|hdddlZddlmZddlmZddldZdZdZdede jfd Z dede jfd Z dejjjfd Zd Zd ZdZdZdZdZdZy)N)_ConvNd)*cPt|j|jd<y)zWCalculate and return the total number of learnable parameters in a given PyTorch model.rN)calculate_parameters parameters total_paramsmxys V/var/www/html/test/engine/venv/lib/python3.12/site-packages/thop/vision/basic_hooks.pycount_parametersr s,Q\\^|xjtz c_y)zHIncrementally add zero operations to the model's total operations count.N) total_opscalculate_zero_opsr s rzero_opsrsKK%''Krr r c |d}|xjtt|jt|jt|jj|j |j z c_y)zmCalculate and add the number of convolutional operations (FLOPs) for a ConvNd layer to the model's total ops.r) input_size output_size kernel_sizegroupsbiasN)rcalculate_conv2d_flopslistshapeweightrrr s r count_convNdrsU !AKK)=M(xx VV Krc>|d}tj|jdd|jddzj}|xjt |j j|jj|z c_y)z]Calculates and updates total operations (FLOPs) for a convolutional layer in a PyTorch model.rNr) torchzerossizenumelrcalculate_convrnelementr)r r r rs rcount_convNd_ver2r(,sr !A++affhrlQVVXab\9:@@BKKK>!&&//"3QXX5F5F5H+VVKrc|d}t|j}t|dds t|ddr|dz}|xj|z c_y)ziCalculate and add the FLOPs for a batch normalization layer, including elementwise and affine operations.raffineFelementwise_affiner!N)calculate_normr%getattrr)r r r flopss rcount_normalizationr/<sL !A 1779 %Eq(E"ga1Eu&M  KK5Krc|d}|j}|js|xjt|z c_yy)z]Calculate and update the total operation counts for a PReLU layer using input element number.rN)r%trainingrcalculate_relu)r r r nelementss r count_prelur4Rs5 !A I :: ~i00  rcp|d}|xjtt|jz c_y)zACalculate and update the total operation counts for a ReLU layer.rN)rcalculate_relu_flopsrrr s r count_relur7[s' !AKK'QWW 66Krc|d}|j|j}|j|z}|xjt ||z c_y)zWCalculate and update the total operation counts for a Softmax layer in a PyTorch model.rN)r$dimr%rcalculate_softmax)r r r nfeatures batch_sizes r count_softmaxr=asD !AIi'JKK$Z;;Krc`|j}|xjt|z c_y)znCalculate and update the total number of operations (FLOPs) for an AvgPool layer based on the output elements.N)r%rcalculate_avgpool)r r r num_elementss r count_avgpoolrAjs#779LKK$\22Krc Ftjtjg|djddtjg|jdd}tj |}|j }|xj t||z c_y)zmCalculate and update the total operation counts for an AdaptiveAvgPool layer using kernel and element counts.rr!N)r"div DoubleTensorrprodr%rcalculate_adaptive_avg)r r r kernel total_addr@s rcount_adap_avgpoolrIrs YYu))*=QqTZZ^*=>@R@RScVWV]V]^_^`VaSc@d eF 6"I779LKK))\BBKrc |jdvr9tjd|jd|xjdz c_y|d}|xjt |j|j z c_y)zMUpdate total operations counter for upsampling layers based on the mode used.)nearestlinearbilinearbicubiczmode z* is not implemented yet, take it a zero oprN)modeloggingwarningrcalculate_upsampler'r s rcount_upsamplerS{sfvv %x'QRS q aD )!&&!**,?? rcz|j}|j}|xjt||z c_y)zWCounts total operations for nn.Linear layers using input and output element dimensions.N) in_featuresr%rcalculate_linear)r r r total_mulr@s r count_linearrXs. I779LKK#I|<rcs) = ( G 5<< * W W W 2:://:: ,17 <3C @ =r