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Wednesday, September 17, 2025
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  • AI
    Artificial Intelligence

    Unified multimodal access layer for Quora’s Poe using Amazon Bedrock

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  • Apple
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    Apple promises software update to fix ‘very rare’ iPhone Air camera glitch

    Apple prepares suppliers for an iPhone sales boost next year, fueled by the new foldable model

    Apple prepares suppliers for an iPhone sales boost next year, fueled by the new foldable model

    Photographer Tyler Stalman reviews the new iPhone cameras

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    Here’s Apple’s official method to charge your Apple Watch faster

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  • Crypto
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    Bullish Wins BitLicense, Expands Crypto Services in New York

    Citi Predicts ETH at $4,300 by End of 2025, Citing Investor Optimism Over Activity

    Citi Predicts ETH at $4,300 by End of 2025, Citing Investor Optimism Over Activity

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    CME Unleashing XRP Options After $16B Futures Rally Signals Strong Institutional Demand

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    Global Crypto Market‑Maker Keyrock Acquires Turing Capital to Launch Asset & Wealth Management Division

    Global Crypto Market‑Maker Keyrock Acquires Turing Capital to Launch Asset & Wealth Management Division

    Stablecoin Sector Smashes Past the $290 Billion Milestone

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  • Gaming
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    A more expensive rapid trigger version of Logitech’s G515 gaming keyboard has just launched and it’s for low-profile fans

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    This Black Myth Wukong build is absolutely BROKEN! I Lvl 25+ one shot build

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    Helldivers 2’s new bugs are bugged, so Arrowhead’s turning them off for 5 weeks to debug its bugged bugs’ bugs

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    Baldur's Gate 3 – Early Access | Review

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    REDRAGON S101 GAMING KEYBOARD

    Logitech’s Astro A20 X gaming headset can swap between audio sources

    Linus Torvalds has apparently met Bill Gates for the first time in person and before you ask, no he didn’t clock him in the face

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    Late Review of The Callisto Protocol

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    Retro Rewind: Game Players Issue 80 Magazine January 1996

    Retro Rewind: Video Game Trader Winter 2014

    Retro Rewind: Video Game Trader Winter 2014

    Retro Rewind: Electronic Games April 1995

    Retro Rewind: Electronic Games April 1995

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    Retro Rewind: Electronic Gaming Monthly Magazine Number 57 April 1994

    Retro Rewind: Blast from the Past – 35 Iconic Commercials of 1988!

    Retro Rewind: Blast from the Past – 35 Iconic Commercials of 1988!

    Retro Rewind: PC World Magazine August 1998

    Retro Rewind: PC World Magazine August 1998

    Retro Rewind: Computer Shopper Magazine September 1997

    Retro Rewind: Computer Shopper Magazine September 1997

    Retro Rewind: PC Magazine December 2015

    Retro Rewind: PC Magazine December 2015

    Retro Rewind: EDGE Magazine RETRO #1: The Guide to Classic Videogame Playing and Collecting

    Retro Rewind: EDGE Magazine RETRO #1: The Guide to Classic Videogame Playing and Collecting

  • Tech Art
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    Announcing the 2025 Center for Craft Archive Fellows

    Announcing the 2025 Center for Craft Archive Fellows

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    How To Pick the Right Size/Resolution for your Art – Beginner Illustration Tips

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    HOW I DRAW DIGITAL ART USING CLIP STUDIO PAINT

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  • Techs Got To Eat
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    Spicy Chickpea Shakshuka Mug: 5-Minute Vegetarian Fuel

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  • Tesla
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  • AI
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  • Apple
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    Apple promises software update to fix ‘very rare’ iPhone Air camera glitch

    Apple prepares suppliers for an iPhone sales boost next year, fueled by the new foldable model

    Apple prepares suppliers for an iPhone sales boost next year, fueled by the new foldable model

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  • Crypto
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    Bullish Wins BitLicense, Expands Crypto Services in New York

    Citi Predicts ETH at $4,300 by End of 2025, Citing Investor Optimism Over Activity

    Citi Predicts ETH at $4,300 by End of 2025, Citing Investor Optimism Over Activity

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    BTC Struggles to Hold $115K Despite Dovish Fed Shift

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    Bitcoin Briefly Shoots Past $116K After Fed Cuts Rates

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    Stablecoin Sector Smashes Past the $290 Billion Milestone

  • Gaming
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    A more expensive rapid trigger version of Logitech’s G515 gaming keyboard has just launched and it’s for low-profile fans

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    Retro Rewind: Game Players Issue 80 Magazine January 1996

    Retro Rewind: Video Game Trader Winter 2014

    Retro Rewind: Video Game Trader Winter 2014

    Retro Rewind: Electronic Games April 1995

    Retro Rewind: Electronic Games April 1995

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    Retro Rewind: Electronic Gaming Monthly Magazine Number 57 April 1994

    Retro Rewind: Blast from the Past – 35 Iconic Commercials of 1988!

