mirage-project/mirage

[Feature Request] - Parallelizing Embedding Tasks

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#438 opened on Aug 4, 2025

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 (1 comment) (0 reactions) (1 assignee)Cuda (232 forks)auto 404
good first issue

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Description

Feature Description

This issue tracks the progress for parallelizing embedding tasks in MPK, which reduces the run time of each embedding task. This can be a good issue for new contributors.

Contributor guide

Research direction
Inspect the existing embedding task implementation in the MPK codebase and identify which parts can be parallelized using CUDA streams or thread blocks. Look at how other tasks are parallelized and study the MegaKernel architecture.
Tech stack
ccpp
Domain
compilers
Issue type
Feature
DifficultyEstimated implementation difficulty for a new contributor, from 1 for very small changes to 5 for expert-level work.
2
Estimated timeA rough time range for an experienced contributor to investigate, implement, test, and prepare a pull request.
1-3 hours
Activity statusHow available the issue appears right now: fresh, active, stale, blocked, or waiting on maintainer input.
Active
ClarityHow clearly the issue explains the expected change, acceptance criteria, and next step.
Clear
Prerequisites
GitCUDA
Newbie friendlinessA 1-100 score estimating how approachable this issue is for first-time contributors.
80