Upload folder using huggingface_hub
Browse files- .gitattributes +1 -0
- README.md +162 -0
- adapter_config.json +43 -0
- adapter_model.safetensors +3 -0
- added_tokens.json +5 -0
- merges.txt +0 -0
- special_tokens_map.json +14 -0
- tokenizer.json +3 -0
- tokenizer_config.json +43 -0
- vocab.json +0 -0
.gitattributes
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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README.md
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| 1 |
+
---
|
| 2 |
+
language:
|
| 3 |
+
- zh
|
| 4 |
+
- en
|
| 5 |
+
license: apache-2.0
|
| 6 |
+
tags:
|
| 7 |
+
- lora
|
| 8 |
+
- qwen2
|
| 9 |
+
- boat-design
|
| 10 |
+
- maritime
|
| 11 |
+
- propeller-design
|
| 12 |
+
- ship-design
|
| 13 |
+
base_model: Qwen/Qwen2-7B-Instruct
|
| 14 |
+
---
|
| 15 |
+
|
| 16 |
+
# 🚢 Boat Design Expert - Qwen2-7B LoRA
|
| 17 |
+
|
| 18 |
+
基于 Qwen2-7B-Instruct 微调的**船舶设计专家模型**,专注于船舶设计、螺旋桨设计、CFD 等专业领域。
|
| 19 |
+
|
| 20 |
+
## 📊 模型信息
|
| 21 |
+
|
| 22 |
+
| 项目 | 详情 |
|
| 23 |
+
|------|------|
|
| 24 |
+
| **基础模型** | Qwen/Qwen2-7B-Instruct (7B 参数) |
|
| 25 |
+
| **训练方法** | LoRA (Low-Rank Adaptation) |
|
| 26 |
+
| **LoRA 参数** | r=64, alpha=16, dropout=0.1 |
|
| 27 |
+
| **训练数据** | 973 条船舶设计专业知识 |
|
| 28 |
+
| **领域** | 船舶设计、螺旋桨设计、CFD、船体设计 |
|
| 29 |
+
| **语言** | 中文 + 英文 |
|
| 30 |
+
| **模型大小** | 155 MB (LoRA 权重) |
|
| 31 |
+
|
| 32 |
+
## 🎯 专业领域
|
| 33 |
+
|
| 34 |
+
- ✅ 螺旋桨设计 (Propeller Design)
|
| 35 |
+
- ✅ 船体设计 (Hull Design)
|
| 36 |
+
- ✅ CFD 分析 (Computational Fluid Dynamics)
|
| 37 |
+
- ✅ 船舶阻力估算 (Resistance Estimation)
|
| 38 |
+
- ✅ 推进效率优化 (Propulsion Efficiency)
|
| 39 |
+
- ✅ SPP 系列螺旋桨知识
|
| 40 |
+
|
| 41 |
+
## 🚀 使用方法
|
| 42 |
+
|
| 43 |
+
### 安装依赖
|
| 44 |
+
|
| 45 |
+
```bash
|
| 46 |
+
pip install transformers peft torch
|
| 47 |
+
```
|
| 48 |
+
|
| 49 |
+
### 加载模型
|
| 50 |
+
|
| 51 |
+
```python
|
| 52 |
+
from transformers import AutoModelForCausalLM, AutoTokenizer
|
| 53 |
+
from peft import PeftModel
|
| 54 |
+
import torch
|
| 55 |
+
|
| 56 |
+
# 加载基础模型
|
| 57 |
+
base_model_name = "Qwen/Qwen2-7B-Instruct"
|
| 58 |
+
model = AutoModelForCausalLM.from_pretrained(
|
| 59 |
+
base_model_name,
|
| 60 |
+
torch_dtype=torch.float16,
|
| 61 |
+
device_map="auto"
|
| 62 |
+
)
|
| 63 |
+
|
| 64 |
+
# 加载 LoRA 权重
|
| 65 |
+
model = PeftModel.from_pretrained(
|
| 66 |
+
model,
|
| 67 |
+
"YOUR_USERNAME/boat-design-7b-lora" # 替换成实际用户名
|
| 68 |
+
)
|
| 69 |
+
|
| 70 |
+
# 加载分词器
|
| 71 |
+
tokenizer = AutoTokenizer.from_pretrained(base_model_name)
|
| 72 |
+
|
| 73 |
+
# 推理
|
| 74 |
+
question = "螺旋桨直径如何影响推进效率?"
