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Model: ali-elganzory/Baguettotron-longsft_16k-DPO-Tulu3-decontaminated Source: Original Platform
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69
README.md
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README.md
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---
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base_model: ali-elganzory/Baguettotron-longsft_16k-SFT-Tulu3-decontaminated
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library_name: transformers
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model_name: Baguettotron-longsft_16k-DPO-Tulu3-decontaminated
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tags:
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- generated_from_trainer
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- trl
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- dpo
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licence: license
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---
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# Model Card for Baguettotron-longsft_16k-DPO-Tulu3-decontaminated
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This model is a fine-tuned version of [ali-elganzory/Baguettotron-longsft_16k-SFT-Tulu3-decontaminated](https://huggingface.co/ali-elganzory/Baguettotron-longsft_16k-SFT-Tulu3-decontaminated).
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It has been trained using [TRL](https://github.com/huggingface/trl).
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## Quick start
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```python
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from transformers import pipeline
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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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generator = pipeline("text-generation", model="None", device="cuda")
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output = generator([{"role": "user", "content": question}], max_new_tokens=128, return_full_text=False)[0]
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print(output["generated_text"])
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```
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## Training procedure
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This model was trained with DPO, a method introduced in [Direct Preference Optimization: Your Language Model is Secretly a Reward Model](https://huggingface.co/papers/2305.18290).
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### Framework versions
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- TRL: 0.27.1
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- Transformers: 4.57.6
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- Pytorch: 2.6.0+cu126
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- Datasets: 4.8.4
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- Tokenizers: 0.22.2
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## Citations
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Cite DPO as:
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```bibtex
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@inproceedings{rafailov2023direct,
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title = {{Direct Preference Optimization: Your Language Model is Secretly a Reward Model}},
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author = {Rafael Rafailov and Archit Sharma and Eric Mitchell and Christopher D. Manning and Stefano Ermon and Chelsea Finn},
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year = 2023,
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booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans, LA, USA, December 10 - 16, 2023},
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url = {http://papers.nips.cc/paper_files/paper/2023/hash/a85b405ed65c6477a4fe8302b5e06ce7-Abstract-Conference.html},
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editor = {Alice Oh and Tristan Naumann and Amir Globerson and Kate Saenko and Moritz Hardt and Sergey Levine},
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}
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```
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Cite TRL as:
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```bibtex
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@misc{vonwerra2022trl,
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title = {{TRL: Transformer Reinforcement Learning}},
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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},
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year = 2020,
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journal = {GitHub repository},
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publisher = {GitHub},
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howpublished = {\url{https://github.com/huggingface/trl}}
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}
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```
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all_results.json
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{
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"epoch": 1.0,
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"total_flos": 0.0,
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"train_loss": 4.194636241930751,
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"train_runtime": 7092.6143,
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"train_samples": 272585,
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"train_samples_per_second": 38.432,
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"train_steps_per_second": 0.3
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}
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chat_template.jinja
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chat_template.jinja
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{%- for message in messages -%}
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{%- if message["role"] == "system" -%}
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{{- "<|system|>
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" + message["content"] + "
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" -}}
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{%- elif message["role"] == "user" -%}
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{{- "<|user|>
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" + message["content"] + "
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" -}}
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{%- elif message["role"] == "assistant" -%}
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{%- if not loop.last -%}
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{{- "<|assistant|>
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" + message["content"] + eos_token + "
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" -}}
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{%- else -%}
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{{- "<|assistant|>
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" + message["content"] + eos_token -}}
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{%- endif -%}
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{%- endif -%}
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{%- if loop.last and add_generation_prompt -%}
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{{- "<|assistant|>
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" -}}
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{%- endif -%}
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{%- endfor -%}
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config.json
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{
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"dtype": "bfloat16",
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"eos_token_id": 65492,
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"head_dim": 64,
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"hidden_act": "silu",
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"hidden_size": 576,
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"initializer_range": 0.02,
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"intermediate_size": 1536,
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"max_position_embeddings": 16384,
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"mlp_bias": false,
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"model_type": "llama",
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"num_attention_heads": 9,
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"num_hidden_layers": 80,
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"num_key_value_heads": 3,
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"pad_token_id": 3,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-05,
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"rope_scaling": {
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"factor": 4.0,
