End of training

README.md

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+---
+license: apache-2.0
+base_model: sshleifer/distilbart-xsum-12-6
+tags:
+- generated_from_trainer
+model-index:
+- name: bart-abs-1509-0313-lr-0.0003-bs-8-maxep-10
+  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. -->
+
+# bart-abs-1509-0313-lr-0.0003-bs-8-maxep-10
+
+This model is a fine-tuned version of [sshleifer/distilbart-xsum-12-6](https://huggingface.co/sshleifer/distilbart-xsum-12-6) on the None dataset.
+It achieves the following results on the evaluation set:
+- Loss: 7.5826
+- Rouge/rouge1: 0.2532
+- Rouge/rouge2: 0.0528
+- Rouge/rougel: 0.2067
+- Rouge/rougelsum: 0.2071
+- Bertscore/bertscore-precision: 0.8514
+- Bertscore/bertscore-recall: 0.8621
+- Bertscore/bertscore-f1: 0.8567
+- Meteor: 0.2303
+- Gen Len: 46.4909
+
+## 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: 0.0003
+- train_batch_size: 8
+- eval_batch_size: 8
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- num_epochs: 10
+- mixed_precision_training: Native AMP
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Rouge/rouge1 | Rouge/rouge2 | Rouge/rougel | Rouge/rougelsum | Bertscore/bertscore-precision | Bertscore/bertscore-recall | Bertscore/bertscore-f1 | Meteor | Gen Len |
+|:-------------:|:-----:|:----:|:---------------:|:------------:|:------------:|:------------:|:---------------:|:-----------------------------:|:--------------------------:|:----------------------:|:------:|:-------:|
+| 0.6961        | 1.0   | 109  | 5.5084          | 0.2572       | 0.0691       | 0.1962       | 0.1962          | 0.8672                        | 0.8617                     | 0.8644                 | 0.2158 | 34.0    |
+| 0.6838        | 2.0   | 218  | 5.7494          | 0.2975       | 0.0945       | 0.2493       | 0.2495          | 0.8739                        | 0.8626                     | 0.8681                 | 0.2433 | 27.0    |
+| 0.5113        | 3.0   | 327  | 6.0212          | 0.2722       | 0.0714       | 0.2029       | 0.2031          | 0.8612                        | 0.8618                     | 0.8615                 | 0.2582 | 44.0    |
+| 0.4108        | 4.0   | 436  | 6.5957          | 0.2916       | 0.064        | 0.2118       | 0.2121          | 0.8678                        | 0.8659                     | 0.8668                 | 0.2243 | 47.0    |
+| 0.3585        | 5.0   | 545  | 6.7542          | 0.2554       | 0.0561       | 0.198        | 0.1977          | 0.8531                        | 0.8633                     | 0.8581                 | 0.2483 | 42.0    |
+| 0.3094        | 6.0   | 654  | 6.9956          | 0.3041       | 0.0711       | 0.2307       | 0.2305          | 0.8646                        | 0.8658                     | 0.8652                 | 0.2861 | 42.0    |
+| 0.281         | 7.0   | 763  | 7.1181          | 0.2582       | 0.0781       | 0.2156       | 0.2154          | 0.8771                        | 0.8626                     | 0.8697                 | 0.1855 | 29.0    |
+| 0.261         | 8.0   | 872  | 7.2717          | 0.3097       | 0.0856       | 0.2463       | 0.2464          | 0.8589                        | 0.8656                     | 0.8622                 | 0.2246 | 36.0    |
+| 0.2415        | 9.0   | 981  | 7.4446          | 0.2906       | 0.0847       | 0.2272       | 0.2274          | 0.8671                        | 0.8567                     | 0.8618                 | 0.1991 | 27.0    |
+| 0.2228        | 10.0  | 1090 | 7.5826          | 0.2532       | 0.0528       | 0.2067       | 0.2071          | 0.8514                        | 0.8621                     | 0.8567                 | 0.2303 | 46.4909 |
+
+
+### Framework versions
+
+- Transformers 4.44.0
+- Pytorch 2.4.0
+- Datasets 2.21.0
+- Tokenizers 0.19.1

config.json

@@ -0,0 +1,70 @@
+{
+  "_name_or_path": "sshleifer/distilbart-xsum-12-6",
+  "_num_labels": 3,
+  "activation_dropout": 0.0,
+  "activation_function": "gelu",
+  "add_bias_logits": false,
+  "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": 6,
+  "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,
+  "eos_token_ids": [
+    2
+  ],
+  "extra_pos_embeddings": 2,
+  "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": 0.5,
+  "max_length": 62,
+  "max_position_embeddings": 1024,
+  "min_length": 11,
+  "model_type": "bart",
+  "no_repeat_ngram_size": 3,
+  "normalize_before": false,
+  "normalize_embedding": true,
+  "num_beams": 6,
+  "num_hidden_layers": 12,
+  "output_past": true,
+  "pad_token_id": 1,
+  "prefix": " ",
+  "replacing_rate": 0,
+  "save_step": 58,
+  "scale_embedding": false,
+  "static_position_embeddings": false,
+  "student_decoder_layers": null,
+  "student_encoder_layers": null,
+  "task_specific_params": {},
+  "torch_dtype": "float32",
+  "transformers_version": "4.44.0",
+  "use_cache": true,
+  "vocab_size": 50264
+}

generation_config.json

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+{
+  "bos_token_id": 0,
+  "decoder_start_token_id": 2,
+  "early_stopping": true,
+  "eos_token_id": 2,
+  "forced_eos_token_id": 2,
+  "length_penalty": 0.5,
+  "max_length": 62,
+  "min_length": 11,
+  "no_repeat_ngram_size": 3,
+  "num_beams": 6,
+  "pad_token_id": 1,
+  "transformers_version": "4.44.0"
+}

model.safetensors

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+size 1222284056

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
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+  "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

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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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+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+    "3": {
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+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+    "50264": {
+      "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": 1024,
+  "pad_token": "<pad>",
+  "sep_token": "</s>",
+  "tokenizer_class": "BartTokenizer",
+  "trim_offsets": true,
+  "unk_token": "<unk>"
+}

training_args.bin

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+oid sha256:c66e76c8f7ab144059f4338af8c7ad750c06a0cfbe2825fcc77e3eff2ede9b16
+size 5432