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Add script for training using Modal
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scripts/speedrun_modal.py
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41
scripts/speedrun_modal.py
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################
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# Remote training using Modal (https://modal.com/)
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# Commands:
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# uvx modal setup
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# uvx modal run ./scripts/speedrun_modal.py
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################
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import modal
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import modal.experimental
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import os
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import subprocess
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from pathlib import Path
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# Define the Modal app
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app = modal.App("nanochat-train")
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path_repo = "/root/nanochat"
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# Create the image with all necessary dependencies
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image = (
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modal.Image.debian_slim(python_version="3.12")
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.apt_install("curl")
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.add_local_dir('.', path_repo, ignore=modal.FilePatternMatcher.from_file(f".gitignore"))
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)
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# Define the main function
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n_nodes = 1
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@app.function(
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image=image,
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gpu="H100:8",
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timeout=6 * 60 * 60, # set 6 hours timeout since modal may take long time to request gpus
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)
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@modal.experimental.clustered(size=n_nodes)
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def nanochat_train():
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assert Path(f"{path_repo}/speedrun.sh").exists()
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# change working directory to repo
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os.chdir(path_repo)
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command = 'chmod +x ./speedrun.sh && ./speedrun.sh'
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subprocess.run(command, shell=True, check=True)
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