# py-ai-coder

**Repository Path**: rizhen_xuc5566/py-ai-code

## Basic Information

- **Project Name**: py-ai-coder
- **Description**: 学习和实践python、机器学习、深度学习、大模型相关的代码案例
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2024-11-19
- **Last Updated**: 2025-12-16

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README





在机器学习、深度学习、大模型、RAG、AI agent方面的代码实践









一定说明清楚代码实践的软件版本











不需要模型的代码，直接在本地电脑就好，需要模型的代码放在服务器上运行





Jupyter_server_terminals==0.5.3

jupyterlab==4.2.5

jupyterlab_pygments==0.3.0

jupyterlab_server==2.27.3

jupytehlab_widgets==3.0.13

kiwisolver==1.4.5

kubernetes==30.1.0

lancedb==0.12.0

langchain==0.3.3

langchain-chroma==0.1.2

langchain-cli==0.0.29

langchain-community==0.3.2

langchain-core==0.3.10

langchain-experimental==0.0.64

langchain-huggingface==0.0.3

langchain-openai==0.2.2

langchain-pinecone==0.1.3

langchain-qdrant==0.1.3

langchain-text-splitters==0.3.0

langchain-weaviate==0.0.2

langchainhub==0.1.20

1angdetect==1.0.9

langgraph==0.2.4

langgraph-checkpoint==1.0.3

langgraph-checkpoint-sqlite==1.0.0

langserve==0.2.2

langsmith==0.1.135

langsmith==0.1.135

layoutparser==0.3.4

libcst==1.4.0

1xm1==5.3.0

Markdown==3.7

markdown-it-py==3.0.0

MarkupSafe==2.1.5

marshmallow==3.21.3

matplotlib==3.9.2

matplot110-inline==0.1.7

mdur1==0.1.2

mistune==3.0.2

mmh3==4.1.0

monotonic==1.6

mpmath==1.3.0

multidict==6.0.5

mypy-extensions==1.0.0

nbclient==0.10.0

nbconvert==7.16.4

nbformat==5.10.4

nest-asyncio==1.6.0

networkx==3.3

n1tk==3.9.1

n1tk==3.9.1

notebook==7.2.2

notebook_shim==0.2.4

numexpr==2.10.1

numpy==1.26.4

oauthlib==3.2.2

omegaconf==2.3.0

onnx==1.16.2

onnxruntime==1.18.1

openai==1.51.2

opencv-python==4.10.0.84

opentelemetry-api==1.26.0

opentelemetry-exporter-otlp-proto-common==1.26.0

opentelemetry-exporter-otlp-proto-grpc==1.26.0

opentelemetry-instrumentation==0.47b0

opentelemetry-instrumentation-asgi==0.47b0

opentelemetry-instrumentation-fastapi==0.47b0

opentelemetry-proto==1.26.0

opentelemetry-sdk==1.26.0

opentelemetry-semantic-conventions==0.47b0

overrides==7.7.0

packaging==23.2

pandas==2.2.2

pandocfilters==1.5.1

parso==0.8.4

pdf2image==1.17.0

pdfminer.six==20231228

pdfplumber==0.11.4

pikepdf==9.1.2

pillow==10.4.0

pillow_heif==0.18.0

pinecone-client==5.0.1

pinecone-notebooks==0.1.1

pinecone-plugin-inference==1.0.3

pinecone-plugin-interface==0.0.7

pipx==1.6.0

platformdirs==4.2.2

portalocker==2.10.1

posthog==3.5.0

prometheus_client==0.21.0

prompt_tockit==3.0.47

proto-plus==1.24.0

protobuf==4.25.4

psutil==6.0.0

pure_eval==0.2.3

ру==1.11.0

pyarrow==17.0.0







# Version







## Macbook

### Python

运行路径：/Users/yelifeng/anaconda/anaconda3/envs/deploy_tts/lib/python3.11



### Conda

```
(base) yelifeng@192 ~ % conda env list                

base         * /Users/yelifeng/anaconda/anaconda3
deploy_tts       /Users/yelifeng/anaconda/anaconda3/envs/deploy_tts
```



## AutoDL











# ML

> 机器学习





## Algorithm





### 分类

代码示例











### 聚类



## Application



# DL



>  深度学习



## CNN



## DNN











# LLM







说清楚所依赖的版本号，防止环境互相冲突







## Traning







## Reward Mode





### Tool









#### vLLM











## RLHF







## Tool

### HkOpenAI







### HugglingFace



### Modelscope











### Gradio













# Python





## Class Lib





# Pytorch

## Class Lib











# RAG

## Component



### Langchain







### Llama-Index





### Spring AI







## Process







## Vector





### Embedding







### Vector Database







# AI agent



## Component

### LangGraph









# Model

> 存储所需要用到的模型文件





# Data

> 1.存储通用数据集和占用空间大的数据集
>
> 2.每个技术栈的数据集可以放在这个技术栈所属的data文件夹下。每个技术栈下的技术内容放在这个技术内容所属的data路径下







# QA

> 记录代码执行过程中出现的问题



## RAG



1、OpenAIError: The api_key client option must be set either by passing api_key to the client or by setting the OPENAI_API_KEY environment variable