Upload folder using huggingface_hub
Browse files- .DS_Store +0 -0
- README.md +66 -0
- checkpoint-100/config.json +39 -0
- checkpoint-100/generation_config.json +5 -0
- checkpoint-100/merges.txt +0 -0
- checkpoint-100/model.safetensors +3 -0
- checkpoint-100/optimizer.pt +3 -0
- checkpoint-100/rng_state.pth +3 -0
- checkpoint-100/scheduler.pt +3 -0
- checkpoint-100/special_tokens_map.json +24 -0
- checkpoint-100/tokenizer.json +0 -0
- checkpoint-100/tokenizer_config.json +21 -0
- checkpoint-100/trainer_state.json +2135 -0
- checkpoint-100/training_args.bin +3 -0
- checkpoint-100/vocab.json +0 -0
- config.json +39 -0
- generation_config.json +5 -0
- merges.txt +0 -0
- model.safetensors +3 -0
- special_tokens_map.json +24 -0
- tokenizer.json +0 -0
- tokenizer_config.json +21 -0
- training_args.bin +3 -0
- vocab.json +0 -0
.DS_Store
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README.md
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| 1 |
+
---
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| 2 |
+
library_name: transformers
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| 3 |
+
model_name: dbenv-week2-HW2-ppo
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| 4 |
+
tags:
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| 5 |
+
- generated_from_trainer
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| 6 |
+
- trl
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| 7 |
+
- ppo
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| 8 |
+
licence: license
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| 9 |
+
---
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| 10 |
+
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| 11 |
+
# Model Card for dbenv-week2-HW2-ppo
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| 12 |
+
|
| 13 |
+
This model is a fine-tuned version of [None](https://huggingface.co/None).
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| 14 |
+
It has been trained using [TRL](https://github.com/huggingface/trl).
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| 15 |
+
|
| 16 |
+
## Quick start
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| 17 |
+
|
| 18 |
+
```python
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| 19 |
+
from transformers import pipeline
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| 20 |
+
|
| 21 |
+
question = "If you had a time machine, but could only go to the past or the future once and never return, which would you choose and why?"
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| 22 |
+
generator = pipeline("text-generation", model="ntraore/dbenv-week2-HW2-ppo", device="cuda")
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| 23 |
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output = generator([{"role": "user", "content": question}], max_new_tokens=128, return_full_text=False)[0]
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| 24 |
+
print(output["generated_text"])
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| 25 |
+
```
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| 26 |
+
|
| 27 |
+
## Training procedure
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| 28 |
+
|
| 29 |
+
|
| 30 |
+
|
| 31 |
+
|
| 32 |
+
This model was trained with PPO, a method introduced in [Fine-Tuning Language Models from Human Preferences](https://huggingface.co/papers/1909.08593).
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| 33 |
+
|
| 34 |
+
### Framework versions
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| 35 |
+
|
| 36 |
+
- TRL: 0.19.1
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| 37 |
+
- Transformers: 4.54.0
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| 38 |
+
- Pytorch: 2.2.0
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| 39 |
+
- Datasets: 3.6.0
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| 40 |
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- Tokenizers: 0.21.2
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| 41 |
+
|
| 42 |
+
## Citations
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| 43 |
+
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| 44 |
+
Cite PPO as:
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| 45 |
+
|
| 46 |
+
```bibtex
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| 47 |
+
@article{mziegler2019fine-tuning,
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| 48 |
+
title = {{Fine-Tuning Language Models from Human Preferences}},
|
| 49 |
+
author = {Daniel M. Ziegler and Nisan Stiennon and Jeffrey Wu and Tom B. Brown and Alec Radford and Dario Amodei and Paul F. Christiano and Geoffrey Irving},
|
| 50 |
+
year = 2019,
|
| 51 |
+
eprint = {arXiv:1909.08593}
|
| 52 |
+
}
|
| 53 |
+
```
|
| 54 |
+
|
| 55 |
+
Cite TRL as:
|
| 56 |
+
|
| 57 |
+
```bibtex
|
| 58 |
+
@misc{vonwerra2022trl,
|
| 59 |
+
title = {{TRL: Transformer Reinforcement Learning}},
|
| 60 |
+
author = {Leandro von Werra and Younes Belkada and Lewis Tunstall and Edward Beeching and Tristan Thrush and Nathan Lambert and Shengyi Huang and Kashif Rasul and Quentin Gallou{\'e}dec},
|
| 61 |
+
year = 2020,
|
| 62 |
+
journal = {GitHub repository},
|
| 63 |
+
publisher = {GitHub},
|
| 64 |
+
howpublished = {\url{https://github.com/huggingface/trl}}
