Search.setIndex({objects:{"":{LocalOptimizer:[87,2,1],nnet:[122,1,1],THEANORC:[48,0,1],THEANO_FLAGS:[48,0,1],R_op:[96,4,1],"__str__":[96,4,1],make_thunk:[96,4,1],io:[123,1,1],canonicalize:[87,4,1],shared_randomstreams:[106,1,1],Optimizer:[87,2,1],conv:[21,1,1],OpRemove:[87,4,1],gradient:[95,1,1],infer_shape:[96,4,1],PureType:[44,2,1],gof:[14,1,1],PatternSub:[87,4,1],raw_random:[74,1,1],CLinkerType:[37,2,1],env:[130,1,1],"__call__":[96,4,1],debugmode:[64,1,1],Op:[68,2,1],config:[48,1,1],profilemode:[116,1,1],"function":[32,1,1],default_output:[96,3,1],OpSub:[87,4,1],shared:[33,1,1],toolbox:[29,1,1],Query:[87,2,1],"__eq__":[96,4,1],tensor:[8,1,1],perform:[96,4,1],make_node:[96,4,1],signal:[65,1,1],compile:[40,1,1],downsample:[103,1,1],sandbox:[90,1,1],printing:[79,1,1],mode:[6,1,1],sparse:[114,1,1],"__hash__":[96,4,1],theano:[133,1,1],specialize:[87,4,1],grad:[96,4,1]},"theano.sparse.basic.CSMProperties":{kmap:[114,3,1]},"theano.printing":{debugprint:[79,4,1]},io:{In:[123,2,1]},conv:{fft:[21,4,1]},"theano.sparse.sandbox.sp":{max_pool:[86,4,1],RowScaleCSC:[86,2,1],ColScaleCSC:[86,2,1],SquareDiagonal:[86,2,1],ConvolutionIndices:[86,2,1],Diag:[86,2,1],applySparseFilter:[86,4,1],SpSum:[86,2,1],convolve:[86,4,1],Remove0:[86,2,1],EnsureSortedIndices:[86,2,1]},LocalOptimizer:{transform:[87,5,1]},"theano.tensor.basic":{set_subtensor:[125,4,1],inc_subtensor:[125,4,1]},"sandbox.cuda":{"var":[1,1,1],type:[100,1,1]},"theano.sandbox.cuda.var":{CudaNdarraySharedVariable:[1,2,1]},"function.Param":{name:[32,3,1],"default":[32,3,1],strict:[32,3,1],variable:[32,3,1],mutable:[32,3,1],"__init__":[32,5,1]},"theano.tensor.nnet.conv":{conv2d:[31,4,1]},"theano.sparse":{basic:[114,1,1]},"config.config.numpy":{seterr_under:[48,3,1],seterr_all:[48,3,1],seterr_over:[48,3,1],seterr_divide:[48,3,1],seterr_invalid:[48,3,1]},"theano.sandbox.cuda.var.CudaNdarraySharedVariable":{get_value:[1,5,1],set_value:[1,5,1]},"mode.Mode":{requiring:[6,5,1],linker:[6,3,1],including:[6,5,1],optimizer:[6,3,1],excluding:[6,5,1]},"config.config.blas":{ldflags:[48,3,1]},"profilemode.ProfileMode":{print_summary:[116,5,1]},shared_randomstreams:{RandomStreams:[106,2,1],RandomVariable:[106,2,1]},"theano.sparse.sandbox":{sp:[86,1,1]},"theano.sandbox.linalg":{ops:[30,1,1]},"theano.sandbox.linalg.ops":{A_Xinv_b:[30,2,1],AllocDiag:[30,2,1],MatrixPinv:[30,2,1],ExtractDiag:[30,2,1],trace:[30,4,1],Hint:[30,2,1],Det:[30,2,1],spectral_radius_bound:[30,4,1],HintsFeature:[30,2,1],psd:[30,4,1],HintsOptimizer:[30,2,1],Solve:[30,2,1],diag:[30,4,1],MatrixInverse:[30,2,1],Cholesky:[30,2,1],matrix_dot:[30,4,1]},tensor:{concatenate:[125,4,1],all:[125,4,1],gt:[125,4,1],inv:[125,4,1],clip:[125,4,1],maximum:[125,4,1],argmax:[125,4,1],addbroadcast:[125,4,1],eye:[125,4,1],cosh:[125,4,1],TensorType:[125,2,1],bitwise_or:[125,4,1],scalar:[125,4,1],minimum:[125,4,1],bitwise_and:[125,4,1],flatten:[125,4,1],sgn:[125,4,1],tensor4:[125,4,1],eq:[125,4,1],tensor3:[125,4,1],row:[125,4,1],bitwise_xor:[125,4,1],le:[125,4,1],outer:[125,4,1],matrix:[125,4,1],min:[125,4,1],reshape:[125,4,1],invert:[125,4,1],zeros_like:[125,4,1],"switch":[125,4,1],sqrt:[125,4,1],iround:[125,4,1],shape:[125,4,1],lt:[125,4,1],shape_padright:[125,4,1],"var":[125,4,1],prod:[125,4,1],"_tensor_py_operators":[125,2,1],max:[125,4,1],fill:[125,4,1],neq:[125,4,1],real:[125,4,1],identity_like:[125,4,1],xor:[125,4,1],tensordot:[125,4,1],max_and_argmax:[125,4,1],any:[125,4,1],as_tensor_variable:[125,4,1],imag:[125,4,1],abs_:[125,4,1],TensorSharedVariable:[125,2,1],unbroadcast:[125,4,1],ceil:[125,4,1],sqr:[125,4,1],log:[125,4,1],angle:[125,4,1],shape_padleft:[125,4,1],stack:[125,4,1],TensorConstant:[125,2,1],or_:[125,4,1],cos:[125,4,1],bitwise_not:[125,4,1],TensorVariable:[125,2,1],argmin:[125,4,1],and_:[125,4,1],floor:[125,4,1],ge:[125,4,1],round:[125,4,1],sum:[125,4,1],cast:[125,4,1],erf:[125,4,1],vector:[125,4,1],ones_like:[125,4,1],exp:[125,4,1],neg:[125,4,1],grad:[125,4,1],col:[125,4,1],dot:[125,4,1],mean:[125,4,1]},"theano.gradient.numeric_grad":{abs_rel_errors:[95,5,1],abs_rel_err:[95,6,1],max_err:[95,5,1]},"toolbox.History":{revert:[29,5,1]},PureType:{values_eq:[44,5,1],make_variable:[44,5,1],values_eq_approx:[44,5,1],is_valid_value:[44,5,1],filter:[44,5,1],"__hash__":[44,5,1],filter_inplace:[44,5,1],"__call__":[44,5,1],"__eq__":[44,5,1]},nnet:{softplus:[122,4,1],categorical_crossentropy:[122,4,1],softmax:[122,4,1],binary_crossentropy:[122,4,1],sigmoid:[122,4,1]},"theano.sandbox.linalg.ops.ExtractDiag":{perform:[30,5,1]},raw_random:{RandomStreamsBase:[74,2,1],random_state_type:[74,4,1],normal:[74,4,1],multinomial:[74,4,1],random_integers:[74,4,1],RandomStateType:[74,2,1],RandomFunction:[74,2,1],binomial:[74,4,1],permutation:[74,4,1],uniform:[74,4,1]},"theano.sandbox.cuda.nnet.GpuCrossentropySoftmax1HotWithBiasDx":{nout:[119,3,1]},"config.config.gcc":{cxxflags:[48,3,1]},CLinkerType:{c_declare:[37,5,1],c_libraries:[37,5,1],c_header_dirs:[37,5,1],c_code_cache_version:[37,5,1],c_headers:[37,5,1],c_no_compile_args:[37,5,1],c_compiler:[37,5,1],c_extract:[37,5,1],c_sync:[37,5,1],c_cleanup:[37,5,1],c_lib_dirs:[37,5,1],c_support_code:[37,5,1],c_init:[37,5,1],c_compile_args:[37,5,1]},"config.config.lib":{amdlibm:[48,3,1]},"toolbox.ReplaceValidate":{replace_validate:[29,5,1]},env:{Env:[130,2,1]},"config.config":{DebugMode:[48,3,1],exception_verbosity:[48,3,1],numpy:[48,3,1],compute_test_value:[48,3,1]},debugmode:{BadOptimization:[64,2,1],BadViewMap:[64,2,1],InvalidValueError:[64,2,1],DebugModeError:[64,2,1],BadDestroyMap:[64,2,1],StochasticOrder:[64,2,1],DebugMode:[64,2,1],BadCLinkerOutput:[64,2,1]},"theano.tensor.signal.conv":{conv2d:[21,4,1]},config:{compiledir_format:[48,3,1],optimizer_requiring:[48,3,1],optimizer_excluding:[48,3,1],compiledir:[48,3,1],optimizer_including:[48,3,1],nocleanup:[48,3,1],linker:[48,3,1],on_shape_error:[48,3,1],mode:[48,3,1],init_gpu_device:[48,3,1],floatX:[48,3,1],cast_policy:[48,3,1],force_device:[48,3,1],device:[48,3,1],optimizer:[48,3,1],on_opt_error:[48,3,1],int_division:[48,3,1],base_compiledir:[48,3,1]},"shared.SharedVariable":{container:[33,3,1],value:[33,3,1],"__init__":[33,5,1]},"printing.Print":{"__call__":[79,5,1],"__init__":[79,5,1]},"theano.sandbox.cuda":{nnet:[119,1,1],rng_curand:[119,1,1]},"theano.sparse.basic":{DenseFromSparse:[114,2,1],AddSD:[114,2,1],SparseType:[114,2,1],as_sparse_variable:[114,4,1],AddSS:[114,2,1],structured_dot:[114,4,1],GetItemScalar:[114,2,1],as_sparse_or_tensor_variable:[114,4,1],GetItem2d:[114,2,1],MulSS:[114,2,1],UsmmCscDense:[114,2,1],Usmm:[114,2,1],add:[114,4,1],Dot:[114,2,1],as_sparse:[114,4,1],StructuredDot:[114,2,1],MulSD:[114,2,1],mul:[114,4,1],CSM:[114,2,1],CSMProperties:[114,2,1],dot:[114,4,1]},"tensor.TensorType":{broadcastable:[125,3,1],ndim:[125,3,1],"__init__":[125,5,1],dtype:[125,3,1]},"config.config.warn":{ignore_bug_before:[48,3,1]},"theano.sparse.sandbox.sp.ConvolutionIndices":{evaluate:[86,6,1]},"theano.sandbox.cuda.rng_curand":{CURAND_Normal:[119,2,1],CURAND_Base:[119,2,1],CURAND_Uniform:[119,2,1],CURAND_RandomStreams:[119,2,1]},"theano.sandbox.linalg.ops.MatrixPinv":{props:[30,5,1]},"theano.sparse.basic.DenseFromSparse":{sparse_grad:[114,3,1]},"theano.sandbox.cuda.rng_curand.CURAND_RandomStreams":{next_seed:[119,5,1],uniform:[119,5,1],updates:[119,5,1],normal:[119,5,1]},"theano.sandbox.cuda.nnet":{GpuSoftmaxWithBias:[119,2,1],GpuCrossentropySoftmaxArgmax1HotWithBias:[119,2,1],GpuCrossentropySoftmax1HotWithBiasDx:[119,2,1],GpuSoftmax:[119,2,1]},"printing.theano.printing":{pp:[79,4,1]},"shared_randomstreams.RandomStreams":{seed:[106,5,1],gen:[106,5,1],updates:[106,5,1]},Query:{exclude:[87,3,1],subquery:[87,3,1],include:[87,3,1],require:[87,3,1]},Optimizer:{apply:[87,5,1],add_requirements:[87,5,1],optimize:[87,5,1]},toolbox:{PrintListener:[29,2,1],NodeFinder:[29,2,1],Bookkeeper:[29,2,1],Validator:[29,2,1],ReplaceValidate:[29,2,1],History:[29,2,1]},"io.In":{"__init__":[123,5,1]},Op:{c_support_code_apply:[68,5,1],c_code:[68,5,1],c_compile_args:[68,5,1],c_libraries:[68,5,1],infer_shape:[68,5,1],c_code_cleanup:[68,5,1],c_header_dirs:[68,5,1],c_code_cache_version:[68,5,1],c_headers:[68,5,1],c_no_compile_args:[68,5,1],c_support_code:[68,5,1],c_lib_dirs:[68,5,1]},"config.config.cuda":{root:[48,3,1]},"theano.gradient":{numeric_grad:[95,2,1],format_as:[95,4,1],verify_grad:[95,4,1],Rop:[95,4,1],Lop:[95,4,1],grad_sources_inputs:[95,4,1],jacobian:[95,4,1],unimplemented_grad:[95,4,1],grad:[95,4,1],hessian:[95,4,1],GradientError:[95,7,1]},"theano.tensor.signal.downsample":{max_pool_2d:[103,4,1]},"config.config.DebugMode":{check_preallocated_output:[48,3,1],warn_input_not_reused:[48,3,1]},shared:{shared_constructor:[33,4,1],SharedVariable:[33,2,1],constructors:[33,3,1],shared:[33,4,1]},"shared_randomstreams.RandomVariable":{rng:[106,3,1],update:[106,3,1]},"theano.sandbox.cuda.rng_curand.CURAND_Base":{new_auto_update:[119,8,1],as_destructive:[119,5,1]},"tensor._tensor_py_operators":{ndim:[125,3,1],dtype:[125,3,1],dimshuffle:[125,5,1],flatten:[125,5,1],reshape:[125,5,1],type:[125,3,1],T:[125,3,1]},"function.Out":{variable:[32,3,1],borrow:[32,3,1],"__init__":[32,5,1]},profilemode:{ProfileMode:[116,2,1]},downsample:{fft:[103,4,1]},sandbox:{cuda:[7,1,1],linalg:[30,1,1]},printing:{Print:[79,2,1]},mode:{FAST_COMPILE:[6,3,1],DEBUG_MODE:[6,3,1],FAST_RUN:[6,3,1],Mode:[6,2,1],PROFILE_MODE:[6,3,1]},sparse:{sandbox:[86,1,1]},"theano.sandbox.linalg.ops.MatrixInverse":{R_op:[30,5,1],grad:[30,5,1],props:[30,5,1]},"debugmode.DebugMode":{"__init__":[64,5,1]},theano:{"function":[133,4,1],map:[126,4,1],scan:[126,4,1],gradient:[95,1,1],reduce:[126,4,1],Param:[133,2,1],scan_module:[126,1,1],foldl:[126,4,1],shared:[133,4,1],foldr:[126,4,1],dot:[133,4,1]},"function":{"function":[32,4,1],Param:[32,2,1],Out:[32,2,1]},"theano.sparse.basic.CSM":{perform:[114,5,1],grad:[114,5,1],kmap:[114,3,1],make_node:[114,5,1],format:[114,3,1]}},terms:{newrandomst:74,entropi:[122,43,66],fast_run_no_inplac:87,my_obj:47,four:[129,4,96,80],secondli:126,prefix:[37,111,97,56,107],vmean:126,browse_thread:59,sparse_vari:[109,114],my_fct:0,trickier:[13,75,66],avg:[119,132,74],forget:[39,47,91,66],whose:[37,38,39,104,74,111,12,86,48,84,106,87,51,122,91,125,126,93,95,64,66,97],squarediagon:[109,86],"const":[0,17],aug:[42,112,124,28],pylist_set_item:56,sorri:37,pprint:128,dot22scalar:109,identity_lik:125,"31pm":45,concret:78,fast_run:[48,49,17,69,102,128,87,116,64,111,66,6,32,41],matlab:[78,110,132,43,134],under:[48,36,58,77,118,78,87,20,97,54,115,80,23,102],a_valu:126,accum:75,spec:99,add_requir:87,xth:129,merchant:3,everi:[99,49,111,92,125,93,19,50,61,123,51,12,91,86,110,87,47,56,74],risk:[123,92],no_recycl:[96,58],vastli:97,"void":[0,56],"100x":132,mytestcase1:111,mytestcase0:111,kshp:86,implicit:[111,95,62,79,96,66,32,33,123,91],arcco:109,should:[99,83,1,84,102,37,38,104,108,72,105,73,64,89,41,74,42,75,111,121,78,119,44,12,45,80,13,46,4,48,49,116,19,87,20,53,22,23,24,123,68,56,125,126,92,127,128,61,95,129,47,109,96,30,66,97,67,32,33,34],upstream:13,affect:[48,109,51,97],meddl:37,chapel:109,"0x1779f10":[116,41],school:124,highest_protocol:47,matrixpinv:30,metaclass:[111,20],cmd:97,upload:[73,117,127],correct:[0,69,38,6,41,42,111,13,46,4,36,118,102,24,55,125,92,62,28,97,33,122],vector:[83,38,49,4,107,72,109,111,43,86,50,48,36,114,102,24,122,124,125,126,128,70,129,96,30,66],matric:[49,129,108,72,75,78,83,36,17,114,51,88,23,24,123,25,128,84,30,133,97,134,107],verif:[109,37,43,42],cpu_intens:87,categori:78,cmp:111,diferienti:104,new_valu:102,bhid_valu:126,seper:86,direct:[126,108,3,93,114,61,62,80,109],"10e":128,usmmcscdens:[109,114],consequ:[92,37,119,62,22,109],second:[99,84,37,38,104,116,107,108,41,79,44,12,86,87,102,82,83,49,106,80,50,54,22,24,125,126,128,96,66],some_default_valu:79,gpucrossentropysoftmaxargmax1hotwithbia:119,"goto":[37,34,97,56],even:[99,3,69,37,4,72,73,42,43,78,79,45,81,49,118,50,51,24,123,56,77,125,126,92,61,84,64,96,97,67],lesser:[75,72],msysgit:97,nb_call:128,footer:111,neg:[125,17,114,4,126,128,109,122,56],workflow:13,sln:97,non_numeric_input_st:12,debuglink:89,tensorvari:[125,36,95,54,107,109,98],maketest:[111,118],"new":[99,83,1,69,102,37,38,72,39,107,6,73,41,74,42,75,121,43,78,119,44,12,45,129,13,87,48,49,116,118,19,50,20,51,60,22,88,23,91,125,126,92,127,128,27,62,28,109,96,30,132,66,97,84,32,33],symmetr:[30,26],dauphin:109,topolog:[49,87],neq:125,otool:97,elimin:[131,102,17,116],btensor4:[125,107],ifelse_switch:[25,128],"27e":128,eck:124,never:[84,92,102,20,44,30,22],here:[99,2,84,102,37,38,39,107,71,110,41,75,111,121,78,11,44,91,80,13,46,87,81,48,49,86,114,50,51,60,126,24,68,56,125,58,92,127,128,61,96,30,66,97,32],met:[1,3],typeerror:[36,111,84,37,38,44,96,68,98,123],studio:97,debugg:[49,128,134,23,109,89],path:[48,111,4,61,104,97],abstractli:49,interpret:[125,49,92,80,94,132,107,97],p_1:43,anymor:[48,84,37,87,61,109,24],register_speci:38,drv:0,precis:[125,49,58,38,126,44,111],jame:[42,43,84,21,103,109],c_contigu:[48,75,1,92],yield:[49,96,62],permit:[1,123,3],aka:[61,117,122],fourier:[114,132],portabl:[102,47],"__sync_fetch_and_add":97,grad:[4,104,109,75,111,43,11,113,79,70,15,84,114,54,23,24,125,95,62,96,30,132,66],malloc:[37,68],bashrc:[97,67],unix:[100,1,6,116,40,29,7,8,79,86,14,47,48,106,31,114,21,52,122,123,90,103,95,64,65,30,133,97,130,32,33],destroymap:38,printf:37,instabl:44,total:[116,19,12,66,128,109,41,45],unit:[83,42,111,43,101,118,20,95,88,13],random_integ:[106,74],bookkeep:29,plot:[24,51,134],describ:[37,38,104,71,9,11,44,12,13,48,84,87,126,22,88,56,125,58,92,93,94,129,96,97],would:[99,83,1,101,84,102,37,4,39,116,126,104,5,129,72,110,73,64,89,41,42,76,9,78,113,44,45,80,114,87,38,48,49,17,18,19,50,20,54,22,121,24,55,91,125,58,92,127,70,62,28,47,131,96,97,68,135,111],set_input:89,bhid:126,gloss:38,init:[75,121,66,56],bleed:[42,132,97],compiledir_:[48,109],vol:30,deviat:[114,74],call:[99,115,84,37,38,39,116,104,106,107,108,109,41,111,79,119,44,12,91,80,13,46,102,81,82,48,49,17,114,87,51,60,126,22,88,23,89,123,56,125,58,92,93,94,95,62,64,96,30,132,66,97,128,32,33,135],shortest:126,typo:13,recommend:[48,84,111,118,78,50,64,104,47,96,126,97,134,109,87,41],type:[99,100,0,1,49,102,37,4,126,104,116,107,72,109,7,74,42,8,111,121,43,78,69,79,119,44,80,129,98,87,38,81,133,48,36,17,86,118,114,50,20,21,51,120,54,22,88,23,55,123,68,56,57,125,58,92,97,93,94,95,62,84,64,96,132,66,31,128,32,33,122],tell:[48,49,126,43,102,37,38,39,83,22,97,114,123,50,128],swap:[102,17,92],energymodel:113,bsr_matrix:129,cumul:128,relat:[49,8,111,9,54,78,94,116,104,52,30,12,97,72,109,68],yahoo:132,notic:[128,126,107,3],hurt:132,warn:[48,49,128,125,37,50,20,39,129,64,60,96,95,114,109,68,87,56,127],exce:[111,95],grandfath:20,holi:28,moin:134,ward:[42,109],hold:[125,39,51,96,12,66,80],unpack:[42,132,97,114],hello_world_op:79,join:[125,109,46],filter_inplac:44,err:[132,43,97,64],outputs_list:126,getitemscalar:114,neglig:3,setup:[42,111,127,51,104,97],c_declar:[37,68,56],worth:[84,75,1,92],gpundarrai:[77,124],erf:125,itself:[125,49,1,127,118,38,135,119,96,30,80,109,68,46,87,56],glossari:[93,36],akin:44,root:[48,30,97],could:[1,84,37,38,104,109,75,111,121,113,44,12,56,86,45,83,49,17,18,50,60,22,89,91,125,126,92,94,61,131,96,66,128],overrid:[48,84,39,51,113,64,44,123],addsd:114,bell:[126,129],give:[84,102,37,38,39,107,109,73,75,43,78,79,12,80,13,87,4,81,49,17,86,50,20,51,54,24,123,126,92,97,62,129,96,66,31,32],sgd_updat:62,indic:[37,116,73,41,121,79,86,48,84,17,114,87,123,56,125,126,93,128,95,129,64,96,97,32],had:[48,49,75,102,38,39,129,22,109,68,50],optimizer_exclud:[48,46],liter:[100,1,38,6,39,116,108,40,29,7,74,8,57,79,86,14,48,106,114,119,21,52,122,123,90,125,103,126,95,64,65,96,30,132,31,130,32,33],fibonacci:76,addss:114,freshen:123,keep:[48,99,128,116,114,37,87,39,109,97,103,110,73,13,102,56],unsign:[48,125],declar:[125,84,58,121,43,78,37,38,39,62,97,132,80,128,68,70,56],implement:[99,48,38,84,102,37,4,72,39,104,116,108,6,73,89,41,7,42,75,111,43,78,119,44,12,86,114,87,47,15,49,17,97,118,19,50,21,51,60,126,22,88,24,122,123,124,125,58,92,128,95,62,129,64,109,131,96,30,132,66,31,68,98],tieleman:109,u_tm4:126,end:[126,58,97,78,37,50,123,62,79,44,111,80,24,87,68],infer_shap:[114,104,96,109,68,46],"68e":128,scikit:124,faulti:64,label_add_code_cleanup:56,classifi:124,revisit:9,how:[99,106,49,102,37,38,126,5,107,71,6,110,109,42,75,111,9,43,78,113,124,45,80,13,46,4,82,48,36,17,117,86,118,19,87,51,60,54,112,88,23,24,123,68,127,125,58,92,97,93,61,95,84,96,30,132,66,31,67,32,34],hot:122,enforc:[48,46],quickbuild:97,env:[115,49,58,121,43,118,102,78,87,63,29,30,66,130,23,24,79,14,89],answer:[42,13,43,84],verifi:[75,111,9,114,37,50,95,51,104,97,6,41],ancestor:113,config:[48,49,58,92,43,102,67,64,109,32,133,97,6,125,111,13,41,81,127],bindir:97,updat:[99,27,37,70,39,106,109,73,42,111,43,113,79,45,13,46,47,83,17,117,119,51,126,22,24,123,91,125,58