专注于提供高效易用的AI模型训练与推理能力。它既包含预训练大语言模型（如DeepSeek-R1系列），也提供配套工具链，助力开发者快速实现AI应用落地。

什么是DeepSeek？如何入门DeepSeek？

1.2 核心特点

• 多模态支持：支持文本生成、代码补全、图像理解等任务
• 中文优化：在中文语境下表现优于多数国际开源模型
• 轻量化部署：提供量化压缩工具，支持端侧设备运行
• 开放生态：MIT协议开源，配套完整技术文档和社区支持

1.3 典型应用场景

• 智能客服对话系统
• 代码自动补全工具
• 知识库问答助手
• 数据分析报告生成

二、零基础入门指南

2.1 环境准备

推荐使用Python 3.8+环境：

代码语言：javascript

代码运行次数：0

运行

AI代码解释

# 创建虚拟环境（可选）
conda create -n deepseek python=3.8
conda activate deepseek

# 安装核心库
pip install deepseek-sdk torch>=2.0

2.2 快速体验

通过API调用基础功能（需申请API Key）：

代码语言：javascript

代码运行次数：0

运行

AI代码解释

from deepseek import ChatClient

client = ChatClient(api_key="your_api_key")
response = client.chat(
    messages=[{"role": "user", "content": "用Python写个斐波那契数列生成器"}]
)
print(response.choices[0].message.content)

2.3 本地模型部署

以7B参数模型为例：

代码语言：javascript

代码运行次数：0

运行

AI代码解释

# 下载模型权重
git clone https://github.com/deepseek-ai/DeepSeek-7B.git

# 启动推理服务
python -m deepseek.serve --model-path ./DeepSeek-7B --quantize 4bit

2.4 微调自定义模型

准备训练数据（JSON格式）：

代码语言：javascript

代码运行次数：0

运行

AI代码解释

[
    {
        "instruction": "生成产品描述",
        "input": "无线蓝牙耳机，降噪，30小时续航",
        "output": "XX蓝牙耳机采用主动降噪技术..."
    }
]

启动微调训练：

代码语言：javascript

代码运行次数：0

运行

AI代码解释

deepseek finetune \
  --base_model deepseek-7b \
  --data_path dataset.json \
  --output_dir my_model

---

三、学习资源推荐

1. 官方文档：docs.deepseek.com
2. 模型中心：hub.deepseek.com
3. 社区论坛：forum.deepseek.ai
4. 实战教程：
   • 《DeepSeek智能对话机器人开发入门》
   • 《使用DeepSeek-CODEPILOT构建编程助手》

四、常见问题解答

Q：需要多强的算力才能运行DeepSeek？

• 7B模型：建议至少16GB显存（FP16）或8GB（4bit量化）
• 在线API版：无需本地硬件

Q：商业使用是否需要授权？

• 遵循MIT协议，允许商业用途，但需遵守模型权重再分发规则

Q：与其他开源模型（如LLaMA）有何区别？

• 更优的中文处理能力
• 提供配套的企业级部署工具
• 持续更新的中文知识库（截止2024年1月）

通过本文，您已经掌握了DeepSeek的基础知识和快速上手指南。建议从官方提供的Playground开始体验，逐步深入到自定义应用开发。人工智能的世界正在加速发展，现在正是开启DeepSeek探索之旅的最佳时机

