🔥 Trending Repository: gpui-component
📝 Denoscription: Rust GUI components for building fantastic cross-platform desktop application by using GPUI.
🔗 Repository URL: https://github.com/longbridge/gpui-component
🌐 Website: https://longbridge.github.io/gpui-component/
📖 Readme: https://github.com/longbridge/gpui-component#readme
📊 Statistics:
🌟 Stars: 5.7K stars
👀 Watchers: 27
🍴 Forks: 232 forks
💻 Programming Languages: Rust - Tree-sitter Query - HTML - Shell - Python - C
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: Rust GUI components for building fantastic cross-platform desktop application by using GPUI.
🔗 Repository URL: https://github.com/longbridge/gpui-component
🌐 Website: https://longbridge.github.io/gpui-component/
📖 Readme: https://github.com/longbridge/gpui-component#readme
📊 Statistics:
🌟 Stars: 5.7K stars
👀 Watchers: 27
🍴 Forks: 232 forks
💻 Programming Languages: Rust - Tree-sitter Query - HTML - Shell - Python - C
🏷️ Related Topics:
#rust #gui #cross_platform #uikit #desktop_application #shadcn #gpui
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: headscale
📝 Denoscription: An open source, self-hosted implementation of the Tailscale control server
🔗 Repository URL: https://github.com/juanfont/headscale
📖 Readme: https://github.com/juanfont/headscale#readme
📊 Statistics:
🌟 Stars: 32K stars
👀 Watchers: 172
🍴 Forks: 1.7K forks
💻 Programming Languages: Go
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: An open source, self-hosted implementation of the Tailscale control server
🔗 Repository URL: https://github.com/juanfont/headscale
📖 Readme: https://github.com/juanfont/headscale#readme
📊 Statistics:
🌟 Stars: 32K stars
👀 Watchers: 172
🍴 Forks: 1.7K forks
💻 Programming Languages: Go
🏷️ Related Topics:
#wireguard #tailscale #tailscale_control_server #tailscale_server
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: ai-engineering-hub
📝 Denoscription: In-depth tutorials on LLMs, RAGs and real-world AI agent applications.
🔗 Repository URL: https://github.com/patchy631/ai-engineering-hub
🌐 Website: https://join.dailydoseofds.com
📖 Readme: https://github.com/patchy631/ai-engineering-hub#readme
📊 Statistics:
🌟 Stars: 19.1K stars
👀 Watchers: 241
🍴 Forks: 3.2K forks
💻 Programming Languages: Jupyter Notebook - Python - TypeScript - HTML - Dockerfile - CSS
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: In-depth tutorials on LLMs, RAGs and real-world AI agent applications.
🔗 Repository URL: https://github.com/patchy631/ai-engineering-hub
🌐 Website: https://join.dailydoseofds.com
📖 Readme: https://github.com/patchy631/ai-engineering-hub#readme
📊 Statistics:
🌟 Stars: 19.1K stars
👀 Watchers: 241
🍴 Forks: 3.2K forks
💻 Programming Languages: Jupyter Notebook - Python - TypeScript - HTML - Dockerfile - CSS
🏷️ Related Topics:
#machine_learning #ai #mcp #agents #rag #llms
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: aws-devops-zero-to-hero
📝 Denoscription: AWS zero to hero repo for devops engineers to learn AWS in 30 Days. This repo includes projects, presentations, interview questions and real time examples.
🔗 Repository URL: https://github.com/iam-veeramalla/aws-devops-zero-to-hero
🌐 Website: https://www.youtube.com/@AbhishekVeeramalla
📖 Readme: https://github.com/iam-veeramalla/aws-devops-zero-to-hero#readme
📊 Statistics:
🌟 Stars: 8.9K stars
👀 Watchers: 561
🍴 Forks: 13.2K forks
💻 Programming Languages: Python - HCL - Shell - Dockerfile
🏷️ Related Topics: Not available
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: AWS zero to hero repo for devops engineers to learn AWS in 30 Days. This repo includes projects, presentations, interview questions and real time examples.