|
| 65 |
+
}
|
| 66 |
+
```
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checkpoint-100/config.json
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{
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| 2 |
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"activation_function": "gelu_new",
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| 3 |
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"architectures": [
|
| 4 |
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"GPT2LMHeadModel"
|
| 5 |
+
],
|
| 6 |
+
"attn_pdrop": 0.1,
|
| 7 |
+
"bos_token_id": 50256,
|
| 8 |
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"embd_pdrop": 0.1,
|
| 9 |
+
"eos_token_id": 50256,
|
| 10 |
+
"initializer_range": 0.02,
|
| 11 |
+
"layer_norm_epsilon": 1e-05,
|
| 12 |
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"model_type": "gpt2",
|
| 13 |
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"n_ctx": 1024,
|
| 14 |
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"n_embd": 768,
|
| 15 |
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"n_head": 12,
|
| 16 |
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"n_inner": null,
|
| 17 |
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"n_layer": 12,
|
| 18 |
+
"n_positions": 1024,
|
| 19 |
+
"pad_token_id": 50256,
|
| 20 |
+
"reorder_and_upcast_attn": false,
|
| 21 |
+
"resid_pdrop": 0.1,
|
| 22 |
+
"scale_attn_by_inverse_layer_idx": false,
|
| 23 |
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"scale_attn_weights": true,
|
| 24 |
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"summary_activation": null,
|
| 25 |
+
"summary_first_dropout": 0.1,
|
| 26 |
+
"summary_proj_to_labels": true,
|
| 27 |
+
"summary_type": "cls_index",
|
| 28 |
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"summary_use_proj": true,
|
| 29 |
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"task_specific_params": {
|
| 30 |
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"text-generation": {
|
| 31 |
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"do_sample": true,
|
| 32 |
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"max_length": 50
|
| 33 |
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}
|
| 34 |
+
},
|
| 35 |
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"torch_dtype": "float32",
|
| 36 |
+
"transformers_version": "4.54.0",
|
| 37 |
+
"use_cache": true,
|
| 38 |
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"vocab_size": 50257
|
| 39 |
+
}
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checkpoint-100/generation_config.json
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{
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| 2 |
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"_from_model_config": true,
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| 3 |
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"bos_token_id": 50256,
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| 4 |
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"transformers_version": "4.54.0"
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| 5 |
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}
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checkpoint-100/merges.txt
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checkpoint-100/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:2a0066b575546d7cb1f1b0251e89ef58118dd527aa798010bae82cbbecc36930
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size 497774208
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checkpoint-100/optimizer.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:4870cc7daeb87530f7b1f07945f4534ae513932a993d29d7c94561fc6f061c16
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| 3 |
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size 1991282874
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checkpoint-100/rng_state.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:c136478791f2d7bbf80f9178a2beb68d471ccf13f0e00d910b998dd9a85cbedf
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| 3 |
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size 13990
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checkpoint-100/scheduler.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:ad9134c73c2cbaaa9734ef0bc75bc6b4faa3debeb547cbc5e7e0d2cc403390fd
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size 1064
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checkpoint-100/special_tokens_map.json
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{
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| 2 |
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"bos_token": {
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| 3 |
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"content": "<|endoftext|>",
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| 4 |
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"lstrip": false,
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| 5 |
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"normalized": true,
|
| 6 |
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"rstrip": false,
|
| 7 |