m.okucy.cn/article/73113.html
m.okucy.cn/article/88868.html
m.okucy.cn/article/42642.html
m.okucy.cn/article/31913.html
m.okucy.cn/article/84686.html
m.okucy.cn/article/24262.html
m.okucy.cn/article/42262.html
m.okucy.cn/article/68460.html
m.okucy.cn/article/86440.html
m.okucy.cn/article/88864.html
m.okucy.cn/article/86484.html
m.okucy.cn/article/64664.html
m.okucy.cn/article/44040.html
m.okucy.cn/article/00422.html
m.okucy.cn/article/04006.html
m.okucy.cn/article/80620.html
m.okucy.cn/article/24082.html
m.okucy.cn/article/62828.html
m.okucy.cn/article/26684.html
m.okucy.cn/article/68406.html
m.okucy.cn/article/22844.html
m.okucy.cn/article/88024.html
m.okucy.cn/article/28440.html
m.okucy.cn/article/42604.html
m.okucy.cn/article/84888.html
m.okucy.cn/article/06800.html
m.okucy.cn/article/88826.html
m.okucy.cn/article/28664.html
m.okucy.cn/article/42880.html
m.okucy.cn/article/42026.html
m.okucy.cn/article/26406.html
m.okucy.cn/article/48026.html
m.okucy.cn/article/26626.html
m.okucy.cn/article/04862.html
m.okucy.cn/article/04406.html
m.okucy.cn/article/05821.html
m.okucy.cn/article/80442.html
m.okucy.cn/article/00444.html
m.okucy.cn/article/42020.html
m.okucy.cn/article/42468.html
m.okucy.cn/article/02448.html
m.okucy.cn/article/99517.html
m.okucy.cn/article/04868.html
m.okucy.cn/article/24488.html
m.okucy.cn/article/86840.html
m.okucy.cn/article/88466.html
m.okucy.cn/article/40246.html
m.okucy.cn/article/84226.html
m.okucy.cn/article/42440.html
m.okucy.cn/article/84864.html
m.okucy.cn/article/64040.html
m.okucy.cn/article/06260.html
m.okucy.cn/article/02624.html
m.okucy.cn/article/66446.html
m.okucy.cn/article/08000.html
m.okucy.cn/article/42824.html
m.okucy.cn/article/20860.html
m.okucy.cn/article/88488.html
m.okucy.cn/article/42626.html
m.okucy.cn/article/82824.html
m.okucy.cn/article/64046.html
m.okucy.cn/article/88266.html
m.okucy.cn/article/88608.html
m.okucy.cn/article/06002.html
m.okucy.cn/article/42446.html
m.okucy.cn/article/46662.html
m.okucy.cn/article/26808.html
m.okucy.cn/article/02066.html
m.okucy.cn/article/24288.html
m.okucy.cn/article/79353.html
m.okucy.cn/article/22888.html
m.okucy.cn/article/68806.html
m.okucy.cn/article/02604.html
m.okucy.cn/article/80606.html
m.okucy.cn/article/84466.html
m.okucy.cn/article/02244.html
m.okucy.cn/article/93577.html
m.okucy.cn/article/51795.html
m.okucy.cn/article/84820.html
m.okucy.cn/article/42268.html
m.okucy.cn/article/20224.html
m.okucy.cn/article/00446.html
m.okucy.cn/article/22844.html
m.okucy.cn/article/42044.html
m.okucy.cn/article/79757.html
m.okucy.cn/article/82640.html
m.okucy.cn/article/46684.html
m.okucy.cn/article/48624.html
m.okucy.cn/article/24282.html
m.okucy.cn/article/73371.html
m.okucy.cn/article/00868.html
m.okucy.cn/article/24604.html
m.okucy.cn/article/95337.html
m.okucy.cn/article/48660.html
m.okucy.cn/article/99113.html
m.okucy.cn/article/26660.html
m.okucy.cn/article/20646.html
m.okucy.cn/article/66446.html
m.okucy.cn/article/60264.html
m.okucy.cn/article/02460.html
m.okucy.cn/article/20088.html
m.okucy.cn/article/64860.html
m.okucy.cn/article/88848.html
m.okucy.cn/article/60866.html
m.okucy.cn/article/88408.html
m.okucy.cn/article/71771.html
m.okucy.cn/article/26260.html
m.okucy.cn/article/64806.html
m.okucy.cn/article/53791.html
m.okucy.cn/article/88662.html
m.okucy.cn/article/24442.html
m.okucy.cn/article/04862.html
m.okucy.cn/article/28828.html
m.okucy.cn/article/39513.html
m.okucy.cn/article/04002.html
m.okucy.cn/article/08280.html
m.okucy.cn/article/04246.html
m.okucy.cn/article/64648.html
m.okucy.cn/article/02462.html
m.okucy.cn/article/28464.html
m.okucy.cn/article/00628.html
m.okucy.cn/article/60682.html
m.okucy.cn/article/42408.html
m.okucy.cn/article/55535.html
m.okucy.cn/article/80406.html
m.okucy.cn/article/55371.html
m.okucy.cn/article/88226.html
