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Model: lllyx/Qwen3-1.7B-SFT Source: Original Platform
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README.md
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README.md
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---
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license: other
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language:
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- en
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- zh
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pipeline_tag: text-generation
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tags:
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- qwen
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- qwen3
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- math
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- sft
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- supervised-fine-tuning
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- full-finetuning
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- reasoning
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base_model: Qwen/Qwen3-1.7B-Base
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---
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<h1 align="center">Qwen3-1.7B-SFT</h1>
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<div align="center" style="line-height: 1;">
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<a href="https://arxiv.org/abs/2604.13016" style="margin: 2px;">
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||||
<img alt="Paper" src="https://img.shields.io/badge/paper-A42C25?style=for-the-badge&logo=arxiv&logoColor=white" style="display: inline-block; vertical-align: middle;"/>
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</a>
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<a href="https://github.com/thunlp/OPD" style="margin: 2px;">
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<img alt="Github" src="https://img.shields.io/badge/OPD-000000?style=for-the-badge&logo=github&logoColor=white" style="display: inline-block; vertical-align: middle;"/>
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</a>
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<a href="https://huggingface.co/papers/2604.13016" style="margin: 2px;">
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<img alt="HF Papers" src="https://img.shields.io/badge/HF--Paper-%23FFD14D?style=for-the-badge&logo=huggingface&logoColor=black" style="display: inline-block; vertical-align: middle;"/>
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</a>
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||||
<a href="https://x.com/HBX_hbx/status/2044464414829777354" style="margin: 2px;">
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<img alt="Twitter" src="https://img.shields.io/badge/Twitter-%23000000.svg?style=for-the-badge&logo=x&logoColor=white" style="display: inline-block; vertical-align: middle;"/>
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</a>
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</div>
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<br>
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Qwen3-1.7B-SFT is a supervised fine-tuned model based on **Qwen3-1.7B-Base**, trained on the **DeepMath-4B** dataset for mathematical reasoning and problem-solving.
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This model is associated with the paper:
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**Rethinking On-Policy Distillation of Large Language Models: Phenomenology, Mechanism, and Recipe**
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Paper link: https://arxiv.org/abs/2604.13016
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## Model Description
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This model is obtained by full-parameter supervised fine-tuning (SFT) from `Qwen3-1.7B-Base`.
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The training is designed to improve the model's performance on math-focused instruction-following and reasoning tasks.
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This model is intended in **Section 5.1. Off-Policy Distillation from Teacher Rollouts as Cold Start**.
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### Key characteristics
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- **Base model**: Qwen3-1.7B-Base
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- **Training stage**: Supervised Fine-Tuning (SFT)
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- **Finetuning type**: Full finetuning
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- **Primary domain**: Mathematical reasoning
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- **Thinking mode**: Disabled during training (`enable_thinking: false`)
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- **Context length**: 20480 tokens
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## Training Details
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### Training configuration
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- **Framework**: LLaMA-Factory
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- **Stage**: `sft`
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- **Finetuning type**: `full`
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- **DeepSpeed config**: `ds_z2_config.json`
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- **Kernel optimization**: `enable_liger_kernel: True`
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- **Precision**: `bf16`
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- **Gradient checkpointing**: enabled
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- **Learning rate**: `1e-5`
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- **Scheduler**: cosine
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- **Warmup ratio**: `0.1`
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- **Number of epochs**: `2.0`
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- **Per-device train batch size**: `16`
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- **Gradient accumulation steps**: `1`
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- **Validation split**: `0.01`
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- **Evaluation strategy**: every `100` steps
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- **Save strategy**: every `100` steps
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### Dataset
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- **Training dataset**: `deep_math_4b`
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## Training Hyperparameters
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For reproducibility, the core configuration is summarized below:
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```
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model_name_or_path: ../model/Qwen3-1.7B-Base
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trust_remote_code: true
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stage: sft
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do_train: true