,92,127,128,61,62,132,66,97,32],python_vers:[48,109],c_lib_dir:[37,68],faq:[36,69,118,49],check_strid:64,lai:87,mess:[87,9],verify_grad:[104,109,111,95],earlier:[48,49,128,97,109],mac_framework_link:97,lab:[112,78,52,132,97,105,124],diagram:[54,80],befor:[99,0,1,49,37,109,73,75,111,43,78,79,13,46,48,36,116,118,50,20,22,24,123,56,92,61,62,64,96,132,97,68],wrong:[37,4,61,129,41,104,96,97,109,64,38,56],int_divis:48,retain:3,mulwithoutzero:125,pdf:[78,42,61,97,84],parallel:[78,131,0,132],demonstr:[4,126],reshap:[125,49,17,128,102,60,96,4],attempt:[48,125,111,38,44,119],third:[83,99,66,87,129,126,44,116,22,108,82],classmethod:119,opaqu:119,minim:[83,43,78,128,70,68,102],revolv:111,exclud:[99,126,37,87,6,68],receiv:[42,92,95,104,109,98],maintain:[42,13,97],environ:[48,97,43,18,134],outout:132,enter:68,exclus:67,mechan:[48,49,58,43,93,37,102,39,51,99,111,66,125,109,32,123,47],lambda:[111,128,96,126,24,68],err_i:132,order:[99,84,37,38,126,104,116,72,73,41,42,75,9,78,79,86,13,87,47,48,49,17,118,19,50,51,54,121,24,125,58,93,128,129,64,109,131,96,30,66,97,68,33],origin:[48,49,1,9,125,60,93,128,38,95,84,83,52,30,13,87,50,127],composit:[84,17,128],feedback:13,endors:3,diagnos:[42,64,41,43],over:[99,38,103,6,75,125,12,80,102,48,49,17,86,87,21,51,24,32,56,25,126,97,93,128,61,95,62,131,132,66,31,68,33],failur:[115,111,37,50,95,73,23,13,87,68,56],becaus:[99,102,37,4,39,74,111,9,78,79,44,80,13,87,81,83,84,17,114,50,51,60,54,22,121,24,123,56,125,126,92,127,93,62,129,96,30,132,97,32,98],debugmod:[48,36,118,49,50,128,38,69,64,78,44,30,40,109,41],helena:97,pascal:[109,124],pyerr_setstr:37,flexibl:[92,102,95,96,34,124],vari:[78,44,102,12,132],pyarrayobject:38,fit:[125,3,78,19,70,66,80,87],n_in:70,fix:[48,42,111,117,109,87,83,126,12,45,97,67,73,13],fibby2:38,"__class__":[104,0,43],better:[48,84,111,9,102,78,37,38,129,126,22,97,128,109,121,87,81],rel_tol:[111,95],inam:[37,38],persist:[96,121],comprehens:132,hidden:[83,84,62,113,110,23],easier:[83,49,0,111,9,78,128,62,12,45,97,121,75,132],them:[83,69,37,38,39,104,116,129,109,73,89,41,87,75,111,121,43,78,44,12,45,80,13,46,4,81,82,48,49,17,118,50,51,126,22,88,23,24,123,68,56,77,125,58,127,93,128,95,84,47,96,66,97,32],var1:32,fast_inplace_check:50,thei:[99,83,1,84,37,38,39,104,116,107,109,110,73,75,42,8,111,43,78,79,44,12,45,80,46,87,81,48,49,17,19,50,20,51,60,126,68,56,125,58,92,26,93,128,95,62,64,96,132,31,32,33],var2:32,fragment:[38,97],enrich:89,safe:[84,126,92,37,50,102],output_model:126,"break":[49,37,79,107,97,114,73,13],band:30,promis:[78,96,134],onestep:126,interrupt:[109,3],patternsub:[87,9,118],yourself:[104,44,97],silver:[38,41,64],dec2:66,add_destroy_handl:87,choic:[48,116,37,22,97,45],"40e":128,x_name:68,meat:[96,56],overflow:[48,42,109],unpickl:47,spsum:86,"1x1":125,arrow:[54,80],exception_verbos:[48,109],debug:[99,115,36,107,111,112,80,81,48,49,54,88,23,89,124,56,125,92,128,95,84,64,134],srlz:17,went:[41,97,64],higher:[48,78,111,72],side:[93,37,102,92,79],mean:[99,83,84,102,37,104,116,107,110,109,111,43,79,12,91,80,87,48,49,17,86,50,51,126,22,125,24,55,123,56,25,58,92,94,61,95,129,64,96,30,132,66,97,128,32,135,122],prohibit:44,disconnected_input:95,whim:111,check_mat_rop_lop:104,"3200b":128,correct2:111,correct3:111,correct1:111,logo:127,test_rop:[104,125],extract:[115,84,58,121,37,86,114,23,56],network:[8,126,43,18,39,21,124,52,132,31,110,122,47],equilibriumoptim:87,goe:[17,92,50,126,54,132,123,87],log2_expon:30,newli:[48,61],gof:[49,58,93,50,37,4,133,87,116,41,44,96,54,66,80,68,14,38,81,74],crucial:126,predefin:125,content:[84,92,127,62,96,22,97,109,13,123,124],rewrit:[87,129],adapt:97,smi:97,reader:[111,2],got:[37,50],lib64:[129,97],shorcut:43,log2:125,linear:[125,76,78,114,70,28,124,17,30,132,22,58,90,66],navig:[87,118,97],"1000x":[128,132],situat:[48,84,111,78,37,44,96,109,123,56],free:[0,17,121,78,37,4,113,97,109,68,56],ineffici:121,debugprint:[49,128,46,79],nth:[84,56],pythonxi:97,do_nightly_build_:61,bleecher:109,precompil:97,c_cleanup:[37,56],convent:[15,36,126,4,79,96,12,80,110],hmean:126,angl:125,traceback:[49,96],"_instance_print_st":39,nightly_build:61,silicon:132,fuse:109,erfc:125,isn:[87,127],unknown:[132,26],regress:[83,124,116,43,70,113,41,66,73,4],subtl:92,confus:[92,50,44,12,97,82],dvector:[125,49,122,102,62,64,107,24,79,41],rand:[48,49,111,128,102,104,132,46],rang:[126,43,128,50,47,38],render:61,hpc:42,hoop:45,clariti:[38,126],opsub:[87,118],wast:[128,126],rank:[83,125,75,37,51,129,80,122],system:[48,83,108,101,78,37,87,61,39,64,96,30,12,45,97,40,107,73,13,123,66],restrict:[101,37,38,123,79,132,22,80,34,87,66],hook:[13,58,45],instruct:[84,117,78,19,102,132,45,97,105,13,107],autoinit:0,"06e":128,permuterowel:[125,109],wasn:64,scan_opt:12,ditch:126,hood:[87,54,118],true_div:128,cuda_ndarrai:[109,1],rewritten:87,messag:[49,61,92,127,128,20,79,45,97,109,73,68,98,56],return_step:109,top:[15,111,97,78,87,108,12,133,86,110,13],sometim:[99,84,1,92,93,87,51,113,79,17,22,97,109,13,46,24],mercuri:[73,45],timothi:109,sequencedb:87,master:13,too:[49,38,39,129,111,45,13,87,83,36,116,102,20,51,122,91,125,92,127,128,61,84,64,66,97,34],similarli:[84,111,21,47,30,97,32,55,123,24],urban:109,lopt_chang:49,consol:97,tool:[49,111,97,101,78,61,134,96,71,73,23,13,89],shape_padright:125,setuptool:[127,97],lower:[125,128,30,41,97],getitem2d:114,max_coefficients_support:[128,126],gitconfig:13,local_tim:[128,116,41],happili:37,hsampl:126,module_path_to_your_class:96,technic:[99,126,108,50,44,22,97,87,38],symptom:[97,64],machineri:[78,80],toronto:[109,124],path_to_a_directory_without_such_charact:97,regressionlay:66,target:[43,4,61,62,66,122],keyword:[126,20,39,51,64,44,6,32,123,41,91],provid:[99,83,3,84,37,38,126,104,116,107,72,64,41,74,75,111,78,79,44,12,13,102,48,49,17,97,114,87,51,54,24,123,68,56,125,58,92,93,128,95,29,96,30,132,66,31,32],lvalu:125,tree:[21,103],"10x":[131,97],irow:[125,107,80],project:[111,85,43,131,78,127,95,28,60,132,45,97,112,13,124,77],matter:42,rebroadcast:[125,109],minut:[42,112,97],miminum:125,libatlas3gf:97,provis:56,supplement:74,mini:31,fashion:87,behavior:[48,49,60,37,4,39,84,44,107,97,109,32,98,68],close:[127,102,95,30,45,97,24,47],runner:121,modern:19,mind:[36,116,37,102,44,110,13,87],frontend:87,assertnotalmostequ:111,raw:74,aforement:44,seed:[99,36,17,84,119,51,106,111,66,89],manner:[99,24,111,50,116],increment:[125,84,17,37,51,129,13,123],"__main__":[111,20,39],seen:[32,126,43,97],seem:[75,126,87,61,129,5,22,97,67,24,45],incompat:[44,111,97],mint:97,theanolab:124,seterr_divid:48,dozen:47,mulss:114,strength:[8,30],"__new__":44,latter:[56,78,97,21,31],debugmodeerror:64,thorough:111,my_shiny_featur:13,zeros_lik:[125,109,0,17,126],storage_:[37,56],mulsd:114,neither:[3,37,22,97,32,34,107],interleav:124,"__getstate__":47,gotcha:[88,23,24,82],"60x784":43,simplifi:[17,87,39,109,110,73,24],copi:[125,1,92,108,102,37,38,62,60,96,17,97,117,13,33,123,32,127],shall:[44,3],razvan:109,object:[99,100,0,49,102,37,38,40,39,116,126,106,107,108,6,109,64,41,7,74,77,78,113,79,44,80,87,47,36,17,114,50,20,51,60,54,22,123,68,91,125,58,92,93,95,62,29,96,30,132,66,97,32,98],legibl:79,bsr:129,mlass:66,regular:[48,66,97],breakpoint:89,phase:[58,50,78,128,4,108,87],hide:[44,58,46,84,79],sparsiti:[109,129,114],yourdomain:13,tradit:[21,31],don:[83,0,84,102,37,38,39,72,109,75,78,80,13,47,48,49,116,118,114,87,60,22,56,126,128,61,64,66,68],input_storag:121,simplif:[78,87,118],doc:[49,75,58,57,61,114,38,20,129,29,97,133,31,109,130,14,87,127],flow:[15,44,89,12],cshrc:97,doe:[99,84,37,4,39,87,126,110,109,41,42,75,111,78,44,91,80,46,38,48,49,17,118,50,51,54,22,24,124,47,125,58,92,127,128,95,64,96,30,66,97,68],dummi:70,bracket:132,advancedincsubtensor1:125,detriment:56,yann:109,unchang:[109,126],sum:[70,116,107,72,109,41,75,111,43,113,86,17,51,54,24,125,126,128,95,62,30,132,66],dot:[70,116,109,41,111,43,113,86,46,133,49,17,114,23,24,122,125,126,128,62,129,30,132,66,97],compute_output:62,labelx:37,labelz:37,inplace_setsubtensor:17,autotest:20,"__str__":[0,37,79,104,44,96,68],random:[99,0,49,70,104,106,74,8,111,43,113,119,12,46,102,48,36,17,118,87,51,88,23,91,125,126,128,27,95,84,132,66],speedup:[128,102,132,43,97],syntax:[83,99,43,95,87,39,132,22,134,125,50,127],buildbot:[42,13,61],labela:37,labelb:37,softplu:[122,43],yourprefix:97,involv:[42,8,17,43,49,78,128,87,104,44,126,80,73],absolut:[125,37,111,95,51],layout:[131,111,132,118,86],op2:[87,121],cleanup2:56,cleanup3:56,holder:3,explain:[125,84,75,58,92,38,61,80,24,87],configur:[48,42,58,92,43,49,102,38,116,64,111,66,97,6,105,109,13,41,133],haven:[49,116,45,72],neg_div_neg:17,busi:[102,3],choleski:[109,30],"0x17a0f50":[116,41],lmkl_core:97,"__call__":[49,84,79,44,96,22,23],folder:[48,111,118,97],fusionoptim:17,no_upd:91,n_input:62,googlegroup:97,nasti:50,likewis:[125,17,92,51],watch:42,compli:[37,87],ceil:[125,109,0],iftru:125,impil:126,output_grad:104,report:[78,109,132,97],reconstruct:122,toolbox:[87,14,29],mutual:[20,67],test_scan:[125,95],as_cuda_ndarray_vari:0,bat:97,bar:132,emb:37,ever:[83,37,96,49],remove_ident:87,fast_run_nogc:109,patch:[13,86,31,103],sens:[75,17,78,38,96,22,32,123],cleanli:111,bad:[48,37,87,109],"static":[84,121,43,94,20,95,44,96,80,97,86],convolv:[86,43,31],a_tpb:126,yoshua:124,told:[84,91],valid:[84,75,111,121,86,118,37,87,21,29,126,31,13,123,56],fair:132,simd:78,output_nam:68,hasn:[37,21,103],resist:109,full:[36,86,17,43,49,102,37,87,21,129,64,97,111,132,31,41],mandatori:[104,126,123,66,97],result:[99,69,38,39,116,108,109,73,41,121,118,12,91,86,13,47,82,48,49,17,80,18,102,21,51,60,54,24,124,56,125,126,92,127,128,61,95,97],shapeopt:109,respons:[93,96,111,108,80],build_classification_cost:66,btensor3:[125,107],enought:102,best:[49,116,78,37,132,86,114,41],subject:[88,114],awar:[123,32,92,97],said:[48,43,37,87,39,129,30,80],fn3:123,enthought:109,fn1:123,hopefulli:116,some_num:126,symmetrix:30,wikipedia:45,figur:[48,125,75,126,50,61,54,12,45,97,134],outstand:73,elementwis:[25,125,75,17,43,78,114,51,93,54,132,72,122],simplest:[125,44,111,97],mul:[125,49,17,118,84,37,87,116,79,96,54,80,114,68,89,41,128],awai:[58,92,102,87,64,68,41],approach:[99,42,9,19,28,22,129,13],attribut:[84,38,39,108,6,109,74,79,47,70,48,49,106,20,51,91,125,92,26,93,64,96,66,32],"0x14675f0":54,accord:[99,95,62,64,32,41],stepmod:[88,23,115,81],extend:[42,17,112,118,69,78,87,39,126,104,54,22,88,23,24,124,66],cmatrix:[125,107],ask:[36,42,78,22,97,13,98,46],xrang:[25,126,128,70,132,66,102],extens:[42,43,101,61,132,66,56],lazi:[25,78,128,61,132,22],wtf:87,vec_length:109,toler:[37,111,95,44],advertis:[44,64],subfold:[111,97],accident:[123,62,91,79],expos:[87,30,92,22,66],hashabl:[37,68],fault:64,howev:[99,49,111,92,3,84,50,37,38,61,62,64,44,126,12,107,97,67,13,47],against:[48,111,97],raise_with_op:49,inplac:[48,84,17,118,114,78,37,50,125,64,93,96,1,86,58,88,111,89,124,87,128],logic:[15,49,111,125,38,126,12,86,89,41],ncap:124,seri:[78,76],com:[42,59,78,127,28,45,97,134,109,13,43],col:[125,49,43,31,131],coo:129,compromis:87,grad_b:[70,66],restructuredtext:[13,61],downscal:103,"16e":128,delic:132,use_tupl:95,trickiest:37,permut:[125,87,74],exemplari:3,gemmoptim:17,dougla:124,diff:[13,51],summat:[109,102],assum:[48,84,75,126,86,37,38,95,51,87,96,54,97,80,125,122,46,50],debug_mod:[111,69,78,38,64,6,46,41],duplic:[104,84,96,123,77],liabil:3,strong:91,prior_result:[128,126],beef:4,nonsens:109,badviewmap:64,nearly_zero:51,numpi:[99,0,1,101,49,102,4,39,104,107,109,110,73,75,74,42,8,111,112,43,78,133,125,113,44,80,13,46,38,82,48,36,106,114,50,51,60,88,23,89,55,123,124,91,77,25,126,92,127,93,128,70,95,62,84,131,30,132,66,97,67],three:[99,84,116,97,37,87,61,39,51,44,126,132,80,125,109,123,41,56],been:[99,37,38,73,109,42,111,78,79,45,13,87,49,17,114,102,22,124,125,126,93,95,129,47,96,132,97,68],accumul:[75,126,39,51],much:[49,0,17,92,78,19,102,116,47,93,96,111,132,31,6,121,64,46,41,56],valu:[99,1,49,102,37,38,39,116,126,106,129,108,103,105,109,41,74,111,43,78,113,79,44,12,91,80,46,4,81,48,36,17,86,118,50,21,51,54,22,125,55,123,68,56,25,58,92,93,128,70,95,62,84,64,96,30,66,97,32,33,122],interest:[42,118,78,87,45,97,73,56],basic:[99,49,37,4,39,126,107,109,75,41,42,8,111,112,78,119,80,13,47,82,83,36,116,117,86,118,114,87,20,21,54,88,23,56,125,58,131,96,66,97,32],xor_:125,evolut:12,new_var:29,tini:[42,43],quickli:[42,17,51,28],ift6266:[42,132],linker:[115,84,37,6,109,41,111,78,81,48,36,16,116,118,126,22,23,89,25,58,93,128,64,66],ccode:68,training_step:43,xxx:[58,39,97],anywher:[37,46,66,84],multithread:97,lift:[109,68],"catch":[109,38,69,75,64],multiply_them:0,dash:43,ident:[99,125,75,54,102,38,79,96,30,87,82],tanh:[125,126,43,95,51,54,132],explanatori:126,servic:[45,3],properti:[48,36,92,84,114,20,51,62,99,30,132,22,24,123,66],sourceforg:134,hidin:132,aim:[73,87,92],calcul:[42,8,111,43,81,84,78,68,50,95,75,124,126,66,114,102,32,38,56,128],classnam:[111,96,20],float32:[48,42,0,1,92,43,49,78,128,4,95,126,60,17,132,97,125,102],"0x31eeaf0":102,gpusoftmax:119,intdiv:[125,109],have:[99,83,1,69,102,37,38,39,87,116,106,107,108,72,110,73,89,42,111,121,43,78,79,44,12,45,80,114,129,13,46,4,48,49,17,91,86,118,19,50,20,51,60,54,22,24,123,68,56,77,125,126,92,127,128,61,95,62,28,47,109,96,30,132,66,97,84,32,33],conv:[65,52,21,31],toolkit:97,nodefind:[87,29],shame:96,kwarg:[106,86,119,20,21,62,30,31,109,33,123],cond:[125,22],indent:[61,132,127,79],conf:127,publication_detail:30,tediou:9,inc_subtensor:[125,109,17],sever:[83,37,107,108,41,75,121,44,12,45,87,47,48,84,17,50,21,126,55,56,125,58,92,93,129,64,131,96,30,66,31,32],half_to_even:125,disabl:[58,128,97,109,32,123,91],descent:[83,70,66,113],incorrectli:109,perform:[49,38,126,104,129,108,73,89,42,111,9,86,4,36,116,114,102,21,51,54,22,23,24,32,56,125,58,92,61,84,64,65,131,96,30,132,97,68],suggest:[9,128,4,97,73,13,24],make:[99,83,0,1,69,102,37,38,39,126,116,107,108,72,73,41,87,75,76,9,77,78,79,44,91,80,132,13,121,46,4,82,48,49,17,117,118,114,50,51,60,54,22,88,23,24,123,56,125,58,92,127,128,70,84,95,62,111,64,109,96,115,66,97,67,32,34],transpar:[42,92,43,97,109],who:[78,87,111,132,118],complex:[83,49,75,58,125,78,39,64,96,66,109,24,107],split:[125,126,112],big:[48,49,128,20,95,13,122],complet:[48,84,0,1,97,78,37,70,28,79,108,66,31],nin:4,raii:0,blue:[54,43,80,79],evil:45,hand:[125,49,116,112,78,37,87,124,104,41],fairli:126,rais:[84,37,4,73,109,41,111,44,80,46,38,48,49,114,60,55,123,32,125,126,127,128,95,64,96,132,97,68,33],garrai:60,dinput:84,refin:87,tune:[78,83],squar:[125,51,129,30,132,86],redefin:125,kept:[42,41,97],bad1:111,scenario:122,java:66,thu:[48,83,49,37,84,97,47,56],glorot:109,inherit:[93,111,39,22,64],zcol:125,contact:[78,61],shortli:39,greatest:67,thi:[1,2,3,4,5,6,9,11,12,13,106,18,19,20,21,22,23,24,25,28,47,30,31,32,33,36,37,38,39,103,41,42,43,44,45,46,50,48,49,102,51,60,53,54,55,56,58,61,62,64,66,67,68,70,72,73,74,75,111,77,78,79,80,81,82,83,84,86,87,88,89,91,92,93,94,95,96,97,98,99,101,104,17,107,108,110,109,121,113,114,116,118,119,122,123,124,125,126,127,128,129,132,133,134,135],epi:61,gzip:45,programm:[132,64],everyth:[111,37,87,51,132,97,73,13,56],paradigm:43,set_value_at_posit:126,mnist:132,left:[125,86,39,95,97,110,109,24,127],identifi:[83,49,128,58,32,37,50,123,62,64,54,97,6,24,79,87,41,122,82],op1:[87,121],just:[84,102,4,6,39,5,72,109,41,111,79,119,45,13,87,82,83,49,17,50,51,22,123,56,125,126,92,127,61,96,97,68],print_diff_summari:116,rng_curand:119,assertfals:111,bandwidth:92,theano_flag:[48,111,43,102,116,97],x_po:95,local_pow_speci:17,"__dict__":47,inputs_storag:[104,84],yet:[83,97,37,50,21,96,45,80,103,73,87,56,107],languag:[77,54,78,37,101,113,5,132,80,94],previous:[48,84,37,87,96,22],like:[99,83,49,102,37,4,72,39,126,104,5,107,108,6,110,111,41,42,75,76,9,118,78,69,113,79,44,133,45,80,134,129,13,87,38,81,82,48,36,17,86,18,114,50,20,51,54,22,121,89,55,123,68,56,125,58,92,127,93,95,28,64,96,132,66,97,84,32,33],easi:[99,49,125,102,78,38,62,54,132,97,73,46,87,91,82],interfer:[78,99,30],opencl:[78,132,77,135],josh:109,csr_matrix:[114,129],fortran:[48,75],spread:[92,12],els:[84,43,87,79,44,96,45,109,32,102,22],save:[99,36,126,125,84,128,102,39,109,89,47,127],adress:111,gave:[84,68,87,96],opt:[49,17,38,126,97,105,109,87],applic:[125,58,118,54,93,94,87,116,79,52,96,30,80,72,68,122,41],values_eq_approx:[37,44],stpe:126,rnn:126,mayb:[83,84,75,121,114,87,45,134,73,47],preserv:92,rng:[99,111,43,102,95,51,106,132,66],shape_padleft:125,fusion:[0,17,43,78,104,131,109],lrow:[125,107],background:[132,112,124],elabor:[11,51],ivar:114,shadow:44,"_tensor_py_oper":125,v92:37,measur:[122,95],ditto:[121,87,39],specif:[3,84,105,42,75,111,43,101,12,80,13,46,48,36,117,20,54,91,58,61,95,64,131,96,132,97,32,33],arbitrari:[87,30,89,66,96],manual:[111,92,43,39,58,97,109,24,123],noth:[99,58,37,87,104,96,97,13,68,56],unstabl:[78,47],csm_properti:114,night:13,sebastian:109,unnecessari:84,cxxflag:[48,97],test_output_model:126,underli:[99,125,95,62