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"single_word": false
|
| 8 |
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},
|
| 9 |
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"eos_token": {
|
| 10 |
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"content": "<|endoftext|>",
|
| 11 |
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"lstrip": false,
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| 12 |
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"normalized": true,
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| 13 |
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"rstrip": false,
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| 14 |
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"single_word": false
|
| 15 |
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},
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| 16 |
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"pad_token": "<|endoftext|>",
|
| 17 |
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"unk_token": {
|
| 18 |
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"content": "<|endoftext|>",
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| 19 |
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"lstrip": false,
|
| 20 |
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"normalized": true,
|
| 21 |
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"rstrip": false,
|
| 22 |
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"single_word": false
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| 23 |
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}
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| 24 |
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}
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checkpoint-100/tokenizer.json
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checkpoint-100/tokenizer_config.json
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{
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| 2 |
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"add_prefix_space": false,
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| 3 |
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"added_tokens_decoder": {
|
| 4 |
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"50256": {
|
| 5 |
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"content": "<|endoftext|>",
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| 6 |
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"lstrip": false,
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| 7 |
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"normalized": true,
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| 8 |
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"rstrip": false,
|
| 9 |
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"single_word": false,
|
| 10 |
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"special": true
|
| 11 |
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}
|
| 12 |
+
},
|
| 13 |
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"bos_token": "<|endoftext|>",
|
| 14 |
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"clean_up_tokenization_spaces": false,
|
| 15 |
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"eos_token": "<|endoftext|>",
|
| 16 |
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"extra_special_tokens": {},
|
| 17 |
+
"model_max_length": 1024,
|
| 18 |
+
"pad_token": "<|endoftext|>",
|
| 19 |
+
"tokenizer_class": "GPT2Tokenizer",
|
| 20 |
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"unk_token": "<|endoftext|>"
|
| 21 |
+
}
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checkpoint-100/trainer_state.json
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"val/ratio_var": 1.0175851627991506e-07
|
| 2112 |
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}
|
| 2113 |
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|
| 2114 |
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|
| 2115 |
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"max_steps": 100,
|
| 2116 |
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|
| 2117 |
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|
| 2118 |
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|
| 2119 |
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|
| 2120 |
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"TrainerControl": {
|
| 2121 |
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"args": {
|
| 2122 |
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|
| 2123 |
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|
| 2124 |
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|
| 2125 |
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"should_save": true,
|
| 2126 |
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|
| 2127 |
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},
|
| 2128 |
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"attributes": {}
|
| 2129 |
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|
| 2130 |
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|
| 2131 |
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|
| 2132 |
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|
