End of training

README.md

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+---
+license: mit
+base_model: facebook/bart-large-cnn
+tags:
+- generated_from_trainer
+metrics:
+- rouge
+- bleu
+model-index:
+- name: PhysicalScienceBART
+  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. -->
+
+# PhysicalScienceBART
+
+This model is a fine-tuned version of [facebook/bart-large-cnn](https://huggingface.co/facebook/bart-large-cnn) on an unknown dataset.
+It achieves the following results on the evaluation set:
+- Loss: 4.2991
+- Rouge1: 53.186
+- Rouge2: 19.5939
+- Rougel: 38.452
+- Rougelsum: 49.3854
+- Bertscore Precision: 82.8832
+- Bertscore Recall: 84.3034
+- Bertscore F1: 83.5838
+- Bleu: 0.1422
+- Gen Len: 196.4045
+
+## 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: 5e-05
+- train_batch_size: 1
+- eval_batch_size: 1
+- seed: 42
+- gradient_accumulation_steps: 16
+- total_train_batch_size: 16
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- lr_scheduler_warmup_steps: 500
+- num_epochs: 1
+
+### Training results
+
+| Training Loss | Epoch  | Step | Validation Loss | Rouge1  | Rouge2  | Rougel  | Rougelsum | Bertscore Precision | Bertscore Recall | Bertscore F1 | Bleu   | Gen Len  |
+|:-------------:|:------:|:----:|:---------------:|:-------:|:-------:|:-------:|:---------:|:-------------------:|:----------------:|:------------:|:------:|:--------:|
+| 6.1797        | 0.0620 | 100  | 5.9428          | 45.7148 | 14.7784 | 32.4391 | 42.4853   | 79.9576             | 82.0698          | 80.9951      | 0.1054 | 196.4045 |
+| 5.7661        | 0.1239 | 200  | 5.5214          | 44.5312 | 15.1622 | 32.5105 | 41.2065   | 79.981              | 82.4             | 81.1665      | 0.1088 | 196.4045 |
+| 5.2648        | 0.1859 | 300  | 5.2101          | 45.5969 | 15.6417 | 33.588  | 42.4324   | 80.1261             | 82.5551          | 81.3158      | 0.1119 | 196.4045 |
+| 5.2069        | 0.2478 | 400  | 5.0522          | 49.0072 | 16.6961 | 34.477  | 45.2146   | 80.7244             | 83.1085          | 81.8929      | 0.1201 | 196.4045 |
+| 4.9897        | 0.3098 | 500  | 4.9185          | 48.8492 | 16.7109 | 35.2037 | 45.3551   | 81.2776             | 83.2272          | 82.236       | 0.1207 | 196.4045 |
+| 4.8413        | 0.3717 | 600  | 4.8053          | 48.7091 | 16.9882 | 35.3917 | 45.1652   | 81.4957             | 83.4015          | 82.4325      | 0.1226 | 196.4045 |
+| 4.829         | 0.4337 | 700  | 4.6973          | 50.548  | 17.8895 | 36.2198 | 47.0729   | 81.8959             | 83.5895          | 82.73        | 0.1278 | 196.4045 |
+| 4.6419        | 0.4957 | 800  | 4.6161          | 50.6164 | 18.2248 | 36.6206 | 46.8571   | 81.8709             | 83.7859          | 82.8123      | 0.1313 | 196.4045 |
+| 4.5451        | 0.5576 | 900  | 4.5494          | 51.9353 | 18.3864 | 37.1004 | 48.168    | 82.3316             | 83.9031          | 83.1059      | 0.1326 | 196.4045 |
+| 4.4911        | 0.6196 | 1000 | 4.4939          | 51.8997 | 18.8308 | 37.4581 | 47.9484   | 82.3519             | 83.9865          | 83.1569      | 0.1361 | 196.4045 |
+| 4.5189        | 0.6815 | 1100 | 4.4391          | 52.0976 | 19.0604 | 37.6501 | 48.4561   | 82.5212             | 84.0028          | 83.2516      | 0.1365 | 196.4045 |
+| 4.4382        | 0.7435 | 1200 | 4.4061          | 53.1857 | 19.3566 | 37.9447 | 49.2686   | 82.7376             | 84.2523          | 83.4844      | 0.1401 | 196.4045 |
+| 4.4027        | 0.8055 | 1300 | 4.3583          | 52.2536 | 19.1902 | 37.9482 | 48.549    | 82.6541             | 84.1335          | 83.3833      | 0.1388 | 196.4045 |
+| 4.3911        | 0.8674 | 1400 | 4.3376          | 52.243  | 19.139  | 38.0374 | 48.6274   | 82.6627             | 84.1627          | 83.4023      | 0.1385 | 196.4045 |
+| 4.29          | 0.9294 | 1500 | 4.3162          | 53.3823 | 19.4988 | 38.381  | 49.4473   | 82.9505             | 84.3617          | 83.6468      | 0.1419 | 196.4045 |
+| 4.3218        | 0.9913 | 1600 | 4.2991          | 53.186  | 19.5939 | 38.452  | 49.3854   | 82.8832             | 84.3034          | 83.5838      | 0.1422 | 196.4045 |
+
+
+### Framework versions
+
+- Transformers 4.41.2
+- Pytorch 2.3.1+cu121
+- Datasets 2.20.0
+- Tokenizers 0.19.1

