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Model: princeton-nlp/gemma-2-9b-it-SimPO Source: Original Platform
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README.md
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README.md
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---
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base_model: google/gemma-2-9b-it
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tags:
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- alignment-handbook
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- generated_from_trainer
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datasets:
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- princeton-nlp/gemma2-ultrafeedback-armorm
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model-index:
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- name: princeton-nlp/gemma-2-9b-it-SimPO
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results: []
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license: mit
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---
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# gemma-2-9b-it-SimPO Model Card
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SimPO (Simple Preference Optimization) is an offline preference optimization algorithm designed to enhance the training of large language models (LLMs) with preference optimization datasets. SimPO aligns the reward function with the generation likelihood, eliminating the need for a reference model and incorporating a target reward margin to boost performance. Please refer to our [preprint](https://arxiv.org/pdf/2405.14734) and [github repo](https://github.com/princeton-nlp/SimPO) for more details.
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## Model Details
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### Model Description
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We fine-tuned [google/gemma-2-9b-it](https://huggingface.co/google/gemma-2-9b-it) on [princeton-nlp/gemma2-ultrafeedback-armorm](https://huggingface.co/datasets/princeton-nlp/gemma2-ultrafeedback-armorm) with the SimPO objective.
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- **Developed by:** Yu Meng, Mengzhou Xia, Danqi Chen
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- **Model type:** Causal Language Model
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- **License:** gemma
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- **Finetuned from model:** [google/gemma-2-9b-it](https://huggingface.co/google/gemma-2-9b-it)
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### Model Sources
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<!-- Provide the basic links for the model. -->
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- **Repository:** https://github.com/princeton-nlp/SimPO
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- **Paper:** https://arxiv.org/pdf/2405.14734
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## How to Get Started with the Model
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```
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import torch
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from transformers import pipeline
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model_id = "princeton-nlp/gemma-2-9b-it-SimPO"
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generator = pipeline(
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"text-generation",
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model=model_id,
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model_kwargs={"torch_dtype": torch.bfloat16},
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device="cuda",
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)
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outputs = generator([{"role": "user", "content": "What's the difference between llamas and alpacas?"}],
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do_sample=False,
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eos_token_id=[generator.tokenizer.convert_tokens_to_ids("<end_of_turn>"), generator.tokenizer.eos_token_id],
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max_new_tokens=200)
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print(outputs[0]['generated_text'])
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```
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## Training Details
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### Training Data
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We use [princeton-nlp/gemma2-ultrafeedback-armorm](https://huggingface.co/datasets/princeton-nlp/gemma2-ultrafeedback-armorm) as the preference optimization dataset.
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#### Training Hyperparameters
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The hyperparameters used can be found in the [training script](https://github.com/princeton-nlp/SimPO/blob/main/training_configs/gemma-2-9b-it-simpo.yaml).
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#### Speeds, Sizes, Times
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Fine-tuning the [google/gemma-2-9b-it](https://huggingface.co/google/gemma-2-9b-it) on [princeton-nlp/gemma2-ultrafeedback-armorm](https://huggingface.co/datasets/princeton-nlp/gemma2-ultrafeedback-armorm) takes around 100 mins to finish on 8xH100 GPUs.
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## Evaluation Results
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| models | AE2 LC | AE2 WR | AE2 Length | AH | AH Length | GSM | GSM Length | MMLU | MMLU Length |
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|-----------------------------------|:------:|:------:|:----------:|:----:|:---------:|:----:|:----------:|:----:|:-----------:|
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| [google/gemma-2-9b-it](https://huggingface.co/google/gemma-2-9b-it) | 51.1 | 38.1 | 1571 | 40.8 | 545 | 87.4 | 395 | 72.7 | 515 |
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| [princeton-nlp/gemma-2-9b-it-DPO](https://huggingface.co/princeton-nlp/gemma-2-9b-it-DPO) | 67.8 | 65.4 | 2016 | 58.9 | 717 | 88.5 | 392 | 72.2 | 624 |
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| [princeton-nlp/gemma-2-9b-it-SimPO](https://huggingface.co/princeton-nlp/gemma-2-9b-it-SimPO) | 72.4 | 65.9 | 1833 | 59.1 | 693 | 88.0 | 341 | 72.2 | 441 |
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## Technical Specifications
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### Model Architecture and Objective
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The model architecture is based on [google/gemma-2-9b-it](https://huggingface.co/google/gemma-2-9b-it). We use the SimPO training objective proposed in our [preprint](https://arxiv.org/pdf/2405.14734).
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#### Hardware
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We used 8xH100 GPUs for model training.
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#### Software
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Training was done using the [alignment-handbook](https://github.com/huggingface/alignment-handbook) library.