,80,122,47,74],www:[84,43,78,114,20,28,45,86,134,109],right:[3,37,4,110,105,109,42,43,78,45,80,13,87,48,50,102,123,125,92,127,95,96,97],scanop:12,crossentropy_softmax_argmax_1hot_with_bia:111,deal:[75,37,60,12,88,82],g_z:75,negat:[125,114,80],g_v:95,somehow:64,g_m:75,intern:[99,48,1,84,102,37,4,39,109,74,42,44,12,80,14,47,133,15,49,106,117,114,87,51,54,22,88,24,123,92,93,64,66,32,98],flatten:[125,49,111,86],fct:[128,79,64],inact:49,base_compiledir:[48,109,58,97],g_val1:51,allocdiag:[109,30],zscalar:125,predefined_mod:81,c_header:[37,68],numpyautocast:48,mergeoptim:[84,17],subclass:[74,84,111,108,38,39,62,44,96,126,132,22,80,33,87,66],multipli:[125,49,75,43,114,79,96,30,132,68,24],cnn:31,condit:[25,36,1,112,125,3,84,37,113,131,99,126,22,128,109,123,124],foo:[132,51],peek:78,plu:56,sensibl:[44,102,108],gnumpi:[109,36,132,60],fixpoint:87,unbroadcast:125,immut:[58,93,50,47,96,38],wmatrix:125,fastmath:48,promot:[17,3],repositori:[42,117,127,132,97,73,13],post:[42,97],"super":[104,49,39,62,66],proceed:42,chapter:[125,54],obj:[99,121,39,79,66,47],outputs_info:[128,126],chronolog:[17,126],spectral_radius_bound:30,slightli:[49,37,50,61,39,44,128,24,102,91],srng:51,simul:[38,126],rng_val:51,canonic:[30,17,9,87],subgraph:[75,17,78,54,58,89],afternoon:112,mccann:97,commit:[73,13,45,127],geforc:102,produc:[99,37,38,126,111,121,44,80,87,83,84,106,102,51,54,55,125,58,93,128,61,96,66,68],zxvf:97,match:[48,49,17,125,37,87,95,51,62,44,96,111,97,109,13,64,32],scan_result:126,regist:[42,127,118,69,37,87,62,30,97,13,33],xyz:125,"float":[48,125,0,132,43,78,37,50,64,44,96,97,107,80,109,68,102],encod:[73,122,124],bound:[30,132,56],remove0:[109,86],down:[49,111,92,50,129,65,54,107,97,103,102],xavier:109,wrap:[125,84,58,108,118,78,87,104,96,126,12,80,109],opportun:132,storag:[1,38,84,37,4,39,108,75,121,78,44,70,49,17,114,23,123,32,56,58,92,93,129,131,96,66,97,134,68,33],mloss:[73,132,127],unlock:109,accordingli:[49,97],git:[42,13,101,97,127],wai:[99,83,3,102,37,4,39,5,108,106,89,41,111,121,43,78,38,113,79,44,80,114,13,87,47,81,48,49,17,118,19,50,51,54,22,24,123,56,125,126,92,127,61,62,129,64,96,30,66,97,32,135],support:[0,1,72,109,121,43,78,45,102,114,50,51,60,22,24,125,126,92,61,95,30,132,66,97,34],transform:[49,108,114,78,37,70,6,72,93,119,132,66,80,40,87,41,133],happi:102,avail:[48,42,111,92,125,84,37,39,132,22,97,107,109,89,41,56,74],stuck:124,reli:[96,111,47,56],joseph:[4,45],wordpress:97,editor:[97,79],fraction:[116,41],"5x10":49,lil_format:129,isreleas:127,fork:13,head:[75,97],abs_err:95,infom:97,python26:97,form:[84,75,17,112,3,114,4,51,126,65,30,12,22,109,23,128],offer:[111,95,54,97,24,34],forc:[37,0,111,114],forb:109,eval_point:[104,96,30,95],maxim:126,segfault:37,heap:132,ivector:[93,125,107,80],"true":[99,1,37,4,107,103,109,111,43,79,119,44,12,91,86,70,48,84,114,102,51,60,126,22,55,123,56,125,58,92,127,128,95,62,129,64,96,30,66,97,32,33,122],liomp5:[4,97,67],i0_shap:[104,68],reset:[99,84,96,51],g_cost:[125,95],flavour:62,attr:79,curand:119,positit:30,coeff:128,cast_polici:48,maximum:[125,17,102,126,132,103],until:[60,87,126,129],independ:[99,32,75,45,134],toggl:97,absenc:50,rerun:61,a_structur:30,emit:95,ceil_int_div:109,classif:[122,132,66],featur:[99,84,39,109,73,42,121,78,79,86,13,87,115,49,117,50,20,60,126,23,123,124,58,27,63,130,96,30,66,31],local_inplace_setsubtensor:17,classic:126,"abstract":[102,84,0,22,96],y_idx:111,proven:124,destroyhandl:[50,130],thunk:[49,0,58,118,104,116,22,67,41],exist:[83,99,17,97,78,38,109,21,129,51,104,30,66,31,72,111,87,41],glanc:[78,42,111],default_output:[84,96],outputs_tap:126,indirect:3,input_nam:68,performlink:[116,22,41],nx1:125,floor:125,"1xnxp":125,tip:[36,128,92,118,49,42,102,97,72,105,117,13],module2:66,refactor:109,role:[61,62,127],test:[0,101,49,102,4,104,109,73,41,42,111,43,78,44,45,86,13,46,38,48,36,117,118,87,20,60,88,23,124,125,126,128,61,95,62,131,66,97],tie:4,presum:114,roll:[49,109],tic:[25,128],node:[0,84,37,4,104,116,109,89,41,9,78,79,44,80,114,38,81,48,49,17,19,87,51,54,22,24,123,58,93,128,62,96,30,66,68],matur:[114,132],intend:[48,84,111,87,39,62],labeladd:37,"15x":132,get_output:89,notepad:97,random_state_typ:74,profile_mod:[78,102,41,6],itex2mml:61,usmm:[109,114],intens:[42,87,43],consid:[84,38,39,75,87,50,48,49,116,102,22,88,123,91,125,126,92,95,129,47,67,33],easili:[49,111,121,104,44,116,66,97,72,56],uniformli:99,transfert:102,gnumpy_util:60,outdat:88,bitbucket:85,calculate_polynomi:[128,126],faster:[109,41,42,43,78,46,47,48,17,18,19,102,21,54,123,25,92,93,128,129,131,30,132,97],furthermor:[84,121,37,87,96,80,56],bottom:110,pseudo:[109,106,30,51,91],warm:20,ignor:[48,49,126,128,38,95,129,64,80,109,123,41,91],time:[99,84,102,104,116,108,109,64,41,74,75,76,121,43,79,12,45,13,47,48,36,17,91,18,114,87,51,111,22,125,24,55,123,124,56,25,126,92,127,93,128,95,62,29,96,30,132,97,32],push:[73,13,61,127],unicodedecodeerror:127,backward:[126,95,22],daili:42,aslo:30,osx:109,concept:[49,111,118,50,51,44,86],"__ne__":[23,84],localsimplifi:87,chain:[54,95,126],cudamat_util:60,skip:[48,126,132,97,109,73,56],random_make_inplac:17,global:[48,99,108,38,118,94,87,132,66,97,68,89,13],datum:80,focus:78,snip:56,pval:74,signific:[73,24,128,114],stepsiz:[70,111,95,66],parent:[83,111,39,96,106,66],per:[83,17,43,102,128,70,95,126,96,116,41],computation:[42,17,129],hyperbol:125,rop:[104,109,24,95,124],lgoto2:97,primer:[111,118],binary_crossentropi:122,row:[125,49,86,43,102,4,129,64,131,126,31,110,24,55,70,122,74],hierarch:66,decid:[44,13,116,56,126],middl:[104,125,87],depend:[0,37,73,41,75,121,78,113,79,44,12,47,48,84,116,87,51,22,123,125,58,92,93,95,64,132,97],profile_memori:[128,41,43],recognit:28,graph:[99,83,101,49,102,37,38,6,39,87,116,126,104,5,107,108,40,111,64,89,41,42,75,76,9,43,78,79,44,12,80,121,14,4,81,48,36,17,97,118,19,50,134,51,54,130,22,88,23,24,123,124,125,58,92,93,46,95,62,84,29,109,96,30,115,133,31,128,32,106,34],readabl:[99,62,51,79,132,123],print_typ:79,unpython:101,click:[127,97],certainli:50,cobject:[119,121],userwarn:48,must:[99,83,1,3,37,4,116,107,108,109,73,87,75,111,43,44,80,46,38,48,84,17,114,50,51,126,22,55,123,68,125,58,92,127,128,61,95,62,28,96,30,66,97,32,33],isinst:[84,37,4,44,96,80,68,102,81],randomst:[99,111,102,106,17,66,74],sourc:[48,49,1,92,3,103,95,21,116,97,67],string:[37,39,104,107,109,111,79,80,48,49,114,87,68,56,125,126,95,62,96,132,66,97,32],consider_const:[125,95],machinelearn:28,"0x171e650":[116,41],fourth:126,x_float:44,free_vari:126,submodul:[114,66,108],sgd_step:62,octob:78,word:[111,93,37,50,44,96,107,87],brows:87,cool:87,dim:109,prod:[125,109,86],c_support_cod:[37,68],administr:97,blockdim:0,r_op:[15,11,95,104,96,30],"12th":109,fftw:[84,132],iter:[99,75,126,102,93,128,70,62,79,109,32,33,87],assertequ:111,item:[4,22,96],unsupport:[125,50],team:[13,3],logreg_pydotprint_train:43,div:[109,68,87,96],nb_op:128,round:[125,44,9,51],dir:[49,61],shave:102,prevent:[48,84,58,4,97,73],work:[99,83,0,1,49,102,37,38,39,104,116,107,108,72,110,111,42,75,76,9,43,78,133,44,91,80,13,87,70,82,48,36,17,118,50,51,60,54,22,88,124,56,77,125,58,92,93,128,84,95,28,64,109,131,96,30,132,66,97,67,68,98],slower:[116,77,128,102,64,30,132,97,109,46,41],core:[84,78,102,51,132,97,88,13],det:[109,30],sign:125,threshold:[111,95,43],cost:[125,43,19,4,95,62,113,104,66,109,24,122,70],"2508800b":128,corner:[109,13,111,62,82],port:[77,97],g_hidout:132,appear:[99,126,4,61,51,62,79,22,32,33,87,45],scripter:99,repli:13,puretyp:44,uniform:[99,106,119,51,66,109,91,74],current:[99,0,84,37,4,104,109,73,76,121,77,78,12,45,13,46,47,48,49,17,91,50,60,126,22,89,123,56,25,58,92,127,128,62,66,97,68],"switch":[25,83,111,125,84,128,97],sinc:[99,1,84,37,39,109,42,44,45,87,82,83,49,106,50,20,123,25,126,128,129,96,132,66,97],stabilis:43,sharedvari:[49,1,62,126,32,33],g_hidin:132,boost:101,in_shap:104,values_eq:44,deriv:[36,111,43,3,49,42,95,96,108,24],autogener:61,gener:[99,83,0,49,37,38,103,39,116,104,106,108,72,110,73,41,74,42,75,111,112,43,78,125,79,44,12,91,80,132,13,121,46,48,36,17,117,86,118,114,119,51,53,22,88,23,24,124,56,127,25,126,97,26,93,128,61,95,62,84,64,109,131,96,30,115,31,34,135],coeffici:[128,126],confer:42,disclaim:3,slow:[48,36,9,49,114,38,95,30,132,66,97,92,102],modif:[84,111,92,127,3,114,87,96,97,109,13,121],allclos:[104,0],address:[84,50,39,79,45,13,56],locat:[48,49,58,78,87,129,79,126,97],along:[125,49,58,118,84,93,128,96,126,107,55,47,82],wait:22,box:[125,54,80,79],cronjob:61,dec:[123,66],minu:56,shift:43,sharedvar1:32,sharedvar2:32,v_true:92,trial:74,throughput:132,theanovari:46,poisson:4,overriden:[48,84,66],myvar:125,extrem:[30,66],weird:[38,134,118,81,69],cudandarraytyp:37,montreal:[42,124],pift6266:84,orient:132,instat:99,semant:[84,92,43,114,38,44,30,66,24,91,82],y_t:126,regardless:[99,109,55,92,56],sparsetyp:114,libiomp5:67,output2:[84,126],dtype:[0,1,84,4,109,111,43,78,80,119,48,49,114,102,51,60,125,126,92,128,70,129,96,132],modul:[83,4,39,116,108,40,109,41,42,111,121,113,132,47,133,48,49,106,118,114,87,60,126,23,123,91,125,58,94,95,96,115,66,97,32],output1:[84,116,121,41,126],y2_t:126,and_:[125,9],bitwise_and:125,"1st":110,marker:87,instal:[99,36,106,43,42,78,102,61,97,109,73,13],devel:97,theoret:109,compilelock:58,"500x10":43,msy:97,memori:[0,1,84,37,38,109,41,43,78,79,44,86,102,48,36,17,50,60,56,126,92,93,128,64,131,96,132,97,32],sake:[49,38],pred:43,univers:[42,124],visit:42,elemen:109,todai:45,perl:97,everybodi:73,live:111,handler:[19,87],criteria:[73,111],scope:[37,79,132,97,68,56],checkout:[48,42,13,97],reorder:17,"fr\u00e9d\u00e9ric":109,specify_shap:46,peopl:[127,77,78,37,119,61,22,109,73,124,43],pylint:[61,117,134],finit:[104,111,95,129],enhanc:87,ftensor3:[125,107],dismai:45,visual:[97,134],w_out:126,olivi:[9,43,4,61,28,109,56],destroy_map:[48,84,93,38,64,96,50],ftensor4:[125,107],desjagui:49,tranfer:102,iffals:125,effort:[78,24,45,77,72],easiest:[13,111,97],appli:[99,0,84,102,37,38,126,104,116,107,6,109,41,87,75,111,43,78,79,80,46,70,81,82,48,49,17,86,118,19,50,51,54,22,24,122,123,32,125,58,93,94,96,30,66,31,128,68],output_regist:22,logarithm:[125,50],graphic:[102,17,113,27],colscalecsc:86,check_c_cod:64,libguid:67,prepar:56,focu:[125,37,116],imper:[50,111],optimizer_requir:48,py27:97,can:[0,1,4,6,12,13,106,114,20,21,22,24,47,30,31,32,33,34,36,37,38,39,29,41,42,43,44,45,46,50,48,49,102,51,60,54,55,56,58,61,62,64,66,68,72,73,75,111,78,79,80,81,82,83,84,86,87,89,91,92,93,94,95,96,97,98,104,17,107,108,110,109,112,116,119,120,121,123,124,125,126,127,128,129,131,132,133],purpos:[49,58,108,3,84,50,51,132,81,97,56],object_nam:49,boilerpl:[38,39,66],input2:[84,116,121,41],sum_i:95,practition:43,want:[99,83,101,102,37,38,39,87,104,116,107,109,41,42,111,77,11,79,44,80,13,46,4,48,84,106,118,114,50,51,60,126,24,56,125,58,92,59,61,95,129,47,96,66,97,68,33],stream:[99,36,126,42,51,106],cudamatrix:77,label_x_cleanup:56,"var":[125,1,92,43,29,98,7],make_thunk:[104,0,22,96],images2neib:109,topic:[115,23,45,52],critic:78,subregion:17,set_lock_statu:58,recycl:[58,56],unfortun:[50,91],occur:[48,126,92,37,87,56,97,109,41,81],nuber:79,alwai:[99,38,73,109,74,111,44,12,80,48,84,114,102,51,22,123,56,25,126,92,26,128,96,132,66,97],differenti:[125,36,43,101,42,78,95,84,104,96,54,132,133,24,124],multipl:[99,83,0,84,37,38,126,104,108,110,109,75,111,43,79,80,46,102,82,48,49,17,86,18,114,87,51,54,24,123,125,58,97,93,95,62,131,96,132,31,68],scalar_xlogx:4,iscalar:[125,128,126,51,107],uptim:[109,45],write:[0,101,37,38,116,72,111,9,78,44,45,13,4,48,17,117,118,87,54,112,88,23,24,123,126,128,61,62,96,66,134,33,34],criterion:[96,122],actual:[84,37,39,104,107,110,75,111,79,119,44,86,129,46,87,81,49,50,54,24,56,25,128,28,96,30,66,97,134,68],pure:[48,49,17,43,78,37,50,93,132,128],tile:[125,109],pylearn:[4,61,13],parameter:[37,68,12,84,49],pinv:109,map:[125,75,126,31,95,87,39,86,128],product:[125,49,75,111,97,3,114,30,133,86,134,109,24,68],fdczbwil:43,texttestrunn:111,seed_rng:111,max:[125,75,128,70,95,109,45,86,103,88,23,82],clone:[42,13,61,127,97],half_away_from_zero:125,spot:48,usabl:[47,66],mac:[43,97],"4th":112,uint:43,mai:[3,84,37,4,107,74,78,79,44,45,80,13,48,49,87,51,22,23,55,123,32,56,125,58,92,93,62,129,96,97,68],shuffl:[125,102,74],data:[115,1,3,49,102,37,4,5,129,72,42,111,43,78,38,44,80,47,48,36,17,114,50,60,54,23,124,56,77,125,58,92,93,94,70,84,96,66,134,33],grow:124,protocol:47,goal:[102,77],c_no_compile_arg:[37,68],subsequ:[125,92,102,39,96,32],stress:111,practic:[125,84,126,92,37,51,132,24],image_shap:[46,21,31],liboil:101,backpropag:[126,95,43],representingth:125,stdin:96,explicit:[111,80,118,38,79,86,109,98,123],gpux:97,ghz:97,pylintrc:61,mangl:[37,56],inform:[49,102,4,87,126,109,41,74,42,111,79,13,46,47,36,116,50,60,54,22,24,56,125,58,84,64,96,30,97,32],sandbox:[100,0,17,92,97,102,37,4,119,1,133,86,109,23,30,90,7],tensorconst:[125,128],int64:[125,84,43,114,70,109,4],block:[99,0,58,112,37,61,39,62,129,126,54,122,124,56,82],your_type_class:37,anoth:[37,38,39,107,41,111,11,44,45,80,13,87,83,84,50,51,126,22,123,32,125,58,92,95,64,96,30,97,68],callabl:[125,58,78,62,79,93,108,6,32,81],z_switch:[25,128],add_to_mul:87,test_invalid_dim:111,talk:[42,38,4,64,22,88,13,41],epydoc:[13,61,97],comfort:87,keyerror:132,anticip:47,incorect:41,minstanc:111,a06:84,ppa:97,graphviz:128,still:[70,39,109,111,121,43,78,13,87,50,83,84,102,51,22,88,24,123,56,126,92,47,97],pointer:[84,43,37,50,123,124,80,87,38,56],dynam:[48,42,43,19,99,12,97,125,132],cvm:[25,78,126,128,109],broadcasta:110,snippet:94,conjunct:[109,87,1,92],group:[42,8,111,112,43,87,124,116,45,108,13,89,41,59],as_tensor_vari:[104,125,38,126],polici:[125,92,97],local_branch_nam:13,tort:3,window:[100,1,6,116,40,109,29,7,8,43,78,79,86,14,47,48,106,97,114,102,134,21,52,122,123,90,103,58,95,64,65,30,133,31,130,32,33],test_coeff:128,mail:[127,43,78,128,61,129,132,45,97,73,13,77],main:[125,111,92,118,93,94,87,17,12,80,58,13],non:[38,108,103,73,78,45,13,81,17,117,114,20,51,60,123,125,126,92,127,93,95,62,129,30,132,97,33],pygithook:13,recal:[125,44,22,84],enviromn:111,halv:103,require_matching_strid:64,smarter:129,typdef:38,initi:[99,0,37,39,108,75,111,121,43,44,48,119,51,123,68,56,126,128,95,62,129,64,66,32,33],trng:126,underneath:79,half:[25,128],nov:109,now:[99,1,37,4,39,107,109,73,89,42,75,76,43,78,45,13,102,49,116,87,51,120,54,22,88,24,56,125,126,92,127,96,132,66,97,68],"09e":128,nor:[48,3,37,34,22,97,32,46,107],introduct:[42,0,127,132,109,124],term:[125,36,126,9,84,78,38,129,47,44,96,22,92,24,4,107],recommand:126,name:[99,48,1,3,49,37,4,39,126,107,6,41,74,111,9,43,78,38,79,44,12,45,80,13,47,81,15,36,116,114,87,51,54,121,24,123,68,56,125,58,127,128,70,62,96,30,132,66,97,32,33],c_compil:37,didn:[75,37,51,64,109,56],revert:[97,29],leak:[37,0,97],separ:[48,78,111,116,83],wrt:[125,84,75,121,114,119,95,109],careless:37,non_numeric_output_st:12,rock:28,januari:132,confid:[111,47],attributeerror:96,compil:[99,83,0,61,101,49,37,4,40,39,116,126,104,5,107,108,6,109,41,42,75,111,112,43,78,113,79,119,12,80,132,46,102,81,133,48,36,16,17,18,19,87,51,60,54,118,22,88,23,24,123,68,56,58,92,93,128,124,27,62,84,64,115,66,97,67,32,135],sparse_grad:[114,86],domain:[125,114,132,45],citat:42,replac:[1,38,39,109,64,111,43,45,87,49,17,50,19,102,51,54,123,58,128,29,97,32],individu:[58,51,124,116,97,123,41],continu:[85,102,22,97,13,4],borrow:[36,1,92,4,51,58,32,123,102],applysparsefilt:86,contributor:[97,13,132,43,3],redistribut:3,significantli:61,begun:78,year:[127,132,43,62],operand:[114,87],recogn:[84,17,78,37,50,113,116],happen:[69,37,39,104,73,109,75,79,44,12,13,46,48,49,118,87,20,51,125,126,92,61,84,64],dispos:96,baselin:111,canada:124,shown:[49,111,79,116,68,41],g_output:30,"3rd":110,space:[125,36,92,43,78,128,60,97,109,41,127],profit:[38,3],precomput:46,astyp:[49,0,132,43],nnet:[8,111,4,21,62,52,126,66,31,122,46,119],profil:[49,126,116,9,32,78,128,112,124,131,54,97,40,109,24,41],localappdata:[48,58],learning_r:62,formula:[95,76,12,51,109],bla:[48,49,17,43,78,119,58,132,97,67,105,109],uint32:125,canonical_argu:12,she:[37,58,126],setstat:99,after:[99,49,102,37,39,106,129,111,78,79,86,46,87,36,17,97,50,20,84,22,24,123,32,56,126,92,95,62,28,64,66,31,68],pseudocod:84,state:[99,84,70,39,73,111,43,78,12,46,87,49,106,119,51,22,23,124,126,127,128,47,66,97],migrat:135,label_add_validate_update_cleanup:56,argv:20,barak:24,bayer:109,klockner:0,exc_typ:49,org:[127,38,20,45,134,73],"byte":[128,50,107],ssrbm:124,card:102,care:[48,84,111,92,102,19,87,51,96,126,12,66,97,37,13,123,32,56,82],cudandarraysharedvari:[1,92],raster:86,rel_err:95,error_storag:121,suffici:114,arnaud:109,local_structured_dot:17,set_instead_of_inc:125,hamel:109,refus:[109,50],gpugemm:43,recov:116,thing:[49,37,4,39,116,5,129,108,110,109,41,75,111,79,45,80,76,13,46,102,81,82,36,17,97,87,51,54,22,55,126,127,93,128,84,64,96,31],place:[125,42,17,92,78,37,70,51,111,126,109,1,97,58,73,68,46,87,56],make_nod:[84,0,111,114,50,104,96,22