初始化项目,由ModelHub XC社区提供模型
Model: modrill/qwen3-4b-think-baseline-full-sft Source: Original Platform
This commit is contained in:
66
README.md
Normal file
66
README.md
Normal file
@@ -0,0 +1,66 @@
|
||||
---
|
||||
license: apache-2.0
|
||||
base_model: Qwen/Qwen3-4B-Base
|
||||
tags:
|
||||
- qwen3
|
||||
- code
|
||||
- sft
|
||||
- full-sft
|
||||
- think
|
||||
- llama-factory
|
||||
language:
|
||||
- en
|
||||
- zh
|
||||
library_name: transformers
|
||||
pipeline_tag: text-generation
|
||||
---
|
||||
|
||||
# Qwen3-4B Code SFT - Think Baseline (Full SFT)
|
||||
|
||||
Full-parameter supervised fine-tuning (not LoRA) of [Qwen/Qwen3-4B-Base](https://huggingface.co/Qwen/Qwen3-4B-Base) on the think_all dataset with thinking mode enabled.
|
||||
|
||||
**This repo contains native full fine-tuned weights** (single `model.safetensors`, ~7.5 GB). For LoRA adapters merged into base weights, see [modrill/qwen3-4b-think-baseline-lora-sft](https://huggingface.co/modrill/qwen3-4b-think-baseline-lora-sft).
|
||||
|
||||
## Model Details
|
||||
|
||||
- **Base model:** Qwen/Qwen3-4B-Base
|
||||
- **Fine-tuning:** Full SFT (DeepSpeed ZeRO-3), finetuning_type: full
|
||||
- **Dataset:** think_all
|
||||
- **Mode:** Think (`enable_thinking=true`)
|
||||
- **Training cutoff length:** 24576 tokens
|
||||
- **Epochs:** 2
|
||||
- **Learning rate:** 2e-5
|
||||
- **Train loss:** ~0.67
|
||||
- **Finished:** 2026-06-08
|
||||
|
||||
## Usage
|
||||
|
||||
### HuggingFace Transformers
|
||||
|
||||
```python
|
||||
from transformers import AutoModelForCausalLM, AutoTokenizer
|
||||
|
||||
model_id = "modrill/qwen3-4b-think-baseline-full-sft"
|
||||
tok = AutoTokenizer.from_pretrained(model_id, trust_remote_code=True)
|
||||
model = AutoModelForCausalLM.from_pretrained(
|
||||
model_id, trust_remote_code=True, torch_dtype="auto", device_map="auto"
|
||||
)
|
||||
```
|
||||
|
||||
### vLLM
|
||||
|
||||
```bash
|
||||
python -m vllm.entrypoints.openai.api_server \
|
||||
--model modrill/qwen3-4b-think-baseline-full-sft \
|
||||
--served-model-name think-baseline-full \
|
||||
--port 8801
|
||||
```
|
||||
|
||||
## Inference Tips
|
||||
|
||||
- Set `enable_thinking=true` in the chat template
|
||||
- Recommended `max_tokens`: 24576
|
||||
|
||||
## License
|
||||
|
||||
Apache 2.0, consistent with the Qwen3 base model license.
|
||||
Reference in New Issue
Block a user