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"original_max_position_embeddings": 4096,
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"rope_type": "yarn"
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},
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"rope_theta": 10000,
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"tie_word_embeddings": true,
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"transformers_version": "4.57.6",
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"use_cache": false,
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"vocab_size": 65600
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}
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config.yaml
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config.yaml
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model_name_or_path: ali-elganzory/Baguettotron-longsft_16k-SFT-Tulu3-decontaminated
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dtype: bfloat16
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attn_implementation: flash_attention_2
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trust_remote_code: true
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chat_template: "\n{%- for message in messages -%}\n\t{%- if message[\"role\"] == \"\
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system\" -%}\n\t\t{{- \"<|system|>\n\" + message[\"content\"] + \"\n\" -}}\n\t{%-\
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\ elif message[\"role\"] == \"user\" -%}\n\t\t{{- \"<|user|>\n\" + message[\"content\"\
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] + \"\n\" -}}\n\t{%- elif message[\"role\"] == \"assistant\" -%}\n\t\t{%- if not\
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\ loop.last -%}\n\t\t\t{{- \"<|assistant|>\n\" + message[\"content\"] + eos_token\
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\ + \"\n\" -}}\n\t\t{%- else -%}\n\t\t\t{{- \"<|assistant|>\n\" + message[\"content\"\
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] + eos_token -}}\n\t\t{%- endif -%}\n\t{%- endif -%}\n\t{%- if loop.last and add_generation_prompt\
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\ -%}\n\t\t{{- \"<|assistant|>\n\" -}}\n\t{%- endif -%}\n{%- endfor -%}\n"
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additional_special_tokens:
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- <|system|>
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- <|user|>
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- <|assistant|>
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dataset_mixture:
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datasets:
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- id: ali-elganzory/llama-3.1-tulu-3-8b-preference-mixture-decontaminated
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config: default
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split: train
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columns:
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- chosen
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- rejected
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dataset_num_proc: 32
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remove_unused_columns: true
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eval_strategy: 'no'
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output_dir: /e/project1/reformo/ali/alignment-handbook/results/mv_exp/dpo/ali-elganzory-Baguettotron-longsft_16k-SFT-Tulu3-decontaminated_tulu-3-8b-preference-mixture-decontaminated_GH200
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overwrite_output_dir: false
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save_strategy: steps
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save_steps: 200
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save_total_limit: 2
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log_level: info
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report_to:
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- wandb
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logging_steps: 10
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logging_strategy: steps
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seed: 42
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bf16: true
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gradient_checkpointing: true
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gradient_checkpointing_kwargs:
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use_reentrant: false
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learning_rate: 5.0e-07
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lr_scheduler_type: linear
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max_length: 2048
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beta: 5
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warmup_ratio: 0.1
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per_device_train_batch_size: 32
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gradient_accumulation_steps: 1
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num_train_epochs: 1
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hub_model_id: ali-elganzory/Baguettotron-longsft_16k-DPO-Tulu3-decontaminated
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hub_strategy: every_save
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9
generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 1,
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"eos_token_id": [
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65492
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],
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"pad_token_id": 3,
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"transformers_version": "4.57.6"
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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 sha256:0a43fa80231204106dc98ba7b76468aebd12d1575355fa08d275377d60837fe4
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size 642069144
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special_tokens_map.json
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{
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"additional_special_tokens": [
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"<|im_start|>",
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"<|im_end|>",
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"<think>",
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"</think>",
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"source_1",
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"source_2",
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"source_3",
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"source_4",
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"source_5",
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"source_6",
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"source_7",
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"source_8",
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"source_9",
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"source_10",
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"<ref",
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"</ref>",
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"→",
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"↺",
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"※",
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"?maybe?",
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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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"☑",
|
||||||
|
"✓",
|
||||||
|
"⟨H≈0.1⟩",
|
||||||
|
"⟨H≈0.2⟩",
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||||||
|
"⟨H≈0.3⟩",
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||||||
|
"⟨H≈0.4⟩",
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|
"⟨H≈0.5⟩",
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||||||
|
"⟨H≈0.6⟩",
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|
"⟨H≈0.7⟩",
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||||||
|
"⟨H≈0.8⟩",
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||||||
|
"⟨H≈0.9⟩",
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||||||
|
"⟨H≈1.0⟩",
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||||||
|
"⟨H≈1.1⟩",
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|
"⟨H≈1.2⟩",
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|
"⟨H≈1.3⟩",
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|
"⟨H≈1.4⟩",
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|
"⟨H≈1.5⟩",
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|
"⟨H≈1.6⟩",
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||||||
|
"⟨H≈1.7⟩",
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|
"⟨H≈1.8⟩",
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"<|system|>",
|
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|
"<|user|>",
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"<|assistant|>"
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],
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|
"bos_token": {
|