|
| 75 |
+
messages = [{"role": "user", "content": question}]
|
| 76 |
+
text = tokenizer.apply_chat_template(
|
| 77 |
+
messages,
|
| 78 |
+
tokenize=False,
|
| 79 |
+
add_generation_prompt=True
|
| 80 |
+
)
|
| 81 |
+
inputs = tokenizer([text], return_tensors="pt").to(model.device)
|
| 82 |
+
|
| 83 |
+
# 生成回答
|
| 84 |
+
outputs = model.generate(
|
| 85 |
+
**inputs,
|
| 86 |
+
max_new_tokens=512,
|
| 87 |
+
temperature=0.7,
|
| 88 |
+
top_p=0.9
|
| 89 |
+
)
|
| 90 |
+
|
| 91 |
+
response = tokenizer.decode(outputs[0], skip_special_tokens=True)
|
| 92 |
+
print(response)
|
| 93 |
+
```
|
| 94 |
+
|
| 95 |
+
## 📚 训练详情
|
| 96 |
+
|
| 97 |
+
- **训练集**: 778 条专业知识
|
| 98 |
+
- **验证集**: 97 条
|
| 99 |
+
- **测试集**: 98 条
|
| 100 |
+
- **训练轮数**: 3 epochs
|
| 101 |
+
- **Batch Size**: 1 (effective: 16 with gradient accumulation)
|
| 102 |
+
- **学习率**: 2e-4
|
| 103 |
+
- **训练时间**: 1.5 小时 (RTX 4090D 24GB)
|
| 104 |
+
- **训练成本**: ~¥3.76
|
| 105 |
+
|
| 106 |
+
## 💡 示例问题
|
| 107 |
+
|
| 108 |
+
```python
|
| 109 |
+
questions = [
|
| 110 |
+
"如何选择合适的螺旋桨直径?",
|
| 111 |
+
"什么是滑失率?它如何影响推进性能?",
|
| 112 |
+
"SPP 系列螺旋桨的主要特点是什么?",
|
| 113 |
+
"如何使用 CFD 分析船体阻力?",
|
| 114 |
+
"高速船的船型设计有哪些特点?"
|
| 115 |
+
]
|
| 116 |
+
|
| 117 |
+
for q in questions:
|
| 118 |
+
# ... (使用上面的推理代码)
|
| 119 |
+
print(f"Q: {q}")
|
| 120 |
+
print(f"A: {response}\n")
|
| 121 |
+
```
|
| 122 |
+
|
| 123 |
+
## ⚙️ 技术细节
|
| 124 |
+
|
| 125 |
+
### LoRA 配置
|
| 126 |
+
|
| 127 |
+
```python
|
| 128 |
+
LoraConfig(
|
| 129 |
+
task_type="CAUSAL_LM",
|
| 130 |
+
r=64,
|
| 131 |
+
lora_alpha=16,
|
| 132 |
+
lora_dropout=0.1,
|
| 133 |
+
target_modules=["q_proj", "k_proj", "v_proj", "o_proj"],
|
| 134 |
+
bias="none"
|
| 135 |
+
)
|
| 136 |
+
```
|
| 137 |
+
|
| 138 |
+
### 训练参数
|
| 139 |
+
|
| 140 |
+
- 4-bit 量化加载
|
| 141 |
+
- Gradient checkpointing
|
| 142 |
+
- BF16 混合精度训练
|
| 143 |
+
- paged_adamw_8bit 优化器
|
| 144 |
+
|
| 145 |
+
## 📄 许可证
|
| 146 |
+
|
| 147 |
+
Apache License 2.0
|
| 148 |
+
|
| 149 |
+
## 🙏 致谢
|
| 150 |
+
|
| 151 |
+
- 基础模型: [Qwen/Qwen2-7B-Instruct](https://huggingface.co/Qwen/Qwen2-7B-Instruct)
|
| 152 |
+
- 训练框架: Hugging Face Transformers + PEFT
|
| 153 |
+
- 训练平台: AutoDL (RTX 4090D)
|
| 154 |
+
|
| 155 |
+
## 📞 联系
|
| 156 |
+
|
| 157 |
+
如有问题或建议,欢迎提 Issue!