🔗 Repository URL: https://github.com/iam-veeramalla/aws-devops-zero-to-hero
🌐 Website: https://www.youtube.com/@AbhishekVeeramalla
📖 Readme: https://github.com/iam-veeramalla/aws-devops-zero-to-hero#readme
📊 Statistics:
🌟 Stars: 8.9K stars
👀 Watchers: 561
🍴 Forks: 13.2K forks
💻 Programming Languages: Python - HCL - Shell - Dockerfile
🏷️ Related Topics: Not available
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
Forwarded from Machine Learning
In Python, building AI-powered Telegram bots unlocks massive potential for image generation, processing, and automation—master this to create viral tools and ace full-stack interviews! 🤖
Learn more: https://hackmd.io/@husseinsheikho/building-AI-powered-Telegram-bots
https://news.1rj.ru/str/DataScienceM🦾
# Basic Bot Setup - The foundation (PTB v20+ Async)
from telegram.ext import Application, CommandHandler, MessageHandler, filters
async def start(update, context):
await update.message.reply_text(
"✨ AI Image Bot Active!\n"
"/generate - Create images from text\n"
"/enhance - Improve photo quality\n"
"/help - Full command list"
)
app = Application.builder().token("YOUR_BOT_TOKEN").build()
app.add_handler(CommandHandler("start", start))
app.run_polling()
# Image Generation - DALL-E Integration (OpenAI)
import openai
from telegram.ext import ContextTypes
openai.api_key = os.getenv("OPENAI_API_KEY")
async def generate(update: Update, context: ContextTypes.DEFAULT_TYPE):
if not context.args:
await update.message.reply_text("❌ Usage: /generate cute robot astronaut")
return
prompt = " ".join(context.args)
try:
response = openai.Image.create(
prompt=prompt,
n=1,
size="1024x1024"
)
await update.message.reply_photo(
photo=response['data'][0]['url'],
caption=f"🎨 Generated: *{prompt}*",
parse_mode="Markdown"
)
except Exception as e:
await update.message.reply_text(f"🔥 Error: {str(e)}")
app.add_handler(CommandHandler("generate", generate))
Learn more: https://hackmd.io/@husseinsheikho/building-AI-powered-Telegram-bots
#Python #TelegramBot #AI #ImageGeneration #StableDiffusion #OpenAI #MachineLearning #CodingInterview #FullStack #Chatbots #DeepLearning #ComputerVision #Programming #TechJobs #DeveloperTips #CareerGrowth #CloudComputing #Docker #APIs #Python3 #Productivity #TechTips
https://news.1rj.ru/str/DataScienceM
Please open Telegram to view this post
VIEW IN TELEGRAM
❤4
This media is not supported in your browser
VIEW IN TELEGRAM
🎥 Ditto: Innovations in Video Editing with AI
Ditto is an advanced platform for generating high-quality data for instruction-based video editing. It combines the power of image and video generators, creating a unique Ditto-1M dataset with one million examples, enabling the training of models like Editto with outstanding results.
🚀Key highlights:
- Innovative data generation for video editing.
- Unique Ditto-1M dataset with one million examples.
- Efficient model architecture to reduce costs and improve quality.
- Use of an intelligent agent for filtering and quality control.
📌 GitHub: https://github.com/EzioBy/Ditto
Ditto is an advanced platform for generating high-quality data for instruction-based video editing. It combines the power of image and video generators, creating a unique Ditto-1M dataset with one million examples, enabling the training of models like Editto with outstanding results.
🚀Key highlights:
- Innovative data generation for video editing.
- Unique Ditto-1M dataset with one million examples.
- Efficient model architecture to reduce costs and improve quality.
- Use of an intelligent agent for filtering and quality control.
