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Prompt Generation from User Requirements In this example we will create a chat bot that helps a user generate a prompt. It will first collect requirem 阅读全文
posted @ 2025-04-02 22:00
lightsong
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FastAPI+CrewAI+MySQL+Celery实现AI Agent复杂工作流 https://github.com/fanqingsong/CrewAIFlowsFullStack 本项目主要实现使用FastAPI后端框架+CrewAI实现AI Agent复杂工作流。代码实现CrewAI的F 阅读全文
posted @ 2025-03-15 19:00
lightsong
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PydanticAITest https://www.bilibili.com/video/BV136CBYGErg/?spm_id_from=333.337.search-card.all.click&vd_source=41b9bfb5ef0a4175a4cb4170a475f680 https 阅读全文
posted @ 2025-03-15 18:49
lightsong
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MCPTest https://github.com/fanqingsong/MCPTest MCP功能测试,编写LLM(支持OpenAI接口风格的大模型)应用程序调用MCP。MCP(模型上下文协议)是Claude开源的一种开放协议，可实现LLM应用程序与外部数据源和工具之间的无缝集成。 本期系列相 阅读全文
posted @ 2025-03-15 18:17
lightsong
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Docker mirror: ubuntu@mlops:~/dify-1.0.1/docker$ cat /etc/docker/daemon.json { "registry-mirrors": [ "https://docker.zhai.cm", "https://a.ussh.net", " 阅读全文
posted @ 2025-03-15 10:04
lightsong
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Prefect workflow https://docs.prefect.io/v3/get-started/quickstart Convert a Python script into your first Prefect workflow Prefect makes it easy to d 阅读全文
posted @ 2025-03-12 21:53
lightsong
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A demo of Vanna.AI using OpenAI LLM, Chroma DB and PostgreSQL https://github.com/fanqingsong/vanna-ai-demo VANNA.AI DEMO A demo of Vanna.AI using Open 阅读全文
posted @ 2025-03-12 09:26
lightsong
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Vanna AI Demo App with Qdrant and OpenRouter https://github.com/fanqingsong/vanna-qdrant-openrouter-demo-app A Flask-based web application that demons 阅读全文
posted @ 2025-03-12 09:16
lightsong
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Demo of OpenAI Assistants API with data in SQL Server and code_interpreter visualizations https://github.com/fanqingsong/survey-data-assistant High Le 阅读全文
posted @ 2025-03-12 09:10
lightsong
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https://xueqiu.com/9243752894/58245811 https://zhuanlan.zhihu.com/p/48535849 导读：在决定你的商业模式时，你是选择免费试用模式(Free Trial)还是免费增值模式(Freemium)？ 毫无疑问，在免费试用(Free T 阅读全文
posted @ 2025-03-10 10:16
lightsong
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sqlalchemy_cruder https://github.com/fanqingsong/sqlalchemy_cruder core implementation from typing import Any, Dict, Generic, List, Optional, Type, Ty 阅读全文
posted @ 2025-03-09 20:19
lightsong
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5 prompt frameworks to level up your prompts RTF, RISEN, RODES, Chain of thought and Chain of density https://www.thepromptwarrior.com/p/5-prompt-fram 阅读全文
posted @ 2025-03-08 20:00
lightsong
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airflow动态创建并发布的work around方法 ## Trae AI使用了 1 个参考是的，Airflow 允许在 Python 脚本中定义 DAG，并且可以通过运行 Python 脚本来实现 DAG 的“发布”，不过严格来说，这里的“发布”指的是让 Airflow 识别到这个新的 DAG 阅读全文
posted @ 2025-03-07 22:22
lightsong
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Deploy Machine Learning Models with Keras, FastAPI, Redis and Docker https://www.cnblogs.com/lightsong/p/18731396 本例子中作者实现了通过redis做任务队列的功能， 异步消息协同是由作者 阅读全文
posted @ 2025-03-07 22:13
lightsong
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Introducing the Model Context Protocol https://www.anthropic.com/news/model-context-protocol Today, we're open-sourcing the Model Context Protocol (MC 阅读全文
posted @ 2025-03-06 10:47
lightsong
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https://hellowac.github.io/uv-zh-cn/getting-started/features/#venv-virtualenv 功能概览 uv 提供了丰富的功能，涵盖了从安装 Python 和运行简单脚本，到支持多 Python 版本和多平台的大型项目开发的各个方面。 u 阅读全文
posted @ 2025-02-25 15:55
lightsong
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langchain-rag https://github.com/fanqingsong/langchain-rag from dotenv import load_dotenv import os, time load_dotenv() print(" SILICONFLOWAI_API_KEY 阅读全文
posted @ 2025-02-25 09:33
lightsong
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RAG From Scratch https://github.com/langchain-ai/rag-from-scratch LLMs are trained on a large but fixed corpus of data, limiting their ability to reas 阅读全文
posted @ 2025-02-25 09:08
lightsong
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ragas https://docs.ragas.io/en/latest/ Ragas is a library that provides tools to supercharge the evaluation of Large Language Model (LLM) applications 阅读全文
posted @ 2025-02-23 21:09
lightsong
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List of top LLM Observability Tools https://drdroid.io/engineering-tools/list-of-top-llm-observability-tools Introduction Observability refers to the 阅读全文
posted @ 2025-02-23 20:27
lightsong