config.json

@@ -0,0 +1,70 @@
+{
+  "_name_or_path": "facebook/bart-large-cnn",
+  "_num_labels": 3,
+  "activation_dropout": 0.0,
+  "activation_function": "gelu",
+  "add_final_layer_norm": false,
+  "architectures": [
+    "BartForConditionalGeneration"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 0,
+  "classif_dropout": 0.0,
+  "classifier_dropout": 0.0,
+  "d_model": 1024,
+  "decoder_attention_heads": 16,
+  "decoder_ffn_dim": 4096,
+  "decoder_layerdrop": 0.0,
+  "decoder_layers": 12,
+  "decoder_start_token_id": 2,
+  "dropout": 0.1,
+  "early_stopping": true,
+  "encoder_attention_heads": 16,
+  "encoder_ffn_dim": 4096,
+  "encoder_layerdrop": 0.0,
+  "encoder_layers": 12,
+  "eos_token_id": 2,
+  "force_bos_token_to_be_generated": true,
+  "forced_bos_token_id": 0,
+  "forced_eos_token_id": 2,
+  "gradient_checkpointing": false,
+  "id2label": {
+    "0": "LABEL_0",
+    "1": "LABEL_1",
+    "2": "LABEL_2"
+  },
+  "init_std": 0.02,
+  "is_encoder_decoder": true,
+  "label2id": {
+    "LABEL_0": 0,
+    "LABEL_1": 1,
+    "LABEL_2": 2
+  },
+  "length_penalty": 2.0,
+  "max_length": 142,
+  "max_position_embeddings": 1024,
+  "min_length": 56,
+  "model_type": "bart",
+  "no_repeat_ngram_size": 3,
+  "normalize_before": false,
+  "num_beams": 4,
+  "num_hidden_layers": 12,
+  "output_past": true,
+  "pad_token_id": 1,
+  "prefix": " ",
+  "scale_embedding": false,
+  "task_specific_params": {
+    "summarization": {
+      "early_stopping": true,
+      "length_penalty": 2.0,
+      "max_length": 142,
+      "min_length": 56,
+      "no_repeat_ngram_size": 3,
+      "num_beams": 4
+    }
+  },
+  "torch_dtype": "float32",
+  "transformers_version": "4.41.2",
+  "use_cache": true,
+  "vocab_size": 50264
+}

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 0,
+  "decoder_start_token_id": 2,
+  "early_stopping": true,
+  "eos_token_id": 2,
+  "forced_bos_token_id": 0,
+  "forced_eos_token_id": 2,
+  "length_penalty": 2.0,
+  "max_length": 142,
+  "min_length": 56,
+  "no_repeat_ngram_size": 3,
+  "num_beams": 4,
+  "pad_token_id": 1,
+  "transformers_version": "4.41.2"
+}

model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:afe58b0f245e4294e7f24c844c7d6836189024d448f2343e88cf11fa6bbc137b
+size 1625422896

special_tokens_map.json

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+{
+  "bos_token": "<s>",
+  "cls_token": "<s>",
+  "eos_token": "</s>",
+  "mask_token": {
+    "content": "<mask>",
+    "lstrip": true,
+    "normalized": true,
+    "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
+    },
+    "4": {
+      "content": "<mask>",
+      "lstrip": true,
+      "normalized": true,
+      "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": 1000000000000000019884624838656,
+  "pad_token": "<pad>",
+  "sep_token": "</s>",
+  "tokenizer_class": "BartTokenizer",
+  "trim_offsets": true,
+  "unk_token": "<unk>"
+}

training_args.bin

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+oid sha256:843d1a76e4da7083ed2b22f9c852d445a81f247573b7f204bdde3a44c1e01c9d
+size 5112