📌 GitHub: https://github.com/EzioBy/Ditto
👍1
🔥 Trending Repository: opentelemetry-collector
📝 Denoscription: OpenTelemetry Collector
🔗 Repository URL: https://github.com/open-telemetry/opentelemetry-collector
🌐 Website: https://opentelemetry.io
📖 Readme: https://github.com/open-telemetry/opentelemetry-collector#readme
📊 Statistics:
🌟 Stars: 5.9K stars
👀 Watchers: 88
🍴 Forks: 1.8K forks
💻 Programming Languages: Go
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: OpenTelemetry Collector
🔗 Repository URL: https://github.com/open-telemetry/opentelemetry-collector
🌐 Website: https://opentelemetry.io
📖 Readme: https://github.com/open-telemetry/opentelemetry-collector#readme
📊 Statistics:
🌟 Stars: 5.9K stars
👀 Watchers: 88
🍴 Forks: 1.8K forks
💻 Programming Languages: Go
🏷️ Related Topics:
#monitoring #metrics #telemetry #observability #opentelemetry #open_telemetry
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: Web-Dev-For-Beginners
📝 Denoscription: 24 Lessons, 12 Weeks, Get Started as a Web Developer
🔗 Repository URL: https://github.com/microsoft/Web-Dev-For-Beginners
📖 Readme: https://github.com/microsoft/Web-Dev-For-Beginners#readme
📊 Statistics:
🌟 Stars: 92.5K stars
👀 Watchers: 2.7k
🍴 Forks: 14.4K forks
💻 Programming Languages: JavaScript - HTML - CSS - Vue - Python
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: 24 Lessons, 12 Weeks, Get Started as a Web Developer
🔗 Repository URL: https://github.com/microsoft/Web-Dev-For-Beginners
📖 Readme: https://github.com/microsoft/Web-Dev-For-Beginners#readme
📊 Statistics:
🌟 Stars: 92.5K stars
👀 Watchers: 2.7k
🍴 Forks: 14.4K forks
💻 Programming Languages: JavaScript - HTML - CSS - Vue - Python
🏷️ Related Topics:
#javanoscript #css #html #learning #education #curriculum #tutorials #microsoft_for_beginners
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: VoiceInk
📝 Denoscription: Voice-to-text app for macOS to transcribe what you say to text almost instantly
🔗 Repository URL: https://github.com/Beingpax/VoiceInk
🌐 Website: https://tryvoiceink.com
📖 Readme: https://github.com/Beingpax/VoiceInk#readme
📊 Statistics:
🌟 Stars: 2.2K stars
👀 Watchers: 10
🍴 Forks: 276 forks
💻 Programming Languages: Swift
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: Voice-to-text app for macOS to transcribe what you say to text almost instantly
🔗 Repository URL: https://github.com/Beingpax/VoiceInk
🌐 Website: https://tryvoiceink.com
📖 Readme: https://github.com/Beingpax/VoiceInk#readme
📊 Statistics:
🌟 Stars: 2.2K stars
👀 Watchers: 10
🍴 Forks: 276 forks
💻 Programming Languages: Swift
🏷️ Related Topics:
#macos #swift #macos_app
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: olmocr
📝 Denoscription: Toolkit for linearizing PDFs for LLM datasets/training
🔗 Repository URL: https://github.com/allenai/olmocr
📖 Readme: https://github.com/allenai/olmocr#readme
📊 Statistics:
🌟 Stars: 14.9K stars
👀 Watchers: 77
🍴 Forks: 1.1K forks
💻 Programming Languages: Python - Shell - HTML
🏷️ Related Topics: Not available
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: Toolkit for linearizing PDFs for LLM datasets/training
🔗 Repository URL: https://github.com/allenai/olmocr
📖 Readme: https://github.com/allenai/olmocr#readme
📊 Statistics:
🌟 Stars: 14.9K stars
👀 Watchers: 77
🍴 Forks: 1.1K forks
💻 Programming Languages: Python - Shell - HTML
🏷️ Related Topics: Not available
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
Forwarded from Machine Learning with Python
This channels is for Programmers, Coders, Software Engineers.