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finetuning_type: full
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deepspeed: examples/deepspeed/ds_z2_config.json
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enable_liger_kernel: true
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dataset: deep_math_4b
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template: qwen3
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enable_thinking: false
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||||
cutoff_len: 20480
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preprocessing_num_workers: 64
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dataloader_num_workers: 32
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output_dir: ../model/Qwen3-1.7B-Base-SFT-DeepMath-4B
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logging_steps: 5
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save_steps: 100
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plot_loss: true
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overwrite_output_dir: true
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save_only_model: true
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report_to: swanlab
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||||
per_device_train_batch_size: 16
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gradient_accumulation_steps: 1
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gradient_checkpointing: true
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||||
learning_rate: 1.0e-5
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num_train_epochs: 2.0
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||||
lr_scheduler_type: cosine
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||||
warmup_ratio: 0.1
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||||
bf16: true
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||||
ddp_timeout: 180000000
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||||
|
||||
val_size: 0.01
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per_device_eval_batch_size: 1
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eval_strategy: steps
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eval_steps: 100
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```
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## Citation
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||||
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If you use this model, please consider citing the related paper:
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||||
```
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||||
@article{li2026rethinking,
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title={Rethinking On-Policy Distillation of Large Language Models: Phenomenology, Mechanism, and Recipe},
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||||
author={Li, Yaxuan and Zuo, Yuxin and He, Bingxiang and Zhang, Jinqian and Xiao, Chaojun and Qian, Cheng and Yu, Tianyu and Gao, Huan-ang and Yang, Wenkai and Liu, Zhiyuan and Ding, Ning},
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journal={arXiv preprint arXiv:2604.13016},
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year={2026}
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}
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```
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Paper: https://arxiv.org/abs/2604.13016
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added_tokens.json
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85
chat_template.jinja
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chat_template.jinja
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{%- if tools %}
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||||
{{- '<|im_start|>system\n' }}
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||||
{%- if messages[0].role == 'system' %}
|
||||
{{- messages[0].content + '\n\n' }}
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||||
{%- endif %}
|
||||
{{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
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||||
{%- for tool in tools %}
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||||
{{- "\n" }}
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||||
{{- tool | tojson }}
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||||
{%- endfor %}
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||||
{{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
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||||
{%- else %}
|
||||
{%- if messages[0].role == 'system' %}
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||||
{{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
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{%- endif %}
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||||
{%- endif %}
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||||
{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
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||||
{%- for message in messages[::-1] %}
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||||
{%- set index = (messages|length - 1) - loop.index0 %}
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||||
{%- if ns.multi_step_tool and message.role == "user" and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}
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||||
{%- set ns.multi_step_tool = false %}
|
||||
{%- set ns.last_query_index = index %}
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||||
{%- endif %}
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||||
{%- endfor %}
|
||||
{%- for message in messages %}
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||||
{%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
|
||||
{{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
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||||
{%- elif message.role == "assistant" %}
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||||
{%- set content = message.content %}
|
||||
{%- set reasoning_content = '' %}
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||||
{%- if message.reasoning_content is defined and message.reasoning_content is not none %}
|
||||
{%- set reasoning_content = message.reasoning_content %}
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||||
{%- else %}
|
||||
{%- if '</think>' in message.content %}
|
||||
{%- set content = message.content.split('</think>')[-1].lstrip('\n') %}
|
||||
{%- set reasoning_content = message.content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
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||||
{%- endif %}
|
||||
{%- endif %}
|
||||
{%- if loop.index0 > ns.last_query_index %}
|
||||
{%- if loop.last or (not loop.last and reasoning_content) %}
|
||||
{{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
|
||||
{%- else %}
|
||||
{{- '<|im_start|>' + message.role + '\n' + content }}
|
||||
{%- endif %}
|
||||
{%- else %}
|
||||
{{- '<|im_start|>' + message.role + '\n' + content }}
|
||||
{%- endif %}
|
||||
{%- if message.tool_calls %}
|
||||
{%- for tool_call in message.tool_calls %}
|
||||
{%- if (loop.first and content) or (not loop.first) %}
|
||||
{{- '\n' }}
|
||||
{%- endif %}
