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import sys |
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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 packaging.version import Version |
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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}" 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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if Version(f"{sys.version_info.major}.{sys.version_info.minor}") < Version("3.9"): |
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return |
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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: |
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Optional[int], default: 3000000000000)""" |
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in out |
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) |
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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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