| import sys |
| from contextlib import redirect_stdout |
| from io import StringIO |
| from unittest import mock |
|
|
| import pytest |
| from packaging.version import Version |
|
|
| from litgpt.__main__ import main |
|
|
|
|
| def test_cli(): |
| out = StringIO() |
| with pytest.raises(SystemExit), redirect_stdout(out), mock.patch("sys.argv", ["litgpt", "-h"]): |
| main() |
| out = out.getvalue() |
| assert "usage: litgpt" in out |
| assert ( |
| "{download,chat,finetune,finetune_lora,finetune_full,finetune_adapter,finetune_adapter_v2," |
| "pretrain,generate,generate_full,generate_adapter,generate_adapter_v2,generate_sequentially," |
| "generate_speculatively,generate_tp,convert_to_litgpt,convert_from_litgpt,convert_pretrained_checkpoint," |
| "merge_lora,evaluate,serve}" in out |
| ) |
| assert ( |
| """Available subcommands: |
| download Download weights or tokenizer data from the Hugging |
| Face Hub. |
| chat Chat with a model.""" |
| in out |
| ) |
| assert """evaluate Evaluate a model with the LM Evaluation Harness.""" in out |
| assert """serve Serve a LitGPT model using LitServe.""" in out |
| out = StringIO() |
| with pytest.raises(SystemExit), redirect_stdout(out), mock.patch("sys.argv", ["litgpt", "finetune_lora", "-h"]): |
| main() |
| out = out.getvalue() |
| assert ( |
| """--lora_alpha LORA_ALPHA |
| The LoRA alpha. (type: int, default: 16)""" |
| in out |
| ) |
|
|
| if Version(f"{sys.version_info.major}.{sys.version_info.minor}") < Version("3.9"): |
| |
| return |
|
|
| out = StringIO() |
| with pytest.raises(SystemExit), redirect_stdout(out), mock.patch("sys.argv", ["litgpt", "pretrain", "-h"]): |
| main() |
| out = out.getvalue() |
| print(out) |
| assert ( |
| """--train.max_tokens MAX_TOKENS |
| Total number of tokens to train on (type: |
| Optional[int], default: 3000000000000)""" |
| in out |
| ) |
|
|
|
|
| def test_rewrite_finetune_command(): |
| out1 = StringIO() |
| with pytest.raises(SystemExit), redirect_stdout(out1), mock.patch("sys.argv", ["litgpt", "fineune", "-h"]): |
| main() |
| out2 = StringIO() |
| with pytest.raises(SystemExit), redirect_stdout(out2), mock.patch("sys.argv", ["litgpt", "fineune_lora", "-h"]): |
| main() |
| assert out1.getvalue() == out2.getvalue() |
|
|