End of training

README.md

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+---
+license: apache-2.0
+base_model: allenai/longformer-base-4096
+tags:
+- generated_from_trainer
+metrics:
+- accuracy
+- f1
+- precision
+- recall
+model-index:
+- name: frame_classification_longformer_earlystopping_2
+  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. -->
+
+# frame_classification_longformer_earlystopping_2
+
+This model is a fine-tuned version of [allenai/longformer-base-4096](https://huggingface.co/allenai/longformer-base-4096) on an unknown dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.5698
+- Accuracy: 0.9317
+- F1: 0.9601
+- Precision: 0.9346
+- Recall: 0.9869
+
+## 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: 4
+- eval_batch_size: 4
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- num_epochs: 30
+- mixed_precision_training: Native AMP
+
+### Training results
+
+| Training Loss | Epoch | Step  | Validation Loss | Accuracy | F1     | Precision | Recall |
+|:-------------:|:-----:|:-----:|:---------------:|:--------:|:------:|:---------:|:------:|
+| 0.8651        | 1.0   | 1288  | 1.1520          | 0.8323   | 0.9085 | 0.8323    | 1.0    |
+| 0.7998        | 2.0   | 2576  | 0.6925          | 0.9130   | 0.9495 | 0.9181    | 0.9832 |
+| 0.6819        | 3.0   | 3864  | 0.4349          | 0.9255   | 0.9560 | 0.9404    | 0.9720 |
+| 0.7033        | 4.0   | 5152  | 0.5836          | 0.9224   | 0.9547 | 0.9278    | 0.9832 |
+| 0.757         | 5.0   | 6440  | 0.5795          | 0.9224   | 0.9544 | 0.9339    | 0.9757 |
+| 0.6963        | 6.0   | 7728  | 0.5488          | 0.9317   | 0.9599 | 0.9393    | 0.9813 |
+| 0.6656        | 7.0   | 9016  | 0.6232          | 0.9255   | 0.9564 | 0.9311    | 0.9832 |
+| 0.6957        | 8.0   | 10304 | 0.6441          | 0.9255   | 0.9564 | 0.9311    | 0.9832 |
+| 0.6852        | 9.0   | 11592 | 0.6009          | 0.9224   | 0.9548 | 0.9263    | 0.9851 |
+| 0.6846        | 10.0  | 12880 | 0.5947          | 0.9255   | 0.9564 | 0.9311    | 0.9832 |
+| 0.728         | 11.0  | 14168 | 0.5873          | 0.9224   | 0.9550 | 0.9219    | 0.9907 |
+| 0.6456        | 12.0  | 15456 | 0.5781          | 0.9332   | 0.9609 | 0.9363    | 0.9869 |
+| 0.662         | 13.0  | 16744 | 0.5128          | 0.9301   | 0.9588 | 0.9408    | 0.9776 |
+| 0.6017        | 14.0  | 18032 | 0.6430          | 0.9177   | 0.9514 | 0.9351    | 0.9683 |
+| 0.7525        | 15.0  | 19320 | 0.5631          | 0.9193   | 0.9522 | 0.9384    | 0.9664 |
+| 0.6802        | 16.0  | 20608 | 0.5949          | 0.9224   | 0.9544 | 0.9339    | 0.9757 |
+| 0.6489        | 17.0  | 21896 | 0.6540          | 0.9022   | 0.9416 | 0.9355    | 0.9478 |
+| 0.707         | 18.0  | 23184 | 0.5921          | 0.9239   | 0.9554 | 0.9325    | 0.9795 |
+| 0.7158        | 19.0  | 24472 | 0.6170          | 0.9255   | 0.9564 | 0.9311    | 0.9832 |
+| 0.6264        | 20.0  | 25760 | 0.5303          | 0.9348   | 0.9617 | 0.9395    | 0.9851 |
+| 0.6667        | 21.0  | 27048 | 0.6288          | 0.9255   | 0.9566 | 0.9281    | 0.9869 |
+| 0.6648        | 22.0  | 28336 | 0.6579          | 0.9208   | 0.9540 | 0.9232    | 0.9869 |
+| 0.6204        | 23.0  | 29624 | 0.5716          | 0.9301   | 0.9592 | 0.9330    | 0.9869 |
+| 0.6693        | 24.0  | 30912 | 0.6138          | 0.9270   | 0.9575 | 0.9282    | 0.9888 |
+| 0.6555        | 25.0  | 32200 | 0.6369          | 0.9255   | 0.9566 | 0.9281    | 0.9869 |
+| 0.6446        | 26.0  | 33488 | 0.5609          | 0.9301   | 0.9591 | 0.9345    | 0.9851 |
+| 0.6675        | 27.0  | 34776 | 0.5622          | 0.9301   | 0.9591 | 0.9361    | 0.9832 |
+| 0.5946        | 28.0  | 36064 | 0.5740          | 0.9301   | 0.9591 | 0.9345    | 0.9851 |
+| 0.5707        | 29.0  | 37352 | 0.5661          | 0.9317   | 0.9601 | 0.9346    | 0.9869 |
+| 0.6703        | 30.0  | 38640 | 0.5698          | 0.9317   | 0.9601 | 0.9346    | 0.9869 |
+
+
+### Framework versions
+
+- Transformers 4.38.2
+- Pytorch 2.2.0+cu121
+- Datasets 2.18.0
+- Tokenizers 0.15.2

config.json

@@ -0,0 +1,52 @@
+{
+  "_name_or_path": "allenai/longformer-base-4096",
+  "architectures": [
+    "LongformerForSequenceClassification"
+  ],
+  "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,
+  "id2label": {
+    "0": "non-effects",
+    "1": "effects"
+  },
+  "ignore_attention_mask": false,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "effects": 1,
+    "non-effects": 0
+  },
+  "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,
+  "problem_type": "single_label_classification",
+  "sep_token_id": 2,
+  "torch_dtype": "float32",
+  "transformers_version": "4.38.2",
+  "type_vocab_size": 1,
+  "vocab_size": 50265
+}

model.safetensors

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runs/Mar12_16-19-58_CSE-12B21L-PC10/events.out.tfevents.1710238831.CSE-12B21L-PC10.7648.0

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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
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+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+    "3": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+      "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>",
+  "max_length": 4096,
+  "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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