a f @sddlZddlmZddlmZdddZejejejdddZdd d Z ej ejejdd d Z dd dZ ej ejejdddZejdddZejdddZejdddZdS)N)PackedSequenceTcCs$||||}|r ||d7}|S)z`Calculate the total operations for an RNN cell given input size, hidden size, and optional bias.) input_size hidden_sizebias total_opsrrJ/var/www/html/django/DPS/env/lib/python3.9/site-packages/thop/rnn_hooks.py_count_rnn_cells r )mxycCsFt|j|j|j}|dd}||9}|jtt|g7_dS)z^Counts the total RNN cell operations based on input tensor, hidden size, bias, and batch size.rN) r rrrsizertorch DoubleTensorintr r r r batch_sizerrr count_rnn_cellsrcCsld}||||}|r$||d7}||d7}|||||7}|rT||d7}||7}||d7}|S)zdCounts the total operations for a GRU cell based on input size, hidden size, and bias configuration.rrrrrrrZ state_opsrrr _count_gru_cells    rcCsFt|j|j|j}|dd}||9}|jtt|g7_dS)z\Calculates and updates the total operations for a GRU cell in a mini-batch during inference.rN) rrrrrrrrrrrrr count_gru_cell1srcCsHd}||||}|r$||d7}||d7}||d7}||7}|S)zfCounts LSTM cell operations during inference based on input size, hidden size, and bias configuration.rrrrrrrr _count_lstm_cell;s   rcCsFt|j|j|j}|dd}||9}|jtt|g7_dS)zZCounts and updates the total operations for an LSTM cell in a mini-batch during inference.rN) rrrrrrrrrrrrr count_lstm_cellRsr)r c Cs"|j}|j}|j}|j}t|dtrHt|dj}|dj d}n@|j rl|d d}|d d}n|d d}|d d}d} |j r| t |||d7} n| t |||7} t |dD].} | |j rt |d||dn t |||7} q| |9} | |9} |jtt| g7_dS)zWCalculate and update the total number of operations for each RNN cell in a given batch.rrN)rrr num_layers isinstancerrmax batch_sizesr batch_first bidirectionalr rangerrr r r r rrrrrZ num_stepsr_rrr count_rnn\s2 r&c Cs"|j}|j}|j}|j}t|dtrHt|dj}|dj d}n@|j rl|d d}|d d}n|d d}|d d}d} |j r| t |||d7} n| t |||7} t |dD].} | |j rt |d||dn t |||7} q| |9} | |9} |jtt| g7_dS)zfCalculates total operations for a GRU layer, updating the model's operation count based on batch size.rrrN)rrrrrrrrr rr!r"rr#rrrr$rrr count_grus2 r'c Cs"|j}|j}|j}|j}t|dtrHt|dj}|dj d}n@|j rl|d d}|d d}n|d d}|d d}d} |j r| t |||d7} n| t |||7} t |dD].} | |j rt |d||dn t |||7} q| |9} | |9} |jtt| g7_dS)zgCalculate total operations for LSTM layers, including bidirectional, updating model's total operations.rrrN)rrrrrrrrr rr!r"rr#rrrr$rrr count_lstms2 r()T)T)T)rZtorch.nnnnZtorch.nn.utils.rnnrr ZRNNCellZTensorrrZGRUCellrrZLSTMCellrZRNNr&ZGRUr'ZLSTMr(rrrr s      %%