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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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Machinelearning

@ai_machinelearning_big_data · Post #8680 · 10/02/2025, 05:01 PM

✔️IBM представила Granite 4.0 — новое семейство open-weights языковых моделей от 3B до 32B параметров. Четыре новые модели: - Granite 4.0 H Small - 32B/9B активных параметров - Granite 4.0 H Tiny - 7B/1B - Granite 4.0 H Micro - 3B/3B - Granite 4.0 Micro - 3B/3B Benchmarking (Artificial Analysis Index): - Granite 4.0 H Small: 23 балла (на 8 выше Granite 3.3 8B), обходит Gemma 3 27B (22), но уступает Mistral Small 3.2 (29) и Qwen3 30B A3B (37). - Granite 4.0 Micro: 16 баллов, выше Gemma 3 4B (15) и LFM 2 2.6B (12). ⚡ Token efficiency: - Granite 4.0 Small — 5.2M токенов - Granite 4.0 Micro — 6.7M токенов Обе модели заметно эффективнее Granite 3.3 8B и большинства non-reasoning моделей <40B. Детали: - Контекст: до 128K токенов - Лицензия: Apache 2.0 - Granite 4.0 H Small доступна на Replicate по $0.06 / $0.25 за 1M input/output токенов - Все модели доступны на Hugging Face - Модель Micro (3.4B) можно запускать полностью локально. 🔗 Hugging Face: https://huggingface.co/collections/unsloth/granite-40-68ddf64b4a8717dc22a9322d 🔗Unsloth: https://docs.unsloth.ai/new/ibm-granite-4.0 @ai_machinelearning_big_data #AI#IBM#Granite4#LLM#OpenWeights