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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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@cookingdish · Post #609 · 12/10/2024, 03:50 PM

Mashed Christmas Potatoes 🎄🥔 ✨Recipe for 2 servings Ingredients: Mashed potatoes: 🥔 - 500 g potatoes 🥔 - Vegan cream to taste 🥛 - 2 tbsp vegan butter 🧈 - 1/2 tsp nutmeg 🌰 - 1 tsp salt 🧂 - 1/2 tsp pepper 🌶️ Mince: 🍳 - Oil for frying 🛢️ - 120 g soy granules 🌱 - 400 ml vegetable stock 🥕 - 80 g walnuts, chopped 🌰 - 1 onion 🧅 - 1 tsp smoked paprika 🌶️ - 3 tbsp soy sauce 🍶 - 1 tbsp maple syrup 🍁 - 1 tbsp tomato puree 🍅 - 1 tbsp mustard 🌟 Toppings: 🌟 - Red cabbage 🥬 - Parsley 🌿 - Vegan gravy 🫙 #VeganChristmas#ComfortFood#MashedPotatoes#HolidayRecipe#PlantBasedEats#FestiveVibes#FoodieFavorites @dishes