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config.json

@@ -0,0 +1,110 @@
+{
+  "EE_config": {
+    "apply_ocr": true,
+    "batch_size": 2,
+    "checkpoint": "",
+    "data_parallel": false,
+    "dataset": "jordyvl/rvl_cdip_100_examples_per_class",
+    "device": "cuda",
+    "downsampling": 0,
+    "epochs": 40,
+    "eval_start": false,
+    "forward_signature": [
+      "input_ids",
+      "attention_mask",
+      "token_type_ids",
+      "position_ids",
+      "head_mask",
+      "inputs_embeds",
+      "labels",
+      "output_attentions",
+      "output_hidden_states",
+      "return_dict",
+      "bbox",
+      "pixel_values"
+    ],
+    "get_raw_ocr_data": true,
+    "lr": 2e-05,
+    "model": "LayoutLMv3",
+    "model_weights": "microsoft/layoutlmv3-base",
+    "optimizer": "AdamW",
+    "seed": 42,
+    "use_images": true,
+    "warmup_ratio": 0
+  },
+  "_name_or_path": "microsoft/layoutlmv3-base",
+  "architectures": [
+    "LayoutLMv3ForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "classifier_dropout": null,
+  "coordinate_size": 128,
+  "eos_token_id": 2,
+  "has_relative_attention_bias": true,
+  "has_spatial_attention_bias": true,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "letter",
+    "1": "form",
+    "2": "email",
+    "3": "handwritten",
+    "4": "advertisement",
+    "5": "scientific_report",
+    "6": "scientific_publication",
+    "7": "specification",
+    "8": "file_folder",
+    "9": "news_article",
+    "10": "budget",
+    "11": "invoice",
+    "12": "presentation",
+    "13": "questionnaire",
+    "14": "resume",
+    "15": "memo"
+  },
+  "initializer_range": 0.02,
+  "input_size": 224,
+  "intermediate_size": 3072,
+  "label2id": {
+    "advertisement": 4,
+    "budget": 10,
+    "email": 2,
+    "file_folder": 8,
+    "form": 1,
+    "handwritten": 3,
+    "invoice": 11,
+    "letter": 0,
+    "memo": 15,
+    "news_article": 9,
+    "presentation": 12,
+    "questionnaire": 13,
+    "resume": 14,
+    "scientific_publication": 6,
+    "scientific_report": 5,
+    "specification": 7
+  },
+  "layer_norm_eps": 1e-05,
+  "max_2d_position_embeddings": 1024,
+  "max_position_embeddings": 514,
+  "max_rel_2d_pos": 256,
+  "max_rel_pos": 128,
+  "model_type": "layoutlmv3",
+  "num_attention_heads": 12,
+  "num_channels": 3,
+  "num_hidden_layers": 12,
+  "pad_token_id": 1,
+  "patch_size": 16,
+  "problem_type": "single_label_classification",
+  "rel_2d_pos_bins": 64,
+  "rel_pos_bins": 32,
+  "second_input_size": 112,
+  "shape_size": 128,
+  "text_embed": true,
+  "torch_dtype": "float32",
+  "transformers_version": "4.28.0.dev0",
+  "type_vocab_size": 1,
+  "visual_embed": true,
+  "vocab_size": 50265
+}

optimizer.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:f8989f5fc2735b982038db41895f98e7f4d3a261010acfcf864792e499c91e42
+size 1007564321

pytorch_model.bin

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+oid sha256:69456733fb84bafddb8fd81b5fe5b4eaaa368b44681bbe308709ade6777f41d1
+size 503796623

rng_state.pth

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+version https://git-lfs.github.com/spec/v1
+oid sha256:953ed6ec47a3b12b7e5ca72e8b5ffcfaaca444fca8c1ba2f7d9da4b46feb4f93
+size 14503

scheduler.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:d7c4b21ce0b51acc0a20c5c98ae6476c62e5e7fea8cbdb49a2c9394605a1582a
+size 623

special_tokens_map.json

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+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "cls_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "<mask>",
+    "lstrip": true,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<pad>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

@@ -0,0 +1,84 @@
+{
+  "add_prefix_space": true,
+  "bos_token": {
+    "__type": "AddedToken",
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "cls_token": {
+    "__type": "AddedToken",
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "cls_token_box": [
+    0,
+    0,
+    0,
+    0
+  ],
+  "eos_token": {
+    "__type": "AddedToken",
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "errors": "replace",
+  "mask_token": {
+    "__type": "AddedToken",
+    "content": "<mask>",
+    "lstrip": true,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "model_max_length": 512,
+  "only_label_first_subword": true,
+  "pad_token": {
+    "__type": "AddedToken",
+    "content": "<pad>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token_box": [
+    0,
+    0,
+    0,
+    0
+  ],
+  "pad_token_label": -100,
+  "sep_token": {
+    "__type": "AddedToken",
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token_box": [
+    0,
+    0,
+    0,
+    0
+  ],
+  "special_tokens_map_file": null,
+  "tokenizer_class": "LayoutLMv3Tokenizer",
+  "trim_offsets": true,
+  "unk_token": {
+    "__type": "AddedToken",
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  }
+}

trainer_state.json

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+{
+  "best_metric": null,
+  "best_model_checkpoint": null,
+  "epoch": 38.4,
+  "global_step": 480,
+  "is_hyper_param_search": false,
+  "is_local_process_zero": true,
+  "is_world_process_zero": true,
+  "log_history": [
+    {
+      "epoch": 8.0,
+      "eval_accuracy": 0.66,
+      "eval_loss": 1.381475567817688,
+      "eval_runtime": 88.5509,
+      "eval_samples_per_second": 4.517,
+      "eval_steps_per_second": 2.259,
+      "step": 100
+    },
+    {
+      "epoch": 16.0,
+      "eval_accuracy": 0.7775,
+      "eval_loss": 0.8648924231529236,
+      "eval_runtime": 87.4735,
+      "eval_samples_per_second": 4.573,
+      "eval_steps_per_second": 2.286,
+      "step": 200
+    },
+    {
+      "epoch": 24.0,
+      "eval_accuracy": 0.785,
+      "eval_loss": 0.9166873693466187,
+      "eval_runtime": 87.4248,
+      "eval_samples_per_second": 4.575,
+      "eval_steps_per_second": 2.288,
+      "step": 300
+    },
+    {
+      "epoch": 32.0,
+      "eval_accuracy": 0.79,
+      "eval_loss": 0.9467521905899048,
+      "eval_runtime": 89.9359,
+      "eval_samples_per_second": 4.448,
+      "eval_steps_per_second": 2.224,
+      "step": 400
+    }
+  ],
+  "max_steps": 480,
+  "num_train_epochs": 40,
+  "total_flos": 8154344545320960.0,
+  "trial_name": null,
+  "trial_params": null
+}

training_args.bin

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+version https://git-lfs.github.com/spec/v1
+oid sha256:9e2ad9a6c5cd5621992ad42fd7ad0be421684ae345176053f222ea68597cd667
+size 3631

upload_after.py

@@ -0,0 +1,14 @@
+from huggingface_hub import create_repo
+
+identifier = "jordyvl/LayoutLMv3_RVL-CDIP_NK100"
+# create_repo(identifier)
+
+from huggingface_hub import HfApi
+
+api = HfApi()
+
+api.upload_folder(
+    folder_path="/home/jordy/code/opensource/Beyond-Document-Page-Classification/src/EE/test_LayoutLMv3_jordyvl/rvl_cdip_100_examples_per_class_2023-04-04 11:38/checkpoint-480",
+    repo_id=identifier,
+    repo_type="model",
+)