End of training

README.md

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+---
+license: apache-2.0
+base_model: allenai/longformer-base-4096
+tags:
+- generated_from_trainer
+model-index:
+- name: clinical_longformer_same_tokens_treintamil
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# clinical_longformer_same_tokens_treintamil
+
+This model is a fine-tuned version of [allenai/longformer-base-4096](https://huggingface.co/allenai/longformer-base-4096) on the None dataset.
+It achieves the following results on the evaluation set:
+- Loss: 2.3864
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 2e-05
+- train_batch_size: 2
+- eval_batch_size: 16
+- seed: 42
+- gradient_accumulation_steps: 64
+- total_train_batch_size: 128
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- lr_scheduler_warmup_steps: 1500
+- num_epochs: 4
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss |
+|:-------------:|:-----:|:----:|:---------------:|
+| 2.6837        | 0.09  | 2    | 2.6011          |
+| 2.7002        | 0.19  | 4    | 2.4829          |
+| 2.7169        | 0.28  | 6    | 2.5518          |
+| 2.5927        | 0.38  | 8    | 2.4683          |
+| 2.6215        | 0.47  | 10   | 2.5798          |
+| 2.6608        | 0.57  | 12   | 2.4698          |
+| 2.6124        | 0.66  | 14   | 2.6022          |
+| 2.5422        | 0.76  | 16   | 2.5533          |
+| 2.6775        | 0.85  | 18   | 2.5041          |
+| 5.5552        | 0.95  | 20   | 2.5191          |
+| 2.6986        | 1.04  | 22   | 2.5060          |
+| 2.7096        | 1.14  | 24   | 2.4583          |
+| 3.5551        | 1.23  | 26   | 2.5649          |
+| 2.7292        | 1.33  | 28   | 2.5068          |
+| 2.766         | 1.42  | 30   | 2.4687          |
+| 3.4509        | 1.52  | 32   | 2.5880          |
+| 3.3941        | 1.61  | 34   | 2.4755          |
+| 2.5889        | 1.71  | 36   | 2.5193          |
+| 2.6374        | 1.8   | 38   | 2.5416          |
+| 2.5641        | 1.9   | 40   | 2.4652          |
+| 2.8255        | 1.99  | 42   | 2.5123          |
+| 2.5652        | 2.09  | 44   | 2.4474          |
+| 2.5775        | 2.18  | 46   | 2.5389          |
+| 2.5171        | 2.28  | 48   | 2.4643          |
+| 2.6795        | 2.37  | 50   | 2.4121          |
+| 2.591         | 2.47  | 52   | 2.4375          |
+| 2.7528        | 2.56  | 54   | 2.5074          |
+| 2.6141        | 2.65  | 56   | 2.4405          |
+| 2.6785        | 2.75  | 58   | 2.4155          |
+| 3.0339        | 2.84  | 60   | 2.4628          |
+| 2.6164        | 2.94  | 62   | 2.4732          |
+| 2.4911        | 3.03  | 64   | 2.3910          |
+| 2.6821        | 3.13  | 66   | 2.4661          |
+| 2.6406        | 3.22  | 68   | 2.4274          |
+| 2.6277        | 3.32  | 70   | 2.4130          |
+| 2.5329        | 3.41  | 72   | 2.4310          |
+| 2.5272        | 3.51  | 74   | 2.4122          |
+| 2.5845        | 3.6   | 76   | 2.4515          |
+| 2.5483        | 3.7   | 78   | 2.3397          |
+| 2.5458        | 3.79  | 80   | 2.3840          |
+| 2.4884        | 3.89  | 82   | 2.3933          |
+| 2.4538        | 3.98  | 84   | 2.3864          |
+
+
+### Framework versions
+
+- Transformers 4.35.0
+- Pytorch 2.1.0+cu118
+- Datasets 2.14.6
+- Tokenizers 0.14.1

config.json

@@ -0,0 +1,43 @@
+{
+  "_name_or_path": "allenai/longformer-base-4096",
+  "architectures": [
+    "LongformerForMaskedLM"
+  ],
+  "attention_mode": "longformer",
+  "attention_probs_dropout_prob": 0.1,
+  "attention_window": [
+    512,
+    512,
+    512,
+    512,
+    512,
+    512,
+    512,
+    512,
+    512,
+    512,
+    512,
+    512
+  ],
+  "bos_token_id": 0,
+  "eos_token_id": 2,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "ignore_attention_mask": false,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 4098,
+  "model_type": "longformer",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "onnx_export": false,
+  "pad_token_id": 1,
+  "sep_token_id": 2,
+  "torch_dtype": "float32",
+  "transformers_version": "4.35.0",
+  "type_vocab_size": 1,
+  "vocab_size": 50265
+}

model.safetensors

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+oid sha256:06f30775c796f9a4df3528cb88bfdbc33a8143458447b7639a437f01310b41eb
+size 594879308

runs/Nov05_20-19-11_447da3a48c22/events.out.tfevents.1699215565.447da3a48c22.437.1

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+size 22436

special_tokens_map.json

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

tokenizer_config.json

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+{
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<pad>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "3": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50264": {
+      "content": "<mask>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "<s>",
+  "eos_token": "</s>",
+  "errors": "replace",
+  "mask_token": "<mask>",
+  "model_max_length": 4096,
+  "pad_token": "<pad>",
+  "sep_token": "</s>",
+  "tokenizer_class": "LongformerTokenizer",
+  "trim_offsets": true,
+  "unk_token": "<unk>"
+}

training_args.bin

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+size 4600