o Xi @sHddlmZddlZddlZddlZddlmZdd d ZdddZ dS)) annotationsN)helperqual_model_dirstr input_names list[str]return.tuple[dict[str, np.ndarray], list[np.ndarray]]c sft|d}ig}|dD]9}t|jtdd}||}t}t|d}| | Wdn1s#z!load_test_data..zSome inputs are missing.css|]}|duVqdSrr)routputrrrr$rzSome outputs are missing.)pathlibPathglobintstemlenonnx TensorProtoopenParseFromStringread numpy_helperto_arraylistallany) rr test_data_direxpected_outputs test_dataidx input_name input_datafoutput_file_paths output_datarrrload_test_data s.  r1modelonnx.ModelProtodict[str, np.ndarray]cCsi}t|jjD]K\}}dd|jjjjD}t|jjj }|dur-t d|jjj |t j t j t jfvrFt jj||d||j<qt jjdd||d||j<q|S) zGenerate random input for the model. NOTE: This is unused. There is parity issue with randomly generated data. Need investigation. cSsg|]}|jqSr) dim_value)rdrrr 0sz)generate_random_input..NzUnsupported dtype: g?d)sizedtype) enumerategraphinputtype tensor_typeshapedim onnx_helpertensor_dtype_to_np_dtype elem_type ValueErrornpfloat16float32float64randomrandastyperrandint)r2r_r>rAnp_dtyperrrgenerate_random_input)srQ)rrrrrr )r2r3rr4) __future__rrnumpyrGrrrCr1rQrrrrs