||||||
|
"content": "<|begin_of_text|>",
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"lstrip": false,
|
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|
"normalized": false,
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|
"rstrip": false,
|
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|
"single_word": false
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|
},
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|
"eos_token": {
|
||||||
|
"content": "<|im_end|>",
|
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|
"lstrip": false,
|
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|
"normalized": false,
|
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|
"rstrip": false,
|
||||||
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"single_word": false
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},
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"pad_token": {
|
||||||
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"content": "[PAD]",
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"lstrip": false,
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"normalized": false,
|
||||||
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"rstrip": false,
|
||||||
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"single_word": false
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},
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"unk_token": {
|
||||||
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"content": "[UNK]",
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||||||
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"lstrip": false,
|
||||||
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"normalized": false,
|
||||||
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"rstrip": false,
|
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"single_word": false
|
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}
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}
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327074
tokenizer.json
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tokenizer.json
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480
tokenizer_config.json
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{
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||||||
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"added_tokens_decoder": {
|
||||||
|
"0": {
|
||||||
|
"content": "[UNK]",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
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|
"1": {
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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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||||||
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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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||||||
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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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||||||
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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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||||||
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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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|
||||||
|
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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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|
||||||
|
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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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|
||||||
|
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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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|
||||||
|
"special": true
|
||||||
|
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|
||||||
|
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|
||||||
|
"content": "◐",
|
||||||
|
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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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|
||||||
|
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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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|
||||||
|
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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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|
||||||
|
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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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|
||||||
|
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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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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
"65524": {
|
||||||
|
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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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|
||||||
|
"65525": {
|
||||||
|
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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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|
||||||
|
"65526": {
|
||||||
|
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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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|
||||||
|
},
|
||||||
|
"65528": {
|
||||||
|
"content": "⟨H≈1.1⟩",
|
||||||
|
"lstrip": false,
|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"65529": {
|
||||||
|
"content": "⟨H≈1.2⟩",
|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"65530": {
|
||||||
|
"content": "⟨H≈1.3⟩",
|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
},
|
||||||
|
"65531": {
|
||||||
|
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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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|
||||||
|
"65532": {
|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"65533": {
|
||||||
|
"content": "⟨H≈1.6⟩",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"65534": {
|
||||||
|
"content": "⟨H≈1.7⟩",
|
||||||
|
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|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"65535": {
|
||||||
|
"content": "⟨H≈1.8⟩",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"65536": {
|
||||||
|
"content": "<|system|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"65537": {
|
||||||
|
"content": "<|user|>",
|
||||||
|
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|
||||||
|
"normalized": false,
|
||||||
|
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|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
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|
||||||
|
"65538": {
|
||||||
|
"content": "<|assistant|>",
|
||||||
|
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|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"additional_special_tokens": [
|
||||||
|
"<|im_start|>",
|
||||||
|
"<|im_end|>",
|
||||||
|
"<think>",
|
||||||
|
"</think>",
|
||||||
|
"source_1",
|
||||||
|
"source_2",
|
||||||
|
"source_3",
|
||||||
|
"source_4",
|
||||||
|
"source_5",
|
||||||
|
"source_6",
|
||||||
|
"source_7",
|
||||||
|
"source_8",
|
||||||
|
"source_9",
|
||||||
|
"source_10",
|
||||||
|
"<ref",
|
||||||
|
"</ref>",
|
||||||
|
"→",
|
||||||
|
"↺",
|
||||||
|
"※",
|
||||||
|
"?maybe?",
|
||||||
|
"●",
|
||||||
|
"◐",
|
||||||
|
"○",
|
||||||
|
"⚠",
|
||||||
|
"☐",
|
||||||
|
"☑",
|
||||||
|
"✓",
|
||||||
|
"⟨H≈0.1⟩",
|
||||||
|
"⟨H≈0.2⟩",
|
||||||
|
"⟨H≈0.3⟩",
|
||||||
|
"⟨H≈0.4⟩",
|
||||||
|
"⟨H≈0.5⟩",
|
||||||
|
"⟨H≈0.6⟩",
|
||||||
|
"⟨H≈0.7⟩",
|
||||||
|
"⟨H≈0.8⟩",
|
||||||
|
"⟨H≈0.9⟩",
|
||||||
|
"⟨H≈1.0⟩",
|
||||||
|
"⟨H≈1.1⟩",
|
||||||
|
"⟨H≈1.2⟩",
|
||||||
|
"⟨H≈1.3⟩",
|
||||||
|
"⟨H≈1.4⟩",
|
||||||
|
"⟨H≈1.5⟩",
|
||||||
|
"⟨H≈1.6⟩",
|
||||||
|
"⟨H≈1.7⟩",
|
||||||
|
"⟨H≈1.8⟩",
|
||||||
|
"<|system|>",
|
||||||
|
"<|user|>",
|
||||||
|
"<|assistant|>"
|
||||||
|
],
|
||||||
|
"bos_token": "<|begin_of_text|>",
|
||||||
|
"clean_up_tokenization_spaces": true,
|
||||||
|
"eos_token": "<|im_end|>",
|
||||||
|
"extra_special_tokens": {},
|
||||||
|
"model_max_length": 1000000000000000019884624838656,
|
||||||
|
"pad_token": "[PAD]",
|
||||||
|
"padding_side": "right",
|
||||||
|
"split_special_tokens": false,
|
||||||
|
"tokenizer_class": "PreTrainedTokenizerFast",
|
||||||
|
"unk_token": "[UNK]"
|
||||||
|
}
|
||||||
9
train_results.json
Normal file
9
train_results.json
Normal file
@@ -0,0 +1,9 @@
|
|||||||
|
{
|
||||||
|
"epoch": 1.0,
|
||||||
|
"total_flos": 0.0,
|
||||||
|
"train_loss": 4.194636241930751,
|
||||||
|
"train_runtime": 7092.6143,
|
||||||
|
"train_samples": 272585,
|
||||||
|
"train_samples_per_second": 38.432,
|
||||||
|
"train_steps_per_second": 0.3
|
||||||
|
}
|
||||||
3238
trainer_state.json
Normal file
3238
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 sha256:86ca4f9e55a98bf18fc4bba2372de2b80238b032cc87e6f64cae84895ec377ba
|
||||||
|
size 8888
|
||||||
Reference in New Issue
Block a user