,80,23,68,38],databas:[87,118,69],principl:[84,24,111,92],"__not__":75,imposs:[125,121,24,92,50],frequent:[125,36,102,97,98,46],first:[83,69,37,38,39,104,116,107,108,109,110,73,89,41,74,87,75,111,78,79,119,12,45,80,129,13,46,4,81,82,48,49,106,118,50,51,54,22,24,55,123,56,125,126,92,128,84,64,96,66,97,68,33],oper:[99,49,102,37,126,116,107,108,72,110,109,89,41,75,111,121,43,78,125,12,80,114,129,87,48,36,17,86,118,19,50,51,54,22,88,24,55,123,25,58,92,93,94,95,84,64,131,96,132,97,128,68],app_fn:70,directli:[107,121,80,13,46,48,84,119,20,60,123,124,56,92,128,61,64,96,132,66,97,68,33],carri:[17,93,94,50,54,68,102],onc:[83,99,75,17,92,97,78,87,51,116,104,96,30,45,80,58,125,13,41,56,108],arrai:[100,1,37,38,39,107,110,7,42,75,111,43,78,44,80,4,82,48,49,102,51,24,123,124,77,125,126,92,95,62,129,132],nkern:86,to_gpuarrai:60,ones_lik:[99,125,17,128,95,126],sandbox_randnb:88,acquisit:0,submit:[78,13],symmetri:[24,30,9],oppos:84,yourprofil:13,open:[61,121,47,97],angular:125,size:[0,38,103,110,109,74,76,43,78,113,87,119,84,4,50,24,55,125,126,92,26,128,64,132,66,31],given:[83,1,84,37,39,107,6,109,74,42,75,111,11,113,79,44,12,91,86,46,87,48,49,50,21,51,126,24,122,123,32,56,125,58,93,128,95,62,29,96,30,97,68],ian:109,silent:[48,49,111,73],workaround:[98,97,91],breuleuo:96,teardown:111,randomfunct:[106,74],breuleux:[42,43],"_instance_xxx":39,necessarili:[49,75,108,79,44,80,55,56],averag:122,circl:[54,80],deciph:49,g_outin:132,goodfellow:109,conveni:[99,125,0,106,102,95,51,133,97,33,123,81],cite:42,ariti:123,especi:[99,49,116,78,37,39,47,126,97,13,123,41],memo:[76,101],x_specify_shap:46,huh:84,specifi:[37,103,109,41,74,111,43,44,80,46,48,84,116,102,51,55,123,32,125,126,61,95,96,66,97,68],n_test:[111,95],broadcast:[25,36,75,43,84,78,38,109,125,110,93,54,107,80,72,88,23,55],diff_squar:51,github:[42,85,127,97,109,13],logist:[36,116,43,11,51,113,70,24,41],infer:[48,36,17,9,125,84,38,104,109,46,74],mostli:[99,72],incsubtensor:125,no_inplac:[49,54,128,79],than:[1,84,102,37,116,6,41,42,75,43,78,11,113,79,44,86,13,47,48,36,17,18,114,50,51,125,24,122,123,77,25,126,93,128,61,95,129,64,96,30,132,97,68],png:[49,134,43,79],serv:[84,75,87,62,96,30,45,108],wide:[48,84,132],nathan:129,z_lazi:[25,128],setattr:[20,66],"__config__":97,rival:78,gotta:70,expens:[92,129],needless:[49,50],nvida:97,test_module_advanced_exampl:66,were:[48,83,116,92,86,84,37,20,62,64,44,97,30,80,125,109,68,41],posit:[125,49,116,128,50,95,79,30,80,122,123,41,81],n_apply_to_print:116,provided_optim:81,pre:[99,83,1,100,38,6,39,116,106,40,29,7,74,8,57,79,86,14,119,48,17,97,114,50,21,52,122,123,90,125,103,126,95,64,65,131,96,30,31,130,32,33],analysi:78,sai:[49,50,37,38,61,39,51,28,41,44,96,11,12,129,80,64,87,4],rank_n:75,nicer:121,equilibriumdb:87,"20x":132,dmatric:[125,51],argument:[49,102,37,38,39,116,107,6,109,41,74,75,79,44,12,80,13,4,82,48,36,17,86,87,20,51,126,22,24,122,123,68,91,125,58,92,62,84,64,96,30,66,97,32],danger:[4,38],dmatrix:[48,49,58,125,102,21,129,51,54,107,80,111,24,122],dlogist:24,style:[13,20,135,97,82],categorical_crossentropi:122,notimplementederror:[4,95],saw:20,toposort:[102,87,58,43],bitwis:125,engin:[84,132],bad2:111,badoptim:64,alias:[125,36,92,78,19,38,93,96,102],destroi:[84,93,19,50,96,87],imploi:12,note:[99,1,84,102,37,4,39,126,107,109,41,74,111,77,78,79,119,44,12,91,80,13,87,47,48,49,116,86,114,50,21,51,54,22,24,122,123,56,125,58,97,128,61,95,62,129,96,30,132,31,67,33],altogeth:116,ideal:[89,75,9,45],denomin:[87,17,95],"__path__":97,take:[84,102,37,4,6,126,107,72,73,41,74,75,111,43,78,79,12,45,80,46,87,82,48,49,116,86,114,50,54,125,55,56,25,103,58,92,128,95,64,96,66,97],advis:[13,3],cast_to_output_typ:95,green:[54,80,79],roplop_check:104,fancier:39,metaoptim:42,channel:[56,21,31],begin:[1,37,87,61,51,126,111,97,123],sure:[69,37,4,129,72,109,75,111,43,44,56,13,50,49,17,118,102,91,92,127,70,84,96,97,67,32],importantli:111,label_z_sync_or_cleanup:56,trace:[49,30,111],normal:[99,69,106,107,109,41,74,75,78,79,119,80,50,84,116,102,20,51,126,89,125,58,92,131,132,66],buffer:[48,84,0,92,50,102,56],on_shape_error:[48,109],clearer:121,my_training_set:66,wire:83,abus:[13,126],net:[134,117,43,131,61,52,45,31,109,73,77],pair:[48,111,119,95,51,62,106,66,32],icol:[125,107],latex:[61,97],renam:[109,4,132,47],init_gpu_devic:[48,97],adopt:132,drive:22,quantiti:[49,102,12,107],axb:125,fn_v:99,runtim:[83,49,111,128,64,116,132,22,109,41],pattern:[125,9,114,94,4,27,62,64,96,54,109,88,92,24,55,87,91],axi:[125,70,51,132,66,86,109,24,82],width:[48,21,86],max_valu:126,nlp:114,serializ:119,show:[49,111,92,97,84,78,4,61,116,126,60,54,80,110,112,123,41,127],enumer:[106,126],cheap:[17,41],convop:[46,31],pythagora:78,concurr:18,permiss:[96,97,3],hack:[116,112,97,81],f_val0:51,f_val1:51,"__global__":0,doublecheck:84,wcol:125,onli:[99,83,0,1,84,102,37,38,72,39,87,104,116,107,6,73,64,41,42,75,111,43,78,79,44,12,45,80,114,13,46,4,48,49,17,86,19,50,51,60,54,125,24,123,56,127,25,126,92,97,93,128,61,103,129,47,109,96,132,31,68,34],explicitli:[48,83,116,92,97,95,39,44,99,80,121,123],witch:[50,41],extractdiag:30,favor:67,resultbas:[115,23,56],scan_util:12,activ:[48,42,38,28,83,132,66],enough:[83,42,75,111,84,102,126,132,97,73],either:[1,37,126,107,41,111,12,91,80,13,87,48,84,116,85,50,51,54,22,24,55,32,56,58,95,62,64,96,97,68,122],elig:80,no_default_upd:[32,51,91],parametr:[84,93,114,44,96,23,74],dict:[99,111,37,62,126,132,66,32,47],listinfo:77,analyt:[104,111,95],offici:[111,97],overwritten:[93,84,92,125],ger:109,fmatrix:[125,0,107],sum_j:[75,95],variou:[48,125,58,92,97,101,93,61,65,106,111,22,80,13],get:[99,83,69,102,37,4,39,107,41,42,111,121,78,12,45,80,13,87,70,48,49,117,118,50,20,51,54,89,123,124,56,126,92,127,61,62,28,64,131,30,66,97],itensor3:[125,107],set_breakpoint:89,itensor4:[125,107],test_doubl:104,tailor:[132,80],ssh:45,to_cudandarrai:60,opeart:24,fmatric:125,mx1:125,gen:106,requir:[99,1,101,102,104,5,107,6,73,74,42,44,56,87,48,49,50,54,22,123,47,125,126,92,93,128,61,62,64,96,132,66,97,32,98],pylint_glob:117,pydot:[128,97],dramat:102,intrins:131,email:[42,116,127,61,64,45,73,13,41,82],py_nogc:[48,109,41],whera:108,where:[83,84,37,4,103,39,6,110,109,89,41,75,111,121,43,78,79,12,80,87,81,48,49,116,86,50,21,51,126,22,24,122,68,56,125,58,97,128,61,95,62,129,64,96,30,66,31,32],vision:[78,109,127],summari:[128,13,17,41,116],wiki:[61,45,134],kernel:[132,22,86,135],s_idx:113,onlamp:[93,125],topooptim:87,spars:[125,17,43,114,78,97,129,108,96,133,86,109,88,23,124],deadlin:73,testcas:111,deeplearningtutori:61,structureddot:[23,129,114],wonder:51,detect:[48,42,126,111,43,128,4,41,54,64,46,38],ifels:[25,109,128],type_num_:38,held:125,test_crossentropy_softmax_grad:111,review:[73,13,56,109],dia_matrix:129,label:[37,70,122,56,79],"78e":128,getattr:20,approxim:[44,111,121,51,122],gw1:4,between:[99,83,101,84,37,4,41,74,111,121,43,113,44,12,80,47,48,36,86,114,87,51,60,54,22,88,24,122,123,91,125,58,92,93,61,95,62,64,96,30,66,97,33],freder:109,"import":[99,0,49,102,37,4,39,126,104,107,72,109,41,42,111,121,43,78,113,44,12,80,129,46,38,81,133,48,36,116,86,114,87,20,51,54,125,23,24,123,56,25,58,92,93,128,70,62,84,47,96,132,66,97,68],pycuda_init:0,across:[110,132,92,77],streamlin:[75,66],assumpt:[87,30],august:109,amort:128,screen:45,fundament:48,hintsoptim:30,blame:13,cycl:[49,50],spare:96,plus10:66,come:[48,49,126,127,42,78,37,51,84,83,96,30,132,97,128,13,123,68,56],oust:56,img:86,avoid:[111,92,78,37,38,95,58,97,109,13,121,123,24,82],pycuda_util:60,region:[37,60],contract:[84,118,3,69,38,104,44,96,124],todens:129,regressor:4,tour:112,unroll_patch:31,basestr:81,improv:[36,116,78,102,131,54,132,109,24],pyexc_typeerror:37,among:[93,114,126,127,28],acceler:[36,102,97,56],default_upd:[32,91],color:13,pow:[99,125,17,128,79],unittest:[88,13,111,118],period:45,insist:92,test_3d_dot_fail:111,rseed:111,colon:13,subsampl:[21,31],cancel:[102,17],constant:[84,38,108,109,111,78,79,12,80,46,87,48,49,17,118,114,102,51,125,126,92,93,128,95,96,68],nicola:109,damag:3,ultim:79,clarif:75,tensordot:[125,109,111,86],coupl:87,harmless:123,invert:[125,50],invers:[125,109,75,30],mark:[125,84,50,92,97],scan_op:12,zeros_subtensor:126,procedur:[99,17,97],emphas:[37,132],thousand:56,b_val:111,rubi:77,squash:13,workspac:[49,92],andrea:0,"__eq__":[84,0,38,104,44,96,23],former:[78,37,102,56],standard:[48,125,17,9,4,61,51,122,96,111,132,45,97,92,13,74,47,81,22],randomop:99,shared_vari:[102,32,62],docgen:[61,97],interoper:101,new_r:125,amend:13,might:[99,101,69,102,37,38,39,107,72,73,89,75,111,121,113,79,44,87,48,49,116,50,51,22,88,24,123,32,56,125,126,92,93,61,84,64,96,132,133,97,134,68],c_code_cache_vers:[37,68],plugin:87,"57e":128,trick:[110,131,126,81],cast:[48,125,58,92,43,102,62,44,96,109,32,33,123],invok:[20,132],cannot:[48,84,111,79,125,37,38,123,62,64,104,44,96,116,22,97,121,55,87,41,56],prompot:97,invoc:[20,123],mytestcas:111,imgshp:86,advantag:[111,78,19,102,126,97,128,56],stdout:[116,41],brow:[125,107],myop:[104,84,50],henc:[4,111,12,56,67],worri:[73,38,126,121],destin:[37,1],cluster:[117,78,64,67,105,41],good:[3,37,4,108,73,109,42,111,78,45,80,13,118,51,89,124,126,92,61,28,131,96,132,97,68],register_deepcopyop_c_cod:37,"_share":109,ascii:[127,97],"__init__":[99,49,125,38,20,39,62,64,104,79,96,132,66,32,33,123,68,81],develop:[3,37,38,73,41,42,75,111,43,78,101,45,13,116,117,50,52,88,56,77,64,132,97,134,35],cpickl:47,author:[0,111,9],alphabet:109,"__setstate__":47,fewer:132,same:[99,83,1,49,102,37,38,39,126,104,116,129,110,109,64,41,87,75,111,121,77,79,44,12,91,80,13,46,4,82,48,36,17,50,51,60,54,22,125,24,55,123,68,56,25,58,92,128,95,84,47,96,132,66,97,32,122],check:[0,69,102,37,4,87,109,41,42,75,111,9,78,44,12,13,46,38,36,118,50,23,56,58,127,128,49,84,64,30,97,68],binari:[97,96,122,47,3],tutori:[125,36,110,111,2,43,118,42,78,37,4,51,28,60,106,88,112,32,87],pad:[125,92,86,31],feature_map_1:86,feature_map_0:86,shell:[49,61,104,97,105,89],document:[48,0,2,3,37,4,109,73,117,42,111,9,78,38,44,12,45,13,47,15,91,118,114,87,120,88,23,24,123,56,125,127,93,61,129,64,96,30,132,133,97],pan:30,week:[73,45],exhaust:[107,72],finish:[73,89,22,109],scalar_softplu:128,closest:[78,94,61,128,126],nest:[23,39,66],driver:[48,0,121,95,132,97],someon:87,driven:[132,124],nb_appli:128,two:[99,0,49,102,37,38,39,116,5,107,6,41,75,111,43,78,11,79,44,45,80,129,87,47,36,17,86,114,50,21,51,60,126,22,125,24,55,123,68,56,25,58,97,93,128,62,84,96,132,66,31,32,122],lamblin:[42,109],mani:[99,49,37,38,39,87,129,6,73,41,74,42,8,43,78,79,13,46,47,48,36,17,118,50,51,52,22,24,124,125,126,128,84,64,109,131,96,30,132,97,68],extern:[78,23,95,66,108],booster:[20,117],shape_i:[128,46],mxn:80,appropri:[48,125,111,92,37,38,116,96,5,129,13,87,68,56],"0xcafebab":50,new_auto_upd:119,macro:[109,24,43],gtx580:132,clobber:123,f_with_print:49,without:[1,3,37,104,72,73,41,111,121,43,12,86,46,49,17,80,114,87,51,22,123,56,125,92,128,96,66,97,68],argument2:126,f_switch:[25,128],gain:[83,24,121],argument1:126,baddestroymap:64,model:[36,126,92,43,49,70,27,113,124,97,66,31,87,47],structured_dot_grad:114,dimension:[125,42,77,78,96,132,107],summer:[124,62,77],previous_pow:126,test_maggie46:129,when:[99,83,1,49,102,37,38,103,39,87,126,104,116,107,108,72,73,41,42,75,111,43,79,44,12,80,129,13,46,4,81,48,36,17,86,118,114,50,51,54,22,88,23,122,123,68,56,125,58,92,93,95,84,64,109,96,30,66,97,67,32,33],rest:[92,37,87,61,22,128,117,34],shuffle_row_el:74,invalid:[48,111,93,64,68,56],aspect:[78,111,118],local_neg_neg:17,bval:111,speed:[36,0,17,92,43,42,78,114,102,129,131,97,132,86,109,23,13,46,41,128],versu:44,struct:[115,121,37,38,23,68,56],exercic:2,hint:[92,38,39,30,87,56],lapack:97,forumla:24,xent:[9,43],except:[83,0,84,37,38,39,109,73,41,111,44,80,13,4,48,49,114,51,55,123,32,125,126,95,64,96,30,132,97,134,68,33],predefined_optim:81,desktop:97,instrument:49,local_neg_div_neg:17,treatment:92,exercis:[0,43,128,87,104,96,124],overview:[88,58,118],ufunc:109,lbla:[48,97],real:[125,58,43,39,44,124],"0xdeadbeff":50,rowscalecsc:86,around:[49,126,111,43,84,132,114,38,95,62,124,131,30,123,45,109,87,41,22],libm:48,read:[84,39,6,110,42,121,86,19,13,48,49,17,118,114,22,123,92,93,62,129,66,97,33],swig:101,sequence_tap:126,subqueri:87,psd:[30,26],grid:0,mon:28,world:[78,79],walk:[38,118,80,124],doutput:84,mod:[125,0],saniti:[111,97],skip_shar:51,py_xdecref:[37,38,68,56],integ:[99,83,37,4,107,109,74,111,79,80,87,48,84,50,119,122,123,125,126,96,30,68,98],server:61,benefit:[42,92,66,97,73],"_slice":12,output:[99,83,0,84,102,37,38,72,39,126,104,116,107,6,73,89,41,74,87,75,111,121,43,125,79,44,12,80,46,4,81,48,49,17,86,118,114,50,21,51,54,22,88,23,24,122,123,68,56,25,103,58,92,97,93,128,70,61,95,62,129,64,109,96,66,31,32],downward:83,manag:[132,119,111,92,97],maxandargmax:[125,109],is_valid_valu:44,sparsevari:[109,114],out_img_shp:86,cxaxb:125,"0x1736a50":[116,41],s_fals:92,adequ:47,op_with_fixed_y_idx:111,"256x256":43,advancedsubtensor1:[125,109],compute_map:96,nonzero:114,"_outer":12,slice:[109,75,126,12,132],diacrit:127,my_comput:121,micro:127,cmodul:97,encapsul:119,definit:[48,49,75,58,118,54,50,37,38,61,123,44,96,30,80,94,87,41],recomput:96,legal:[50,123],pydotprint:[109,49,128,43,79],"84e":128,evolv:12,blockidx:0,moot:87,mongodb:18,corespond:126,true_dist:122,complic:[84,78,38,51,96,31,124],overli:64,freed:0,libatla:97,power:[49,126,9,42,128,39,84,132,46,81],gztar:127,garbag:[37,41],each:[99,83,84,102,37,39,116,126,104,106,108,103,110,73,89,41,74,75,111,121,78,79,119,44,12,80,13,87,81,48,49,17,86,50,20,51,54,88,24,55,123,68,56,125,58,93,128,95,62,64,109,96,30,132,66,32,33,122],broken:[92,61,39,22,109],great:132,found:[58,92,78,37,62,96,107,97,110,24,81,82],standpoint:84,regexp:9,assembla:[78,42,132,109],get_constant_valu:38,x_as_float:125,acc:39,comparison:[48,125,111,128,38,95,44],out2:[75,86],central:13,floatingpoint:4,free_var:128,ccol:[125,107],local_reshape_chain:17,transpos:[125,84,75,128,93,114,60,96,72,109],greater:[102,84,75,125,51],input_v:49,eigenvalu:30,cuda:[48,36,0,17,92,43,100,78,37,102,119,60,1,132,22,97,109,90,7,77],neighbor:109,roam:109,superlinear:128,check_preallocated_output:48,random_state_vari:74,backup:45,inplacedimshuffl:[49,116,128,79,54,41],"_instance_initi":[39,66],routin:[92,56],crossentropysoftmax1hot:119,effici:[42,17,9,43,101,84,78,114,50,51,129,126,96,1,132,30,92,24,87,47],synchron:99,pydotprint_vari:[128,43],elementari:87,lastli:94,val2:[25,128],terminolog:[93,36],z_val:111,"75e":128,your:[83,49,102,37,38,39,104,116,107,108,109,41,42,75,111,112,43,78,69,79,44,134,13,47,81,48,36,106,87,20,51,126,88,125,58,92,127,128,61,64,96,97,67,68,34],gradienterror:95,a_xinv_b:30,maxium:125,log:[48,42,17,43,4,61,95,113,70,58,45,97,134,125,122,50,127],her:129,opengl:132,aren:[102,111],execut:[83,0,84,38,104,116,107,109,41,111,43,78,79,12,13,46,47,81,48,49,17,118,50,21,51,22,88,56,58,128,61,132,66,97,68],vallei:132,banhb:28,complex128:[125,43],overwrit:[92,4,62,23,32,123,56],start:[37,4,107,73,42,111,112,43,78,12,45,13,83,36,117,118,87,54,126,128,129,96,97,35],lop:[24,95],interfac:[99,1,37,39,108,109,73,74,121,10,79,44,12,87,115,84,17,114,50,22,23,123,56,125,93,27,62,78,132,66,31,32],low:[48,42,8,43,101,119,51,99,132,66,74],lot:[42,116,77,49,4,95,62,84,64,132,129,72,13,102,127],strictli:79,data_x:[132,66],cudandarrai:[102,44,0,77,60],profmod:[116,41,66],gibb:[126,113],compilefunct:99,linalg:[109,30,90],mantissa:44,grbm:124,printed_x:79,regard:[78,24,32,22,43],amongst:111,oscil:87,function_modul:[37,49],x_data:70,code3:56,relai:56,buggi:[87,97],force_devic:[48,97],longer:[17,97,135,64,41,80,6,73,47],pull:[42,13,61,97],loadtestsfromtestcas:111,mathml:61,bullet:[38,127,41,64],argmin:[125,109],possibl:[99,83,3,37,4,104,116,107,108,6,73,41,74,111,121,78,38,76,46,47,48,84,17,50,51,54,24,122,123,126,92,95,96,30,97],"default":[99,1,49,102,39,116,6,105,109,41,111,43,78,79,44,12,91,86,13,87,47,48,36,17,50,51,126,125,123,68,56,25,58,92,93,128,95,62,64,96,132,66,97,32,33],valueerror:[125,49,95,60],outputguard:37,contant:31,stochast:[83,64],format_a:95,expect:[84,111,92,97,102,78,37,4,126,44,54,86,109,32,38],gone:50,taylor:109,loadabl:97,creat:[99,101,49,38,39,116,107,108,41,111,43,78,79,44,80,13,46,47,36,106,118,119,51,126,24,123,125,58,92,127,93,128,62,129,64,96,132,66,97,68,33],certain:[83,49,128,111,125,84,37,87,113,64,54,45,80,109,73,41,91],bugtrack:45,use_list:95,deep:[42,112,43,28,52,92,124],strongli:[13,116,132],intro:84,decreas:[37,123,66],file:[48,37,4,39,104,108,105,41,111,121,43,11,79,12,45,13,47,15,49,116,117,102,20,60,92,127,61,96,97,67,135],rearrang:17,fill:[125,84,17,113,79,126,108,24,123,68,56],incorrect:[125,50,95,64,73,109,87],again:[48,84,111,37,87,96,126,22,13,123],googl:[132,2,43,59],one_of_n:122,mathematica:78,hybrid:[78,51],double_op:104,prepend:79,unxpect:61,field:[84,126,58,121,86,50,51,62,44,54,66,80,111,55,87,56,107],binomi:[126,106,113,74],cleanup:[37,0,121,68,56],collis:37,copyright