FIX / Quantization: Add extra validation for bnb config (#31135)
add validation for bnb config
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@@ -383,6 +383,10 @@ class BitsAndBytesConfig(QuantizationConfigMixin):
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if bnb_4bit_quant_storage is None:
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self.bnb_4bit_quant_storage = torch.uint8
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elif isinstance(bnb_4bit_quant_storage, str):
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if bnb_4bit_quant_storage not in ["float16", "float32", "int8", "uint8", "float64", "bfloat16"]:
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raise ValueError(
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"`bnb_4bit_quant_storage` must be a valid string (one of 'float16', 'float32', 'int8', 'uint8', 'float64', 'bfloat16') "
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)
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self.bnb_4bit_quant_storage = getattr(torch, bnb_4bit_quant_storage)
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elif isinstance(bnb_4bit_quant_storage, torch.dtype):
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self.bnb_4bit_quant_storage = bnb_4bit_quant_storage
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@@ -303,6 +303,13 @@ class Bnb4BitTest(Base4bitTest):
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model = AutoModelForSeq2SeqLM.from_pretrained("google-t5/t5-small", load_in_4bit=True, device_map="auto")
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self.assertTrue(model.decoder.block[0].layer[2].DenseReluDense.wo.weight.dtype == torch.float32)
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def test_bnb_4bit_wrong_config(self):
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r"""
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Test whether creating a bnb config with unsupported values leads to errors.
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"""
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with self.assertRaises(ValueError):
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_ = BitsAndBytesConfig(load_in_4bit=True, bnb_4bit_quant_storage="add")
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@require_bitsandbytes
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@require_accelerate
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