I'm sorry, this makes no sense.
– Gradient bucketing is literally part of DDP
– DDP is a networking thing, obs you don't compile that
– Activation checkpointing works fine once hooks are disabled during tracing (ofc)
COMPUTING
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DDP Gradient Bucketing and Activation Checkpointing Optimization
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Groq AI Enables Browser and Code Interpreter Capabilities
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Yes they can — here's it using a browser and code interpreter in @GroqInc! pic.twitter.com/2i46HCBLHw
— Matt Shumer (@mattshumer_) 5 août 2025Yes they can — here's it using a browser and code interpreter in @GroqInc
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OpenAI Releases ‘Harmony’ Format for Building on Open-Weight Models
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On top of new open-weight models, OpenAI open sourced “Harmony” format for developers to help building on top of GPT-OSS. “The format is designed to mimic the OpenAI Responses API, so if you have used that API before, this format should hopefully feel familiar to you.”
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OpenAI Releases Open-Source Reasoning Models for Agentic Tasks
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OPEN-SOURCE MODELS FROM OPENAI! OpenAI has remembered where the 'open' part came from and has just released its new reasoning models designed to perform agentic tasks > A 20B model for PCs and laptops
> A 120B model for data centers and high-end PCs Let me tell you all -
Mac-friendly quantized LLM with robust tool calling
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Yeah I'm hoping someone comes up with a Mac-friendly (maybe MLX?) quantized version with a robust tool calling prompt template soon
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Model now available on Cerebras for supersonic execution speeds
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Buah, el modelo ya está disponible en Cerebras, lo que significa que lo podéis ejecutar a velocidades supersónicas!
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Machine Learning for Tabular Data: XGBoost, Deep Learning and Neural Networks
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Give Tabular Data some luv Book — #MachineLearning for Tabular Data: XGBoost, Deep Learning, and #AI — at https://
amzn.to/41J8WA6 Neural Networks for Tabular Data: https://
nature.com/articles/s4158
6-024-08328-6
… GitHub Code: https://
github.com/PriorLabs/TabP
FN
… #AI #DataScience #DataScientist #DeepLearning -

Server Infrastructure Challenges for Large Model Weights Distribution
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Please don’t download the weights all at once or our servers will melt
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Open-Source LLM Matches OpenAI o4-mini on Benchmarks
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gpt-oss-120b matches OpenAI o4-mini on core benchmarks and exceeds it in narrow domains like competitive math or health-related questions, all while fitting on a single 80GB GPU (or high-end laptop). gpt-oss-20b fits on devices as small as 16GB, while matching or exceeding