:[127,3],core2:97,you:[99,83,1,2,108,49,102,37,4,39,87,116,126,104,106,107,98,72,73,64,41,74,42,75,111,112,43,78,11,69,79,119,44,12,80,134,129,13,46,38,81,133,48,36,17,117,86,118,114,50,20,51,60,120,54,22,23,24,55,123,68,56,125,124,58,92,127,93,128,70,61,62,28,47,109,96,30,132,66,97,84,32,33,34],effic:43,intermedi:[125,36,126,49,95,79,5,80,13,41],architectur:[132,107,97],openid:127,sp_type:86,cvector:[125,107],sequenc:[99,49,58,121,132,37,38,51,126,106,12,128,109,24,87],symbol:[99,83,49,4,39,126,104,107,108,41,42,8,111,43,78,125,113,79,119,44,12,80,87,81,133,48,36,106,86,114,50,21,51,54,88,24,122,124,57,25,98,97,93,128,61,95,62,84,96,132,66,31,32,33],"_matrix":78,forgot:4,docstr:[109,13],multidimension:[132,95],testload:111,polynomi:[128,126],track:[92,4,30,87,13],lguid:[97,67],get_input:89,pool:[86,92,21,31,103],bad_runtim:111,reduc:[84,17,92,38,126,109,87],hmm:124,directori:[48,42,58,127,37,111,45,97,68],deeplearn:[109,61,117,43],descript:[15,48,17,121,43,128,87,126,111,12,88,24,124,127],set_stat:51,tricki:[9,64],gradient:[84,4,104,109,75,111,78,113,79,70,133,83,36,118,114,119,54,24,124,125,126,128,95,129,96,30,66],mimic:[48,60,4,43],merge_optim:87,potenti:[99,42,92,49,102,128,4,62,84,70,96,129,80,121,33,123,38],n_time:[25,128],cpu:[48,42,17,92,43,101,49,78,87,116,119,1,132,97,109,46,102,77],abs_diff:51,togeth:[83,36,75,58,125,78,37,11,51,79,44,116,93,80,87,41,107],represent:[99,49,92,114,79,104,96,5,122],all:[99,83,0,3,84,37,4,72,39,87,116,104,106,107,108,6,73,64,89,41,109,42,75,111,9,43,78,113,119,44,12,45,80,134,13,46,38,81,48,49,17,91,86,114,50,20,51,60,120,54,22,24,123,68,47,77,125,126,92,127,128,61,95,62,28,29,56,96,30,66,97,67,32,33],view_map:[48,84,93,38,64,96,50],consider:129,pth:[42,97],illustr:[78,49,4,126,123],forbidden:[96,56],lack:[125,9,77,93,132,22],concern:[78,88,13],month:73,scalar:[84,4,116,107,110,109,41,111,9,43,78,79,70,133,48,36,17,114,102,125,23,24,123,57,25,126,93,128,95,96,66],publish:[37,87],abil:[83,111],follow:[1,3,69,102,37,4,39,87,116,107,6,73,75,89,41,42,8,111,121,79,44,12,80,129,13,46,38,48,49,17,86,50,51,54,24,55,123,124,56,127,125,126,92,97,61,62,84,64,109,96,66,31,67,122],accumulate_by_ad:126,perspect:87,fibbi:38,reshape_chain:17,c_compile_arg:[37,68],bare:96,sympi:78,build_logistic_regression_model:70,articl:[93,125,58],tail:75,program:[83,101,69,107,108,41,76,43,78,113,80,47,81,48,49,116,19,102,54,22,123,124,91,92,62,132,97],those:[39,104,73,42,75,43,78,79,119,80,13,46,102,48,84,87,60,54,22,89,126,92,62,66,97,33],"_op_use_c_cod":128,matrixinvers:[109,30],introduc:[49,126,118,93,50,39,62,51,54,22,88,73,64,91],"case":[99,83,84,37,38,107,109,110,73,41,87,75,111,79,44,12,80,13,46,4,82,48,49,17,86,118,114,50,20,51,126,22,24,122,123,56,125,58,93,128,95,62,129,47,96,97,68],corollari:84,inplace_opt:48,refcheck:84,straightforward:[37,11,106,51],determinist:[99,111],fals:[1,37,104,103,111,43,79,44,91,80,119,48,84,86,87,60,126,22,55,123,56,125,58,92,127,95,62,64,30,66,32,33],imgsiz:86,multi:[78,42,132,43],util:[48,44,4,111],asarrai:[125,49,0,111,43,128,4,95,126,110,123,102,82],hypocrit:134,libdoc_config:97,worst:[116,41],fall:[48,97],veri:[99,49,75,17,9,77,37,87,95,62,129,124,97,111,132,126,80,41,81],unoffici:132,ticket:[25,42,127,78,4,48,45,109,73],bottleneck:17,strang:[37,126,39,28,60],gtx:[102,28],trigger:[48,125,111,95,64,44,22],sum_square_differ:72,list:[99,2,3,84,37,38,39,116,104,106,107,72,73,130,41,7,75,111,43,78,101,79,119,12,45,80,13,87,82,48,49,17,91,50,51,126,22,88,24,123,68,56,77,125,58,127,128,124,61,95,62,129,64,109,96,132,66,97,32,33],emul:[75,55],paralleliz:132,adjust:[99,56],lpthread:97,cosin:125,small:[83,125,17,2,128,95,44,96,109,13,122,56],lisa:[42,117,78,61,129,45,97,105],node3:84,node2:84,node4:84,dimens:[84,38,72,107,103,110,109,74,75,111,43,44,80,46,48,49,86,114,102,55,125,126,93,128,129,96,132,97],benjamin:97,noupdat:91,pyobject:[37,121,56],sync:[37,116,121,56],lscalar:[125,58,51,62,107,80],past:[48,126,43,87,61,109,102],zero:[0,38,107,109,113,86,70,48,4,17,114,51,22,56,125,126,95,62,129,132,66,31],raw_random:[8,106,74],design:[15,42,106,59,102,124,11,41,96,87,38,77],pass:[99,115,84,37,38,116,104,5,108,6,109,41,111,78,79,80,46,48,49,17,97,87,20,51,126,22,23,123,32,56,125,58,92,93,62,64,96,66,31,68,33],further:[17,92],val1:[25,128],suboptim:121,bvi:126,bad_build:111,what:[99,83,49,102,37,38,39,87,106,107,108,6,110,73,64,89,41,42,75,111,112,43,78,119,44,12,80,129,13,46,4,81,48,36,17,118,50,51,54,88,23,24,124,56,125,126,92,127,93,95,62,84,47,109,96,115,66,97,68,34,132],nonlinear:[122,124],xor:125,sub:[125,116,78,37,4,39,129,41,131,96,97,128,68,79,87,38],uval:126,clock:[25,128],diag:[109,30,86],section:[48,83,8,111,92,97,84,50,37,38,39,96,116,12,66,80,13,55,87,41],rval:[125,114,22],abl:[48,126,43,37,108,5,12,97,109,13,46,68,127],brief:[36,17,51],dcol:[125,107],delet:[48,13],version:[102,37,116,108,109,73,117,41,42,111,121,78,79,119,44,45,80,47,48,84,17,91,118,114,87,20,54,56,126,92,127,128,61,62,64,96,132,66,97,68],staticmethod:[23,4,20],output_types_prefer:[128,116,46,41],consecut:86,mustn:66,or_:125,autodiff:101,"public":73,contrast:[96,82],advancedsubtensor:125,complex64:[125,43],themselv:[44,51,108],binaryop:4,unitest:111,threadidx:0,officiallli:97,sophist:[78,37,24,131],behaviour:[48,83,111,92,38,20,95,28,64,126,22,32,79,41,91],output_storag:[49,121,84,38,104,96,22],shouldn:128,uneven:126,trunk:[73,13,62,109],method:[99,38,49,37,4,39,104,108,89,111,121,44,86,46,47,83,36,118,114,87,20,51,22,23,24,123,56,125,58,92,95,62,84,64,96,30,132,66,68],middle_broadcast:125,modifi:[99,0,1,38,104,116,6,43,80,50,48,84,17,87,51,126,123,58,92,127,128,62,129,64,96,97,32,98],pycuda:[36,0,112,77,78,135,104,60,132,22,109,73,124],sinbl:111,search:[87,127,66,97,79],upcast:48,multinomi:[106,113,74],userprofil:97,y_data:70,minst:[116,41],test_pycuda_theano_simpl:60,as_destruct:119,c_perform:89,prior:[126,1,92,3,116,79,30,24],amount:[125,49,126,78,128,51,22,47],nosetest:[111,118,101,4,61,104,97,13],pick:68,action:[94,123],narrow:87,magnitud:78,w_2:126,sparsesharedvari:62,via:[99,1,38,116,6,41,74,42,121,80,36,106,22,56,125,92,93,95,64,96,30,97,34],shorthand:30,printeverythingmod:[49,66],primit:[37,68,44],transit:37,friendli:[88,8,33,62,106],filenam:111,decrement:37,perceptron:43,iround:125,select:[48,78,19,87,97,114,109,13,41],final_result:[128,126],aggress:[92,124],local_add_speci:17,structured_dot:[109,114],distinct:[83,92,128,4,80,38],etc:[48,49,75,111,86,84,37,87,62,113,96,97,107,80,67,125,68,89,56],tackl:[49,118],rightmost:[129,74],bizarr:81,lamba:126,formul:[114,24],taken:[126,94,62,51,45,97,13,123],minor:127,more:[99,83,38,49,102,37,4,39,126,104,116,107,109,110,73,42,75,111,9,43,78,11,79,44,12,91,80,129,13,121,87,47,133,48,36,17,18,114,50,51,54,118,22,125,23,24,55,123,124,56,77,25,58,92,93,128,61,95,62,84,64,131,96,30,132,66,97,68,98],desir:[116,41],canon:[4,17,87],hundr:128,hurri:97,uint8:125,graphstructur:[88,84],flag:[48,49,75,58,92,43,78,123,95,124,126,22,97,67,109,46,41,128,127],"_instance_method":39,stick:[83,84,13,123,97],particular:[83,3,37,4,107,105,109,75,111,79,13,81,48,49,51,52,22,123,56,125,126,93,95,96,30,132,97,68],known:[125,84,111,128,73,109,46,124],set_valu:[109,102,1,92,51],gibbs10:126,cach:[84,58,121,18,37,109,68],uint64:125,dictat:[48,38,119],none:[99,0,1,37,4,39,104,116,108,109,73,29,41,74,111,113,79,44,45,80,119,81,48,84,106,86,114,87,21,22,89,123,91,125,126,128,95,62,64,96,132,66,31,32,33],acquir:66,reformul:54,hour:[61,127,97],blah:81,dep:97,outlin:80,methodnotdefin:4,fast:[92,77,114,102,129,132,97,24,124],dev:[42,59,78,61,62,132,97,13,127],histori:[13,127,29],shared_constructor:[33,62],huge:[49,61],remain:[125,116,128,135,126,66,97,41,22],paragraph:75,del:47,max_err:95,caveat:[119,97],learn:[83,36,129,112,43,49,78,42,28,52,107,110,73,13,124],v_fals:92,def:[99,0,38,84,37,4,39,104,72,111,113,44,80,47,81,49,87,20,22,56,126,128,70,62,96,132,66,68],eras:84,factori:[4,62],random_vari:113,prompt:97,scan:[15,49,126,125,128,38,120,12,133,88,109,24,34],pont:48,challeng:2,share:[99,83,1,106,49,102,39,5,40,109,111,43,78,113,79,119,44,12,86,46,47,133,48,36,17,18,50,51,60,123,91,125,126,92,93,94,95,62,84,96,132,66,97,128,32,33],templat:[132,127,56],minimum:[125,19,96,54,39],w1val:49,attain:78,spectral_radius_boud:109,bastienf:67,pyarray_fromarrai:38,csm:[114,86],filter:[86,121,43,37,87,21,44,96,66,31,109],curand_randomstream:[109,119],cours:[126,92,87,62,131,89,47,56],interconnect:[54,80],csh:[105,97],awkward:[95,91],divid:[95,77],rather:[42,126,1,114,113,47,44,96,30,132,64,41,122],test_valu:[48,49,126,43,128],node1:84,step_out:89,imatrix:[125,126,107],csc:[78,114,129,86],divis:[48,87,17,43,51],imatric:125,reject:50,profilemod:[48,36,116,43,49,128,66,40,109,41],simpl:[99,4,107,72,43,78,49,17,102,54,23,89,122,124,126,92,62,96,66,97,67,68],c_init:[37,56],unabl:97,snapshot:64,regener:[121,127],resourc:[0,13,101],libbla:97,algebra:[125,17,78,28,30,132,90],sneak:78,reflect:[125,42,62,66,97,47],scalarsigmoid:[128,116,41],varianc:125,associ:[83,84,58,125,99,37,39,62,96,111,45,80,107,68,33,123,122,66],stabil:[42,116,43,78,64,54,109,46],circumst:[48,80],"short":[48,36,75,116,97,78,38,47,125,80,88,41],neg_neg:17,sse2:[131,97],ani:[99,1,3,84,102,37,38,39,109,64,41,87,43,78,79,44,12,80,13,46,47,48,49,50,51,126,24,55,123,56,125,58,92,95,62,29,96,30,66,97,32],onto:31,local_optim:38,doctor:66,combin:[99,75,111,92,78,87,64,93,17,132,107,121,41],ambigu:[125,61,62,74],caus:[49,1,92,97,3,37,20,39,111,64,109,106,58,95,67,73,123,41,82],input_regist:22,c_extract:[37,68,56],chiefli:96,nvidia:[0,132,102,97],binarydoubleop:[68,96],float64:[48,49,111,43,84,114,4,95,79,119,132,107,80,125,46,102],"7x7":43,help:[0,49,37,104,107,73,41,111,78,12,80,82,48,36,22,124,56,126,92,61,62,64,97,134],ith:75,fft:[132,21,103],soon:[84,87,1,45,51],pseudorandom:132,scan_view:12,commonli:32,paper:[42,30,132,86,114],through:[49,37,38,39,126,104,129,108,41,111,9,78,79,12,80,13,36,116,24,118,87,54,88,112,89,124,125,58,128,95,84,30,66],provided_link:81,hierarchi:[44,66],paramet:[83,1,84,38,103,39,116,6,109,41,74,75,111,113,79,12,86,13,46,70,48,49,106,114,87,21,51,24,122,123,125,126,92,95,62,47,96,66,31,32,33],pycuda_fct:0,member:[83,49,111,108,99,95,4,39,129,47,79,96,66,97,23,32,64,13,56],typedef:[37,56],get_valu:[109,1,92,43,51],explor:49,overhead:[78,84,41,128],storage_z:56,storage_x:56,pubdb:30,randomstream:[126,119,51,106,91,74],cutil:121,html:[117,43,38,61,97,109],theanorc:[48,105,102,43,97],bypass:[89,121],f_lazyifels:[25,128],storage_i:56,constant_fold:17,convolve2d:21,finer:6,recip:[49,43],scipi:[125,42,17,43,101,78,114,38,21,129,109,93,132,97,67,23,73,124,127],"return":[99,0,1,49,102,37,38,72,39,104,116,108,6,109,64,89,74,111,121,43,98,113,79,119,44,80,87,4,82,48,36,106,86,114,50,20,21,51,60,126,22,24,122,123,68,56,125,58,92,94,70,95,62,84,47,96,30,132,66,31,128,32,33],authorized_keys2:45,sentenc:[84,38],largest:[30,82],advancedincsubtensor:[125,109],framework:[44,124,97,84],pai:102,detach:0,complain:[84,55,64],bigger:[84,102],ift:125,eventu:135,mathematician:78,troubleshoot:[36,69,118,97,49],solver:132,unlik:[48,125,126,92,37,50,66,80],refresh:[36,2,61,110,55,56],clinker:[37,58,121,22,135],did:[48,1,92,37,126,116,132,97,13,24],achiev:[37,13,111,51],alreadi:[125,84,126,92,38,102,37,50,72,123,79,22,97,67,73,13,87,32,107],c_var_nam:56,compris:129,valentin:109,fulli:[93,125,86,66,80],n_one:125,truncat:126,idem:49,dig:24,mental:45,weight:[83,126,4,12,66,86,110,24,47],accept_inplac:32,local_fill_sink:17,hard:[49,126,38,79,111,132,24],coersion:125,doctmp1:49,crontab:61,realli:[83,42,111,91,43,49,102,37,87,113,126,97,30,132,45,86,134,92,47,56],lib:[48,97],connect:[93,54,92,86],dottest:111,stabl:[78,87,54,109,73,47],energi:[124,113],todo:[38,103,116,40,109,130,75,57,79,86,14,17,117,114,87,21,123,58,61,129,29,96,30,133,31,6],event:[122,116,3],your_github_login:13,test_elemwis:[4,111],loaded_obj:47,fast_compil:[48,17,69,128,87,64,111,66,6,46,41],register_mod:81,research:[42,132,124],fscalar:[125,107],func_of_w1:49,print:[99,0,49,70,39,104,107,109,41,111,43,79,44,80,129,46,81,133,48,36,116,102,51,54,88,24,123,124,25,126,92,128,95,84,132,66,97,32],variable_nam:[49,56],occurr:87,matthew:109,scan_modul:[125,126],ass:45,scalarop:4,dvipng:97,mmx:131,labe:37,advanc:[115,42,128,85,125,84,78,37,112,39,124,66,97,109,23,13,123,47],v_intern:92,"6x7x7":43,labo:[105,117,97],differ:[99,83,49,102,37,38,39,126,104,116,129,110,109,64,41,75,111,121,77,78,79,44,12,80,114,13,4,48,36,17,86,19,87,20,51,60,54,22,88,24,125,58,92,93,70,61,95,84,47,96,30,66,97,32,135],ness:30,ahold:87,quick:[42,17,112,62,110,41],reason:[124,126,92,38,50,37,4,20,51,29,30,97,24,87,13],base:[99,42,0,58,121,77,131,60,94,38,44,111,97,125,109,13,122,123,119],use_c_cod:[114,119,30,86],put:[99,84,37,108,41,111,121,43,78,44,86,13,87,48,49,106,50,20,51,56,58,93,61,96,66,97,67,68,34],teach:132,diro:18,bash:[48,105,111,97],basi:[87,97],thrown:4,ctensor3:[125,107],plearn:83,pylist_get_item:56,thread:[102,59,97],launch:[49,111,41,64],viewmap:38,omit:[38,111],comparison_of_free_software_hosting_facil:45,print_summari:[116,41,66],warn_typ:[125,95],output_gradi:[84,96],csr:[78,114,129],circuit:75,initial_weight:113,lifetim:[99,0,96],fcol:[125,107],assign:[48,36,1,92,125,37,39,51,62,126,132,107,33,123],bastien:[42,109],feed:[106,12],major:[49,87,127,131],pyfloat_check:37,obviou:[84,111,66,91],upper:[125,30,127],feel:[117,78,4,20,107,97,91],fast_run_no_gc:128,misc:[0,43,129,60,97,23,13],number:[99,102,38,39,116,106,107,108,109,73,74,8,111,11,113,79,119,44,12,45,80,87,48,36,17,117,86,50,21,51,22,88,23,55,91,125,126,127,93,128,27,95,64,96,132,66,97,32,122],extract_diag:109,placehold:[48,54],prodwithoutzero:125,kernsiz:86,"44x":43,done:[84,37,38,126,104,108,103,73,111,43,78,44,80,76,46,102,49,17,87,51,54,24,123,56,125,58,93,128,27,62,109,96,132,66,97],least:[66,97,114,129,30,45,108,77],dylib:97,mistakenli:37,miss:[99,49,75,116,43,132,12,97,73,124,74],bscalar:[125,107],stage:[49,38],idea:[84,75,111,92,126,78,37,4,62,113,124,96,30,45,97,32,102,81],guess:[9,107,129],"5tf":132,exponenti:[125,76,22,51],recompil:64,interact:[125,49,36,128,134,54,22,109,23,13,34,89,66],construct:[99,36,76,92,43,114,50,51,129,62,108,115,126,12,80,125,23,4],checkpoint:29,apply_fn:70,softmaxwithbia:119,tighter:30,accept:[125,84,111,92,127,38,62,96,22,109,13,33],natur:[49,126,9,37,87,44,96,12,22],illeg:[123,62,64],ijth:122,scheme:[73,5,122],img_siz:86,store:[99,37,38,39,109,111,80,70,48,84,17,102,60,126,22,56,125,58,92,93,47,66,97],b_squar:132,statement:[49,37,38,79,133,68],relationship:[92,93,37,113,22,41],max_and_argmax:[125,109],checklist:[118,72],sweet:37,max_pool_2d:103,openbla:97,part:[93,126,92,78,124,38,95,51,79,44,54,128,87,47,56],pars:[44,126,12],gpu:[0,1,37,104,116,109,7,42,43,78,124,44,46,119,48,36,17,114,102,51,60,54,22,90,77,92,128,132,97,135],next_se:119,delalleau:109,cosh:125,pascalg:97,fred:[61,127,67],compiledir_xxx:58,std:[119,132,74],mx1xp:125,level:[15,48,8,17,9,77,101,102,38,79,108,58,12,133,97,6,125,132,87,74],prebuilt:49,everytim:41,remot:[13,92],gotten:[103,21,116,45],remov:[48,87,1,97,58,38,95,104,17,86,30,125,109,13,55,46,47],feature_map_n:86,easy_instal:[42,97],horizont:110,onam:[37,38],intc:0,reus:[48,84,1,92,77,118,50,128,4,72,109,44,96,17,58,23,68,38,56],str:[33,132,43,80,79],reclaim:37,arrang:[83,12,91],stale:[75,18],toward:[78,54,126],c_header_dir:[37,68],dtu:30,numeric_grad:95,cleaner:[13,31],comput:[99,83,0,101,49,102,37,38,39,87,116,126,104,106,107,108,109,41,128,42,75,111,121,43,78,11,79,44,12,80,129,46,4,81,48,36,17,86,118,50,51,54,22,125,24,122,123,68,25,58,92,93,94,61,95,62,28,64,96,30,132,66,97,84,32],a32:132,addbroadcast:125,packag:[42,58,117,77,101,78,28,97,118,129,80,127],room:39,expir:45,"null":[37,56],python27:97,option:[99,37,4,104,108,109,73,111,121,113,79,44,45,13,48,84,31,21,126,24,123,91,125,58,92,26,61,96,97,32],imagin:[37,50,39,49],as_sparse_vari:114,built:[48,83,111,117,97,50,61,124,108,96,58,132,22,80,87],validate_upd:56,coo_matrix:129,lil:129,self:[99,0,84,37,4,39,104,64,41,74,42,111,121,43,113,119,44,38,81,49,116,87,47,22,123,32,56,125,126,128,95,62,29,96,132,66,68,33],violat:[38,95],pyfloat_fromdoubl:[37,56],lit:132,also:[99,83,0,1,84,102,37,4,39,87,126,104,116,107,108,72,73,41,42,111,9,77,78,133,79,44,45,80,13,46,38,82,48,49,106,18,114,50,51,60,54,118,121,24,123,56,125,58,92,93,61,95,62,129,64,109,131,96,66,97,32,98],build:[86,37,38,126,108,109,111,43,78,44,80,13,46,87,125,117,31,114,102,51,54,25,58,128,61,95,62,132,133,97],jacobian:[36,43,95,96,109,24],techniqu:[20,92,61],command:[48,49,111,127,97,13,89],analogu:94,x_val:[111,126],especiali:97,tensor:[99,48,0,49,102,37,4,103,39,126,104,107,71,72,109,89,74,8,111,9,43,78,11,133,83,44,12,80,13,46,38,82,15,36,17,86,114,87,21,51,54,125,23,24,55,123,124,56,25,58,92,26,93,128,70,95,62,84,64,119,96,132,66,31,32,122],recurs:[111,79,126,108,76,34],remak:39,add_vari:80,distribut:[99,36,101,106,77,18,78,3,51,113,132,97,109,122,119,74],previou:[99,37,38,39,107,109,111,12,87,48,84,50,22,56,126,92,127,128,61,47,96,66],reach:[126,129],took:[50,102],most:[37,39,116,109,73,41,42,111,121,78,113,12,80,46,102,48,49,17,87,51,54,22,125,126,93,61,64,96,132,97,34],plai:37,exc_valu:49,plan:[48,36,84,78,34,102,129,73,46],unroll_batch:31,maco:[109,102,97],target_s:66,"__nocache__":121,discret:[84,111,129],recurr:[128,24,126,12,124],lazili:[78,22],guid:[48,42,110,17,92,126,116,29,79,106,130,107,97,6,88,117,32,64,13,35],fvector:[125,107],compar:[125,84,111,43,78,97,38,126,104,44,96,116,80,6,24,41],bug:[48,49,111,92,127,78,128,50,129,64,97,109,73,13,38,82],clear:[99,44,68,58,49],wherebi:64,buidbot:109,destruct:[93,19,50,119,118],roughli:[37,17,61,42],gpu0:[48,97],setsubtensor:17,exp:[125,43,128,102,51,109,24],theano:[0,1,3,4,5,6,8,9,11,12,13,14,15,17,18,114,20,21,22,23,24,25,28,47,30,31,32,33,34,36,37,38,39,40,41,42,43,44,45,46,50,48,49,102,51,52,54,58,59,60,61,62,64,66,67,68,69,70,72,73,74,111,77,78,79,80,81,82,83,84,86,87,88,91,92,93,94,95,96,97,98,99,101,103,104,106,107,108,105,109,112,113,116,117,118,119,120,123,124,125,126,127,128,131,132,133,134],usual:[125,84,128,97,37,38,95,51,30,132,45,80,72,73,13,123,70,127],microsoft:97,respect:[25,84,126,125,37,87,95,64,44,96,54,12,80,94,109,13,123,24,128],test1:[4,111],think:[83,134,75,106,112,97,78,19,127,51,129,79,96,126,12,66,86,128,82,22],antolik:28,filterbank:114,carefulli:87,n_step:[109,126,12,128],run_tests_in_batch:97,consult:[48,99,13,97,91],fink:97,session:[36,112,45,97,89,124],particularli:[78,52,9,56],networkx:101,lmkl:[4,97,67],newest:127,lgfortran:97,fine:[83,84,128,125,109],find:[49,126,17,121,77,78,37,95,62,116,79,111,45,97,128,13,33,32,133],impact:[38,116,92],access:[99,0,39,108,110,77,45,80,13,87,83,36,102,51,123,56,125,92,62,66,97,32,33],c0lsvik:28,randn:[125,0,43,70,129,66],c_validate_update_cleanup:56,pretti:[49,58,80,118,69,37,38,97,107,31,128,56],writer:95,solut:[99,92,61,30,97,47],underflow:48,nopdf:61,writem:[16,108,10,114,4,63,53,71,72,87],factor:[92,21,31,103],double2:44,double1:44,"0xcafebbb":50,imm:30,optdb:[87,58,118,69],hit:[4,13],py_xincref:[37,56],exposur:42,superse:66,express:[3,84,102,38,6,39,104,5,40,110,111,41,42,8,76,43,78,113,79,44,80,87,133,83,49,17,114,50,51,54,22,24,123,124,91,125,126,93,128,95,62,109,131,96,132,66,97,32,106,34],kind:[83,4,39,116,6,41,75,78,79,80,48,49,17,114,87,24,125,93,128,62,64,97,135],test_verify_exprgrad:111,cheaper:[87,132],blank:[39,108,97],nativ:78,py_non:[37,56],hid:[110,109,132],longest:[116,41],transfer_typ:[128,116,46,41],liabl:3,"66e":128,restart:[45,97],sparse_dot:17,some_inplace_fn:92,node_add:80,merge3:87,whenev:[37,96,17,51,111],quotient:87,crc:114,common:[48,49,17,43,131,97,38,95,51,62,83,44,96,111,132,86,72,77],f_contigu:[48,75],dtensor5:125,dtensor4:[125,107],vincent:124,wrote:[50,87,45,118,69],grad_sources_input:95,set:[99,38,49,102,37,4,39,75,111,121,79,44,45,80,134,13,87,47,48,36,116,97,50,20,21,51,60,126,22,89,55,123,124,56,25,58,92,93,128,61,62,84,64,96,66,31,67,68,33,122],fun:[111,95],dump:47,printout:49,startup:[132,97],wrow:125,proactiv:76,mutabl:[92,70,62,44,32,123],atexit:102,see:[99,84,49,102,37,38,39,116,126,104,106,107,108,109,64,41,42,111,125,78,69,79,119,44,12,86,129,13,46,4,81,48,36,17,97,114,87,20,21,54,22,24,123,56,25,58,93,128,61,62,28,47,96,132,66,31,67,33],signifi:87,arg:[106,121,20,95,79,30,132,86],lgoto:105,reserv:[78,3],localoptim:[87,118],numexpr:43,analog:[83,108],check_isfinit:64,device_properti:109,pearlmutt:24,grad_act:66,unoptim:[43,97],someth:[99,83,69,38,39,108,75,113,44,48,49,19,102,88,24,56,125,127,128,84,64,96,30,32],particip:[73,132,80],bergeron:109,pep8:[109,13],theano_vers:109,mismatch:[49,46,128],experi:[48,49,131,132,134,47,82],git_repo_path:13,altern:[43,93,50,51,97,91],signatur:[44,12,62,84,66],opn:121,syntact:[83,99,51,44,96,66],numer:[125,17,101,78,87,95,116,104,44,111,12,80,132,124],py_a:37,sold:28,isol:[99,36,97,49],inconsist:[50,129,97,64],py_x:[37,56],incident:[20,3],floatx:[48,49,125,128,102,97,43],matplotlib:[132,124,97,134],bmatrix:[125,107],outfil:[43,79],ipython:[36,132,97],errat:37,purpl:[125,54,80],verbos:[109,49,111,79],both:[99,39,108,41,74,111,77,78,44,80,87,48,84,17,50,51,60,125,24,123,25,58,92,93,128,95,64,96,30,132,133,97,67,68,33],auto_theano_pylint:117,last:[99,49,75,126,121,125,84,128,95,129,96,132,66,86,103,73,13,123,56,107],delimit:48,mul_vari:80,alon:[38,22],c_librari:[37,68],isomorph:108,pycudadoubleop:0,sum_scalar_mul:17,context:[78,0,116,89],forgotten:[37,96,72],tangent:125,corrupt:50,whole:[17,37,87,58,45,80,47],pdb:[36,13,49],dec1:66,wvector:125,load:[36,114,61,39,132,97,109,47],metase:99,jit:132,simpli:[111,121,86,102,93,50,126,119,97,116,31,68,41,56],skipe:126,instanti:[83,99,106,121,108,20,39,62,64,44,96,107,80,125,123,41],schedul:[112,124],unrealist:38,arbitrarili:38,header:[37,68,97],littl:[83,84,102,64,131,124],variable_or_funct:79,linux:[102,43,97],mistak:[42,102,62,72,73,82],throughout:[83,36,111,39],outin:132,simpler:[46,12,97],backend:[78,132,90,7],compiledir:[48,109,58],vertic:110,basic_op:[0,102],duo:97,total_gradi:95,devic:[48,36,92,43,102,97],due:[49,4,123,24,97],empti:[48,84,126,37,39,22,97,13,68],output_s:86,txt:[127,97],hing:102,reformat:51,strategi:[135,114,17,22,62],b_i:132,versa:50,imag:[125,49,86,43,61,21,79,134,97,132,31,103],compiledir_format:[48,109],consequenti:3,unnecessarili:92,activeperl:97,fund:132,amdlibm:[48,109],understand:[48,36,92,43,102,78,37,38,96,54,80,13,87,81],func:[111,17],result_hash:121,repetit:68,classification_cost:66,dequ:109,check_bla:[109,97],look:[83,101,37,38,75,79,45,87,70,48,84,106,118,50,102,60,89,123,56,126,132,97,134],solid:43,erron:50,batch:[97,31,124],durat:[62,97],tijmen:109,"while":[73,41,42,75,111,78,80,87,47,48,125,50,21,54,24,25,126,92,128,96,31,34],a_loc:126,update_fn:70,abov:[99,0,3,102,37,73,41,111,78,44,12,80,13,47,48,49,114,87,51,24,122,123,125,126,95,62,129,64,96,97,68,98],error:[0,84,37,38,109,73,41,75,111,9,43,44,13,46,48,49,117,118,114,20,51,126,122,56,125,98,128,61,95,64,97,67,33],"__hash__":[84,0,38,104,44,96,23],subsitut:50,check_pi:64,karg:[21,31],subsect:48,propag:[95,30,46,114],densefromspars:114,graph_input:95,readi:[36,43,60,97,132,108,13],technolog:132,dim2:75,tensor_list:125,fopenmp:[4,67],dim1:75,costli:[121,87,92,96],limit:[36,1,92,3,49,78,128,124,62,84,79,132,121,33,34,47],rid:121,jpt:[84,38,45],pedagog:96,grad_fn:75,decor:[4,20,87,38],fedora:97,big_mat1:[25,128],grant:87,ax1xb:125,bengio:[42,124],ksize:86,replace_valid:[87,29],u_t:126,conflict:[37,121,97],behav:[48,125,38,64],seterr_ov:48,abs_:125,x86:97,optim:[83,101,49,102,38,72,126,116,6,111,41,42,75,76,9,43,78,69,125,79,44,12,80,114,46,87,81,48,36,17,97,118,19,50,54,22,88,121,24,68,56,25,58,92,26,93,128,124,27,84,64,109,131,96,30,132,66,31,67,32],cross_entropi:70,wherea:[84,58,4,39,80,72,102],dok_matrix:129,moment:[48,66],temporari:[84,128,106,92,37,50,51,131,67,68,123,56],user:[99,84,37,4,116,107,109,110,73,41,42,111,121,43,78,12,45,80,13,87,48,49,17,86,18,114,50,126,118,89,123,58,92,127,93,61,62,28,64,132,66,97,134,68,33],robust:18,wherev:[78,37,116,41],tiker:77,stack:[125,49,111,86,42,37,31,124,56],recent:[49,116,92,78,96,97,13],subpackag:[65,36],ensuresortedindic:86,travers:[121,54,95,108],task:[84,43,78,132,24,41],uint16:125,equival:[48,84,75,111,92,125,50,39,129,119,44,96,126,80,13,87,32,56],discourag:4,older:[125,47],entri:[84,111,129,116,97,110,109,24,41],randint:43,spent:[25,116,128,102,132,32,41],logilab:134,pickl:[36,39,47],person:[48,111,39],www2:30,mandriva:[132,97],unroll_kern:31,sum_to_d:126,academ:42,s_true:92,spend:[25,128,116,41],propos:[99,75,9,27,62,22,112,91,121,56],explan:[84,38,66],cour:84,sparskit:[114,86],bsize:86,sound:[4,111,96],rocklin:109,selfupd:97,log_likelihood_h:48,obscur:97,collabor:[83,13,77],relianc:121,shape:[99,83,0,1,49,104,129,110,109,74,75,80,46,48,36,17,86,114,119,21,51,60,54,24,55,56,125,126,26,128,95,84,96,30,132,31,68,98],administ:45,unimplemented_grad:95,question:[125,36,75,17,42,78,113,73,13,98],couch:18,badclinkeroutput:64,sgn:125,cut:[102,17,61],gemv:[78,109,132,43,128],reap:92,extra:[48,1,92,51,79,44,126,80,32,41],shortcut:[106,43,97,87,51,44,96,80,13,123],snag:45,shape2:17,shape1:17,notifi:[37,13,50],ztensor3:125,dscalar:[125,49,102,78,50,39,51,64,107,80,24,79,32],input:[99,83,0,84,102,37,38,103,39,126,104,116,107,6,110,109,89,41,74,42,75,111,121,43,78,125,79,44,12,91,80,87,4,81,48,49,17,86,50,21,51,54,22,88,24,123,68,56,25,58,92,93,94,70,95,62,64,96,30,66,31,128,32],python2:[129,97],convolutionindic:86,gemm:[78,109,17,9,132],useless:126,bin:[48,58,66,97],vendor:132,format:[48,86,114,61,95,129,97,127],greek:78,prefer:[48,125,111,4,39,44,126,97,89,102],py_i:[37,56],n_hidden:62,intuit:[22,62],bia:[83,47,86],probabili:43,game:87,g_val0:51,as_spars:114,insert:[125,43,78,37,87,61,129,93,91,114,68,119,56],pycppad:101,overwrite_a:30,bit:[48,99,43,37,11,39,51,125,96,97,107,80,88,109,122,34],characterist:102,intel:[132,97,67],gpu_from_host:102,bitwise_not:125,curand_uniform:119,semi:30,docutil:[100,1,38,6,39,116,40,29,7,74,8,57,79,86,14,48,106,114,119,21,52,122,123,90,103,126,95,64,65,30,31,130,32,33],signal:[8,21,65,132,31,103,13],overwrite_b:30,resolv:66,inc_subensor:17,collect:[126,41,51],princip:[60,13,87],api:[100,0,1,117,77,37,4,61,111,108,44,30,129,86,23,38],seterr_al:48,popular:132,admittedli:49,dtype_:38,encount:[48,87,95,79,66,97,64],sketch:56,often:[125,17,102,128,50,20,95,51,129,126,44,111,97,110,109,38],return_internal_typ:[1,92],visibl:[83,37,62,113,97,109,33],some:[99,83,1,49,102,37,38,103,39,126,104,116,72,110,109,41,87,75,111,43,78,79,44,80,13,46,47,81,82,48,36,17,117,118,114,50,21,51,60,54,22,88,24,123,68,56,125,58,92,127,93,94,70,95,62,84,64,96,30,132,133,97,128,32,98,34],pipelin:[49,58,112,118,128,88,124],mem_info:109,w_by_nam:51,local_sum_mul_by_scalar:17,pack:114,sampl:[99,106,119,95,113,65,126,103,74],nonetheless:50,sprint:112,byhost:129,virtualenv:97,scale:[42,86],assertnotequ:111,culprit:49,wscalar:125,though:[99,69,38,42,78,11,44,56,83,84,118,50,51,88,24,91,126,61,129,96,30,66],pep:20,deepcopyop:[37,118],prop:30,usernam:49,substitut:[48,17,9,3,37,38,51,30,132,109,32,50,56],mathemat:[125,42,17,43,54,78,4,95,93,96,30,132,22,80,111,24,122,87,38],larg:[42,111,92,78,37,102,134,129,126,106,17,132,45,114,56],go_backward:126,leftmost:129,y_name:68,reproduc:[109,126,3],prob:[126,74],nose:[13,97],machin:[36,111,92,43,101,42,78,52,132,97,110,13,124],exc_trac:49,run:[99,0,1,69,102,37,4,104,105,109,41,111,121,43,78,79,70,91,13,46,38,81,48,36,116,117,118,19,87,20,51,22,123,56,125,126,92,93,128,49,61,95,28,64,132,97,67],configdefault:127,gfxcardstatu:97,step:[49,126,107,109,41,111,12,86,13,36,116,24,118,87,54,22,88,89,56,58,128,64,96,97,67],patienc:64,add_inplac:[84,50],uft:109,assign_values_at_posit:126,mammouth:[105,23,4,117,67],zip:[84,127,97],idx:17,constraint:[111,37,87,44,126,80,128],deep_learning_tutorial_learn_to_build_complex:28,proce:[66,56],materi:[124,3],prove:75,page:[49,75,58,118,101,20,96,111,97,13,56,127],one_step_scan:12,"32bit":109,goodi:67,paralel:58,gotoblas2:97,cygwin:97,reduct:[125,109,128],primarili:[42,87,92],pythonpath:[42,127,97],within:[99,58,9,123,95,116,111,132,97,13,34,41],everyon:[109,18],exceed:95,g_accum:75,bsd:[78,97],picklabl:109,alpha:114,ensur:[17,92,102,111,38,62,126,44,96,54,97,73,121,87,50,56],chang:[1,69,102,37,38,87,107,109,73,41,42,111,125,98,124,44,129,13,46,47,81,48,36,116,118,50,126,123,32,56,25,58,92,127,62,84,96,30,66,97,68,33],announc:[42,127,117,43,73],classification_cost_matrix:66,axbxc:125,register_outputguard_c_cod:37,occupi:80,inclus:[73,13,74],span:[100,1,38,6,39,116,40,29,7,74,8,57,79,86,14,48,106,114,119,21,52,122,123,90,103,126,95,64,65,30,31,130,32,33],few:[39,6,109,41,42,111,12,13,83,49,118,87,51,24,56,125,126,92,127,128,132,97],inplace_elemwis:17,fledg:132,unittest_tool:[104,111],mkl:[17,132,43,97],i1_shap:68,omp_num_thread:4,textual:5,custom:[48,115,43,131,78,37,39,125,97,72,88,23,81],border_mod:[21,31],adjac:86,arithmet:[48,125,118,78,37,87,129,131,96,110,68],includ:[83,3,37,38,39,104,106,6,105,73,42,43,78,79,13,48,84,17,87,77,125,126,92,127,61,64,96,132,97],suit:[4,111,13,97,133],forward:[37,13,126],repo_nam:13,dense_from_spars:114,amaz:28,w_feedback:126,"1xn":[125,80],streamline_default_f:49,properli:[49,111,84,37,4,62,44,96,97,68,87,38,56],repeatedli:[78,84,99,111,92],y_hat:113,output3:126,vsampl:126,seterr_:48,jaberg:127,c_support_code_appli:68,perman:97,link:[83,101,84,4,104,78,132,47,81,48,49,16,117,126,22,23,123,58,127,61,95,115,66,97,67],translat:0,newer:[92,67],py_b:37,line:[48,49,111,127,102,50,37,38,61,39,79,96,126,66,97,13,87,47],x_recon:122,inferr:84,specialti:72,filter_vari:109,sdk:97,info:[89,126,46,41],concaten:[125,24,96],seterr:48,consist:[111,121,114,50,126,109,46],local_fill_cut:17,caller:[99,32,56],crossentropysoftmaxargmax1hotwithbia:119,commut:87,abs_rel_error:95,eblearn:43,sumdim:86,highlight:109,similar:[99,39,43,78,79,44,87,82,48,84,50,21,51,24,77,125,126,92,62,129,96,30,66,31],impl:4,curv:[11,51,134],y1_t:126,hash:[84,0,116,121,38,64,104,44,96],cover:[75,111,78,87,95,44,126,66,97,72,73,32,133],"1000x1000":84,doesn:[83,126,78,37,87,20,60,132,45,86,134,13,33,123,32,91],repres:[37,38,39,107,108,110,75,111,121,79,44,12,86,50,84,80,114,87,51,54,22,122,56,125,126,93,95,96,66,68],incomplet:[87,64],guarante:[125,84,92,128,38,51,64,96,41,56],output_from_hidden:62,graham:109,metarandom:99,titl:[62,28],sequenti:[128,132],nan:[109,49,64],"1_accumul":75,local_mul_speci:17,postinstal:97,pascanu:[42,109],setenv:97,get_stat:51,"6x50x50":43,local_dot_to_dot22:[49,17],nice:[83,37,70,113,131,5,45],deseri:47,draw:[99,106,128,119,51,113,132,124,74],llvm:101,clean:[84,121,37,38,13,68,56],bcol:[125,107],asserttru:[4,111],scrum:73,rsync:45,meaning:104,eval:95,"5rc1":[125,109],"5rc2":109,clue:[87,79],filter_shap:[46,21,31],deserv:[39,28],code1:56,code2:56,gpuadvancedsubtensor1:109,algorithm:[83,17,43,78,4,51,113,30,132,22,111,24,34,124],vice:50,label_y_cleanup:56,downcast:44,ndarri:125,tradeoff:84,depth:[84,79],a_list:126,mxnxp:125,"_like":109,far:[114,87,111,66,126],fresh:[84,92,127,61,39,117],convert:[125,93,121,78,37,4,61,95,129,60,96,12,108,114,102],hello:[132,79],set_output:89,prototyp:111,code:[99,0,3,102,37,38,39,87,126,104,116,107,103,109,41,42,111,112,43,78,124,44,12,80,13,121,46,47,82,48,49,17,50,134,21,51,54,23,24,122,123,90,56,77,125,58,92,127,26,93,94,70,61,62,129,131,96,132,133,97,128,68,135],partial:[48,125,96,1,126],edg:[42,132,97],crossentropysoftmax1hotwithbiasdx:119,queri:[87,118],a_cudandarray_object:109,improperli:49,logreg_pydotprint_pred:43,inshp:86,hyper:66,c_validate_upd:56,edu:[109,86,114],untangl:[44,118],set_subtensor:[125,109,126],feature_map:86,truncate_gradi:126,compact:[49,79],cython:[73,132,135,101],privat:[84,121,39],procur:3,remote_branch_nam:13,sensit:132,update_dictionari:126,"0xdeadbfdf":50,send:127,macport:97,"0x1736d90":[116,41],starter:87,opposit:66,aris:[129,22,3],compute_test_valu:[48,49,128],xcode:97,sent:[73,13],fly:[48,49],whichev:97,py_z:[37,56],sander:109,"23rd":109,reinterpret:125,step_in:89,volum:42,stability_pati:64,xlogx:4,"01x":132,paramt:91,implicitli:[48,4,113],moduleinst:[83,23,66,108],relev:[58,121],conjug:83,tri:[48,125,17,78,95,68,33,123,74],local_simplify_1:87,local_simplify_2:87,magic:[95,96,61,39],test_double_rop:104,button:13,michael:109,"3x2":110,mode_mul:80,"try":[69,38,73,41,42,111,44,45,87,50,48,49,116,118,114,102,51,22,123,124,126,128,61,95,96,97],hasattr:20,outer:[125,12,66],refer:[37,38,116,106,6,73,130,74,111,79,44,12,80,13,119,48,17,102,54,123,56,125,126,61,62,64,96,97,32,33],allow_downcast:[37,1,44],pleas:[78,13,61,97],impli:[84,126,3,104,30,22],smaller:[125,126,93,86,110,47],"__metaclass__":20,logfactori:4,foldr:126,crow:[125,107],encourag:[42,111,93,4,39,126,97,109,73],uniqu:[92,37,87,86,123,119],cron:[61,45],fold:[78,87,17,80],hidout:132,video:42,foldl:126,download:[78,42,132,127,97],odd:38,maxpoolshp:86,append:[33,47,79],compat:[125,36,77,49,37,50,44,30,132,22,97,110,60,122,47,107],index:[125,84,126,85,97,93,114,102,127,12,22,80,109,123,132,74],turn:[48,125,106,87,51,44,80,109,24,56],saad:[114,86],l2_coef:[70,66],c_code_cleanup:[68,56],affin:[70,66],cell:[96,56],experiment:[48,43,101,95,133,97,109,90],p_val:74,inner_fct:128,deduc:30,whatev:[84,37,50,39,29,96,68],logistic2:51,max_pool:86,chose:44,env_hash:121,state_after_v0:51,esoter:87,len:[36,80,84,38,54,22,31,98,81,74],closur:49,elemwis:[48,0,4,116,71,72,109,41,75,111,43,11,79,46,82,15,49,17,114,102,54,88,23,125,126,128,132],let:[83,84,37,4,39,107,41,78,11,13,87,48,36,116,119,51,24,123,126,61,96,132,97],sinh:125,ubuntu:97,init_i:126,safer:97,sine:125,win:[17,61],accessor:1,run_cthunk:121