81 lines
2.7 KiB
Python
81 lines
2.7 KiB
Python
from contextlib import redirect_stdout
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from io import StringIO
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from unittest import mock
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import pytest
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from litgpt.__main__ import main
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def test_cli():
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out = StringIO()
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with pytest.raises(SystemExit), redirect_stdout(out), mock.patch("sys.argv", ["litgpt", "-h"]):
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main()
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out = out.getvalue()
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assert "usage: litgpt" in out
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assert (
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"{download,chat,finetune,finetune_lora,finetune_full,finetune_adapter,finetune_adapter_v2,"
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"pretrain,generate,generate_full,generate_adapter,generate_adapter_v2,generate_sequentially,"
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"generate_speculatively,generate_tp,convert_to_litgpt,convert_from_litgpt,convert_pretrained_checkpoint,"
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"merge_lora,evaluate,serve,validate}" in out
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)
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assert (
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"""Available subcommands:
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download Download weights or tokenizer data from the Hugging
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Face Hub.
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chat Chat with a model."""
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in out
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)
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assert """evaluate Evaluate a model with the LM Evaluation Harness.""" in out
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assert """serve Serve a LitGPT model using LitServe.""" in out
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out = StringIO()
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with pytest.raises(SystemExit), redirect_stdout(out), mock.patch("sys.argv", ["litgpt", "finetune_lora", "-h"]):
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main()
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out = out.getvalue()
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assert (
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"""--lora_alpha LORA_ALPHA
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The LoRA alpha. (type: int, default: 16)"""
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in out
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)
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out = StringIO()
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with pytest.raises(SystemExit), redirect_stdout(out), mock.patch("sys.argv", ["litgpt", "pretrain", "-h"]):
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main()
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out = out.getvalue()
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print(out)
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assert (
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"""--train.max_tokens MAX_TOKENS
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Total number of tokens to train on (type: int | None,
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default: 3000000000000)"""
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in out
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)
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def test_pretrain_allows_max_steps():
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# Ensure --train.max_steps is accepted by the CLI for pretrain
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# and only emits a warning instead of raising a validation error.
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args = [
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"litgpt",
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"pretrain",
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"pythia-14m",
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"--train.max_steps=1",
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"--out_dir=out/test-cli",
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]
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with pytest.warns(UserWarning, match="max_steps"):
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try:
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with mock.patch("sys.argv", args):
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main()
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except Exception:
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pass
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def test_rewrite_finetune_command():
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out1 = StringIO()
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with pytest.raises(SystemExit), redirect_stdout(out1), mock.patch("sys.argv", ["litgpt", "fineune", "-h"]):
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main()
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out2 = StringIO()
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with pytest.raises(SystemExit), redirect_stdout(out2), mock.patch("sys.argv", ["litgpt", "fineune_lora", "-h"]):
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main()
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assert out1.getvalue() == out2.getvalue()
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