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LLM Observability Tools: 2025 Comparison https://lakefs.io/blog/llm-observability-tools/ As OpenAI unveiled ChatGPT, which swiftly explained difficult 阅读全文
posted @ 2025-02-23 20:17
lightsong
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Top 15 LLMOps Tools for Building AI Applications in 2025 https://www.datacamp.com/blog/llmops-tools We have moved past making large language models (L 阅读全文
posted @ 2025-02-23 19:47
lightsong
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RAG-Raptor-RE-Ranker-demo https://github.com/BlueBash/RAG-Raptor-RE-Ranker-demo The method of re-ranking involves a two-stage retrieval system, with r 阅读全文
posted @ 2025-02-23 17:16
lightsong
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LLM Evaluation: Metrics, Methodologies, Best Practices https://www.datacamp.com/blog/llm-evaluation Key Metrics for LLM Evaluation Evaluating LLMs req 阅读全文
posted @ 2025-02-23 16:56
lightsong
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Langchain-Evaluation Framework https://medium.com/@rahulpant.me/langchain-evaluation-framework-8ac1a95c9050 In this blog, we will look at how Langchai 阅读全文
posted @ 2025-02-23 16:39
lightsong
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LangChain: LLM App Evaluation https://dev.to/rutamstwt/langchain-llm-app-evaluation-3m2l As language models (LLMs) continue to advance, their applicat 阅读全文
posted @ 2025-02-23 16:28
lightsong
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Deploy Machine Learning Models with Keras, FastAPI, Redis and Docker https://github.com/shanesoh/deploy-ml-fastapi-redis-docker webserver """ Web serv 阅读全文
posted @ 2025-02-22 21:04
lightsong
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Deploy Machine Learning Models with Keras, FastAPI, Redis and Docker https://medium.com/analytics-vidhya/deploy-machine-learning-models-with-keras-fas 阅读全文
posted @ 2025-02-22 20:48
lightsong
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Deploying a Docker Stack to Docker Swarm https://quileswest.medium.com/deploying-a-docker-stack-to-docker-swarm-b2f9cc80f145 This lab we will create a 阅读全文
posted @ 2025-02-22 20:35
lightsong
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Implementing FastAPI Services – Abstraction and Separation of Concerns This article introduces an approach to structure FastAPI applications with mult 阅读全文
posted @ 2025-02-22 19:14
lightsong
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fastapi-versioning https://github.com/DeanWay/fastapi-versioning from fastapi import FastAPI from fastapi_versioning import VersionedFastAPI, version 阅读全文
posted @ 2025-02-21 22:37
lightsong
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Build a Retrieval Augmented Generation (RAG) App https://python.langchain.com/docs/tutorials/rag/ One of the most powerful applications enabled by LLM 阅读全文
posted @ 2025-02-19 22:26
lightsong
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how langchain call api https://sj-langchain.readthedocs.io/en/latest/chains/langchain.chains.api.openapi.chain.OpenAPIEndpointChain.html https://pytho 阅读全文
posted @ 2025-02-19 22:19
lightsong
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langchain serialization https://zhuanlan.zhihu.com/p/640693519 8序列化 这个笔记本涵盖了如何将链序列化到磁盘和从磁盘序列化。我们使用的序列化格式是json或yaml。目前，只有一些链支持这种类型的序列化。我们将随着时间的推移增加支持的链 阅读全文
posted @ 2025-02-19 21:35
lightsong
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pydantic.computed_field() https://github.com/weet-ai/text2sql-workshop/blob/main/text2sql/text2sql/core.py from langchain.chat_models import ChatOpenA 阅读全文
posted @ 2025-02-19 13:35
lightsong
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Mastering Natural Language to SQL with LangChain | NL2SQL https://blog.futuresmart.ai/mastering-natural-language-to-sql-with-langchain-nl2sql By the e 阅读全文
posted @ 2025-02-16 22:27
lightsong
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豆包推荐 智谱 AI：其 GLM - 4 - Flash 模型 API 全部免费，还开启限时免费微调活动。同时，面向 OpenAI API 用户提供特别搬家计划，为开发者提供 1.5 亿 Token（5000 万 GLM - 4 + 1 亿 GLM - 4 - Air），以及从 OpenAI 到 G 阅读全文
posted @ 2025-02-16 20:51
lightsong
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B - A..B..C https://atcoder.jp/contests/abc393/tasks/abc393_b #include <bits/stdc++.h> using namespace std; int main(){ string s; cin >> s; int tot = 阅读全文
posted @ 2025-02-16 10:28
lightsong
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Incremental addition of vectors to FAISS https://github.com/facebookresearch/faiss/issues/1284 There will be some regimes in which PQ provides a speed 阅读全文
posted @ 2025-02-13 11:12
lightsong
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Understanding FAISS Indexing https://arithmancylabs.medium.com/understanding-faiss-indexing-86ec98048bd9 In this article we will dive deep into the Fa 阅读全文
posted @ 2025-02-13 10:55
lightsong
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