0️⃣ Python
1️⃣ Data Science
2️⃣ Machine Learning
3️⃣ Data Visualization
4️⃣ Artificial Intelligence
5️⃣ Data Analysis
6️⃣ Statistics
7️⃣ Deep Learning
8️⃣ programming Languages
✅ https://news.1rj.ru/str/addlist/8_rRW2scgfRhOTc0
✅ https://news.1rj.ru/str/Codeprogrammer
Please open Telegram to view this post
VIEW IN TELEGRAM
❤1
🔥 Trending Repository: cpp-httplib
📝 Denoscription: A C++ header-only HTTP/HTTPS server and client library
🔗 Repository URL: https://github.com/yhirose/cpp-httplib
📖 Readme: https://github.com/yhirose/cpp-httplib#readme
📊 Statistics:
🌟 Stars: 15.2K stars
👀 Watchers: 189
🍴 Forks: 2.5K forks
💻 Programming Languages: C++ - CMake - C - Meson - Makefile - Python
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: A C++ header-only HTTP/HTTPS server and client library
🔗 Repository URL: https://github.com/yhirose/cpp-httplib
📖 Readme: https://github.com/yhirose/cpp-httplib#readme
📊 Statistics:
🌟 Stars: 15.2K stars
👀 Watchers: 189
🍴 Forks: 2.5K forks
💻 Programming Languages: C++ - CMake - C - Meson - Makefile - Python
🏷️ Related Topics:
#http #cpp #https #cpp11 #header_only
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: MONAI
📝 Denoscription: AI Toolkit for Healthcare Imaging
🔗 Repository URL: https://github.com/Project-MONAI/MONAI
🌐 Website: https://monai.io/
📖 Readme: https://github.com/Project-MONAI/MONAI#readme
📊 Statistics:
🌟 Stars: 7K stars
👀 Watchers: 95
🍴 Forks: 1.3K forks
💻 Programming Languages: Python - C++ - Cuda
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: AI Toolkit for Healthcare Imaging
🔗 Repository URL: https://github.com/Project-MONAI/MONAI
🌐 Website: https://monai.io/
📖 Readme: https://github.com/Project-MONAI/MONAI#readme
📊 Statistics:
🌟 Stars: 7K stars
👀 Watchers: 95
🍴 Forks: 1.3K forks
💻 Programming Languages: Python - C++ - Cuda
🏷️ Related Topics:
#deep_learning #python3 #pytorch #medical_image_computing #medical_image_processing #healthcare_imaging #monai
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: jan
📝 Denoscription: Jan is an open source alternative to ChatGPT that runs 100% offline on your computer.
🔗 Repository URL: https://github.com/janhq/jan
🌐 Website: https://jan.ai/
📖 Readme: https://github.com/janhq/jan#readme
📊 Statistics:
🌟 Stars: 38.4K stars
👀 Watchers: 203
🍴 Forks: 2.3K forks
💻 Programming Languages: TypeScript - Rust - Python - JavaScript - Shell - PowerShell
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: Jan is an open source alternative to ChatGPT that runs 100% offline on your computer.
🔗 Repository URL: https://github.com/janhq/jan
🌐 Website: https://jan.ai/
📖 Readme: https://github.com/janhq/jan#readme
📊 Statistics:
🌟 Stars: 38.4K stars
👀 Watchers: 203
🍴 Forks: 2.3K forks
💻 Programming Languages: TypeScript - Rust - Python - JavaScript - Shell - PowerShell
🏷️ Related Topics:
#open_source #self_hosted #gpt #tauri #llm #chatgpt #llamacpp #localai
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: mem0
📝 Denoscription: Universal memory layer for AI Agents; Announcing OpenMemory MCP - local and secure memory management.
🔗 Repository URL: https://github.com/mem0ai/mem0
🌐 Website: https://mem0.ai
📖 Readme: https://github.com/mem0ai/mem0#readme
📊 Statistics:
🌟 Stars: 42.1K stars
👀 Watchers: 203
🍴 Forks: 4.5K forks
💻 Programming Languages: Python - TypeScript - MDX - Jupyter Notebook - JavaScript - Shell
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: Universal memory layer for AI Agents; Announcing OpenMemory MCP - local and secure memory management.
