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9 changes: 8 additions & 1 deletion modelopt/onnx/quantization/gs_patching.py
Original file line number Diff line number Diff line change
Expand Up @@ -39,7 +39,14 @@ def _make_constant(
converted_dtype = (
dtype if isinstance(values, LazyValues) else onnx.helper.tensor_dtype_to_np_dtype(dtype)
)
if values.dtype != converted_dtype:

# Allow int8/uint8 as intermediate representation for INT4/UINT4
# INT4/UINT4 values are stored as int8/uint8 in numpy arrays and packed during export
is_valid_int4_intermediate = (dtype == onnx.TensorProto.INT4 and values.dtype == np.int8) or (
dtype == onnx.TensorProto.UINT4 and values.dtype == np.uint8
)

if not is_valid_int4_intermediate and values.dtype != converted_dtype:
logger.error(
f"Trying to create tensor with incompatible types: `{values.dtype}`, `{dtype}`"
)
Expand Down