m.okucy.cn/article/93159.html
m.okucy.cn/article/64202.html
m.okucy.cn/article/57197.html
m.okucy.cn/article/62624.html
m.okucy.cn/article/62226.html
m.okucy.cn/article/48260.html
m.okucy.cn/article/28242.html
m.okucy.cn/article/88202.html
m.okucy.cn/article/66600.html
m.okucy.cn/article/22628.html
m.okucy.cn/article/48206.html
m.okucy.cn/article/08420.html
m.okucy.cn/article/06482.html
m.okucy.cn/article/80084.html
m.okucy.cn/article/60226.html
m.okucy.cn/article/00822.html
m.okucy.cn/article/08028.html
m.okucy.cn/article/28866.html
m.okucy.cn/article/20020.html
m.okucy.cn/article/57977.html
m.okucy.cn/article/82864.html
m.okucy.cn/article/66662.html
m.okucy.cn/article/46844.html
m.okucy.cn/article/95371.html
m.okucy.cn/article/17753.html
m.okucy.cn/article/79179.html
m.okucy.cn/article/93199.html
m.okucy.cn/article/17353.html
m.okucy.cn/article/84864.html
m.okucy.cn/article/64828.html
m.okucy.cn/article/42422.html
m.okucy.cn/article/97197.html
m.okucy.cn/article/48206.html
m.okucy.cn/article/71153.html
m.okucy.cn/article/68086.html
m.okucy.cn/article/71719.html
m.okucy.cn/article/19513.html
m.okucy.cn/article/04208.html
m.okucy.cn/article/62624.html
m.okucy.cn/article/20268.html
m.okucy.cn/article/35971.html
m.okucy.cn/article/86660.html
m.okucy.cn/article/11313.html
m.okucy.cn/article/91559.html
m.okucy.cn/article/71515.html
m.okucy.cn/article/75371.html
m.okucy.cn/article/37737.html
m.okucy.cn/article/17913.html
m.okucy.cn/article/97533.html
m.okucy.cn/article/59991.html
m.okucy.cn/article/93911.html
m.okucy.cn/article/04028.html
m.okucy.cn/article/86208.html
m.okucy.cn/article/99537.html
m.okucy.cn/article/93199.html
m.okucy.cn/article/97719.html
m.okucy.cn/article/99153.html
m.okucy.cn/article/88404.html
m.okucy.cn/article/59319.html
m.okucy.cn/article/68448.html
m.okucy.cn/article/79537.html
m.okucy.cn/article/73379.html
m.okucy.cn/article/39139.html
m.okucy.cn/article/82882.html
m.okucy.cn/article/11375.html
m.okucy.cn/article/98833.html
m.okucy.cn/article/84666.html
m.okucy.cn/article/31593.html
m.okucy.cn/article/37917.html
m.okucy.cn/article/57995.html
m.okucy.cn/article/64800.html
m.okucy.cn/article/71197.html
m.okucy.cn/article/17573.html
m.okucy.cn/article/73793.html
m.okucy.cn/article/15353.html
m.okucy.cn/article/95719.html
m.okucy.cn/article/40220.html
m.okucy.cn/article/39973.html
m.okucy.cn/article/28820.html
m.okucy.cn/article/80062.html
m.okucy.cn/article/35155.html
m.okucy.cn/article/28284.html
m.okucy.cn/article/37353.html
m.okucy.cn/article/06282.html
m.okucy.cn/article/60868.html
m.okucy.cn/article/84688.html
m.okucy.cn/article/15735.html
m.okucy.cn/article/33719.html
m.okucy.cn/article/19953.html
m.okucy.cn/article/02842.html
m.okucy.cn/article/24842.html
m.okucy.cn/article/84842.html
m.okucy.cn/article/22024.html
m.okucy.cn/article/17537.html
m.okucy.cn/article/40244.html
m.okucy.cn/article/19739.html
m.okucy.cn/article/51955.html
m.okucy.cn/article/95133.html
m.okucy.cn/article/59993.html
m.okucy.cn/article/84808.html
m.okucy.cn/article/17317.html
m.okucy.cn/article/08060.html
m.okucy.cn/article/75597.html
m.okucy.cn/article/73579.html
m.okucy.cn/article/91151.html
m.okucy.cn/article/17735.html
m.okucy.cn/article/13115.html
m.okucy.cn/article/99911.html
m.okucy.cn/article/15159.html
m.okucy.cn/article/57573.html
m.okucy.cn/article/15717.html
m.okucy.cn/article/88602.html
m.okucy.cn/article/73995.html
m.okucy.cn/article/79739.html
m.okucy.cn/article/20204.html
m.okucy.cn/article/73353.html
m.okucy.cn/article/39317.html
m.okucy.cn/article/11555.html
m.okucy.cn/article/02862.html
m.okucy.cn/article/31791.html
m.okucy.cn/article/99379.html
m.okucy.cn/article/75933.html
m.okucy.cn/article/35773.html
m.okucy.cn/article/33793.html
m.okucy.cn/article/73375.html
m.okucy.cn/article/66062.html
m.okucy.cn/article/00480.html
