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: PhysicalScienceBARTMainSections
+  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. -->
+
+# PhysicalScienceBARTMainSections
+
+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: 4.2611
+- Rouge1: 53.3257
+- Rouge2: 19.9372
+- Rougel: 38.7516
+- Rougelsum: 49.5491
+- Bertscore Precision: 82.9683
+- Bertscore Recall: 84.3765
+- Bertscore F1: 83.6629
+- Bleu: 0.1444
+- Gen Len: 195.4093
+
+## 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  |
+|:-------------:|:------:|:----:|:---------------:|:-------:|:-------:|:-------:|:---------:|:-------------------:|:----------------:|:------------:|:------:|:--------:|
+| 6.0567        | 0.0622 | 100  | 5.9024          | 44.7542 | 14.8626 | 32.3438 | 41.6627   | 79.6577             | 81.9972          | 80.8049      | 0.1058 | 195.4093 |
+| 5.628         | 0.1244 | 200  | 5.5009          | 44.7374 | 15.4406 | 32.7203 | 41.5684   | 79.7952             | 82.4154          | 81.0775      | 0.1106 | 195.4093 |
+| 5.3608        | 0.1866 | 300  | 5.2016          | 47.9813 | 16.6932 | 34.1908 | 44.4923   | 80.6116             | 82.8487          | 81.709       | 0.1189 | 195.4093 |
+| 5.1172        | 0.2489 | 400  | 5.0247          | 49.6117 | 17.0694 | 35.1947 | 46.0939   | 81.4181             | 83.2142          | 82.3018      | 0.1228 | 195.4093 |
+| 5.1058        | 0.3111 | 500  | 4.8769          | 49.7791 | 17.282  | 35.3202 | 45.4459   | 80.9748             | 83.2981          | 82.1135      | 0.1250 | 195.4093 |
+| 4.9831        | 0.3733 | 600  | 4.7486          | 49.7885 | 17.5964 | 36.1885 | 46.1291   | 81.8182             | 83.5683          | 82.6792      | 0.1263 | 195.4093 |
+| 4.7239        | 0.4355 | 700  | 4.6365          | 49.9977 | 18.0061 | 36.4943 | 46.3477   | 81.7979             | 83.6503          | 82.7089      | 0.1299 | 195.4093 |
+| 4.6893        | 0.4977 | 800  | 4.5773          | 51.7141 | 18.7056 | 37.2897 | 48.1051   | 82.4355             | 83.9204          | 83.1676      | 0.1347 | 195.4093 |
+| 4.641         | 0.5599 | 900  | 4.5179          | 51.337  | 18.6106 | 37.3188 | 47.6183   | 82.1666             | 83.9203          | 83.0297      | 0.1355 | 195.4093 |
+| 4.4518        | 0.6222 | 1000 | 4.4457          | 52.5898 | 18.9865 | 37.7363 | 48.9758   | 82.5619             | 84.028           | 83.2849      | 0.1363 | 195.4093 |
+| 4.4246        | 0.6844 | 1100 | 4.4001          | 52.5771 | 19.1928 | 37.92   | 48.9098   | 82.5426             | 84.0673          | 83.2942      | 0.1392 | 195.4093 |
+| 4.549         | 0.7466 | 1200 | 4.3539          | 52.3117 | 19.2452 | 38.0721 | 48.7304   | 82.7547             | 84.1096          | 83.4232      | 0.1383 | 195.4093 |
+| 4.3528        | 0.8088 | 1300 | 4.3296          | 52.5899 | 19.6953 | 38.3709 | 48.8248   | 82.7757             | 84.2642          | 83.5094      | 0.1424 | 195.4093 |
+| 4.3692        | 0.8710 | 1400 | 4.2972          | 53.2821 | 19.763  | 38.4702 | 49.3072   | 82.9332             | 84.4115          | 83.6622      | 0.1434 | 195.4093 |
+| 4.2056        | 0.9332 | 1500 | 4.2795          | 53.4962 | 19.9871 | 38.7098 | 49.5905   | 83.0029             | 84.4307          | 83.7072      | 0.1449 | 195.4093 |
+| 4.3956        | 0.9955 | 1600 | 4.2611          | 53.3257 | 19.9372 | 38.7516 | 49.5491   | 82.9683             | 84.3765          | 83.6629      | 0.1444 | 195.4093 |
+
+
+### 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:e65a6b3a3eb930a402ae44cd67c0f2cdd44b1425a781709784dcdf509364d921
+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 sha256:58e4ffcac53c28c14ae5d47c228396c1e98470ae139ac31369fc8f9db5c579fb
+size 5112