🔗 Repository URL: https://github.com/mem0ai/mem0
🌐 Website: https://mem0.ai
📖 Readme: https://github.com/mem0ai/mem0#readme
📊 Statistics:
🌟 Stars: 42.1K stars
👀 Watchers: 203
🍴 Forks: 4.5K forks
💻 Programming Languages: Python - TypeScript - MDX - Jupyter Notebook - JavaScript - Shell
🏷️ Related Topics:
#python #application #state_management #ai #memory #chatbots #memory_management #agents #hacktoberfest #ai_agents #long_term_memory #rag #llm #chatgpt #genai
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
❤1
🔥 Trending Repository: WeKnora
📝 Denoscription: LLM-powered framework for deep document understanding, semantic retrieval, and context-aware answers using RAG paradigm.
🔗 Repository URL: https://github.com/Tencent/WeKnora
🌐 Website: https://weknora.weixin.qq.com
📖 Readme: https://github.com/Tencent/WeKnora#readme
📊 Statistics:
🌟 Stars: 6.8K stars
👀 Watchers: 43
🍴 Forks: 778 forks
💻 Programming Languages: Go - Vue - Python - TypeScript - Shell - Less
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: LLM-powered framework for deep document understanding, semantic retrieval, and context-aware answers using RAG paradigm.
🔗 Repository URL: https://github.com/Tencent/WeKnora
🌐 Website: https://weknora.weixin.qq.com
📖 Readme: https://github.com/Tencent/WeKnora#readme
📊 Statistics:
🌟 Stars: 6.8K stars
👀 Watchers: 43
🍴 Forks: 778 forks
💻 Programming Languages: Go - Vue - Python - TypeScript - Shell - Less
🏷️ Related Topics:
#agent #golang #multi_tenant #ai #chatbot #evaluation #embeddings #openai #question_answering #chatbots #knowledge_base #semantic_search #reranking #multimodel #rag #vector_search #llm #generative_ai #agentic #ollama
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: claude-relay-service
📝 Denoscription: CRS-自建Claude Code镜像,一站式开源中转服务,让 Claude、OpenAI、Gemini、Droid 订阅统一接入,支持拼车共享,更高效分摊成本,原生工具无缝使用。
🔗 Repository URL: https://github.com/Wei-Shaw/claude-relay-service
🌐 Website: https://pincc.ai
📖 Readme: https://github.com/Wei-Shaw/claude-relay-service#readme
📊 Statistics:
🌟 Stars: 4.6K stars
👀 Watchers: 13
🍴 Forks: 769 forks
💻 Programming Languages: JavaScript - Vue - Shell - CSS - Makefile - Dockerfile
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: CRS-自建Claude Code镜像,一站式开源中转服务,让 Claude、OpenAI、Gemini、Droid 订阅统一接入,支持拼车共享,更高效分摊成本,原生工具无缝使用。
🔗 Repository URL: https://github.com/Wei-Shaw/claude-relay-service
🌐 Website: https://pincc.ai
📖 Readme: https://github.com/Wei-Shaw/claude-relay-service#readme
📊 Statistics:
🌟 Stars: 4.6K stars
👀 Watchers: 13
🍴 Forks: 769 forks
💻 Programming Languages: JavaScript - Vue - Shell - CSS - Makefile - Dockerfile
🏷️ Related Topics:
#droid #crs #claude #claude_api #gemini_cli #claude_code #codex_cli #claude_proxy #droid_cli #droid2api
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: Ventoy
📝 Denoscription: A new bootable USB solution.
🔗 Repository URL: https://github.com/ventoy/Ventoy
🌐 Website: https://www.ventoy.net
📖 Readme: https://github.com/ventoy/Ventoy#readme
📊 Statistics:
🌟 Stars: 71.7K stars
👀 Watchers: 683
🍴 Forks: 4.5K forks
💻 Programming Languages: C - Shell - HTML - C++ - CSS - Makefile
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: A new bootable USB solution.
