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Distributed LLM pretraining with torchtitan v1.0.0

Use this resource to pretrain a large language model across several GPUs

New

  • 543 downloads
  • 188 likes
  • 229 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install llm-pretraining-torchtitan

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent walks you through torchtitan setup: FSDP2, TP, PP and CP parallelism, Float8, torch.compile and distributed checkpoints. You get a training configuration for one node or for a multi-node SLURM cluster.

Mostly picked by

Updated November 2, 2026

Card for the “Distributed LLM pretraining with torchtitan” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
MIT

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What you get

  • SKILL.md: installation, quick start and three workflows (Llama 3.1, multi-node, Float8)
  • references/fsdp.md and references/float8.md: parallelism and precision settings
  • references/checkpoint.md and references/custom-models.md: checkpoints and custom models

Good fit for

  • You pretrain a model above one billion parameters on several GPUs
  • You move from single-node training to a SLURM cluster

Not for

    Tags

    • torchtitan
    • pretraining
    • fsdp
    • llm
    • gpu

    About

    You say

    “Prepare a torchtitan configuration to pretrain Llama 3.1 8B on 8 GPUs, with Float8.”

    Card for the “Distributed LLM pretraining with torchtitan” skill

    Skill published by davila7 under the MIT license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to pretrain a large language model across several GPUs
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • references/checkpoint.md4.3 KB
    • references/custom-models.md7.5 KB
    • references/float8.md4.1 KB
    • references/fsdp.md3.9 KB
    • SKILL.md9.1 KB

    Origin and licence

    Listed unmodified

    Author
    davila7
    Source
    github.com/davila7/claude-code-templates/tree/f57964ebda91cdfb31755661ecea9395f30020f1/cli-tool/components/skills/ai-research/model-architecture-torchtitan
    Licence
    MIT

    Notice

    « model-architecture-torchtitan » (davila7, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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