End of training

README.md

@@ -0,0 +1,87 @@
+---
+license: apache-2.0
+base_model: facebook/bart-base
+tags:
+- generated_from_trainer
+metrics:
+- rouge
+model-index:
+- name: bart-base-wsd-finetuned-cve-reason
+  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-base-wsd-finetuned-cve-reason
+
+This model is a fine-tuned version of [facebook/bart-base](https://huggingface.co/facebook/bart-base) on the None dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.3236
+- Rouge1: 90.5086
+- Rouge2: 86.7313
+- Rougel: 90.5004
+- Rougelsum: 90.4025
+- Gen Len: 8.5902
+
+## 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: 16
+- eval_batch_size: 16
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- num_epochs: 200
+- mixed_precision_training: Native AMP
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Rouge1  | Rouge2  | Rougel  | Rougelsum | Gen Len |
+|:-------------:|:-----:|:----:|:---------------:|:-------:|:-------:|:-------:|:---------:|:-------:|
+| No log        | 1.0   | 56   | 0.5785          | 70.2552 | 61.7586 | 70.3201 | 70.3702   | 8.0328  |
+| No log        | 2.0   | 112  | 0.4143          | 85.2974 | 79.9312 | 85.3423 | 85.3688   | 8.4295  |
+| No log        | 3.0   | 168  | 0.3903          | 85.4657 | 78.0399 | 85.0825 | 85.0315   | 8.518   |
+| No log        | 4.0   | 224  | 0.3799          | 82.3413 | 78.0306 | 82.3002 | 82.1323   | 8.3213  |
+| No log        | 5.0   | 280  | 0.3536          | 86.8229 | 81.6826 | 86.6938 | 86.7128   | 8.5246  |
+| No log        | 6.0   | 336  | 0.3583          | 88.3834 | 83.6765 | 88.3687 | 88.3368   | 8.4164  |
+| No log        | 7.0   | 392  | 0.3474          | 87.6783 | 84.0721 | 87.6311 | 87.5552   | 8.4885  |
+| No log        | 8.0   | 448  | 0.3674          | 88.1823 | 83.7787 | 88.1658 | 88.0453   | 8.6656  |
+| 0.3758        | 9.0   | 504  | 0.3357          | 89.3687 | 85.4151 | 89.2735 | 89.1779   | 8.5377  |
+| 0.3758        | 10.0  | 560  | 0.3666          | 89.2611 | 85.8911 | 89.3461 | 89.2438   | 8.7902  |
+| 0.3758        | 11.0  | 616  | 0.3650          | 88.4002 | 84.0876 | 88.4319 | 88.3324   | 8.7639  |
+| 0.3758        | 12.0  | 672  | 0.3381          | 89.8928 | 86.2751 | 89.9706 | 89.891    | 8.741   |
+| 0.3758        | 13.0  | 728  | 0.3236          | 90.5086 | 86.7313 | 90.5004 | 90.4025   | 8.5902  |
+| 0.3758        | 14.0  | 784  | 0.3577          | 89.6929 | 85.2464 | 89.4044 | 89.2693   | 8.5115  |
+| 0.3758        | 15.0  | 840  | 0.3414          | 87.0953 | 83.2736 | 86.9541 | 87.0706   | 8.5902  |
+| 0.3758        | 16.0  | 896  | 0.3636          | 89.0054 | 85.0881 | 89.0154 | 88.8735   | 8.6885  |
+| 0.3758        | 17.0  | 952  | 0.3596          | 89.6327 | 86.0865 | 89.6939 | 89.624    | 8.7049  |
+| 0.1003        | 18.0  | 1008 | 0.3286          | 89.5349 | 85.7598 | 89.5881 | 89.5125   | 8.5934  |
+| 0.1003        | 19.0  | 1064 | 0.3573          | 89.3753 | 85.6797 | 89.3238 | 89.1992   | 8.6361  |
+| 0.1003        | 20.0  | 1120 | 0.3589          | 90.3086 | 86.7555 | 90.2283 | 90.1314   | 8.6492  |
+| 0.1003        | 21.0  | 1176 | 0.3500          | 89.9113 | 84.7301 | 89.8777 | 89.8271   | 8.5246  |
+| 0.1003        | 22.0  | 1232 | 0.3738          | 90.6328 | 86.8572 | 90.653  | 90.5831   | 8.6492  |
+| 0.1003        | 23.0  | 1288 | 0.3446          | 90.8409 | 86.7153 | 90.8496 | 90.8431   | 8.5279  |
+
+
+### Framework versions
+
+- Transformers 4.42.3
+- Pytorch 2.3.0+cu121
+- Datasets 2.20.0
+- Tokenizers 0.19.1

generation_config.json

@@ -0,0 +1,12 @@
+{
+  "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,
+  "no_repeat_ngram_size": 3,
+  "num_beams": 4,
+  "pad_token_id": 1,
+  "transformers_version": "4.42.3"
+}

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b529a922c5e97f2741b12c504c6f7a8125fb57dc03edbb634954f888dd2df645
+oid sha256:f217f1c8a4f85947182a6ef5d028148cd8a2642c1eded1aae02f17cf6601d6a3
 size 557912620

runs/Jul09_20-04-38_4dc9357a7cea/events.out.tfevents.1720557051.4dc9357a7cea.4240.2

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c0899606576c8fb3c141584e82d17ec8eef8cca828902d46dff98847a40f0d18
+size 613