🔗 Repository URL: https://github.com/ventoy/Ventoy
🌐 Website: https://www.ventoy.net
📖 Readme: https://github.com/ventoy/Ventoy#readme
📊 Statistics:
🌟 Stars: 71.7K stars
👀 Watchers: 683
🍴 Forks: 4.5K forks
💻 Programming Languages: C - Shell - HTML - C++ - CSS - Makefile
🏷️ Related Topics:
#windows #linux #unix #legacy #usb #multiboot #persistence #bsd #uefi #chromeos #iso_files #secure_boot #unattended #auto_install #bootable_usb
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: BettaFish
📝 Denoscription: 微舆:人人可用的多Agent舆情分析助手,打破信息茧房,还原舆情原貌,预测未来走向,辅助决策!从0实现,不依赖任何框架。
🔗 Repository URL: https://github.com/666ghj/BettaFish
📖 Readme: https://github.com/666ghj/BettaFish#readme
📊 Statistics:
🌟 Stars: 2.1K stars
👀 Watchers:
🍴 Forks: 295 forks
💻 Programming Languages: Python - HTML
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: 微舆:人人可用的多Agent舆情分析助手,打破信息茧房,还原舆情原貌,预测未来走向,辅助决策!从0实现,不依赖任何框架。
🔗 Repository URL: https://github.com/666ghj/BettaFish
📖 Readme: https://github.com/666ghj/BettaFish#readme
📊 Statistics:
🌟 Stars: 2.1K stars
👀 Watchers:
🍴 Forks: 295 forks
💻 Programming Languages: Python - HTML
🏷️ Related Topics:
#nlp #sentiment_analysis #python3 #data_analysis #deep_search #multi_agent_system #agent_framework #public_opinion_analysis #llms #deep_research
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: LLaMA-Factory
📝 Denoscription: Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)
🔗 Repository URL: https://github.com/hiyouga/LLaMA-Factory
🌐 Website: https://llamafactory.readthedocs.io
📖 Readme: https://github.com/hiyouga/LLaMA-Factory#readme
📊 Statistics:
🌟 Stars: 61.3K stars
👀 Watchers: 295
🍴 Forks: 7.4K forks
💻 Programming Languages: Python
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)
🔗 Repository URL: https://github.com/hiyouga/LLaMA-Factory
🌐 Website: https://llamafactory.readthedocs.io
📖 Readme: https://github.com/hiyouga/LLaMA-Factory#readme
📊 Statistics:
🌟 Stars: 61.3K stars
👀 Watchers: 295
🍴 Forks: 7.4K forks
💻 Programming Languages: Python
🏷️ Related Topics:
#nlp #agent #ai #transformers #moe #llama #gpt #lora #quantization #gemma #fine_tuning #peft #large_language_models #llm #rlhf #instruction_tuning #qlora #qwen #deepseek #llama3
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
Clean Code Tip:
For reusable setup and teardown logic, you can create your own context managers. Instead of writing a full class with
Example:
━━━━━━━━━━━━━━━
By: @DataScienceN ✨
For reusable setup and teardown logic, you can create your own context managers. Instead of writing a full class with
__enter__ and __exit__, use the @contextmanager decorator from the contextlib module for a more concise and elegant solution. This is a pro-level technique for robust resource management. 🚀Example:
import contextlib
# The verbose, class-based way to create a context manager
class DatabaseConnection:
def __init__(self, db_name):
self._db_name = db_name
self._conn = None
print(f"Initializing connection to {self._db_name}...")
def __enter__(self):
print("-> Entering context: Opening connection.")
self._conn = f"CONNECTION_TO_{self._db_name}" # Simulate connection
return self._conn
def __exit__(self, exc_type, exc_val, exc_tb):
print("<- Exiting context: Closing connection.")
self._conn = None # Simulate closing
print("--- Class-Based Way ---")
with DatabaseConnection("users.db") as conn:
print(f" Performing operations with {conn}")
# The clean, Pythonic way using a generator and @contextmanager
@contextlib.contextmanager
def managed_database(db_name):
print(f"Initializing connection to {db_name}...")
conn = f"CONNECTION_TO_{db_name}"
try:
print("-> Entering context: Yielding connection.")
yield conn # The code inside the 'with' block runs here
finally:
# This code is guaranteed to run, just like __exit__
print("<- Exiting context: Closing connection in 'finally'.")
conn = None
print("\n--- @contextmanager Way ---")
with managed_database("products.db") as conn:
print(f" Performing operations with {conn}")
━━━━━━━━━━━━━━━
By: @DataScienceN ✨
❤1