TiQ,SSKrSSKrSSKJr SSKrSSKrSSKrSSKJ r SSK J r Sr "SS5rS S\\4S jjrg) N)Iterator)__file__) onnx_exportcRSn[[X R555(a^UR[R 5nUR[R 5n[R RX45 g[R RX5 g)zCompares two arrays knowing they contain strings. Raises an exception if the test fails. Args: expected: expected array value: value c&g![a gf=f)NTF) ValueError)xs ^/var/www/html/ai-image-ml/venv/lib/python3.13/site-packages/onnxscript/backend/onnx_backend.pyis_float,assert_almost_equal_string..is_floats   s N)allmapravelastypenpfloat32testingassert_almost_equal)expectedvaluer expected_float value_floats r assert_almost_equal_stringrsh  3x) *++!4ll2::.  &&~C &&x7c\rSrSrSr\S5r\S5r\S5rSr Sr \ S5r S r SS jrS rSS jrSrSrg )OnnxBackendTest(a 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 c/nUHUn[RRU5SnURS5SnUR [ U5U45 MW UR 5 UVs/sHoUSPM sn$s snf)Nr_)ospathsplitextsplitappendintsort) filenamestempfnameirs r _sortOnnxBackendTest._sort4suA77##A&q)D 3#A KKQ $ "#d!d###s2Bc [RRU5(d[SU<S35e[ US5nUR 5nSSS5 [ RR[ R"W55nU$!,(df  ND=f![an[ R"5nURW5 [ RRU5nSnAU$![aC [ R"W5nO-![a [SU<SUSWSS<S35Uef=ff=fSnAU$SnAff=f)NzFile not found: .rbzUnable to read z , error is z , content is d)r"r#existsFileNotFoundErroropenreadonnx numpy_helperto_arrayload_tensor_from_string Exception SequenceProtoParseFromStringto_listload_model_from_string RuntimeError)fullr+ serializedloadedeseqs r _read_proto_from_file%OnnxBackendTest._read_proto_from_file>sCww~~d###&6tha$@A A $ J &&//0L0LZ0XYF #  $$&C ##J/**2237  !88DF &)$QC@&&0#&6%9<    sNB3B! B! E+E 0C77 EDE &EEE  Ec/nUHn[RRX5n[R U5n[ U[ R[R[45(aUnO\[ U[R5(a [RRU5nO[S[U5<SU<S35eUR!U5 M U$)NzUnexpected type z for r1)r"r#joinrrG isinstancerndarrayr8 ModelProtolist TensorProtor9r:rAtyper&)foldernamesresr,rB new_tensorts r _loadOnnxBackendTest._loadUsD77<<-D(>>tDJ*rzz4??D&IJJJ(8(899%%..z:"&tJ'7&:%xqI JJqM rcPURRSUR<S3$)Usual()) __class____name__rQselfs r __repr__OnnxBackendTest.__repr__fs$..))*!DKK?!<.pbc3T# UHoRS5(dMUv M g7f)input_N startswith.0cs r +OnnxBackendTest.__init__..|s.W"Q X@Vqq"( (c3T# UHoRS5(dMUv M g7f)output_Nrirks r rnro}s/Y2aiAX2rp)inputsoutputs)r"r#r4r5listdirr$lenrrQrJ onnx_pathr8load onnx_modeltestsisdirrr.dictrVr&) r_rQcontentrmonxsubrBpbrsrtrUs r __init__OnnxBackendTest.__init__jsww~~f%%#&+11$@ !!!$KYs*H#=H#$*H(H(cZ[RRUR5S$)zReturns the test name.r )r"r#r%rQr^s r r,OnnxBackendTest.names ww}}T[[)"--rc,[UR5$)zReturns the number of tests.)rvrzr^s r __len__OnnxBackendTest.