End of training
Browse files- README.md +83 -0
- config.json +61 -0
- generation_config.json +6 -0
- model.safetensors +3 -0
- runs/Dec19_12-56-55_0e7cf40517d9/events.out.tfevents.1702990630.0e7cf40517d9.7019.0 +3 -0
- special_tokens_map.json +107 -0
- tokenizer.json +0 -0
- tokenizer_config.json +937 -0
- training_args.bin +3 -0
README.md
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---
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license: apache-2.0
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base_model: t5-small
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tags:
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- generated_from_trainer
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datasets:
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- billsum
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metrics:
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- rouge
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model-index:
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- name: output
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results:
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- task:
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name: Sequence-to-sequence Language Modeling
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type: text2text-generation
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dataset:
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name: billsum
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type: billsum
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config: default
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split: ca_test
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args: default
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metrics:
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- name: Rouge1
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type: rouge
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value: 0.1372
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# output
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This model is a fine-tuned version of [t5-small](https://huggingface.co/t5-small) on the billsum dataset.
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It achieves the following results on the evaluation set:
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- Loss: 2.5639
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- Rouge1: 0.1372
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- Rouge2: 0.0474
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- Rougel: 0.1123
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- Rougelsum: 0.1125
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- Gen Len: 19.0
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 2e-05
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- train_batch_size: 16
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- eval_batch_size: 16
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- num_epochs: 4
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Gen Len |
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|:-------------:|:-----:|:----:|:---------------:|:------:|:------:|:------:|:---------:|:-------:|
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| No log | 1.0 | 62 | 2.8673 | 0.1296 | 0.0367 | 0.1074 | 0.1074 | 19.0 |
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| No log | 2.0 | 124 | 2.6480 | 0.1377 | 0.0469 | 0.1135 | 0.1137 | 19.0 |
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| No log | 3.0 | 186 | 2.5819 | 0.1368 | 0.0477 | 0.1121 | 0.1123 | 19.0 |
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| No log | 4.0 | 248 | 2.5639 | 0.1372 | 0.0474 | 0.1123 | 0.1125 | 19.0 |
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### Framework versions
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- Transformers 4.35.2
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- Pytorch 2.1.0+cu121
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- Datasets 2.15.0
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- Tokenizers 0.15.0
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config.json
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{
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"_name_or_path": "t5-small",
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"architectures": [
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"T5ForConditionalGeneration"
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],
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"classifier_dropout": 0.0,
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"d_ff": 2048,
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"d_kv": 64,
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"d_model": 512,
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"decoder_start_token_id": 0,
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"dense_act_fn": "relu",
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"dropout_rate": 0.1,
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"eos_token_id": 1,
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"feed_forward_proj": "relu",
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"initializer_factor": 1.0,
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"is_encoder_decoder": true,
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"is_gated_act": false,
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"layer_norm_epsilon": 1e-06,
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"model_type": "t5",
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"n_positions": 512,
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"num_decoder_layers": 6,
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"num_heads": 8,
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"num_layers": 6,
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"output_past": true,
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"pad_token_id": 0,
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"relative_attention_max_distance": 128,
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"relative_attention_num_buckets": 32,
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"task_specific_params": {
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"summarization": {
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"early_stopping": true,
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"length_penalty": 2.0,
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"max_length": 200,
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"min_length": 30,
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"no_repeat_ngram_size": 3,
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"num_beams": 4,
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"prefix": "summarize: "
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},
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"translation_en_to_de": {
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"early_stopping": true,
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"max_length": 300,
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"num_beams": 4,
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"prefix": "translate English to German: "
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},
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"translation_en_to_fr": {
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"early_stopping": true,
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"max_length": 300,
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"num_beams": 4,
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"prefix": "translate English to French: "
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},
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"translation_en_to_ro": {
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"early_stopping": true,
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"max_length": 300,
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"num_beams": 4,
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"prefix": "translate English to Romanian: "
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}
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},
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"torch_dtype": "float32",
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"transformers_version": "4.35.2",
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"use_cache": true,
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"vocab_size": 32128
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}
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generation_config.json
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{
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"decoder_start_token_id": 0,
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"eos_token_id": 1,
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"pad_token_id": 0,
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"transformers_version": "4.35.2"
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:0b4f5f53f218355523a5372eb2f20515f96de3645d3866d2a79fa8ff1a8690fc
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size 242041896
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runs/Dec19_12-56-55_0e7cf40517d9/events.out.tfevents.1702990630.0e7cf40517d9.7019.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:059dde88cb21bd137c35f88b6ac709ab581401e8eed11b6ce79f17d41da63a25
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size 7596
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special_tokens_map.json
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{
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"additional_special_tokens": [
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}
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tokenizer.json
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tokenizer_config.json
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1 |
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|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
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version https://git-lfs.github.com/spec/v1
|
2 |
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oid sha256:c1ecec628d802cd5409acadac206fff18b198201426f6669ddf35b1ca059df2f
|
3 |
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size 4728
|