpfs/scrubbed/qxli2/rescore/examples/polish21/original_real.png",
+  "input_image": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/original/original_real_input.png",
+  "input_page": 1,
+  "max_length": 2048,
+  "pred_token_count": 1063,
+  "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/original/prediction.krn",
+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/original/prediction_token_ids.json",
+  "render": {
+    "ok": false,
+    "reason": "skipped_by_request"
+  },
+  "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/original/summary.json"
+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/original/original_real_input.png b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/original/original_real_input.png
new file mode 100644
index 0000000000000000000000000000000000000000..d86403e69237661450cfcbf110448c30ff364334
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+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/original/original_real_input.png
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+size 1690751
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/original/prediction.krn b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/original/prediction.krn
new file mode 100644
index 0000000000000000000000000000000000000000..38c3aa7181091410c2b985298cc85dc7ca92b13a
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/original/prediction.krn
@@ -0,0 +1,180 @@
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+.	8d 8fnJ
+=	=
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+.	8d 8fn
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+4AAA 4AA	4c) 4e 4ccn
+=	=
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+.	8g 8dd
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+=	=
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+.	8dd) 8ffJ
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+=	=
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+=	=
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+=	=
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+=	=
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+=	=
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+=	=
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+=	=
\ No newline at end of file
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/original/prediction_token_ids.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/original/prediction_token_ids.json
new file mode 100644
index 0000000000000000000000000000000000000000..1de31abf3f594202a74cb53d344751debf4cca13
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/original/prediction_token_ids.json
@@ -0,0 +1,1067 @@
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diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/original/summary.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/original/summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..db5402cc4ce9f08d990ab160e154ec09d80aa489
--- /dev/null
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/original/summary.json
@@ -0,0 +1,17 @@
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+  "prediction_token_ids": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/polish21/original/prediction_token_ids.json",
+  "render": {
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+}
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/summary.json b/multiview-renderswitch-encoder-only/free-generation-checkpoints/summary.json
index 76ebe537cacd28cd59c7e49ab8a9f608fd07a99c..afeb47412e39853e12098254fc3576fd49aef5b7 100644
--- a/multiview-renderswitch-encoder-only/free-generation-checkpoints/summary.json
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/summary.json
@@ -4,7 +4,7 @@
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-      "skipped_existing": false,
+      "skipped_existing": true,
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+      "prediction": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/augmented/prediction.krn",
+      "skipped_existing": false,
+      "summary": "/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints/runs/epoch_7/atrahente/augmented/summary.json",
+      "variant": "augmented"
     }
   ]
 }
diff --git a/multiview-renderswitch-encoder-only/free-generation-checkpoints/summary.md b/multiview-renderswitch-encoder-only/free-generation-checkpoints/summary.md
index 3e69ffef8dab4f6a7bce18a37aac20eccca60eae..5e423f424fb8d4f68f840ce32d4b3aff01cd3679 100644
--- a/multiview-renderswitch-encoder-only/free-generation-checkpoints/summary.md
+++ b/multiview-renderswitch-encoder-only/free-generation-checkpoints/summary.md
@@ -2,9 +2,9 @@
 
 - Run dir: `/gpfs/scrubbed/qxli2/rescore/results/runs/transcoda-multiview-renderswitch-encoder-only-from-musvit-243k-8ep-h200x4`
 - Output dir: `/gpfs/scrubbed/qxli2/rescore/results/eval-artifacts/multiview-renderswitch-encoder-only/free-generation-checkpoints`
-- Rows: `30`
-- Completed runs this invocation: `6`
-- Skipped existing: `24`
+- Rows: `48`
+- Completed runs this invocation: `18`
+- Skipped existing: `30`
 
 | checkpoint | bundle | original CER/LER | canonical CER/LER | augmented CER/LER |
 | --- | --- | ---: | ---: | ---: |
@@ -18,6 +18,12 @@
 | epoch_3 | polish21 | 7.52% / 23.89% | 10.52% / 17.22% | 10.83% / 20.56% |
 | epoch_4 | atrahente | 7.80% / 32.00% | 2.57% / 7.56% | 5.86% / 16.89% |
 | epoch_4 | polish21 | 8.36% / 30.00% | 6.31% / 12.22% | 6.36% / 13.89% |
+| epoch_5 | atrahente | 7.04% / 31.11% | 2.77% / 9.33% | 4.59% / 15.56% |
+| epoch_5 | polish21 | 8.20% / 28.33% | 6.31% / 12.22% | 6.47% / 13.33% |
+| epoch_6 | atrahente | 8.31% / 34.22% | 2.65% / 8.00% | 5.26% / 16.89% |
+| epoch_6 | polish21 | 3.63% / 22.78% | 1.84% / 7.22% | 2.00% / 8.33% |
+| epoch_7 | atrahente | 8.71% / 33.78% | 2.57% / 8.00% | 5.66% / 18.22% |
+| epoch_7 | polish21 | 3.00% / 17.22% | 6.31% / 12.22% | 2.05% / 8.89% |
 
 ## Files