m.okucy.cn/article/39573.html
m.okucy.cn/article/06508.html
m.okucy.cn/article/04848.html
m.okucy.cn/article/88080.html
m.okucy.cn/article/84846.html
m.okucy.cn/article/93339.html
m.okucy.cn/article/13953.html
m.okucy.cn/article/11371.html
m.okucy.cn/article/42488.html
m.okucy.cn/article/02000.html
m.okucy.cn/article/33773.html
m.okucy.cn/article/26640.html
m.okucy.cn/article/66606.html
m.okucy.cn/article/77353.html
m.okucy.cn/article/20864.html
m.okucy.cn/article/35911.html
m.okucy.cn/article/11533.html
m.okucy.cn/article/00240.html
m.okucy.cn/article/91317.html
m.okucy.cn/article/39755.html
m.okucy.cn/article/15933.html
m.okucy.cn/article/95175.html
m.okucy.cn/article/86420.html
m.okucy.cn/article/57799.html
m.okucy.cn/article/33979.html
m.okucy.cn/article/20046.html
m.okucy.cn/article/91577.html
m.okucy.cn/article/99193.html
m.okucy.cn/article/31173.html
m.okucy.cn/article/19935.html
m.okucy.cn/article/62422.html
m.okucy.cn/article/04448.html
m.okucy.cn/article/20660.html
m.okucy.cn/article/71717.html
m.okucy.cn/article/15579.html
m.okucy.cn/article/99191.html
m.okucy.cn/article/31399.html
m.okucy.cn/article/48004.html
m.okucy.cn/article/80422.html
m.okucy.cn/article/91559.html
m.okucy.cn/article/99353.html
m.okucy.cn/article/86062.html
m.okucy.cn/article/48628.html
m.okucy.cn/article/11111.html
m.okucy.cn/article/35353.html
m.okucy.cn/article/19575.html
m.okucy.cn/article/13771.html
m.okucy.cn/article/83376.html
m.okucy.cn/article/17311.html
m.okucy.cn/article/86628.html
m.okucy.cn/article/22868.html
m.okucy.cn/article/00668.html
m.okucy.cn/article/31579.html
m.okucy.cn/article/31313.html
m.okucy.cn/article/88088.html
m.okucy.cn/article/48440.html
m.okucy.cn/article/99339.html
m.okucy.cn/article/51519.html
m.okucy.cn/article/86286.html
m.okucy.cn/article/73357.html
m.okucy.cn/article/39517.html
m.okucy.cn/article/22422.html
m.okucy.cn/article/35315.html
m.okucy.cn/article/17931.html
m.okucy.cn/article/79375.html
m.okucy.cn/article/13759.html
m.okucy.cn/article/73977.html
m.okucy.cn/article/13977.html
m.okucy.cn/article/51717.html
m.okucy.cn/article/77753.html
m.okucy.cn/article/40822.html
m.okucy.cn/article/51391.html
m.okucy.cn/article/57751.html
m.okucy.cn/article/82422.html
m.okucy.cn/article/20684.html
m.okucy.cn/article/22468.html
m.okucy.cn/article/06686.html
m.okucy.cn/article/48280.html
m.okucy.cn/article/20244.html
m.okucy.cn/article/46824.html
m.okucy.cn/article/82208.html
m.okucy.cn/article/88624.html
m.okucy.cn/article/73733.html
m.okucy.cn/article/51955.html
m.okucy.cn/article/15975.html
m.okucy.cn/article/73313.html
m.okucy.cn/article/64686.html
m.okucy.cn/article/93359.html
m.okucy.cn/article/00206.html
m.okucy.cn/article/93533.html
m.okucy.cn/article/62880.html
m.okucy.cn/article/59751.html
m.okucy.cn/article/22408.html
m.okucy.cn/article/75977.html
m.okucy.cn/article/19117.html
m.okucy.cn/article/53535.html
m.okucy.cn/article/86640.html
m.okucy.cn/article/39195.html
m.okucy.cn/article/44422.html
m.okucy.cn/article/77939.html
m.okucy.cn/article/75777.html
m.okucy.cn/article/91157.html
m.okucy.cn/article/39115.html
m.okucy.cn/article/40644.html
m.okucy.cn/article/33337.html
m.okucy.cn/article/53953.html
m.okucy.cn/article/97959.html
m.okucy.cn/article/28228.html
m.okucy.cn/article/24022.html
m.okucy.cn/article/86240.html
m.okucy.cn/article/35393.html
m.okucy.cn/article/53953.html
m.okucy.cn/article/57531.html
m.okucy.cn/article/15119.html
m.okucy.cn/article/00808.html
m.okucy.cn/article/95777.html
m.okucy.cn/article/88844.html
m.okucy.cn/article/33559.html
m.okucy.cn/article/91771.html
m.okucy.cn/article/79594.html
m.okucy.cn/article/66282.html
m.okucy.cn/article/84000.html
m.okucy.cn/article/15591.html
m.okucy.cn/article/91579.html
m.okucy.cn/article/52484.html
m.okucy.cn/article/08028.html
m.okucy.cn/article/09847.html
