o XiQ,@szddlZddlZddlmZddlZddlZddlZddlm Z ddl m Z ddZ GdddZd d eefd d ZdS) N)Iterator)__file__) onnx_exportcCsVdd}tt||r"|tj}|tj}tj||dStj||dS)zCompares two arrays knowing they contain strings. Raises an exception if the test fails. Args: expected: expected array value: value cSszWdSty YdSw)NTF) ValueError)xrS/home/ubuntu/.local/lib/python3.10/site-packages/onnxscript/backend/onnx_backend.pyis_floats  z,assert_almost_equal_string..is_floatN)allmapravelastypenpfloat32testingassert_almost_equal)expectedvaluer expected_float value_floatrrrassert_almost_equal_strings    rc@s|eZdZdZeddZeddZeddZdd Zd d Z e d d Z ddZ dddZ ddZdddZddZdS)OnnxBackendTesta,Definition of a backend test. It starts with a folder, in this folder, one onnx file must be there, then a subfolder for each test to run with this model. Args: folder: test folder onnx_path: onnx file onnx_model: loaded onnx file tests: list of test cCsTg}|D]}tj|d}|dd}|t||fq|dd|DS)Nr_cSsg|]}|dqS)r).0rrrr <sz)OnnxBackendTest._sort..)ospathsplitextsplitappendintsort) filenamestempfnameirrr_sort4szOnnxBackendTest._sortcCstj|std|dt|d }|}Wdn1s"wYz tjt |}W|St y}zKt }z | |tj |}Wn+t ywzt|}Wnt yttd|d|d|ddd|wYnwWYd}~|SWYd}~|Sd}~ww)NzFile not found: .rbzUnable to read z , error is z , content is d)rrexistsFileNotFoundErroropenreadonnx numpy_helperto_arrayload_tensor_from_string Exception SequenceProtoParseFromStringto_listload_model_from_string RuntimeError)fullr& serializedloadedeseqrrr_read_proto_from_file>sB         z%OnnxBackendTest._read_proto_from_filecCsg}|D]:}tj||}t|}t|tjtj t fr|}nt|tj r,tj |}n tdt|d|d||q|S)NzUnexpected type z for r*)rrjoinrr@ isinstancerndarrayr1 ModelProtolist TensorProtor2r3r:typer!)foldernamesresr'r; new_tensortrrr_loadUs   zOnnxBackendTest._loadcCs|jjd|jdS)Usual()) __class____name__rHselfrrr__repr__fszOnnxBackendTest.__repr__c Cstj|std|dt|}dd|D}t|dkr+td|d|d||_tj||d |_ t |j |_ g|_ |D]A}tj||}tj|rd dt|D}td d |D}td d |D}tt||t||d} |j | qDdS)NzUnable to find folder r*cS$g|]}tj|ddvr|qSr>.onnxrrrrcrrrrn$z,OnnxBackendTest.__init__..rz$There is more than one onnx file in z ().rcSrV)r>.pbrYrZrrrr{r\cs|] }|dr|VqdS)input_N startswithrZrrr |z+OnnxBackendTest.__init__..csr_)output_NrarZrrrrc}rd)inputsoutputs)rrr-r.listdirlenrrHrA onnx_pathr1load onnx_modeltestsisdirrr)dictrMr!) rTrHcontentonxsubr;pbrfrgrLrrr__init__js2       zOnnxBackendTest.__init__cCstj|jdS)zReturns the test name.r)rrr rHrSrrrr'szOnnxBackendTest.namecCs t|jS)zReturns the number of tests.)rirmrSrrr__len__ zOnnxBackendTest.__len__Nc Cst|tjrt|tjr{|dur%|jtjkrd}n|jtjkr"d}nd}n|}|jtjkrRzt||WdStyQ}ztd|d|d|j d|d}~wwz tj j |||d WdStyz}ztd|d|d|j d|d}~wwt |d r|j|jkrtd|d|d|j d |jd |d | |jstd|d|d|j d|jd |d dSdStdt|d)aCompares the expected output and the output produced by the runtime. Raises an exception if not equal. Args: index: test index i: output index e: expected output o: output decimal: precision N Output of test in folder z failed.decimal is_compatiblez failed (e.dtype=z, o=r]z failed (e.shape=z$Comparison not implemented for type r*)rBrrCdtyperfloat64object_rAssertionErrorrHrrhasattrrshapeNotImplementedErrorrG)rTindexr(r>or~deciexrrr_compare_resultssl       z OnnxBackendTest._compare_resultscCs d|jvS)z#Returns whether the test is random. bernoulli)rHrSrrr is_randomrvzOnnxBackendTest.is_randomc CsP|durtt|D] }|j||||dq dS||j}||g|j|dR}|j|d}t|t|krOtd|d|jdt|dt|d tt||D]O\}\} } | r| j | j kr}td |d |d |jd | j d| j d | j | j krtd |d |d |jd| j d| j d qV|j ||| | |dqVdS)aExecutes a tests or all tests if index is None. The function crashes if the tests fails. Args: load_fct: loading function, takes a loaded onnx graph, and returns an object run_fct: running function, takes the result of previous function, the inputs, and returns the outputs index: index of the test to run or all. decimal: requested precision to compare results N)rr~rfrgz"Unexpected number of output (test z , folder z), got z , expected r*rzr{r|z failed (type mismatch z != r]z failed (shape mismatch r}) rangerirunrlrmrrH enumerateziprrrr) rTload_fctrun_fctrr~r(objgotrr>rrrrrsP    zOnnxBackendTest.runcCs2g}t|j}|d}dd|D}|td||d|jD]Z}|d|dD]}|t |ddq2|d |d |d D]}|t |ddqO|d |d |d |d|d|d|dq'd|}dd|j dt |dg}|S)z^Returns a python code equivalent to the ONNX test. Returns: code  cSs,g|]}|ds|ds|qS)printz# )striprb)rlinerrrrs  z-OnnxBackendTest.to_python..z oinf = OnnxInference(onnx_model)zxs = [rf,z ]zys = [rgz4feeds = {n: x for n, x in zip(oinf.input_names, xs)}zgot = oinf.run(feeds)z*goty = [got[k] for k in oinf.output_names]zfor y, gy in zip(ys, goty):z self.assertEqualArray(y, gy)zdef z(self):z ) r export2onnxrlr r!textwrapdedentrArmindentr')rTrowscodelinestestinpoutfinalrrr to_pythons4                  zOnnxBackendTest.to_pythonN)NN)rR __module__ __qualname____doc__ staticmethodr)r@rMrUrtpropertyr'rurrrrrrrrr(s"     3  )rreturnc cstjt}tj|d|}tj|s%td|ddt|t|}|D])}|dur7||s7q,tj||}t|}dd|D}t|dkrUt |Vq,dS) aCollects test from a sub folder of `onnx/backend/test`. Works as an enumerator to start processing them without waiting or storing too much of them. Args: series: which subfolder to load, possible values: (`'node'`, ...) fct_filter: function `lambda testname: boolean` to load or skip the test, None for all Yields: list of @see cl OnnxBackendTest dataz"Unable to find series of tests in z, subfolders: rNcSrVrWrYrZrrrr-r\z(enumerate_onnx_tests..r) rrdirnamebackend_folderrAr-r.rhrir) series fct_filterrootrrrmrLrHrprqrrrenumerate_onnx_testss(       rr)rrtypingrnumpyrr1onnx.numpy_helperonnx.backend.testrronnxscript.backendrrrrrrrrs   k