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    Retro Rewind: PC World Magazine August 1998

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    Retro Rewind: Computer Shopper Magazine September 1997

    Retro Rewind: Computer Shopper Magazine September 1997

    Retro Rewind: PC Magazine December 2015

    Retro Rewind: PC Magazine December 2015

    Retro Rewind: EDGE Magazine RETRO #1: The Guide to Classic Videogame Playing and Collecting

    Retro Rewind: EDGE Magazine RETRO #1: The Guide to Classic Videogame Playing and Collecting

  • Tech Art
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    3d drawing easy on paper for beginner

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    Announcing the 2025 Center for Craft Archive Fellows

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    How to Animate Characters inside Augmented Reality apps for Android in Unreal Engine 5

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  • Tech Deals
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Home Hacker News

agentica-project/deepscaler: Democratizing Reinforcement Learning for LLMs

Hacker News by Hacker News
February 11, 2025
in Hacker News
Reading Time: 9 mins read
121
A A
0

2025-02-11 14:59:00
github.com

🚀 Democratizing Reinforcement Learning for LLMs 🌟

DeepScaleR is an open-source project to fully democratize reinforcement learning (RL) for LLMs and reproduce DeepSeek R1 and OpenAI O1/O3 at scale on real tasks. For all releases, we open source all our efforts here-including training scripts (including hyperparameters), models, dataset, and logs.

Figure 1: DeepScaleR 1.5B model’s Pass@1 accuracy on AIME2024 as RL training progresses. At step 1040 and 1520, the context length is extended to 16K and 24K. For more details, see our blog post.

[2025/02/10] We release DeepScaleR-1.5B-Preview, a 1.5B model that surpasses O1-Preview and achieves 43.1% Pass@1 on AIME. We achieve this by iteratively scaling Deepseek’s GRPO algorithm from 8K→16K->24K context length for thinking. As part of this release, we open-source:

# Recommend Python 3.10.
cd deepscaler
pip install -e ./verl
pip install -e .

Our raw training data in deepscaler/data/[train|test], along with preprocessing scripts. To convert the raw data into Parquet files for training, run:

# Output parquet files in data/*.parquet.
python scripts/data/deepscaler_dataset.py

We provide training scripts for both single-node and multi-node setups in scripts/train/. Our runs’ Wandb logs are available here.

Single-Node Training (8 GPUs)

Our 8k context script runs on a single node with 8 A100-80GB GPUs:

# Set XFormers backend to avoid CUDA errors
export VLLM_ATTENTION_BACKEND=XFORMERS
# Run 8K context length training
export MODEL_PATH="deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B"
./scripts/train/run_deepscaler_1.5B_8K.sh --model $MODEL_PATH

Multi-Node Training (32 GPUs)

Our long-context runs (16K/24K) are distributed across 4 nodes with 8 A100-80GB GPUs each. To run, follow these steps:

  1. On the head node:
# Set XFormers backend to avoid CUDA errors
export VLLM_ATTENTION_BACKEND=XFORMERS
# Start Ray head node
ray start --head
  1. On each worker node:
# Set XFormers backend to avoid CUDA errors
export VLLM_ATTENTION_BACKEND=XFORMERS
# Connect to head node (replace with your head node's address)
ray start --address=[RAY_ADDRESS]
  1. Finally, on the head node, run the training script:
# Run 16K or 24K context length training
./scripts/train/run_deepscaler_1.5B_[16K|24K].sh --model [CHECKPOINT_PATH]

We welcome the community to try out different models, context legnths, and RL parameters in the training scripts!

Finally, we provide ablations for the 2k/4k context runs in scripts/ablation/. To run:

./scripts/ablation/run_deepscaler_1.5B_[2k|4k].sh --model [CHECKPOINT_PATH]

Our evaluation scripts automatically runs vLLM to generate 16 samples for each problem. To run our evaluation scripts, run:

./scripts/eval/eval_model.sh --model [CHECKPOINT_PATH] --datasets [DATASET1] [DATASET2] --output-dir [OUTPUT_DIR]

We report Pass@1 accuracy averaged over 16 samples for each problem. Notably, our DeepScaleR-1.5B-Preview surpasses many open-source 7B models! Our evaluation logs are available here.

Model AIME 2024 MATH 500 AMC 2023 Minerva Math OlympiadBench Avg.
2.5-7B-Instruct 13.3 79.8 50.6 34.6 40.7 43.8
rStar-Math-7B 26.7 78.4 47.5 – 47.1 –
Eurus-2-7B-PRIME 26.7 79.2 57.8 38.6 42.1 48.9
Qwen2.5-7B-SimpleRL 26.7 82.4 62.5 39.7 43.3 50.9
DeepSeek-R1-Distill-Qwen-1.5B 28.8 82.8 62.9 26.5 43.3 48.9
Still-1.5B 32.5 84.4 66.7 29.0 45.4 51.6
DeepScaleR-1.5B-Preview 43.1 87.8 73.6 30.2 50.0 57.0
O1-Preview 40.0 81.4 – – – –

To replicate our reported numbers for DeepScaleR-1.5B-Preview, run:

./scripts/eval/eval_model.sh --model agentica-org/DeepScaleR-1.5B-Preview --datasets aime math amc minerva olympiad_bench --output-dir $HOME/DeepScaleR-1.5B-Preview
@misc{deepscaler2025,
  title={DeepScaleR: Surpassing O1-Preview with a 1.5B Model by Scaling RL},
  author={Michael Luo and Sijun Tan and Justin Wong and Xiaoxiang Shi and William Tang and Manan Roongta and Colin Cai and Jeffrey Luo and Tianjun Zhang and Erran Li and Raluca Ada Popa and Ion Stoica},
  year={2025},
  howpublished={\url{https://pretty-radio-b75.notion.site/DeepScaleR-Surpassing-O1-Preview-with-a-1-5B-Model-by-Scaling-RL-19681902c1468005bed8ca303013a4e2}},
  note={Notion Blog}
  year={2025}
}

Source Link


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