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Source channel @githubtrending · Post #15539 · Mar 5

#python#agent#llm#llm_agent#llm_reasoning#machine_learning_systems#mlsys#reinforcement_learning#rl AReaL is a free, open-source system for fast asynchronous reinforcement learning to train large AI models in math, coding, search, and agents. It decouples generation and training for up to 2.77x speedup, stable performance, and easy setup on single or 1000+ GPUs with algorithms like GRPO/PPO. Install via git/pip, run examples like GSM8K math instantly. You benefit by building top AI agents affordably and quickly, reproducing results with shared data/models, saving time/money vs. slow synchronous tools. https://github.com/inclusionAI/AReaL

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@TgDict · Post #212 · 11/08/2023, 03:44 PM

#food#picture#yummy https://t.me/fporn https://t.me/restaurantfood https://t.me/onlyfood https://t.me/dailyfoodporn https://t.me/foodovik https://t.me/foodrumedia https://t.me/aiqing

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@cookingdish · Post #577 · 11/11/2024, 03:21 PM

Caramelized Shallots Pumpkin Pasta 🎃🍝 Recipe for 2 servings Ingredients: - 1/2 Hokkaido pumpkin 🎃 - 250 g pasta 🍝 - 250 g shallots 🧅 - Vegan butter for frying 🧈 - 25 ml maple syrup 🍁 - 100 g vegan cream cheese 🌱 - 300 ml vegetable stock 🥕🍲 - Pinch of salt and pepper 🧂 Toppings - Parsley, chopped 🌿 Preparation: 1. Dice the pumpkin and blanch for 10 minutes 🍲 2. Cook the pasta 🍝 3. Fry the shallots in butter, add maple syrup for a caramelized touch 🍁🧅 4. Deglaze with vegetable stock, add the pumpkin, stir, and simmer briefly 🎃🍲 5. Stir in the cream cheese, then mix in the pasta 🌱🍝 6. Top with fresh parsley and enjoy! 🌿✨ #VeganPasta#PumpkinSeason#CaramelizedShallots#ComfortFood#FallRecipes#PlantBased#EasyMeals#Yummy#PastaNight @dishes