Skip to content

[chat] add tensorboard support for coati#4749

Closed
CZYCW wants to merge 6 commits intohpcaitech:mainfrom
CZYCW:feature/coati-tensorboard
Closed

[chat] add tensorboard support for coati#4749
CZYCW wants to merge 6 commits intohpcaitech:mainfrom
CZYCW:feature/coati-tensorboard

Conversation

@CZYCW
Copy link
Copy Markdown
Contributor

@CZYCW CZYCW commented Sep 18, 2023

📌 Checklist before creating the PR

  • I have created an issue for this PR for traceability
  • The title follows the standard format: [doc/gemini/tensor/...]: A concise description
  • I have added relevant tags if possible for us to better distinguish different PRs

🚨 Issue number

Link this PR to your issue with words like fixed to automatically close the linked issue upon merge

e.g. fixed #1234, closed #1234, resolved #1234

📝 What does this PR do?

Add capability to coati to record training metrics in the format of tensoboard and save them to local tensorboard log directory.

💥 Checklist before requesting a review

  • I have linked my PR to an issue (instruction)
  • My issue clearly describes the problem/feature/proposal, with diagrams/charts/table/code if possible
  • I have performed a self-review of my code
  • I have added thorough tests.
  • I have added docstrings for all the functions/methods I implemented

Testing:
I have tested the change with script as below

torchrun --standalone --nproc_per_node=4 train_sft.py \
    --pretrain '/root/test-coati/ColossalAI/applications/Chat/examples/model/checkpoint' \
    --model 'bloom' \
    --strategy colossalai_zero2 \
    --log_interval 10 \
    --tensorboard_dir "/root/test-coati/ColossalAI/applications/Chat/examples/tensorboard" \
    --save_path "/root/test-coati/ColossalAI/applications/Chat/examples/output" \
    --dataset "/root/test-coati/ColossalAI/applications/Chat/examples/data.json" \
    --batch_size 4 \
    --accumulation_steps 8 \
    --lr 2e-5 \
    --max_datasets_size 512 \
    --max_epochs 1

Verified the output tensorboard file can be served by tensorboard app.
image

⭐️ Do you enjoy contributing to Colossal-AI?

  • 🌝 Yes, I do.
  • 🌚 No, I don't.

Tell us more if you don't enjoy contributing to Colossal-AI.

@CZYCW CZYCW marked this pull request as ready for review September 18, 2023 10:52
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

1 participant