|
||||
{%- if tool_call.function %}
|
||||
{%- set tool_call = tool_call.function %}
|
||||
{%- endif %}
|
||||
{{- '<tool_call>\n{"name": "' }}
|
||||
{{- tool_call.name }}
|
||||
{{- '", "arguments": ' }}
|
||||
{%- if tool_call.arguments is string %}
|
||||
{{- tool_call.arguments }}
|
||||
{%- else %}
|
||||
{{- tool_call.arguments | tojson }}
|
||||
{%- endif %}
|
||||
{{- '}\n</tool_call>' }}
|
||||
{%- endfor %}
|
||||
{%- endif %}
|
||||
{{- '<|im_end|>\n' }}
|
||||
{%- elif message.role == "tool" %}
|
||||
{%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
|
||||
{{- '<|im_start|>user' }}
|
||||
{%- endif %}
|
||||
{{- '\n<tool_response>\n' }}
|
||||
{{- message.content }}
|
||||
{{- '\n</tool_response>' }}
|
||||
{%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
|
||||
{{- '<|im_end|>\n' }}
|
||||
{%- endif %}
|
||||
{%- endif %}
|
||||
{%- endfor %}
|
||||
{%- if add_generation_prompt %}
|
||||
{{- '<|im_start|>assistant\n' }}
|
||||
{%- if enable_thinking is defined and enable_thinking is false %}
|
||||
{{- '<think>\n\n</think>\n\n' }}
|
||||
{%- endif %}
|
||||
{%- endif %}
|
||||
60
config.json
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config.json
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{
|
||||
"architectures": [
|
||||
"Qwen3ForCausalLM"
|
||||
],
|
||||
"attention_bias": false,
|
||||
"attention_dropout": 0.0,
|
||||
"dtype": "bfloat16",
|
||||
"eos_token_id": 151645,
|
||||
"head_dim": 128,
|
||||
"hidden_act": "silu",
|
||||
"hidden_size": 2048,
|
||||
"initializer_range": 0.02,
|
||||
"intermediate_size": 6144,
|
||||
"layer_types": [
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention",
|
||||
"full_attention"
|
||||
],
|
||||
"max_position_embeddings": 32768,
|
||||
"max_window_layers": 28,
|
||||
"model_type": "qwen3",
|
||||
"num_attention_heads": 16,
|
||||
"num_hidden_layers": 28,
|
||||
"num_key_value_heads": 8,
|
||||
"pad_token_id": 151643,
|
||||
"rms_norm_eps": 1e-06,
|
||||
"rope_scaling": null,
|
||||
"rope_theta": 1000000,
|
||||
"sliding_window": null,
|
||||
"tie_word_embeddings": true,
|
||||
"transformers_version": "4.57.1",
|
||||
"use_cache": false,
|
||||
"use_sliding_window": false,
|
||||
"vocab_size": 151936
|
||||
}
|
||||
9
generation_config.json
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generation_config.json
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|
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{
|
||||
"eos_token_id": [
|
||||
151645,
|
||||
151643
|
||||
],
|
||||
"max_new_tokens": 2048,
|
||||
"pad_token_id": 151643,
|
||||
"transformers_version": "4.57.1"
|
||||
}
|
||||
151388
merges.txt
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151388
merges.txt
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Load Diff
3
model.safetensors
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3
model.safetensors
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|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:e894f9b220e27940e535c8a459a3cef9e5d9ad43f76e0fc2f503f972c88b82cb
|
||||
size 4063515640
|
||||
31
special_tokens_map.json
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special_tokens_map.json
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|
||||
{
|
||||
"additional_special_tokens": [
|
||||
"<|im_start|>",
|
||||
"<|im_end|>",
|
||||
"<|object_ref_start|>",
|
||||
"<|object_ref_end|>",
|
||||
"<|box_start|>",
|
||||
"<|box_end|>",
|
||||
"<|quad_start|>",
|
||||
"<|quad_end|>",
|
||||
"<|vision_start|>",
|
||||
"<|vision_end|>",
|
||||
"<|vision_pad|>",
|
||||
"<|image_pad|>",
|
||||
"<|video_pad|>"
|
||||
],
|
||||
"eos_token": {
|
||||
"content": "<|im_end|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"pad_token": {
|
||||
"content": "<|endoftext|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
3
tokenizer.json
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3
tokenizer.json
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|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:aeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
|
||||
size 11422654
|
||||
240
tokenizer_config.json
Normal file
240
tokenizer_config.json
Normal file
@@ -0,0 +1,240 @@
|
||||
{
|
||||
"add_bos_token": false,
|
||||
"add_prefix_space": false,
|
||||
"added_tokens_decoder": {
|
||||
"151643": {
|
||||
"content": "<|endoftext|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
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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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|
||||
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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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|
||||
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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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|
||||
"151657": {
|
||||
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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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|
||||
"151659": {
|
||||
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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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|
||||
"151660": {
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
},
|
||||
"151661": {
|
||||
"content": "<|fim_suffix|>",
|
||||
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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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|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
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|
||||
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|
||||
},
|
||||
"151666": {
|
||||
"content": "</tool_response>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151667": {
|
||||
"content": "<think>",
|
||||
"lstrip": false,
|
||||
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|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151668": {
|
||||
"content": "</think>",
|
||||
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|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
}
|
||||
},
|
||||
"additional_special_tokens": [
|
||||
"<|im_start|>",
|
||||
"<|im_end|>",
|
||||
"<|object_ref_start|>",
|
||||
"<|object_ref_end|>",
|
||||
"<|box_start|>",
|
||||
"<|box_end|>",
|
||||
"<|quad_start|>",
|
||||
"<|quad_end|>",
|
||||
"<|vision_start|>",
|
||||
"<|vision_end|>",
|
||||
"<|vision_pad|>",
|
||||
"<|image_pad|>",
|
||||
"<|video_pad|>"
|
||||
],
|
||||
"bos_token": null,
|
||||
"clean_up_tokenization_spaces": false,
|
||||
"eos_token": "<|im_end|>",
|
||||
"errors": "replace",
|
||||
"extra_special_tokens": {},
|
||||
"model_max_length": 131072,
|
||||
"pad_token": "<|endoftext|>",
|
||||
"padding_side": "right",
|
||||
"split_special_tokens": false,
|
||||
"tokenizer_class": "Qwen2Tokenizer",
|
||||
"unk_token": null
|
||||
}
|
||||
5066
trainer_state.json
Normal file
5066
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 sha256:1b2f5e4779be0ba6a7b8f9744b981f06d18c10de51f7176811db9019894e6093
|
||||
size 7480
|
||||
1
vocab.json
Normal file
1
vocab.json
Normal file
File diff suppressed because one or more lines are too long
Reference in New Issue
Block a user