|
| 158 |
+
|
| 159 |
+
---
|
| 160 |
+
|
| 161 |
+
**训练日期**: 2026-01-01
|
| 162 |
+
**模型版本**: v1.0
|
adapter_config.json
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| 1 |
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{
|
| 2 |
+
"alora_invocation_tokens": null,
|
| 3 |
+
"alpha_pattern": {},
|
| 4 |
+
"arrow_config": null,
|
| 5 |
+
"auto_mapping": null,
|
| 6 |
+
"base_model_name_or_path": "/root/.cache/huggingface/hub/models--Qwen--Qwen2-7B-Instruct/snapshots/f2826a00ceef68f0f2b946d945ecc0477ce4450c",
|
| 7 |
+
"bias": "none",
|
| 8 |
+
"corda_config": null,
|
| 9 |
+
"ensure_weight_tying": false,
|
| 10 |
+
"eva_config": null,
|
| 11 |
+
"exclude_modules": null,
|
| 12 |
+
"fan_in_fan_out": false,
|
| 13 |
+
"inference_mode": true,
|
| 14 |
+
"init_lora_weights": true,
|
| 15 |
+
"layer_replication": null,
|
| 16 |
+
"layers_pattern": null,
|
| 17 |
+
"layers_to_transform": null,
|
| 18 |
+
"loftq_config": {},
|
| 19 |
+
"lora_alpha": 16,
|
| 20 |
+
"lora_bias": false,
|
| 21 |
+
"lora_dropout": 0.1,
|
| 22 |
+
"megatron_config": null,
|
| 23 |
+
"megatron_core": "megatron.core",
|
| 24 |
+
"modules_to_save": null,
|
| 25 |
+
"peft_type": "LORA",
|
| 26 |
+
"peft_version": "0.18.0",
|
| 27 |
+
"qalora_group_size": 16,
|
| 28 |
+
"r": 64,
|
| 29 |
+
"rank_pattern": {},
|
| 30 |
+
"revision": null,
|
| 31 |
+
"target_modules": [
|
| 32 |
+
"v_proj",
|
| 33 |
+
"q_proj",
|
| 34 |
+
"o_proj",
|
| 35 |
+
"k_proj"
|
| 36 |
+
],
|
| 37 |
+
"target_parameters": null,
|
| 38 |
+
"task_type": "CAUSAL_LM",
|
| 39 |
+
"trainable_token_indices": null,
|
| 40 |
+
"use_dora": false,
|
| 41 |
+
"use_qalora": false,
|
| 42 |
+
"use_rslora": false
|
| 43 |
+
}
|
adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:11a2d82734301039a180baaaa7887d12f74d25f619abea841e531a2744aa1d3d
|
| 3 |
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size 161510984
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added_tokens.json
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{
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| 2 |
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"<|endoftext|>": 151643,
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| 3 |
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"<|im_end|>": 151645,
|
| 4 |
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"<|im_start|>": 151644
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| 5 |
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}
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merges.txt
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See raw diff
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special_tokens_map.json
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{
|
| 2 |
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"additional_special_tokens": [
|
| 3 |
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"<|im_start|>",
|
| 4 |
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"<|im_end|>"
|
| 5 |
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],
|
| 6 |
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"eos_token": {
|
| 7 |
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"content": "<|im_end|>",
|
| 8 |
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"lstrip": false,
|
| 9 |
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"normalized": false,
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| 10 |
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"rstrip": false,
|
| 11 |
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"single_word": false
|
| 12 |
+
},
|
| 13 |
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"pad_token": "<|im_end|>"
|
| 14 |
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}
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tokenizer.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:3fd656675cb6365182a74fed9b51e131ec5de26a56a2ebe7aa4606f2ad975bbf
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size 11418365
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tokenizer_config.json
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{
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"add_prefix_space": false,
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"added_tokens_decoder": {
|
| 4 |
+
"151643": {
|
| 5 |
+
"content": "<|endoftext|>",
|
| 6 |
+
"lstrip": false,
|
| 7 |
+
"normalized": false,
|
| 8 |
+
"rstrip": false,
|
| 9 |
+
"single_word": false,
|
| 10 |
+
"special": true
|
| 11 |
+
},
|
| 12 |
+
"151644": {
|
| 13 |
+
"content": "<|im_start|>",
|
| 14 |
+
"lstrip": false,
|
| 15 |
+
"normalized": false,
|
| 16 |
+
"rstrip": false,
|
| 17 |
+
"single_word": false,
|
| 18 |
+
"special": true
|
| 19 |
+
},
|
| 20 |
+
"151645": {
|
| 21 |
+
"content": "<|im_end|>",
|
| 22 |
+
"lstrip": false,
|
| 23 |
+
"normalized": false,
|
| 24 |
+
"rstrip": false,
|
| 25 |
+
"single_word": false,
|
| 26 |
+
"special": true
|
| 27 |
+
}
|
| 28 |
+
},
|
| 29 |
+
"additional_special_tokens": [
|
| 30 |
+
"<|im_start|>",
|
| 31 |
+
"<|im_end|>"
|
| 32 |
+
],
|
| 33 |
+
"bos_token": null,
|
| 34 |
+
"clean_up_tokenization_spaces": false,
|
| 35 |
+
"eos_token": "<|im_end|>",
|
| 36 |
+
"errors": "replace",
|
| 37 |
+
"extra_special_tokens": {},
|
| 38 |
+
"model_max_length": 131072,
|
| 39 |
+
"pad_token": "<|im_end|>",
|
| 40 |
+
"split_special_tokens": false,
|
| 41 |
+
"tokenizer_class": "Qwen2Tokenizer",
|
| 42 |
+
"unk_token": null
|
| 43 |
+
}
|
vocab.json
ADDED
|
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|
|