m.okucy.cn/article/75311.html
m.okucy.cn/article/48860.html
m.okucy.cn/article/91591.html
m.okucy.cn/article/66680.html
m.okucy.cn/article/99913.html
m.okucy.cn/article/66844.html
m.okucy.cn/article/48464.html
m.okucy.cn/article/59935.html
m.okucy.cn/article/15779.html
m.okucy.cn/article/97771.html
m.okucy.cn/article/35711.html
m.okucy.cn/article/80840.html
m.okucy.cn/article/91771.html
m.okucy.cn/article/15315.html
m.okucy.cn/article/55395.html
m.okucy.cn/article/19599.html
m.okucy.cn/article/59953.html
m.okucy.cn/article/22622.html
m.okucy.cn/article/93155.html
m.okucy.cn/article/35799.html
m.okucy.cn/article/77997.html
m.okucy.cn/article/46822.html
m.okucy.cn/article/59533.html
m.okucy.cn/article/55333.html
m.okucy.cn/article/86644.html
m.okucy.cn/article/99319.html
m.okucy.cn/article/13515.html
m.okucy.cn/article/72723.html
m.okucy.cn/article/87410.html
m.okucy.cn/article/57533.html
m.okucy.cn/article/13973.html
m.okucy.cn/article/59359.html
m.okucy.cn/article/13717.html
m.okucy.cn/article/71117.html
m.okucy.cn/article/40048.html
m.okucy.cn/article/17911.html
m.okucy.cn/article/17571.html
m.okucy.cn/article/08686.html
m.okucy.cn/article/66464.html
m.okucy.cn/article/84028.html
m.okucy.cn/article/86468.html
m.okucy.cn/article/80406.html
m.okucy.cn/article/11559.html
m.okucy.cn/article/73133.html
m.okucy.cn/article/60020.html
m.okucy.cn/article/55551.html
m.okucy.cn/article/99151.html
m.okucy.cn/article/44268.html
m.okucy.cn/article/15351.html
m.okucy.cn/article/91799.html
m.okucy.cn/article/28608.html
m.okucy.cn/article/48448.html
m.okucy.cn/article/39731.html
m.okucy.cn/article/59755.html
m.okucy.cn/article/57731.html
m.okucy.cn/article/51193.html
m.okucy.cn/article/55911.html
m.okucy.cn/article/46848.html
m.okucy.cn/article/66622.html
m.okucy.cn/article/75191.html
m.okucy.cn/article/22066.html
m.okucy.cn/article/26600.html
m.okucy.cn/article/19595.html
m.okucy.cn/article/37791.html
m.okucy.cn/article/73591.html
m.okucy.cn/article/17919.html
m.okucy.cn/article/13971.html
m.okucy.cn/article/20824.html
m.okucy.cn/article/04082.html
m.okucy.cn/article/31759.html
m.okucy.cn/article/15311.html
m.okucy.cn/article/37337.html
m.okucy.cn/article/13531.html
m.okucy.cn/article/55733.html
m.okucy.cn/article/33753.html
m.okucy.cn/article/84204.html
m.okucy.cn/article/44064.html
m.okucy.cn/article/59139.html
m.okucy.cn/article/17177.html
m.okucy.cn/article/51955.html
m.okucy.cn/article/66404.html
m.okucy.cn/article/59733.html
m.okucy.cn/article/59511.html
m.okucy.cn/article/57953.html
m.okucy.cn/article/79535.html
m.okucy.cn/article/79869.html
m.okucy.cn/article/40208.html
m.okucy.cn/article/84862.html
m.okucy.cn/article/24682.html
m.okucy.cn/article/28808.html
m.okucy.cn/article/19155.html
m.okucy.cn/article/59771.html
m.okucy.cn/article/22596.html
m.okucy.cn/article/39119.html
m.okucy.cn/article/33379.html
m.okucy.cn/article/79951.html
m.okucy.cn/article/19317.html
m.okucy.cn/article/84826.html
m.okucy.cn/article/42026.html
m.okucy.cn/article/60428.html
m.okucy.cn/article/79397.html
m.okucy.cn/article/62460.html
m.okucy.cn/article/73511.html
m.okucy.cn/article/68925.html
m.okucy.cn/article/53117.html
m.okucy.cn/article/93195.html
m.okucy.cn/article/68626.html
m.okucy.cn/article/26640.html
m.okucy.cn/article/46268.html
m.okucy.cn/article/42004.html
m.okucy.cn/article/20286.html
m.okucy.cn/article/35315.html
m.okucy.cn/article/33997.html
m.okucy.cn/article/55557.html
m.okucy.cn/article/31951.html
m.okucy.cn/article/39133.html
m.okucy.cn/article/24242.html
m.okucy.cn/article/26642.html
m.okucy.cn/article/28604.html
m.okucy.cn/article/64880.html
m.okucy.cn/article/62664.html
m.okucy.cn/article/55359.html
m.okucy.cn/article/73171.html
m.okucy.cn/article/77799.html
m.okucy.cn/article/93777.html
m.okucy.cn/article/28020.html
m.okucy.cn/article/04466.html
m.okucy.cn/article/93573.html
