U
    q±Ëh  ã                   @  sÌ   d dl mZ d dlZd dlmZ d dlmZ d dlZd dlZd dl	Zd dl
Zd dlmZmZ ej dd¡Zej dd¡Zej dd¡Zej d	d¡Zej d
d¡Zeƒ ZG dd„ deƒZedkrÈe ¡  dS )é    )ÚannotationsN)ÚSequence)ÚTestShapeInferenceHelper)ÚAttributeProtoÚ	TypeProtoé   é   é   é   é
   c                   @  sJ   e Zd Zdddddœdd„Zddddœdd	„Zd
d„ Zdd„ Zdd„ ZdS )ÚTestFunctionInferenceÚstrzSequence[TypeProto]zSequence[AttributeProto])Úfunction_textÚinput_typesÚ
attributesÚexpected_output_typesc           	      C  sT   t j |¡}t j |||¡}|  t|ƒt|ƒ¡ t||ƒD ]\}}|  ||¡ q:d S ©N)	ÚonnxÚparserÚparse_functionÚshape_inferenceÚinfer_function_output_typesÚassertEqualÚlenÚzipZ_compare_value_infos)	Úselfr   r   r   r   ÚfunctionÚresultÚexpectedÚactual© r    úE/tmp/pip-unpacked-wheel-xnis5xre/onnx/test/function_inference_test.pyÚ_check   s      ÿzTestFunctionInference._check)r   r   r   c                   s0   t j |¡‰‡ ‡‡fdd„}|  t jj|¡ d S )Nc                     s   t j ˆˆˆ ¡ d S r   )r   r   r   r    ©r   r   r   r    r!   Úinvoke_inference1   s
      ÿz<TestFunctionInference._check_fails.<locals>.invoke_inference)r   r   r   ÚassertRaisesr   ZInferenceError)r   r   r   r   r$   r    r#   r!   Ú_check_fails)   s    z"TestFunctionInference._check_failsc                 C  sF   d}|   |ttgg tg¡ |   |ttgg tg¡ |  |ttgg ¡ d S )Nzª
            <opset_import: [ "" : 18 ], domain: "local">
            f (y, z) => (w) {
                x = Add(y, z)
                w = Mul(x, y)
            }
        )r"   Úfloat_type_Úint32_type_r&   ©r   Úcoder    r    r!   Útest_fi_basic8   s    z#TestFunctionInference.test_fi_basicc                 C  sP   d}t j dd¡}|  |tg|gtg¡ t j dd¡}|  |tg|gtg¡ d S )Nz©
            <opset_import: [ "" : 18 ], domain: "local">
            CastTo <dtype> (x) => (y) {
                y = Cast <to : int = @dtype> (x)
            }
        Zdtyper
   r   )r   ÚhelperZmake_attributer"   r'   r(   Úfloat16_type_)r   r*   Zdtype_6Zdtype_10r    r    r!   Útest_fi_attributeD   s
    z'TestFunctionInference.test_fi_attributec                 C  s®   d}|   |tgg tg¡ |   |ttgg tg¡ d}|   |tttgg tg¡ |   |tttgg tg¡ |   |tttgg tg¡ d}|   |tttgg tg¡ |  |tttgg ¡ d S )Nz 
            <opset_import: [ "" : 18 ], domain: "local">
            DoReduce (x, axes) => (y) {
                y = ReduceMax (x, axes)
            }
        z¿
            <opset_import: [ "" : 18 ], domain: "local">
            Quantize (x, scale, zero_point) => (y) {
                y = QuantizeLinear (x, scale, zero_point)
            }
        z¡
            <opset_import: [ "" : 18 ], domain: "local">
            DoClip (x, min, max) => (y) {
                y = Clip (x, min, max)
            }
        )r"   r'   Úno_type_Ú
int8_type_Úuint8_type_r&   r)   r    r    r!   Útest_fi_optional_inputQ   s    z,TestFunctionInference.test_fi_optional_inputN)Ú__name__Ú
__module__Ú__qualname__r"   r&   r+   r.   r2   r    r    r    r!   r      s
   r   Ú__main__)Ú
__future__r   ZunittestÚtypingr   Zshape_inference_testr   r   Zonnx.helperZonnx.parserZonnx.shape_inferencer   r   r,   Zmake_tensor_type_protor'   r1   r0   r(   r-   r/   r   r3   Úmainr    r    r    r!   Ú<module>   s"   ]