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[tests] device_map tests for all models. #11708
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a906f77
device_map tests for all models.
sayakpaul fdb56cf
updates
sayakpaul 8601c61
Merge branch 'main' into device_map_tests_common
sayakpaul c0fc91b
Update tests/models/test_modeling_common.py
sayakpaul 478c8d0
fix device_map in test
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
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|
@@ -1736,6 +1736,44 @@ def test_auto_model(self, expected_max_diff=5e-5): | |
| f"AutoModel forward pass diff: {max_diff} exceeds threshold {expected_max_diff}", | ||
| ) | ||
|
|
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| @parameterized.expand( | ||
| [ | ||
| (-1, "You can't pass device_map as a negative int"), | ||
| ("foo", "When passing device_map as a string, the value needs to be a device name"), | ||
| ] | ||
| ) | ||
| def test_wrong_device_map_raises_error(self, device_map, msg_substring): | ||
| init_dict, _ = self.prepare_init_args_and_inputs_for_common() | ||
| model = self.model_class(**init_dict) | ||
| with tempfile.TemporaryDirectory() as tmpdir: | ||
| model.save_pretrained(tmpdir) | ||
| with self.assertRaises(ValueError) as err_ctx: | ||
| _ = self.model_class.from_pretrained(tmpdir, device_map=device_map) | ||
|
|
||
| assert msg_substring in str(err_ctx.exception) | ||
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| @parameterized.expand([0, "cuda", torch.device("cuda"), torch.device("cuda:0")]) | ||
| @require_torch_gpu | ||
| def test_passing_non_dict_device_map_works(self, device_map): | ||
| init_dict, inputs_dict = self.prepare_init_args_and_inputs_for_common() | ||
| model = self.model_class(**init_dict).eval() | ||
| with tempfile.TemporaryDirectory() as tmpdir: | ||
| model.save_pretrained(tmpdir) | ||
| loaded_model = self.model_class.from_pretrained(tmpdir, device_map=device_map) | ||
| _ = loaded_model(**inputs_dict) | ||
|
|
||
| @parameterized.expand([("", "cuda"), ("", torch.device("cuda"))]) | ||
| @require_torch_gpu | ||
| def test_passing_dict_device_map_works(self, name, device_map): | ||
| # There are other valid dict-based `device_map` values too. It's best to refer to | ||
| # the docs for those: https://huggingface.co/docs/accelerate/en/concept_guides/big_model_inference#the-devicemap. | ||
| init_dict, inputs_dict = self.prepare_init_args_and_inputs_for_common() | ||
| model = self.model_class(**init_dict).eval() | ||
| with tempfile.TemporaryDirectory() as tmpdir: | ||
| model.save_pretrained(tmpdir) | ||
| loaded_model = self.model_class.from_pretrained(tmpdir, device_map=device_map) | ||
| _ = loaded_model(**inputs_dict) | ||
|
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| @is_staging_test | ||
| class ModelPushToHubTester(unittest.TestCase): | ||
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