m.okucy.cn/article/37337.html
m.okucy.cn/article/37919.html
m.okucy.cn/article/24402.html
m.okucy.cn/article/80482.html
m.okucy.cn/article/08440.html
m.okucy.cn/article/39935.html
m.okucy.cn/article/57333.html
m.okucy.cn/article/53155.html
m.okucy.cn/article/53531.html
m.okucy.cn/article/40000.html
m.okucy.cn/article/99914.html
m.okucy.cn/article/66684.html
m.okucy.cn/article/33399.html
m.okucy.cn/article/60284.html
m.okucy.cn/article/44660.html
m.okucy.cn/article/40806.html
m.okucy.cn/article/53391.html
m.okucy.cn/article/19131.html
m.okucy.cn/article/55339.html
m.okucy.cn/article/97682.html
m.okucy.cn/article/11737.html
m.okucy.cn/article/88408.html
m.okucy.cn/article/22802.html
m.okucy.cn/article/40002.html
m.okucy.cn/article/51391.html
m.okucy.cn/article/19931.html
m.okucy.cn/article/55511.html
m.okucy.cn/article/99577.html
m.okucy.cn/article/75573.html
m.okucy.cn/article/57339.html
m.okucy.cn/article/88767.html
m.okucy.cn/article/66440.html
m.okucy.cn/article/59132.html
m.okucy.cn/article/32708.html
m.okucy.cn/article/66426.html
m.okucy.cn/article/00080.html
m.okucy.cn/article/02800.html
m.okucy.cn/article/91551.html
m.okucy.cn/article/15173.html
m.okucy.cn/article/24684.html
m.okucy.cn/article/79780.html
m.okucy.cn/article/57780.html
m.okucy.cn/article/00084.html
m.okucy.cn/article/46484.html
m.okucy.cn/article/13179.html
m.okucy.cn/article/31597.html
m.okucy.cn/article/33973.html
m.okucy.cn/article/97753.html
m.okucy.cn/article/39739.html
m.okucy.cn/article/24088.html
m.okucy.cn/article/82886.html
m.okucy.cn/article/26288.html
m.okucy.cn/article/99513.html
m.okucy.cn/article/86598.html
m.okucy.cn/article/19313.html
m.okucy.cn/article/84426.html
m.okucy.cn/article/91959.html
m.okucy.cn/article/15559.html
m.okucy.cn/article/11117.html
m.okucy.cn/article/79973.html
m.okucy.cn/article/68882.html
m.okucy.cn/article/88686.html
m.okucy.cn/article/57555.html
m.okucy.cn/article/31971.html
m.okucy.cn/article/71932.html
m.okucy.cn/article/54562.html
m.okucy.cn/article/43376.html
m.okucy.cn/article/53359.html
m.okucy.cn/article/99777.html
m.okucy.cn/article/24606.html
m.okucy.cn/article/04486.html
m.okucy.cn/article/53399.html
m.okucy.cn/article/63588.html
m.okucy.cn/article/02422.html
m.okucy.cn/article/66006.html
m.okucy.cn/article/48042.html
m.okucy.cn/article/24848.html
m.okucy.cn/article/55317.html
m.okucy.cn/article/19177.html
m.okucy.cn/article/37977.html
m.okucy.cn/article/99915.html
m.okucy.cn/article/80080.html
m.okucy.cn/article/19139.html
m.okucy.cn/article/95917.html
m.okucy.cn/article/77797.html
m.okucy.cn/article/99797.html
m.okucy.cn/article/60424.html
m.okucy.cn/article/02224.html
m.okucy.cn/article/02266.html
m.okucy.cn/article/53579.html
m.okucy.cn/article/51313.html
m.okucy.cn/article/73199.html
m.okucy.cn/article/59149.html
m.okucy.cn/article/17339.html
m.okucy.cn/article/88288.html
m.okucy.cn/article/88248.html
m.okucy.cn/article/60648.html
m.okucy.cn/article/00020.html
m.okucy.cn/article/15575.html
m.okucy.cn/article/37991.html
m.okucy.cn/article/40202.html
m.okucy.cn/article/93791.html
m.okucy.cn/article/37535.html
m.okucy.cn/article/55733.html
m.okucy.cn/article/91739.html
m.okucy.cn/article/77539.html
m.okucy.cn/article/17371.html
m.okucy.cn/article/97317.html
m.okucy.cn/article/82020.html
m.okucy.cn/article/44262.html
m.okucy.cn/article/17159.html
m.okucy.cn/article/91391.html
m.okucy.cn/article/39951.html
m.okucy.cn/article/13357.html
m.okucy.cn/article/33733.html
m.okucy.cn/article/42428.html
m.okucy.cn/article/06844.html
m.okucy.cn/article/37353.html
m.okucy.cn/article/24684.html
m.okucy.cn/article/51519.html
m.okucy.cn/article/00086.html
m.okucy.cn/article/19711.html
m.okucy.cn/article/17559.html
m.okucy.cn/article/40260.html
m.okucy.cn/article/53779.html
m.okucy.cn/article/71179.html
m.okucy.cn/article/71155.html
