Nathan Lambert
Nathan Lambert
@natolambert·8K subscribers·27 videos

GRPO's new variants and implementation secrets

Posted

March 24, 2025

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YouTube Description

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Okay okay, spent my weekend gooning around learning GRPO / RL for lllms math. Here's some goods for you.

Essentially, this is me yapping through a recap of smaller details on how GRPO is implemented, what Dr. GRPO changes, why, DAPO, connections to PPO, aggregating batches, etc.

I know this format won't be for everyone, but I hope some of you love it!

DeepSeekMath paper

Where does ratio come from in PPO?

DAPO announcement

My DAPO recap

Dr. GRPO announcement

TRL GRPO implementation

Unbiased GRPO implementation

Thread on GRPO implementation on x

Guests & Subjects Covered

Dr GRPORLHF Book DeepSeekMathPPO DAPO DAPOMy DAPODr GRPO Dr GRPOTRL GRPOUnbiased GRPO

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GRPO's new variants and implementation secrets · Nathan Lambert · Sentinel