DigddlZddlmZddlmZddZdej dejdejfdZddZ dejdejdejfd Z dd Z dejdejdejfd Zdejfd Zdej"fd Zdej&fdZy)N)PackedSequencec0|||zz|z}|r||dzz }|S)z`Calculate the total operations for an RNN cell given input size, hidden size, and optional bias.) input_size hidden_sizebias total_opss P/var/www/pod-logistic/pod-ai/venv/lib/python3.12/site-packages/thop/rnn_hooks.py_count_rnn_cellr s-zK78;FI [1_$ mxyct|j|j|j}|dj d}||z}|xj t jt|gz c_y)z^Counts the total RNN cell operations based on input tensor, hidden size, bias, and batch size.rN) r rrr sizer torch DoubleTensorintrrrr batch_sizes r count_rnn_cellrW ammQVVDI11J IKK5%%s9~&677Kr cd}||z|z|z}|r||dzz }||dzz }|||z|z|zz }|r||dzz }||z }||dzz }|S)zdCounts the total operations for a GRU cell based on input size, hidden size, and bias configuration.rrrrrr r state_opss r _count_gru_cellrsIz)[8;FI [1_$  QI+ *k9KGGI [1_$  Iq I r ct|j|j|j}|dj d}||z}|xj t jt|gz c_y)z\Calculates and updates the total operations for a GRU cell in a mini-batch during inference.rN) rrrr rr rrrrs r count_gru_cellr 3rr c^d}||z|z|z}|r||dzz }||dzz }||dzz }||z }|S)zfCounts LSTM cell operations during inference based on input size, hidden size, and bias configuration.rrrrrs r _count_lstm_cellr#=s^I k)[8;FI [1_$  QIq II r ct|j|j|j}|dj d}||z}|xj t jt|gz c_y)zZCounts and updates the total operations for an LSTM cell in a mini-batch during inference.rN) r#rrr rr rrrrs r count_lstm_cellr%TsW q}}affEI11J IKK5%%s9~&677Kr c&|j}|j}|j}|j}t |dt rAt j|dj}|djjd}n]|jr)|djd}|djd}n(|djd}|djd}d} |jr| t|||dzz } n| t|||z } t|dz D]1} | |jrt|dz||dzn t|||z } 3| |z} | |z} |xjt jt!| gz c_y)zWCalculate and update the total number of operations for each RNN cell in a given batch.rrN)r rr num_layers isinstancerrmax batch_sizesr batch_first bidirectionalr ranger rr rrrr rrr(r num_stepsr _s r count_rnnr2^j 66DJ--KJ!A$'YYqt//0 aD$$))!, qTYYq\ aDIIaL qTYYq\ aDIIaL I_ZdCaGG _ZdCC :> "  K!O[$ ?! C k4@  I IKK5%%s9~&677Kr c&|j}|j}|j}|j}t |dt rAt j|dj}|djjd}n]|jr)|djd}|djd}n(|djd}|djd}d} |jr| t|||dzz } n| t|||z } t|dz D]1} | |jrt|dz||dzn t|||z } 3| |z} | |z} |xjt jt!| gz c_y)zfCalculates total operations for a GRU layer, updating the model's operation count based on batch size.rr'rN)r rrr(r)rrr*r+rr,r-rr.r rrr/s r count_grur5r3r c&|j}|j}|j}|j}t |dt rAt j|dj}|djjd}n]|jr)|djd}|djd}n(|djd}|djd}d} |jr| t|||dzz } n| t|||z } t|dz D]1} | |jrt|dz||dzn t|||z } 3| |z} | |z} |xjt jt!| gz c_y)zgCalculate total operations for LSTM layers, including bidirectional, updating model's total operations.rr'rN)r rrr(r)rrr*r+rr,r-r#r.r rrr/s r count_lstmr7sl 66DJ--KJ!A$'YYqt//0 aD$$))!, qTYYq\ aDIIaL qTYYq\ aDIIaL I%j+tDqHH %j+tDD :> "  [1_k4 @1 D!+{DA  I IKK5%%s9~&677Kr )T)rtorch.nnnntorch.nn.utils.rnnrr RNNCellTensorrrGRUCellr r#LSTMCellr%RNNr2GRUr5LSTMr7rr r rBs -8bjj8U\\8ell808bjj8U\\8ell8.8r{{8u||8 8"8"8J"8"8J"8"''"8r