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## Citation
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gemma model:
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```
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@article{gemma_2024,
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title={Gemma},
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url={https://www.kaggle.com/m/3301},
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DOI={10.34740/KAGGLE/M/3301},
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publisher={Kaggle},
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author={Gemma Team},
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year={2024}
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}
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```
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SimPO paper:
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```
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@article{meng2024simpo,
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title={{SimPO}: Simple preference optimization with a reference-free reward},
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author={Meng, Yu and Xia, Mengzhou and Chen, Danqi},
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journal={arXiv preprint arXiv:2405.14734},
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year={2024}
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}
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```
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UltraFeedback paper:
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```
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@article{cui2023ultrafeedback,
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title={{UltraFeedback}: Boosting language models with high-quality feedback},
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author={Cui, Ganqu and Yuan, Lifan and Ding, Ning and Yao, Guanming and Zhu, Wei and Ni, Yuan and Xie, Guotong and Liu, Zhiyuan and Sun, Maosong},
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journal={arXiv preprint arXiv:2310.01377},
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year={2023}
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}
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```
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ArmoRM paper:
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```
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@article{wang2024interpretable,
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title={Interpretable Preferences via Multi-Objective Reward Modeling and Mixture-of-Experts},
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author={Wang, Haoxiang and Xiong, Wei and Xie, Tengyang and Zhao, Han and Zhang, Tong},
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journal={arXiv preprint arXiv:2406.12845},
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year={2024}
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}
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```
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"eval_loss": 2.7497549057006836,
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"eval_rewards/accuracies": 0.7581967115402222,
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"eval_rewards/margins": 4.82769775390625,
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"eval_runtime": 69.1462,
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"eval_samples": 1941,
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"eval_samples_per_second": 28.071,
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"eval_steps_per_second": 0.882,
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"total_flos": 0.0,
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"train_loss": 3.5518602760889197,
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"train_runtime": 6148.2375,
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"train_samples": 59569,
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"train_samples_per_second": 9.689,
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"train_steps_per_second": 0.076
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}
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config.json
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"_name_or_path": "princeton-nlp/gemma-2-9b-it-SimPO",
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"architectures": [
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"Gemma2ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"attn_logit_softcapping": 50.0,
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"bos_token_id": 2,
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"cache_implementation": "hybrid",
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"eos_token_id": 1,
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"final_logit_softcapping": 30.0,
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"head_dim": 256,
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"hidden_act": "gelu_pytorch_tanh",
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"hidden_activation": "gelu_pytorch_tanh",
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"hidden_size": 3584,
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"initializer_range": 0.02,
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"intermediate_size": 14336,
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"max_position_embeddings": 8192,
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"model_type": "gemma2",
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"num_attention_heads": 16,
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"num_hidden_layers": 42,
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"num_key_value_heads": 8,
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"pad_token_id": 0,
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"query_pre_attn_scalar": 256,
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"rms_norm_eps": 1e-06,
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"rope_theta": 10000.0,
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"sliding_window": 4096,
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"sliding_window_size": 4096,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.42.4",
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"use_cache": true,
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"vocab_size": 256000
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}
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||||
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|
||||
}
|
||||
}
|
||||
34
special_tokens_map.json
Normal file
34
special_tokens_map.json
Normal file
@@ -0,0 +1,34 @@
|
||||
{
|
||||
"additional_special_tokens": [
|
||||
"<start_of_turn>",
|
||||
"<end_of_turn>"
|
||||
],
|
||||
"bos_token": {
|
||||
"content": "<bos>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"eos_token": {
|
||||
"content": "<eos>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"pad_token": {
|
||||
"content": "<pad>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"unk_token": {
|
||||
"content": "<unk>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
3
tokenizer.json
Normal file
3
tokenizer.json
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:7da53ca29fb16f6b2489482fc0bc6a394162cdab14d12764a1755ebc583fea79
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||||
size 17518525
|
||||
3
tokenizer.model
Normal file
3
tokenizer.model
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:61a7b147390c64585d6c3543dd6fc636906c9af3865a5548f27f31aee1d4c8e2
|
||||
size 4241003
|
||||
1757
tokenizer_config.json
Normal file
1757
tokenizer_config.json
Normal file
File diff suppressed because it is too large
Load Diff
9
train_results.json
Normal file
9
train_results.json
Normal file
@@ -0,0 +1,9 @@
|
||||
{
|
||||
"epoch": 0.9989258861439313,
|
||||
"total_flos": 0.0,
|
||||
"train_loss": 3.5518602760889197,
|
||||
"train_runtime": 6148.2375,
|
||||
"train_samples": 59569,
|
||||
"train_samples_per_second": 9.689,
|
||||
"train_steps_per_second": 0.076
|
||||
}
|
||||
1437
trainer_state.json
Normal file
1437
trainer_state.json
Normal file
File diff suppressed because it is too large
Load Diff
3
training_args.bin
Normal file
3
training_args.bin
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:cbb910a253d0edeb0d46fe4d5fd2c5f93a72c20c552645a36b1e11ccda97adbd
|
||||
size 7096
|
||||
Reference in New Issue
Block a user