m.okucy.cn/article/79731.html
m.okucy.cn/article/20615.html
m.okucy.cn/article/95579.html
m.okucy.cn/article/84529.html
m.okucy.cn/article/93512.html
m.okucy.cn/article/37771.html
m.okucy.cn/article/88808.html
m.okucy.cn/article/82044.html
m.okucy.cn/article/80644.html
m.okucy.cn/article/82864.html
m.okucy.cn/article/24680.html
m.okucy.cn/article/73959.html
m.okucy.cn/article/24084.html
m.okucy.cn/article/97159.html
m.okucy.cn/article/31751.html
m.okucy.cn/article/46804.html
m.okucy.cn/article/93313.html
m.okucy.cn/article/75931.html
m.okucy.cn/article/86228.html
m.okucy.cn/article/75737.html
m.okucy.cn/article/17559.html
m.okucy.cn/article/59919.html
m.okucy.cn/article/11995.html
m.okucy.cn/article/93193.html
m.okucy.cn/article/80020.html
m.okucy.cn/article/06648.html
m.okucy.cn/article/44886.html
m.okucy.cn/article/68484.html
m.okucy.cn/article/20866.html
m.okucy.cn/article/80024.html
m.okucy.cn/article/26866.html
m.okucy.cn/article/28686.html
m.okucy.cn/article/73511.html
m.okucy.cn/article/73555.html
m.okucy.cn/article/13337.html
m.okucy.cn/article/85676.html
m.okucy.cn/article/26244.html
m.okucy.cn/article/28446.html
m.okucy.cn/article/57357.html
m.okucy.cn/article/57719.html
m.okucy.cn/article/22842.html
m.okucy.cn/article/91397.html
m.okucy.cn/article/73997.html
m.okucy.cn/article/19599.html
m.okucy.cn/article/33355.html
m.okucy.cn/article/22035.html
m.okucy.cn/article/45798.html
m.okucy.cn/article/40684.html
m.okucy.cn/article/15379.html
m.okucy.cn/article/59557.html
m.okucy.cn/article/62624.html
m.okucy.cn/article/51553.html
m.okucy.cn/article/13935.html
m.okucy.cn/article/39577.html
m.okucy.cn/article/59919.html
m.okucy.cn/article/26406.html
m.okucy.cn/article/99795.html
m.okucy.cn/article/55373.html
m.okucy.cn/article/64424.html
m.okucy.cn/article/44806.html
m.okucy.cn/article/00088.html
m.okucy.cn/article/48208.html
m.okucy.cn/article/13111.html
m.okucy.cn/article/71551.html
m.okucy.cn/article/77573.html
m.okucy.cn/article/77519.html
m.okucy.cn/article/93115.html
m.okucy.cn/article/41822.html
m.okucy.cn/article/84428.html
m.okucy.cn/article/60020.html
m.okucy.cn/article/62608.html
m.okucy.cn/article/35791.html
m.okucy.cn/article/73579.html
m.okucy.cn/article/37139.html
m.okucy.cn/article/68257.html
m.okucy.cn/article/25711.html
m.okucy.cn/article/77299.html
m.okucy.cn/article/64806.html
m.okucy.cn/article/08224.html
m.okucy.cn/article/17315.html
m.okucy.cn/article/86680.html
m.okucy.cn/article/66488.html
m.okucy.cn/article/44686.html
m.okucy.cn/article/60846.html
m.okucy.cn/article/66646.html
m.okucy.cn/article/80024.html
m.okucy.cn/article/06040.html
m.okucy.cn/article/71131.html
m.okucy.cn/article/44864.html
m.okucy.cn/article/60408.html
m.okucy.cn/article/40464.html
m.okucy.cn/article/33151.html
m.okucy.cn/article/37175.html
m.okucy.cn/article/93755.html
m.okucy.cn/article/39131.html
m.okucy.cn/article/42642.html
m.okucy.cn/article/17135.html
m.okucy.cn/article/93373.html
m.okucy.cn/article/77755.html
m.okucy.cn/article/95973.html
m.okucy.cn/article/88004.html
m.okucy.cn/article/44246.html
m.okucy.cn/article/11795.html
m.okucy.cn/article/37375.html
m.okucy.cn/article/59177.html
m.okucy.cn/article/75933.html
m.okucy.cn/article/20220.html
m.okucy.cn/article/87128.html
m.okucy.cn/article/66464.html
m.okucy.cn/article/60602.html
m.okucy.cn/article/46446.html
m.okucy.cn/article/44044.html
m.okucy.cn/article/17191.html
m.okucy.cn/article/19971.html
m.okucy.cn/article/31371.html
m.okucy.cn/article/39959.html
m.okucy.cn/article/08874.html
m.okucy.cn/article/84488.html
m.okucy.cn/article/51191.html
m.okucy.cn/article/75197.html
m.okucy.cn/article/97991.html
m.okucy.cn/article/19937.html
m.okucy.cn/article/15393.html
m.okucy.cn/article/37711.html
m.okucy.cn/article/13171.html
m.okucy.cn/article/49208.html
m.okucy.cn/article/97991.html