__len__s4::rNc [U[R5(Ga_[U[R5(aUcEUR[R:XaSnO&UR[R :XaSnOSnOUnUR[R :Xa [X45 g[RRX4US 9 g[US 5(aURUR:wa/[SUSUSURS URS US 3 5eURUR5(d/[SUSUSURSURS US 3 5egg[S[!U5<S35e![a%n[SUSUSURS35UeSnAff=f![a%n[SUSUSURS35UeSnAff=f)zCompares the expected output and the output produced by the runtime. Raises an exception if not equal. Args: index: test index i: output index e: expected output o: output decimal: precision N Output of test in folder z failed.decimal is_compatiblez failed (e.dtype=z, o=rez failed (e.shape=z$Comparison not implemented for type r1)rKrrLdtyperfloat64object_rAssertionErrorrQrrhasattrrshapeNotImplementedErrorrP)r_indexr-rEordeciexs r _compare_results OnnxBackendTest._compare_resultss a $ $!RZZ((?ww"**, BJJ.! "D77bjj("218 " 66qT6J O,,77agg%(!!IeWK;;-'8 aSLqww//(!!IeWK;;-'8 aSL0-&(LTRSWKWX&YZ Z1*",%aS % DKK=PXY!""*",%aS % DKK=PXY!""s0) F6G  G# GG G: G55G:c SUR;$)z#Returns whether the test is random. bernoulli)rQr^s r is_randomOnnxBackendTest.is_randomsdkk))rcPUc,[[U55HnURXXTS9 M gU"UR5nU"U/URUSQ76nURUSn[U5[U5:wa4[ SUSUR S[U5S[U5S 3 5e[[X55HunupUR5(aU RU R:wa9[ S US US UR S U RSU RS3 5eU RU R:wa9[ S US US UR SU RSU RS3 5eMURX5XUS9 M g)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)rrrsrtz"Unexpected number of output (test z , folder z), got z , expected r1rrrz failed (type mismatch z != rez failed (shape mismatch r) rangervrunryrzrrQ enumerateziprrrr) r_load_fctrun_fctrrr-objgotrrErs r rOnnxBackendTest.runs =3t9%!E& t'c8DJJu-h78::e$Y/ s8s8} $ 4UG9T[[MR3xj CM?!= #3x#56IAv~~77agg%(!!IeWK;;-'>qwwitAGG9TVX77agg%(!!IeWK;;-'?yQWWIUWY& %%eg%F7rc/n[R"UR5nURS5nUVs/sHQnUR 5R S5(aM)UR 5R S5(aMOUPMS nnUR [R"SRU555 UR S5 URGHnUR S5 USH-nUR [R"U<S3S55 M/ UR S 5 UR S 5 US H-nUR [R"U<S3S55 M/ UR S 5 UR S 5 UR S 5 UR S5 UR S5 UR S5 UR S5 GM SRU5nSRSURS3[R"US5/5nU$s snf)zFReturns a python code equivalent to the ONNX test. Returns: code  printz# z oinf = OnnxInference(onnx_model)zxs = [rs,z ]zys = [rtz4feeds = {n: x for n, x in zip(oinf.input_names, xs)}zgot = oinf.run(feeds)z*goty = [got[k] for k in oinf.output_names]zfor y, gy in zip(ys, goty):z self.assertEqualArray(y, gy)zdef z(self):z ) r export2onnxryr%striprjr&textwrapdedentrJrzindentr,) r_rowscodelineslinetestinpoutfinals r to_pythonOnnxBackendTest.to_pythons &&t7 4  ::<**73 <@JJL *D '',,tVV ,C 77>>#  0 Hii 4() *   JJsOE   !*Q-- c%**V$!J'QRWW%5%5a%8%< %Iq'J s8q=!&) ) KsDE%*E 5E ;E%E%r)r"rtypingrnumpyrr8onnx.numpy_helperonnx.backend.testrronnxscript.backendrrrrrrr rsB   8*8.ggT*Xo5N*r