,remark:[36,92,34,51],convers:[129,37,114,108,60],hpcs2011:60,print_ev:[49,66],larger:[125,84,102,30,110,55],repes:95,shader:132,param:[114,119,133,62,113,51,132,66,109,32,22],"140x":[42,102,43],cae:124,earli:48,nutshel:[84,75,112,87,9,68],typic:[99,37,6,41,43,78,44,80,84,17,50,126,22,122,68,56,125,58,92,64,96,97,32],problemat:47,maker:[102,24,43,79],chanc:45,check_rop_lop:104,predefined_link:81,a_tensor:109,realloc:[84,41],app:97,gotobla:97,inequ:125,apt:97,input1:[84,116,121,41],curand_norm:119,"__name__":[104,0,111,39,43],oval:79,theano_blas_ldflag:4,sgd:83,mongo:18,correpond:126,from:[99,83,0,1,3,49,102,37,4,39,116,126,104,5,107,108,72,110,109,64,41,74,75,111,121,43,78,113,79,119,44,45,80,129,13,87,38,81,82,48,36,17,117,86,114,50,20,51,60,54,22,125,23,24,122,123,68,56,77,25,58,92,127,93,128,124,61,95,62,84,47,96,30,115,66,97,32,106,132],inplicit:79,loop:[37,109,75,112,43,78,12,80,102,36,17,87,120,24,124,126,92,128,131,132,133,34],commun:[42,37,28,5,132,13,56],npy_ensurecopi:38,batchsiz:[132,86],doubl:[118,93,37,50,51,44,96,107,80,72,88,24,87,68,56],upgrad:[84,75,92,123,4,97,109,23,46],next:[75,106,77,126,89,56,127],websit:[13,97],predict:[70,128,4,43,66],truedot:129,latenc:132,gcc44:97,usr:[48,66,97],lock:[109,58],c_is_simpl:56,"_dot22":[49,116,41],checker:134,subtensor:[125,17,93,114,1,66,109],frow:[125,107],printop:[23,4],sort:[125,58,9,101,78,38,51,106,111,92,32,123,87,56,82],gpusoftmaxwithbia:119,batch_siz:86,exit:[89,41],out1:[75,86],babi:[36,107],matrix_dot:[109,30],seterr_und:48,y_tm1:126,benchmark:[124,116,132,41,43],about:[83,0,84,102,38,126,116,107,109,110,73,64,42,75,111,112,43,78,113,125,45,86,114,13,4,48,49,106,19,87,20,51,120,54,22,88,121,24,123,56,25,58,59,93,128,61,47,96,30,132,66,97,32],"1tf":132,train:[83,43,128,70,113,132,122,124],ztensor4:125,rare:87,x_tm1:126,"_asarrai":[4,70],"1th":129,greatli:[73,126,121],annoy:9,high:[48,99,58,9,43,118,38,119,132,66,72,41,77,74],account:[116,127,102,37,87,62,45,97,72,41,128],retriev:[125,36,58,92,116,132,41],augment:48,dens:[17,114,129,133,86,109],alia:[125,96,92,133,64],arang:[125,49,24,126,128],annot:44,makebroadcasttest:[111,118],tag:[48,42,117,43,49,128,87,109,30,6,73,127],obvious:75,iff:[125,44],fetch:[84,13,61,123,56],control:[48,49,92,125,101,6,51,47,132,45,97,40,109,32,89,41],sqlite:45,weaker:102,tap:[109,126,12],cuda_root:[48,97],tar:97,process:[125,8,116,117,43,102,37,87,61,64,65,132,22,97,109,73,13,68,41,56,121],deepcopi:37,sdist:127,sudo:97,power_of_2:126,tad:56,scan_upd:126,distant:[13,92],tarbal:42,onlin:[78,42,45,124],serial:[36,119,17,47,81],made:[99,58,114,38,39,22,97,109,73,13,89,87,56],skirt:99,tan:125,unus:121,delai:[73,107],gcc:[48,131,121,97],friendlier:[39,62,74],guru:[124,41,64],training_set:47,gpucrossentropysoftmax1hotwithbiasdx:119,acycl:[93,80],need:[99,83,2,49,102,37,38,39,104,107,108,109,73,75,111,43,78,44,45,80,13,87,4,48,36,17,91,118,50,60,126,24,55,124,56,125,58,92,127,128,84,96,132,66,97,134,68,122],label1:56,instead:[84,37,70,39,104,108,72,109,75,111,125,79,44,86,48,49,114,87,20,60,126,22,24,55,56,25,58,93,128,95,96,66,97,33],model_modul:66,label2:56,stand:[125,84,106,92,50,95,12,97],outdim:125,everywher:125,label3:56,overridden:[44,41,6],pyopencl:[78,132,77],stop:126,as_sparse_or_tensor_vari:114,act:[87,17,123,66],softmaxxeregress:66,callback:109,inst:[66,97],stor:84,redund:[78,109,17],foremost:73,getstat:99,doubleop:[104,96],trigonometr:125,check_c:64,alloc:[100,0,1,84,37,38,39,108,109,7,75,83,44,50,48,36,106,102,51,56,125,126,92,128,119,131,96,30,66,68],"2x2":51,essenti:[84,38],lazylink:22,ltensor3:[125,107],bind:[78,49,0,132,101],optimizer_includ:48,correspond:[99,37,38,39,109,41,74,75,122,79,44,80,82,48,84,116,86,21,51,126,22,24,55,123,32,56,125,58,93,95,129,64,96,30,97,68],op_hash:121,issu:[99,84,116,121,49,78,44,97,109,13],mainten:[42,28],writ:24,allow:[84,37,39,104,72,109,89,42,111,43,78,44,80,13,46,87,48,49,86,50,51,126,24,123,32,56,77,125,58,92,93,128,62,64,96,66,97,68],"0x10":50,fallback:132,n_out:70,rtype:62,elif:[44,87,43,84],six:125,creation:[99,125,87,126],umontr:[84,117,129],ouput:96,csmproperti:114,solv:[30,97],assertrais:[4,111],build_regular:66,"6272b":128,scalar_sigmoid:128,comma:[48,84],lmkl_intel_lp64:97,careduc:[125,109],ambiti:117,n_output:62,bunch:102,perfect:[132,45],accur:[44,126],mod2:75,downsampl:[65,43,86,103],local_mul_canon:17,disambigu:126,chosen:[37,49],random_st:74,default_initi:66,build_predict:66,anyon:97,therefor:[99,49,75,111,86,84,37,50,125,44,96,107,80,110,55,87],pixel:86,dae:124,dag:80,crash:[48,0,58,37,111,97,109],daa:83,later:[48,83,75,111,125,50,79,106,97,73,13,87],nonneg:[55,56],handl:[83,36,75,126,92,84,78,114,4,96,22,80,73,46,102,56],bernoulli:99,coding_dist:122,subdirectori:[48,97],compress:[17,129],dai:[112,124],ctor:33,rstate:99,mention:[1,9,95,87,39,51,92,32,122],precess:109,facilit:125,front:127,pureop:22,scalarfromtensor:125,warranti:3,inplace_random:17,g_out:114,somewher:[88,37,87,104,96],trac:[109,61,45],anyth:[84,126,37,44,96,45,72,56],edit:[13,111,127,97],unlimit:79,new_stat:[106,39],sin:[125,58],local_incsubtensor_seri:17,merge2:87,slide:[132,43,124],randomstreamsbas:[106,74],matrix_invers:[109,30],mode:[49,102,37,38,6,116,40,109,41,75,111,43,69,113,86,46,47,81,48,36,17,118,87,126,125,25,58,93,128,70,95,62,64,96,66,97,32],truth:30,dot22:[49,17,109],cleanup1:56,pain:45,subset:[87,111,77,126],merge1:87,intellig:[44,97],chunk:92,output_st:12,curand_bas:119,int16:[125,43],guillaum:[109,4,82],"0xdeadbfef":50,our:[99,0,38,102,37,4,39,104,116,107,73,42,44,45,70,49,17,118,50,51,52,126,92,61,129,96,30,132,66,68],var_with_name_simpl:43,special:[3,84,37,4,39,116,106,109,41,75,111,9,43,38,80,87,49,17,114,50,54,22,121,24,126,128,61,66,97,68],out:[0,1,3,49,102,37,4,39,104,116,107,73,42,75,111,121,43,113,79,44,12,45,87,81,48,36,17,118,114,50,51,54,23,24,123,68,125,126,92,93,94,124,62,84,96,30,132,97,134,32],variabl:[99,83,1,106,49,102,37,38,39,126,104,5,107,108,6,109,41,7,74,87,111,121,43,78,98,113,79,119,44,12,91,80,129,46,4,81,48,36,17,97,118,114,50,21,51,54,125,123,68,56,25,124,58,92,127,93,94,70,27,95,62,84,64,96,30,66,31,128,32,33],sequenceoptim:87,matrix:[99,83,0,49,4,104,107,110,122,43,78,86,129,46,70,133,48,36,17,80,114,102,51,54,24,55,124,125,126,92,93,84,47,131,96,30,132,66,97,68],contigu:[48,0,92,26,38,86,72,110],reload:47,influenc:[38,12],loaded_object:47,repress:95,highli:[42,17,118,87,104,96,132,97,109],ceylon:61,state_99:99,suitabl:[37,87,62,96,132,33],rel:[84,111,127,38,95,22,97,13,102],hardwar:102,wraplinkermani:[49,66,81],plural:125,output_type_inferr:84,red:[129,54,43,80],clarifi:22,footprint:[17,92],insid:[99,49,126,92,97,121,24,89,56],vlen:102,expensive_optim:70,autocast_float:125,manipul:[83,49,101,78,37,115,66,80,23,56],s_default:92,lmkl_intel_thread:97,undo:[87,29],standalon:104,test_loc:126,dictionari:[84,111,37,87,39,51,129,126,132,66,123,95],unwieldi:58,releas:[48,42,1,92,127,78,45,97,109,73,117],orphan_storag:121,"10linux":97,afterward:[99,126,51,129,12,97],greedi:17,complianc:73,mat2:49,transposit:[114,75],mat1:49,outsiz:86,unnam:[123,107],area:86,x_tm3:126,segreg:56,capabl:[132,97],david:109,stride:[84,0,38,64,60,96,109],length:[83,84,126,43,50,95,21,96,103,125,109,55,87,74],opremov:[87,118],dtensor3:[125,21,107],outsid:[78,37,132,129,109],lmkl_mc:97,npy:132,distinguish:[125,4,79],data_i:[132,66],zmatrix:125,behid:84,ndim:[125,109,119,132,74],softwar:[134,86,3,114,127,132,97,109,23,124,43],suffix:[12,127,56,79],bergstra:[42,43,109],list4:109,qualiti:[13,132,87],scene:107,echo:[124,97],exact:[36,49,123,102,44,30,24,122,46],date:[121,127,97,73,23,13,123],nfs3:18,haskel:126,gpu_contigu:0,owner:[49,127,84,78,87,54,80,123],g_outout:132,facil:[84,87],suffic:[125,30],prioriti:[48,87,97],"long":[48,36,111,80,126,97,47,127],strict:[1,3,37,70,123,62,64,44,58,32,33,46,41],scane:126,licens:[78,97,3,127],perfectli:125,capac:93,wrapper:[84,111,114,87,95,31],initial_visible_bias:113,attach:[32,30,123,126],cscalar:[125,107],physic:[83,132,92],w_valu:126,termin:[49,126,92,102,79,97],sharedvalu:62,"final":[125,43,118,37,127,44,96,66,128,13,68,77,22],prone:[9,62],back:[48,49,17,97,132,37,102,61,95,51,126,96,54,12,45,80,125,73,119,127],classroom:42,sparseefficiencywarn:129,stomach:20,my_dataset:113,inspect:[49,121,81],ltensor4:[125,107],juli:42,big_mat2:[25,128],float64_matrix:80,szummer:4,makevector:46,test_coeffici:126,rst:61,exactli:[48,49,75,106,125,99,37,62,96,126,97,6,32,123],hintsfeatur:30,wishlist:[89,45],datatyp:[88,92],input_st:12,prune:58,cpython:37,"784x500":43,dimshuffl:[125,49,9,128,79,54,72,55],bother:72,dive:2,lion:97,structur:[99,101,49,37,38,107,108,111,121,77,44,86,129,50,36,80,118,114,87,54,89,123,124,56,125,58,93,84,96,66],charact:[48,125,127,97],goto_num_thread:97,collaps:[125,87],becom:[48,49,75,126,121,87,39,66,108,13,24],histor:[13,45],sec:[25,128,132],stricter:109,rate:83,comparaison:116,steer:68,exhibit:24,"function":[0,1,4,5,6,8,9,10,12,13,106,114,20,22,23,24,25,27,47,30,31,32,33,36,37,38,39,40,41,42,43,44,46,50,48,49,102,51,52,76,56,58,59,60,61,62,64,54,66,68,70,72,74,111,77,78,79,80,81,82,83,84,86,87,88,89,91,92,93,94,95,96,97,98,99,104,17,107,108,109,121,113,115,116,119,122,123,125,126,128,129,132,133],subtract:[125,17],clip:[125,95],terribl:37,viewer:[23,84],training_set_fil:47,deprec:[48,109,1,41,67],clearli:30,input_s:66,bx1xa:125,fail:[48,111,102,37,38,104,96,97,68,119,87,56],my_dmatrix:125,scientif:[42,132,101,28,124],"0x3e9e970":102,coher:66,tabl:[125,17,41,61],visionlessvisionari:28,element:[84,38,104,106,108,109,74,75,111,44,86,46,82,49,17,114,102,51,88,24,122,123,56,125,126,93,95,129,64,131,96,30,132,68],hessian:[36,24,95,43,109],philipp:109,screw:96,lopt:49,probabl:[48,84,106,43,19,38,67,39,62,113,72,126,132,77,97,37,109,122,46,47,74],smallest:[125,82],"__truediv__":48,min:[125,109,75,95,82],weav:121,mid:81,"__above__":84,mix:[48,125],builtin:56,preced:[48,123],possibilit:104,which:[99,1,84,102,37,4,72,39,126,116,107,108,6,110,73,41,74,109,42,75,111,9,43,78,11,113,79,44,12,45,80,13,87,38,82,48,49,17,91,86,114,50,20,21,51,52,54,22,121,24,122,123,56,125,103,58,92,97,93,128,70,95,129,64,65,131,96,132,66,31,68,34],tupl:[125,84,126,86,132,37,20,95,21,62,96,123,31,103,109,32,55,46,68],randomstatetyp:74,rvalu:125,singl:[99,37,38,107,111,44,12,45,86,50,83,84,17,18,87,21,51,123,125,58,128,95,96,97],node_mul:80,method_nam:111,unless:[48,84,111,118,37,38,80,72,68],mimick:126,scalarsharedvari:109,do_nightly_build:13,discov:[42,73],assertalmostequ:111,offend:[116,41],newshap:125,advic:84,judici:93,why:[84,75,111,77,38,51,124,132,22,68,87,13],fn2:123,gpuarrai:[60,0,77],py_:[37,56],url:13,test_flatten_outdimnon:111,mulipli:95,request:[73,13,127,109],f_optim:43,inde:[37,46,107,80,84],bibtex:42,yum:97,determin:[125,75,111,86,78,114,38,93,96,30,80,109],farlei:[42,109],occasion:73,constrain:111,testtensordot:111,fact:[84,111,97,37,4,129,64,96,30,66,80,50,56],output_tap:126,dbn:124,text:[48,115,116,108,61,79,97,23,24,127],abs_rel_err:95,"99e":128,bring:[83,24],c_code:[49,84,37,4,64,104,22,68,119,38,56],empir:113,gpu2:48,gpu3:48,rough:102,gpu1:[48,97],trivial:38,anywai:[1,51,56],compiler_bindir:97,sequence3:126,up_fn:70,print_stat:39,hadn:49,c_sync:[37,56],sigmoid:[126,43,62,66,109,122],randomvari:[106,113,74],jan:[102,28],cudamat:[36,132,77,60],aval:111,won:[49,0,121,37,87,64,60,68,41,82],suppos:[49,2,50,129,64,96,66,24,38],conclus:97,forem:[21,31],c2050:132,"_test_":4,local:[84,4,105,109,41,75,111,79,86,13,38,48,49,118,87,51,94,129,64,97,67,68],"_driver":121,check_nondiff_rop:104,equilibrium:9,meant:[1,92,108,87,62,96,54,12,66,97,111,33],obj3:47,move:[48,49,117,43,78,127,30,22,109,35],contribut:[78,42,4,13],"_optim":81,notat:[126,39],familiar:39,iro:[84,117,129],pypi:[42,127,101,132,97,73],tripl:114,bear:36,autom:[111,97],theori:[132,3],make_funct:89,shedskin:101,drawn:[51,74],increas:[42,17,37,87,61,66],opwiseclink:[49,58,41,116,66],replacevalid:[87,130,29],dumitru:61,organ:[42,68,9,132,56],twice:[54,41,116],bisect:13,densiti:[129,113],make_incdec_funct:66,compyt:78,stuff:[83,49,111,121,127,118,69,4,61,84,97,23],integr:[42,78,61,113,22,134],partit:[104,80],contain:[83,1,38,84,37,4,39,108,105,130,87,111,77,79,12,80,46,47,48,49,86,50,21,126,22,89,122,123,68,56,58,127,14,62,129,64,65,96,30,66,97,67,32,33],default_update_express:91,copyif:60,hei:70,view:[125,42,127,118,84,93,37,50,64,96,30,12,128,88],local_shape_to_shape_i:46,sourcemodul:0,resort:86,abs_tol:[111,95],argmax:[125,109,95],knowledg:87,rv_u:51,reddit:28,bptt:126,temporarili:[92,97],troubl:97,rv_n:51,tensor4:[125,43],logreg_pydotprint_predict:43,leopard:97,tensor3:[125,43],closer:82,outshp:86,statu:[13,132,124],beautifi:134,likelihood:4,correctli:[125,77,38,93,50,96,12,97,109,4],mainli:[51,97,135],bias:[70,66],full_rang:128,dll:[97,18],advanced_index:9,written:[0,43,3,78,114,102,61,54,132,45,80,110,82],test_valid:111,progress:[48,88],grisel:28,complement:[132,124],tent:62,mod0:75,initial_hidden_bias:113,nocleanup:48,add_tag_trac:49,kei:[48,111,95,51,129,126,66,123],mod1:75,storage_map:[104,0,96],implemnt:104,job:[17,87,61,95,64,45],entir:[83,99,17,125,135,96,126,13,32],"107gf":132,meta_se:106,check_finit:64,otherwis:[3,37,103,109,41,125,12,86,13,48,36,17,80,50,60,22,123,25,126,93,128,95,96,73],specifyshap:[125,46],desjardin:42,on_opt_error:48,specifiedregressionlay:66,legit:45,addit:[125,17,92,97,93,37,50,51,126,66,80,114,123,87,56,107],check_py_cod:64,test_bas:111,py_perform:89,admin:127,equal:[125,84,111,121,38,126,44,96,30,97,102],comment:[117,78,61,28,73,13],configpars:48,indptr:[114,129,86],instanc:[99,1,84,102,37,38,72,39,104,116,107,108,6,110,109,64,41,74,87,111,121,79,119,44,80,13,46,4,81,48,36,17,114,50,20,51,54,22,24,123,125,126,127,93,128,95,62,47,96,30,132,66,97,32],equat:[24,30,12],grail:28,tlearn:45,freeli:84,fn_of_stat:51,printlisten:29,non_sequ:[128,24,126],shared_randomstream:[126,8,106,51,74],lvector:[125,44,107],afaik:45,complementari:125,x_i:[75,126,132],np_arrai:92,bitwise_or:125,x_t:126,autoname_input:123,math:[125,42,49,61,79,30,97],pythonwar:134,newstyl:20,rpm:[132,97],local_add_canon:17,a_tmb:126,quit:[99,106,61,129,64,41,45,97,34,47],heigt:86,platform:[100,1,6,116,40,109,29,7,8,79,86,14,48,106,31,114,134,21,52,122,123,90,103,58,95,64,65,30,133,97,130,32,33],addition:76,decent:87,invalidvalueerror:64,compos:[54,41,80],atla:[17,132,97],compon:[125,58,108,128,126,116,97,67,88,23,41],yao:109,besid:[84,41,56,45],treat:[49,92],dure:[48,93,116,92,99,50,38,20,51,47,104,78,96,30,108,110,24,64,41],pic:43,upcom:102,inp:[104,68,0,4,96],assert:[99,49,0,111,97,78,64,104,66,80,123,41,91],ignore_bug_befor:[48,127],sequence1:126,sequence2:126,make_vari:[44,84],a_val:111,present:[83,94,50,21,96,31,13,38],indexlist:114,replic:[93,125,55,108],clinkertyp:37,decrementor:51,st_impl:[23,4],obj1:47,plain:[44,74],align:[49,38],harder:77,contextu:92,unsuit:49,defin:[99,84,37,38,40,39,126,72,5,107,6,105,111,89,41,74,42,76,9,43,78,79,119,44,91,80,87,4,82,48,49,116,86,118,114,50,20,51,54,22,23,24,55,123,68,56,125,58,93,95,129,47,109,96,30,132,66,97,32,33],rbm:[83,124,113],deem:73,scatter:111,pytabl:134,observ:[38,126,51],fibbonacci:38,layer:[83,0,31,101,21,86,110,43],motif:17,virtualenvwrapp:97,helper:[37,68,111,89],recept:86,almost:125,texttt:0,f_unoptim:43,site:[104,42,129,45,97],l_op:95,believ:75,motiv:[9,22],lightweight:73,bvector:[125,107],stochasticord:64,revis:[127,101,27,96,97,13],tempor:126,devot:[93,38],surprisingli:97,wrap_link:[49,66],bitwise_xor:125,v_given_h:113,welcom:[78,42,73],int8:[125,49,43],test_pycuda_theano:60,satisfi:[37,96,22,80,73,123],cross:[122,43,66],sqrt:[125,17],pattern2:87,python:[99,83,0,2,101,49,102,37,4,39,126,104,107,6,73,64,41,42,76,112,43,78,125,79,44,111,80,134,13,38,82,48,36,116,117,118,50,20,51,54,22,88,121,89,123,124,56,77,25,58,92,127,93,128,61,95,62,28,47,109,96,132,66,97,84,68,98,135],pattern1:87,n_ops_to_print:116,truediv:125,auto:[78,61,53,13,122,124],"__version__":[121,97],w_in_1:126,w_in_2:126,difficult:[99,75,121,97,9,13],nightli:[111,13,61,117],competit:43,obj2:47,overal:[128,126,92],http:[127,84,117,43,78,114,38,20,28,97,30,45,86,134,109,77,59],denot:[30,12],min_informative_str:109,err_po:95,upon:[44,58,95],effect:[48,84,58,92,125,99,93,123,102,95,62,79,96,13,33,46],handi:[36,126,84,49,96,56],"_inner":12,exot:62,student:42,seterr_invalid:48,php:30,distutil:[127,97],login:97,expand:125,inc1:66,inc2:66,ensure_sorted_indic:109,off:[48,49,78,128,87,61,129,83,102],center:74,lcol:[125,107],neural:[8,126,43,131,39,21,52,132,31,110,24,122,124],output_info:126,pfunc:[27,62],well:[99,4,39,108,72,109,75,121,78,44,12,50,17,87,51,126,123,91,58,95,62,96,30,66,97],local_shape_lift_:17,ld_library_path:97,thought:75,exampl:[83,0,49,102,37,4,39,116,126,104,106,107,72,110,41,128,87,75,111,9,43,78,11,79,44,12,80,129,13,46,38,82,48,36,17,97,118,50,51,60,53,54,22,125,23,24