o È hgã@sÆddlZddlmZddlmZddd„Zdejdejdejfd d „Zdd d „Z dej dejdejfd d„Z ddd„Z dej dejdejfdd„Zdejfdd„Zdejfdd„Zdejfdd„ZdS)éN)ÚPackedSequenceTcCs$||||}|r||d7}|S)z`Calculate the total operations for an RNN cell given input size, hidden size, and optional bias.é©)Ú input_sizeÚ hidden_sizeÚbiasÚ total_opsrrúb/var/www/html/construction_image-detection-poc/venv/lib/python3.10/site-packages/thop/rnn_hooks.pyÚ_count_rnn_cells r ÚmÚxÚycCóFt|j|j|jƒ}|d d¡}||9}|jt t|ƒg¡7_dS)z^Counts the total RNN cell operations based on input tensor, hidden size, bias, and batch size.rN) r rrrÚsizerÚtorchÚ DoubleTensorÚint©r r r rÚ batch_sizerrr Úcount_rnn_cellórcCsld}||||}|r||d7}||d7}|||||7}|r*||d7}||7}||d7}|S)zdCounts the total operations for a GRU cell based on input size, hidden size, and bias configuration.rrér©rrrrÚ state_opsrrr Ú_count_gru_cells    rcCr)z\Calculates and updates the total operations for a GRU cell in a mini-batch during inference.rN) rrrrrrrrrrrrr Úcount_gru_cell3rrcCsHd}||||}|r||d7}||d7}||d7}||7}|S)zfCounts LSTM cell operations during inference based on input size, hidden size, and bias configuration.rrérrrrrr Ú_count_lstm_cell=s   rcCr)zZCounts and updates the total operations for an LSTM cell in a mini-batch during inference.rN) rrrrrrrrrrrrr Úcount_lstm_cellTrrc Có"|j}|j}|j}|j}t|dtƒr$t |dj¡}|dj  d¡}n |j r6|d  d¡}|d  d¡}n|d  d¡}|d  d¡}d} |j rT| t |||ƒd7} n| t |||ƒ7} t |dƒD]} | |j rrt |d||ƒdnt |||ƒ7} qb| |9} | |9} |jt t| ƒg¡7_dS)zWCalculate and update the total number of operations for each RNN cell in a given batch.rérN)rrrÚ num_layersÚ isinstancerrÚmaxÚ batch_sizesrÚ batch_firstÚ bidirectionalr Úrangerrr© r r r rrrr!rÚ num_stepsrÚ_rrr Ú count_rnn^ó2ÿ ýr+c Cr)zfCalculates total operations for a GRU layer, updating the model's operation count based on batch size.rr rN)rrrr!r"rrr#r$rr%r&rr'rrrr(rrr Ú count_gruƒr,r-c Cr)zgCalculate total operations for LSTM layers, including bidirectional, updating model's total operations.rr rN)rrrr!r"rrr#r$rr%r&rr'rrrr(rrr Ú count_lstm¨r,r.)T)rÚtorch.nnÚnnÚtorch.nn.utils.rnnrr ÚRNNCellÚTensorrrÚGRUCellrrÚLSTMCellrÚRNNr+ÚGRUr-ÚLSTMr.rrrr Ús      %%