initial commit
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- .gitattributes +17 -0
- README.md +79 -0
- checkpoint-3750/config.json +60 -0
- checkpoint-3750/generation_config.json +6 -0
- checkpoint-3750/optimizer.pt +3 -0
- checkpoint-3750/pytorch_model.bin +3 -0
- checkpoint-3750/rng_state.pth +3 -0
- checkpoint-3750/scheduler.pt +3 -0
- checkpoint-3750/special_tokens_map.json +107 -0
- checkpoint-3750/spiece.model +3 -0
- checkpoint-3750/tokenizer.json +0 -0
- checkpoint-3750/tokenizer_config.json +111 -0
- checkpoint-3750/trainer_state.json +178 -0
- checkpoint-3750/training_args.bin +3 -0
- checkpoint-4500/config.json +60 -0
- checkpoint-4500/generation_config.json +6 -0
- checkpoint-4500/optimizer.pt +3 -0
- checkpoint-4500/pytorch_model.bin +3 -0
- checkpoint-4500/rng_state.pth +3 -0
- checkpoint-4500/scheduler.pt +3 -0
- checkpoint-4500/special_tokens_map.json +107 -0
- checkpoint-4500/spiece.model +3 -0
- checkpoint-4500/tokenizer.json +0 -0
- checkpoint-4500/tokenizer_config.json +111 -0
- checkpoint-4500/trainer_state.json +214 -0
- checkpoint-4500/training_args.bin +3 -0
- checkpoint-4875/config.json +60 -0
- checkpoint-4875/generation_config.json +6 -0
- checkpoint-4875/optimizer.pt +3 -0
- checkpoint-4875/pytorch_model.bin +3 -0
- checkpoint-4875/rng_state.pth +3 -0
- checkpoint-4875/scheduler.pt +3 -0
- checkpoint-4875/special_tokens_map.json +107 -0
- checkpoint-4875/spiece.model +3 -0
- checkpoint-4875/tokenizer.json +0 -0
- checkpoint-4875/tokenizer_config.json +111 -0
- checkpoint-4875/trainer_state.json +226 -0
- checkpoint-4875/training_args.bin +3 -0
- checkpoint-5250/config.json +60 -0
- checkpoint-5250/generation_config.json +6 -0
- checkpoint-5250/optimizer.pt +3 -0
- checkpoint-5250/pytorch_model.bin +3 -0
- checkpoint-5250/rng_state.pth +3 -0
- checkpoint-5250/scheduler.pt +3 -0
- checkpoint-5250/special_tokens_map.json +107 -0
- checkpoint-5250/spiece.model +3 -0
- checkpoint-5250/tokenizer.json +0 -0
- checkpoint-5250/tokenizer_config.json +111 -0
- checkpoint-5250/trainer_state.json +244 -0
- checkpoint-5250/training_args.bin +3 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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spiece.model filter=lfs diff=lfs merge=lfs -text
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pytorch_model.bin filter=lfs diff=lfs merge=lfs -text
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checkpoint-3750/pytorch_model.bin filter=lfs diff=lfs merge=lfs -text
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checkpoint-3750/training_args.bin filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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license: apache-2.0
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tags:
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- generated_from_trainer
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metrics:
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- bleu
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- rouge
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model-index:
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- name: t5-small-codesearchnet-python
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results: []
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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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# t5-small-codesearchnet-python
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This model is a fine-tuned version of [t5-small](https://huggingface.co/t5-small) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.7802
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- Bleu: 0.0027
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- Rouge1: 0.2097
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- Rouge2: 0.0628
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- Avg Length: 15.7496
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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: 5e-05
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- train_batch_size: 8
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- eval_batch_size: 8
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- seed: 42
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- gradient_accumulation_steps: 10
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- total_train_batch_size: 80
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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: 15
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Bleu | Rouge1 | Rouge2 | Avg Length |
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|:-------------:|:-----:|:----:|:---------------:|:------:|:------:|:------:|:----------:|
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| No log | 1.0 | 375 | 0.9665 | 0.0004 | 0.1696 | 0.0384 | 14.1472 |
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| 2.0677 | 2.0 | 750 | 0.8740 | 0.0004 | 0.1758 | 0.0428 | 13.38 |
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| 0.8314 | 3.0 | 1125 | 0.8281 | 0.001 | 0.1925 | 0.0505 | 14.8026 |
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| 0.7563 | 4.0 | 1500 | 0.7996 | 0.0017 | 0.2033 | 0.0582 | 14.9606 |
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| 0.7563 | 5.0 | 1875 | 0.7780 | 0.0022 | 0.2117 | 0.0607 | 14.9434 |
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| 0.6959 | 6.0 | 2250 | 0.7587 | 0.002 | 0.2135 | 0.0621 | 14.6926 |
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| 0.6591 | 7.0 | 2625 | 0.7545 | 0.002 | 0.2073 | 0.0605 | 15.2818 |
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| 0.6205 | 8.0 | 3000 | 0.7472 | 0.0024 | 0.2187 | 0.0674 | 15.051 |
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| 0.6205 | 9.0 | 3375 | 0.7506 | 0.0031 | 0.2266 | 0.0696 | 15.6286 |
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| 0.5822 | 10.0 | 3750 | 0.7449 | 0.001 | 0.206 | 0.063 | 13.1462 |
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| 0.5553 | 11.0 | 4125 | 0.7573 | 0.0027 | 0.2148 | 0.0647 | 16.4076 |
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| 0.5295 | 12.0 | 4500 | 0.7677 | 0.0026 | 0.2185 | 0.0658 | 15.8986 |
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| 0.5295 | 13.0 | 4875 | 0.7595 | 0.0009 | 0.2052 | 0.0618 | 12.3528 |
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| 0.4977 | 14.0 | 5250 | 0.7766 | 0.0035 | 0.2177 | 0.0636 | 16.6706 |
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| 0.4818 | 15.0 | 5625 | 0.7802 | 0.0027 | 0.2097 | 0.0628 | 15.7496 |
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### Framework versions
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- Transformers 4.28.1
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- Pytorch 2.0.0+cu118
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- Datasets 2.12.0
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- Tokenizers 0.13.3
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checkpoint-3750/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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"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": "4.28.1",
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"use_cache": true,
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"vocab_size": 32128
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}
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checkpoint-3750/generation_config.json
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{
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"transformers_version": "4.28.1"
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}
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checkpoint-3750/optimizer.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:365095b1f034114de5128cb924229d7fd1fc291db23aec5e52f6d495197be081
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size 839173
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checkpoint-3750/pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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checkpoint-3750/rng_state.pth
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version https://git-lfs.github.com/spec/v1
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size 14575
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checkpoint-3750/scheduler.pt
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version https://git-lfs.github.com/spec/v1
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size 881
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checkpoint-3750/special_tokens_map.json
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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checkpoint-4875/generation_config.json
ADDED
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|
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checkpoint-4875/optimizer.pt
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checkpoint-4875/pytorch_model.bin
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checkpoint-4875/rng_state.pth
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checkpoint-4875/tokenizer_config.json
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|
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|
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|
checkpoint-4875/trainer_state.json
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checkpoint-5250/training_args.bin
ADDED
@@ -0,0 +1,3 @@
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