| 2133 |
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|
| 2134 |
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|
| 2135 |
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}
|
checkpoint-100/training_args.bin
ADDED
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version https://git-lfs.github.com/spec/v1
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+
oid sha256:c8db24006e984ee24b0f1290de6ac82ae2ff14204195625d3859deaf85f66a74
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| 3 |
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size 6200
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checkpoint-100/vocab.json
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config.json
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| 1 |
+
{
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| 2 |
+
"activation_function": "gelu_new",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"GPT2LMHeadModel"
|
| 5 |
+
],
|
| 6 |
+
"attn_pdrop": 0.1,
|
| 7 |
+
"bos_token_id": 50256,
|
| 8 |
+
"embd_pdrop": 0.1,
|
| 9 |
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"eos_token_id": 50256,
|
| 10 |
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"initializer_range": 0.02,
|
| 11 |
+
"layer_norm_epsilon": 1e-05,
|
| 12 |
+
"model_type": "gpt2",
|
| 13 |
+
"n_ctx": 1024,
|
| 14 |
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"n_embd": 768,
|
| 15 |
+
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|
| 16 |
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|
| 17 |
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"n_layer": 12,
|
| 18 |
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"n_positions": 1024,
|
| 19 |
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"pad_token_id": 50256,
|
| 20 |
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"reorder_and_upcast_attn": false,
|
| 21 |
+
"resid_pdrop": 0.1,
|
| 22 |
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"scale_attn_by_inverse_layer_idx": false,
|
| 23 |
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"scale_attn_weights": true,
|
| 24 |
+
"summary_activation": null,
|
| 25 |
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"summary_first_dropout": 0.1,
|
| 26 |
+
"summary_proj_to_labels": true,
|
| 27 |
+
"summary_type": "cls_index",
|
| 28 |
+
"summary_use_proj": true,
|
| 29 |
+
"task_specific_params": {
|
| 30 |
+
"text-generation": {
|
| 31 |
+
"do_sample": true,
|
| 32 |
+
"max_length": 50
|
| 33 |
+
}
|
| 34 |
+
},
|
| 35 |
+
"torch_dtype": "float32",
|
| 36 |
+
"transformers_version": "4.54.0",
|
| 37 |
+
"use_cache": true,
|
| 38 |
+
"vocab_size": 50257
|
| 39 |
+
}
|
generation_config.json
ADDED
|
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| 1 |
+
{
|
| 2 |
+
"_from_model_config": true,
|
| 3 |
+
"bos_token_id": 50256,
|
| 4 |
+
"transformers_version": "4.54.0"
|
| 5 |
+
}
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merges.txt
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model.safetensors
ADDED
|
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:2a0066b575546d7cb1f1b0251e89ef58118dd527aa798010bae82cbbecc36930
|
| 3 |
+
size 497774208
|
special_tokens_map.json
ADDED
|
@@ -0,0 +1,24 @@
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|
| 1 |
+
{
|
| 2 |
+
"bos_token": {
|
| 3 |
+
"content": "<|endoftext|>",
|
| 4 |
+
"lstrip": false,
|
| 5 |
+
"normalized": true,
|
| 6 |
+
"rstrip": false,
|
| 7 |
+
"single_word": false
|
| 8 |
+
},
|
| 9 |
+
"eos_token": {
|
| 10 |
+
"content": "<|endoftext|>",
|
| 11 |
+
"lstrip": false,
|
| 12 |
+
"normalized": true,
|
| 13 |
+
"rstrip": false,
|
| 14 |
+
"single_word": false
|
| 15 |
+
},
|
| 16 |
+
"pad_token": "<|endoftext|>",
|
| 17 |
+
"unk_token": {
|
| 18 |
+
"content": "<|endoftext|>",
|
| 19 |
+
"lstrip": false,
|
| 20 |
+
"normalized": true,
|
| 21 |
+
"rstrip": false,
|
| 22 |
+
"single_word": false
|
| 23 |
+
}
|
| 24 |
+
}
|
tokenizer.json
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tokenizer_config.json
ADDED
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|
|
|
| 1 |
+
{
|
| 2 |
+
"add_prefix_space": false,
|
| 3 |
+
"added_tokens_decoder": {
|
| 4 |
+
"50256": {
|
| 5 |
+
"content": "<|endoftext|>",
|
| 6 |
+
"lstrip": false,
|
| 7 |
+
"normalized": true,
|
| 8 |
+
"rstrip": false,
|
| 9 |
+
"single_word": false,
|
| 10 |
+
"special": true
|
| 11 |
+
}
|
| 12 |
+
},
|
| 13 |
+
"bos_token": "<|endoftext|>",
|
| 14 |
+
"clean_up_tokenization_spaces": false,
|
| 15 |
+
"eos_token": "<|endoftext|>",
|
| 16 |
+
"extra_special_tokens": {},
|
| 17 |
+
"model_max_length": 1024,
|
| 18 |
+
"pad_token": "<|endoftext|>",
|
| 19 |
+
"tokenizer_class": "GPT2Tokenizer",
|
| 20 |
+
"unk_token": "<|endoftext|>"
|
| 21 |
+
}
|
training_args.bin
ADDED
|
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|
|
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|
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|
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|
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:c8db24006e984ee24b0f1290de6ac82ae2ff14204195625d3859deaf85f66a74
|
| 3 |
+
size 6200
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vocab.json
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