,55,123,68,56,25,124,58,92,93,94,70,61,95,62,28,64,96,30,115,66,31,84,32,132,122],y_val:[111,126],conv2d:[46,21,31],choos:[48,49,17,112,84,37,87,126,111,107,97,13,123],undefin:[4,32,22,97],position:51,audio:[114,132],csc_matrix:[114,129,97],latest:[42,13,62,97,67],output_typ:119,test0:111,test3:4,test2:[49,4,111],ranzato:4,test4:4,questionair:[132,124],less:[25,48,111,9,125,18,78,114,102,79,132,66,128,68,122,123],"boolean":[25,125,111,92,128,79,126,103,55],pythona:97,obtain:[42,75,58,86,118,131,97,87,39,29,44,96,54,80,13,68],bvis_valu:126,trust:93,settabl:80,surpass:78,heavili:111,nout:119,skill:83,fetch_se:111,systemat:109,wether:79,web:[104,132],rapid:78,umn:[114,86],tight:[42,92],point:[38,102,37,4,39,107,75,111,78,113,119,12,80,47,48,17,87,54,22,24,56,125,126,92,127,70,95,64,96,66,97],makefil:97,out0:75,discuss:[75,112,127,78,62,73,89],script:[49,58,61,20,60,111,132,45,97,13,124],add:[37,4,39,87,116,106,107,109,41,42,75,9,43,79,44,12,91,80,114,13,46,38,83,84,17,117,118,19,50,51,126,22,121,89,55,56,125,58,127,26,93,128,61,96,30,66,97,68],myscript:48,train_fn:113,lgcm:[117,45],destroy:[23,84],theanoobject:62,possess:125,smart:126,int32:[125,126,43,4,129,80,109],candid:127,rememb:[99,43,69,38,96,110,102,81],dest:0,fyi:82,piec:[88,37,80],cifar:124,arguabl:66,writabl:123,w2val:49,five:111,know:[99,0,2,84,102,37,116,75,111,9,113,119,80,13,46,87,49,17,50,51,54,125,126,59,93,96,132,66,97,67],burden:111,press:127,height:[21,86],add_no_inplac:48,process_nod:49,img_shap:86,desc:121,epsilon:4,loss:[44,121,43,3],wraplink:[36,49],incref:56,success:74,incred:28,safest:48,local_simplifi:87,test_:[4,111],fn_uvw:99,ldflag:[48,105,58,97,67],necessari:[83,84,17,125,37,4,51,70,99,111,66,97,106,123,47,56,127],lose:89,grad_w:[70,66],resiz:[83,84,4,56],decis:[114,131],value_borrow:92,zrow:125,revers:[87,33,43],autonam:123,drow:[125,107],gpusum:109,wider:78,"export":[4,121,87,97],superclass:22,proper:[84,75,111,87,66,123],home:[48,58,92,18,97,67,109],librari:[101,37,38,42,43,78,13,87,81,48,17,119,134,120,124,58,92,127,93,132,133,97,67,68],win32:97,nvcc:[48,78,97],linknam:61,competitor:43,pinpoint:49,lead:[125,87,126,43,37,50,64,114,109,32,46,41,128],"__contains__":99,broad:28,"20m":112,thank:[42,28],overlap:[125,50,92,86,103],dimn:75,estim:[30,95],leav:[111,38,61,22,126],speak:79,freshmeat:[73,127],softmax:[125,43,119,113,66,122,70],labelmul:37,incdec2:66,incdec1:66,investig:[42,97,81],slight:107,insert_inplace_optim:17,june:[42,132,22],imaginari:125,usag:[99,20,121,128,61,95,47,66,97,13,32,56,74],tensor_vari:109,symlink:97,host:[1,92,102,61,45,23],bisson:109,ndarrai:[1,38,39,107,108,42,111,43,78,80,50,84,17,118,114,102,123,77,125,92,95,64],although:[48,111,108,102,39,30,97],offset:86,unaryscalarop:4,panel:97,sbin:97,toolchain:[102,97],justin:109,column:[125,43,102,129,86,110,55],logical_shap:86,libgoto2:97,"_shape":9,tensortyp:[125,49,111,26,114,38,79,44,107,80,46],constructor:[125,116,92,102,114,38,39,62,64,96,22,33,41],discard:[84,126],pygment:97,fri:45,own:[99,84,37,4,39,108,41,121,79,44,13,81,83,49,87,20,89,125,126,92,61,96,30,66,97],lmatrix:[125,107],convolut:[86,43,102,21,65,52,132,31,109,46,124],inlin:[121,80],submitt:127,turian:[42,45],automat:[99,0,61,101,49,39,73,41,42,75,125,78,113,79,119,45,80,13,87,83,36,91,86,118,114,50,20,51,54,24,123,124,56,25,126,127,27,131,96,132,66,97,32],dataset:134,diagon:[125,30,129,86],guard:[37,118],lmatric:125,recon_cost:122,torch5:43,merg:[48,84,76,78,38,62,116,104,17,13,87],behind:107,processor:[48,109,102],thise:49,val:123,pictur:[128,97],kern:86,transfer:[36,17,92,60,37,102,44,1,128,109,30,47],snyder:109,g_pt:95,feat:43,debian:97,appl:97,inner:[125,126,87,54,12,66,109,23],wouldn:49,biggest:95,y_i:[24,122,132],log10:125,holist:87,x_print:49,zvector:125,"50x":102,unexpect:97,unwrap:12,knownfailuretest:97,triangular:[30,26],randomobj:99,monthli:73,conserv:84,bodi:34,ctensor4:[125,107],uninstal:97,whistl:126,eas:[13,66],kmap:114,eat:49,get_funct:0,count:[111,37,38,132,80,56],pyfloat_asdoubl:[37,56],fd4c6947d8a20510:59,evalut:[49,22],wise:[125,49,116,128,102,104,131,133,88,109,122,41],austin:42,temp:47,whether:[125,75,3,93,38,79,107,97,6,55,123],wish:[125,42,116,37,28,44,126,97,73,13,41],wife:78,displai:48,winpdb:134,asynchron:73,evidenc:50,below:[48,84,17,125,37,87,62,129,44,99,111,66,97,109,110,73,13,123,102,56],meta:[132,61,117],new_express:[32,62],"__len__":98,invest:97,unnot:111,problem:[49,37,4,6,73,41,111,9,43,78,46,36,18,87,20,60,22,123,58,127,128,64,109,30,66,97],reciproc:125,pil:[124,134],evalu:[49,39,116,6,42,9,78,86,82,125,17,51,22,24,124,25,126,92,128,95,64,96,30,132,32],"int":[48,84,0,126,43,114,68,38,44,96,132,66,31,94,125,109,24,122,4,56],up_to:126,inv:[125,128,30,17],arange_v:126,componentinst:108,the_c_cod:37,wordpad:97,latla:97,lf77bla:97,upgrade_to_float:4,pip:97,mingw:97,inf:[49,64],eric:109,output_comput:22,inc:[123,39,51,66],spell:30,input_comput:22,guidanc:[49,64],detail:[126,109,110,73,41,43,44,78,47,86,13,87,82,102,51,54,24,55,124,58,93,61,129,64,96,132,97],virtual:[93,125,55,43,101],x_as_int:125,prais:78,old:[48,115,1,92,108,37,4,123,51,109,44,132,97,19,23,119,38,127],other:[99,83,0,3,49,37,38,72,104,5,107,6,109,41,87,75,111,43,78,79,119,44,12,129,13,46,47,82,48,36,116,114,50,51,54,22,23,124,77,125,126,92,93,61,84,64,96,30,132,97,134,98],bool:[48,123,32,95,125],futur:[25,36,126,92,84,78,123,87,61,48,64,44,128,79,46,41,56],branch:[84,13,128,132,109],varieti:[78,84,17],tolerate_inplace_alias:125,deadli:111,fibby_of_zero:38,ignore_bord:103,tensorsharedvari:[125,62],"20x10":49,repeat:[99,84,126],prealloc:[48,109,96,56],"0xdeadbeef":50,lil_matrix:129,"class":[99,100,0,1,2,84,37,4,6,39,72,116,107,108,40,64,7,74,8,111,57,79,119,44,12,56,80,14,38,81,133,48,49,106,86,90,114,87,20,21,51,52,54,22,122,123,68,47,125,104,103,126,93,94,70,95,62,29,65,96,30,132,66,31,130,32,33],in0:75,in1:75,in2:75,otuput:126,enabl:[49,58,102,78,114,87,97,128,109,13,41],kinda:[20,134],triangular_sequ:126,singleton:[129,44,97,91],log_likelihood_v_given_h:48,dieleman:109,stai:[42,58,49,12,109,13],markup:61,experienc:[20,97],instancetyp:39,sphinx:[13,61,117,97],warn_input_not_reus:48,coordin:[93,111,95,129],reliabl:[92,45],ker_shap:86,indirectli:38,rule:[48,125,75,126,118,69,78,114,87,95,79,54,123],integrateddevelopmentenviron:134,portion:[116,41],craft:78,sqr:[125,116,41],auxiliari:99,wtensor4:125,perhap:[5,92,97,67],make_incdec_modul:66,cookbook:30,omega1:45,rep:109,wtensor3:125},objtypes:{"0":"std:envvar","1":"py:module","2":"py:class","3":"py:attribute","4":"py:function","5":"py:method","6":"py:staticmethod","7":"py:exception","8":"py:classmethod"},titles:["PyCUDA","<tt class=\"docutils literal docutils literal docutils literal\"><span class=\"pre\">sandbox.cuda.var</span></tt> &#8211;  The Variables for Cuda-allocated arrays","Python tutorial","LICENSE","How do you define the grad function?","Intermediate Language","<tt class=\"docutils literal docutils literal\"><span class=\"pre\">mode</span></tt> &#8211; controlling compilation","<tt class=\"docutils literal\"><span class=\"pre\">sandbox.cuda</span></tt> &#8211; The CUDA GPU backend","<tt class=\"docutils literal docutils literal docutils literal docutils literal\"><span class=\"pre\">tensor</span></tt>  &#8211; Types and Ops for Symbolic numpy","Optimization Patterns","function interface","Tensor","Internal documentation of the scan op","Developer Start Guide","<tt class=\"docutils literal docutils literal docutils literal\"><span class=\"pre\">gof</span></tt> &#8211; Theano Internals [doc TODO]","Theano Design and Implementation Documentation","Compilation and Linking","Optimizations","MongoDB DLL Cache","DP Instruction Selection","Python booster","<tt class=\"docutils literal\"><span class=\"pre\">conv</span></tt> &#8211; Convolution","Proposal for New Linking Strategy supporting Lazy Evaluation: Op.make_thunk","Sandbox, this documentation may or may not be out-of-date","Derivatives in Theano","Conditions","Add tensor attributes","Proposals for new/revised features","&lt;no title&gt;","<tt class=\"docutils literal docutils literal\"><span class=\"pre\">toolbox</span></tt> &#8211; [doc TODO]","<tt class=\"docutils literal docutils literal\"><span class=\"pre\">sandbox.linalg</span></tt> &#8211;  Linear Algebra Ops","<tt class=\"docutils literal\"><span class=\"pre\">conv</span></tt> &#8211; Ops for convolutional neural nets","<tt class=\"docutils literal\"><span class=\"pre\">function</span></tt> - defines theano.function","<tt class=\"docutils literal docutils literal docutils literal\"><span class=\"pre\">shared</span></tt> - defines theano.shared","Some general Remarks","Developer Start Guide MOVED!","Tutorial","Implementing double in C","Writing an Op to work on an <tt class=\"docutils literal\"><span class=\"pre\">ndarray</span></tt> in C","<tt class=\"docutils literal docutils literal docutils literal\"><span class=\"pre\">module</span></tt> &#8211; a theano object system","<tt class=\"docutils literal docutils literal docutils literal\"><span class=\"pre\">compile</span></tt> &#8211; Transforming Expression Graphs to Functions","Using different compiling modes","Welcome","Theano","Making the double type","Hosting Theano","How shape informations are handled by Theano","Loading and Saving","<tt class=\"docutils literal\"><span class=\"pre\">config</span></tt> &#8211; Theano Configuration","Debugging Theano: FAQ and Troubleshooting","Views and inplace operations","More examples","<tt class=\"docutils literal docutils literal docutils literal docutils literal\"><span class=\"pre\">nnet</span></tt>  &#8211; Ops related to neural networks","Examples","Graph Structures","Broadcasting","What will be passed to C","<tt class=\"docutils literal docutils literal\"><span class=\"pre\">scalar</span></tt> &#8211; Symbolic Scalar Types, Ops [doc TODO]","Overview of the compilation pipeline","Functional","PyCUDA/CUDAMat/Gnumpy compatibility","Documentation Documentation AKA Meta-Documentation","Proposal for pfunc  Function Interface [DONE]","Env","<tt class=\"docutils literal\"><span class=\"pre\">debugmode</span></tt>","<tt class=\"docutils literal docutils literal docutils literal docutils literal docutils literal\"><span class=\"pre\">signal</span></tt> &#8211; Signal Processing","Module","Running Theano on Mammouth","Implementing the arithmetic Ops in C","Extending Theano: FAQ and Troubleshooting","State example","Tensor Op Tools","Tips","Release","<tt class=\"docutils literal docutils literal\"><span class=\"pre\">raw_random</span></tt> &#8211; Low-level random numbers","Elemwise compiler","Proactive Merging","GpuNdArray","Theano at a Glance","<tt class=\"docutils literal docutils literal docutils literal\"><span class=\"pre\">printing</span></tt> &#8211; Graph Printing and Symbolic Print Statement","Graph Structures","Debugging with a customized so-called StepMode","Max Gotcha","When should I use Module vs. Op?","How to Make Ops","Advanced Indexing","<tt class=\"docutils literal docutils literal docutils literal\"><span class=\"pre\">sparse.sandbox</span></tt> &#8211;  Sparse Op Sandbox","Graph optimization","Core Development Guide","Interactive Debugger","<tt class=\"docutils literal docutils literal docutils literal docutils literal docutils literal docutils literal\"><span class=\"pre\">sandbox</span></tt> &#8211; Experimental Code","Automatic updates","Understanding Memory Aliasing for Speed and Correctness","Glossary of terminology","Theano vs. C","<tt class=\"docutils literal docutils literal\"><span class=\"pre\">gradient</span></tt> &#8211; Symbolic Differentiation","Making arithmetic Ops on double","Installing Theano","Frequently Asked Questions","Random Numbers","<tt class=\"docutils literal docutils literal\"><span class=\"pre\">sandbox.cuda.type</span></tt> &#8211;  The Type object for Cuda-allocated arrays","Links","Using the GPU","<tt class=\"docutils literal docutils literal docutils literal\"><span class=\"pre\">downsample</span></tt> &#8211; Down-Sampling","Extending Theano","LISA Labo specific instructions","<tt class=\"docutils literal docutils literal\"><span class=\"pre\">shared_randomstreams</span></tt> &#8211; Friendly random numbers","Baby steps - Adding two numbers together","Module Interface","Release Notes","NumPy refresher","Unit Testing","Schedule","Random Numbers, Random Variables and Compiling Graphical Models","<tt class=\"docutils literal docutils literal\"><span class=\"pre\">sparse</span></tt> &#8211; Symbolic Sparse Matrices [doc TODO]","Advanced Topics (under construction)","<tt class=\"docutils literal docutils literal\"><span class=\"pre\">profilemode</span></tt> &#8211; profiling Theano functions","Internal Documentation","Extending Theano","<tt class=\"docutils literal\"><span class=\"pre\">sandbox.cuda</span></tt> &#8211; List of CUDA GPU Op implemented","Loop","New C code generation?","<tt class=\"docutils literal docutils literal\"><span class=\"pre\">nnet</span></tt> &#8211; Ops for neural networks","<tt class=\"docutils literal docutils literal\"><span class=\"pre\">io</span></tt> - defines theano.function [TODO]","TheanoLab &#64; NCAP CIFAR Summer School 2011","Basic Tensor Functionality","<tt class=\"docutils literal docutils literal docutils literal\"><span class=\"pre\">scan</span></tt> &#8211; Looping in Theano","How to make a release","Advanced Theano","Sparse matrices","<tt class=\"docutils literal\"><span class=\"pre\">env</span></tt> &#8211; Graph Container [doc TODO]","Performance","Introduction","Library Documentation","Others software","OpenCL"],objnames:{"0":"environment variable","1":"Python module","2":"Python class","3":"Python attribute","4":"Python function","5":"Python method","6":"Python static method","7":"Python exception","8":"Python class method"},filenames:["cifarSC2011/pyCUDA","library/sandbox/cuda/var","tutorial/python","LICENSE","sandbox/sandbox","proposals/intermediate_language","library/compile/mode","library/sandbox/cuda/index","library/tensor/index","proposals/opt_patterns2","sandbox/function","developer/tensor","developer/scan","dev_start_guide","library/gof/index","developer/index","sandbox/compilation","optimizations","proposals/mongodb_cache","proposals/dp_optimization","internal/python","library/tensor/signal/conv","proposals/conditional","sandbox/index","tutorial/gradients","tutorial/conditions","proposals/tensor_attributes","proposals/index","nice_quotes","library/gof/toolbox","library/sandbox/linalg","library/tensor/nnet/conv","library/compile/function","library/compile/shared","tutorial/remarks","internal/dev_start_guide","tutorial/index","extending/ctype","extending/fibby","library/compile/module","library/compile/index","tutorial/modes","index","cifarSC2011/theano","extending/type","sandbox/hosting","tutorial/shape_info","tutorial/loading_and_saving","library/config","tutorial/debug_faq","extending/inplace","tutorial/examples","library/tensor/nnet/index","examples/index","tutorial/symbolic_graphs","sandbox/broadcasting","sandbox/ccodegen","library/scalar/index","extending/pipeline","sandbox/functional","tutorial/gpu_data_convert","internal/metadocumentation","proposals/pfunc","sandbox/env","library/compile/debugmode","library/tensor/signal/index","sandbox/module2","internal/mammouth","extending/cop","extending/extending_faq","sandbox/logistic_regression_example","sandbox/tensoroptools","extending/tips","internal/release","library/tensor/raw_random","sandbox/elemwise_compiler","proposals/premerge","cifarSC2011/gpundarray","introduction","library/printing","extending/graphstructures","sandbox/debugging_with_stepmode","sandbox/max_gotcha","sandbox/module_vs_op","sandbox/how_to_make_ops","proposals/advidx","library/sparse/sandbox","extending/optimization","core_development_guide","sandbox/interactive_debugger","library/sandbox/index","proposals/noupdates","tutorial/aliasing","glossary","extending/theano_vs_c","library/gradient","extending/op","install","tutorial/faq","sandbox/randomnumbers","library/sandbox/cuda/type","links","tutorial/using_gpu","library/tensor/signal/downsample","cifarSC2011/extending_theano","internal/lisa_labo","library/tensor/shared_randomstreams","tutorial/adding","sandbox/module","NEWS","tutorial/numpy","extending/unittest","cifarSC2011/boot_camp_overview","proposals/graphical_models","library/sparse/index","sandbox/index2","library/compile/profilemode","internal/index","extending/index","library/sandbox/cuda/op","tutorial/loop","sandbox/rethinkccodegen","library/tensor/nnet/nnet","library/compile/io","cifarSC2011/index","library/tensor/basic","library/scan","internal/how_to_release","cifarSC2011/advanced_theano","sandbox/sparse","library/gof/env","sandbox/performance","cifarSC2011/introduction","library/index","sandbox/software","proposals/opencl"]})