m.okucy.cn/article/39971.html
m.okucy.cn/article/93757.html
m.okucy.cn/article/11999.html
m.okucy.cn/article/13977.html
m.okucy.cn/article/15113.html
m.okucy.cn/article/17719.html
m.okucy.cn/article/55015.html
m.okucy.cn/article/46870.html
m.okucy.cn/article/02406.html
m.okucy.cn/article/40420.html
m.okucy.cn/article/74773.html
m.okucy.cn/article/67352.html
m.okucy.cn/article/93533.html
m.okucy.cn/article/79779.html
m.okucy.cn/article/19319.html
m.okucy.cn/article/19355.html
m.okucy.cn/article/26002.html
m.okucy.cn/article/35715.html
m.okucy.cn/article/58546.html
m.okucy.cn/article/12268.html
m.okucy.cn/article/19991.html
m.okucy.cn/article/55377.html
m.okucy.cn/article/75133.html
m.okucy.cn/article/53333.html
m.okucy.cn/article/35771.html
m.okucy.cn/article/95317.html
m.okucy.cn/article/42642.html
m.okucy.cn/article/02222.html
m.okucy.cn/article/26666.html
m.okucy.cn/article/24886.html
m.okucy.cn/article/86800.html
m.okucy.cn/article/62888.html
m.okucy.cn/article/62642.html
m.okucy.cn/article/04608.html
m.okucy.cn/article/62440.html
m.okucy.cn/article/11579.html
m.okucy.cn/article/37355.html
m.okucy.cn/article/82208.html
m.okucy.cn/article/08606.html
m.okucy.cn/article/20662.html
m.okucy.cn/article/60420.html
m.okucy.cn/article/84484.html
m.okucy.cn/article/57537.html
m.okucy.cn/article/51133.html
m.okucy.cn/article/79193.html
m.okucy.cn/article/15353.html
m.okucy.cn/article/35355.html
m.okucy.cn/article/05023.html
m.okucy.cn/article/36168.html
m.okucy.cn/article/51517.html
m.okucy.cn/article/71535.html
m.okucy.cn/article/95355.html
m.okucy.cn/article/73533.html
m.okucy.cn/article/26688.html
m.okucy.cn/article/75311.html
m.okucy.cn/article/19519.html
m.okucy.cn/article/73553.html
m.okucy.cn/article/72776.html
m.okucy.cn/article/37315.html
m.okucy.cn/article/19799.html
m.okucy.cn/article/79157.html
m.okucy.cn/article/17173.html
m.okucy.cn/article/31595.html
m.okucy.cn/article/61889.html
m.okucy.cn/article/73799.html
m.okucy.cn/article/11759.html
m.okucy.cn/article/04822.html
m.okucy.cn/article/53519.html
m.okucy.cn/article/46222.html
m.okucy.cn/article/22622.html
m.okucy.cn/article/24028.html
m.okucy.cn/article/04280.html
m.okucy.cn/article/82402.html
m.okucy.cn/article/62444.html
m.okucy.cn/article/97399.html
m.okucy.cn/article/17759.html
m.okucy.cn/article/71111.html
m.okucy.cn/article/22509.html
m.okucy.cn/article/52525.html
m.okucy.cn/article/57559.html
m.okucy.cn/article/97195.html
m.okucy.cn/article/73119.html
m.okucy.cn/article/11597.html
m.okucy.cn/article/33733.html
m.okucy.cn/article/37355.html
m.okucy.cn/article/98806.html
m.okucy.cn/article/28408.html
m.okucy.cn/article/80466.html
m.okucy.cn/article/75571.html
m.okucy.cn/article/19937.html
m.okucy.cn/article/08240.html
m.okucy.cn/article/71331.html
m.okucy.cn/article/19713.html
m.okucy.cn/article/17171.html
m.okucy.cn/article/75951.html
m.okucy.cn/article/95573.html
m.okucy.cn/article/15711.html
m.okucy.cn/article/26600.html
m.okucy.cn/article/19731.html
m.okucy.cn/article/19933.html
m.okucy.cn/article/39339.html
m.okucy.cn/article/15579.html
m.okucy.cn/article/02048.html
m.okucy.cn/article/60048.html
m.okucy.cn/article/11579.html
m.okucy.cn/article/33511.html
m.okucy.cn/article/77115.html
m.okucy.cn/article/82848.html
m.okucy.cn/article/59773.html
m.okucy.cn/article/49157.html
m.okucy.cn/article/57343.html
m.okucy.cn/article/78155.html
m.okucy.cn/article/97516.html
m.okucy.cn/article/77377.html
m.okucy.cn/article/59179.html
m.okucy.cn/article/51555.html
m.okucy.cn/article/02778.html
m.okucy.cn/article/08646.html
m.okucy.cn/article/25908.html
m.okucy.cn/article/35959.html
m.okucy.cn/article/19377.html
m.okucy.cn/article/71771.html
m.okucy.cn/article/93155.html
m.okucy.cn/article/00682.html
m.okucy.cn/article/40020.html
m.okucy.cn/article/39199.html
m.okucy.cn/article/22880.html