Untitled1.ipynb
1.69 MB
{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Untitled1.ipynb","provenance":[],"collapsed_sections":[],"machine_shape":"hm","authorship_tag":"ABX9TyN0XW+ZZLvgKdJx498V+6Qq"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"accelerator":"GPU"},"cells":[{"cell_type":"code","metadata":{"id":"SZ3s8poAl8lB","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1622452882995,"user_tz":-540,"elapsed":30496,"user":{"displayName":"강세희","photoUrl":"https://lh3.googleusercontent.com/-hPvOlO503Xc/AAAAAAAAAAI/AAAAAAAAENw/CQPsIWXjnaM/s64/photo.jpg","userId":"10186363087944072161"}},"outputId":"21b013c2-4412-45dd-b3d3-3bdeaceb0d53"},"source":["from google.colab import auth\n","auth.authenticate_user()\n","\n","from google.colab import drive\n","drive.mount('/content/gdrive')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Mounted at /content/gdrive\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"o1rdBmlRl9Sc","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1622452936907,"user_tz":-540,"elapsed":354,"user":{"displayName":"강세희","photoUrl":"https://lh3.googleusercontent.com/-hPvOlO503Xc/AAAAAAAAAAI/AAAAAAAAENw/CQPsIWXjnaM/s64/photo.jpg","userId":"10186363087944072161"}},"outputId":"3b64804f-b579-463e-8f70-cf212c6d50c7"},"source":["%cd /content/gdrive/MyDrive/Colab\\ Notebooks\n","!ls"],"execution_count":null,"outputs":[{"output_type":"stream","text":["/content/gdrive/MyDrive/Colab Notebooks\n","darknet Untitled1.ipynb\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Aa3fXnFzl9ff","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1621863643421,"user_tz":-540,"elapsed":7040,"user":{"displayName":"강세희","photoUrl":"https://lh3.googleusercontent.com/-hPvOlO503Xc/AAAAAAAAAAI/AAAAAAAAENw/CQPsIWXjnaM/s64/photo.jpg","userId":"10186363087944072161"}},"outputId":"59eeb7dc-e208-44d9-adf1-13ce730d4cc4"},"source":["!git clone https://github.com/pjreddie/darknet"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Cloning into 'darknet'...\n","remote: Enumerating objects: 5934, done.\u001b[K\n","remote: Total 5934 (delta 0), reused 0 (delta 0), pack-reused 5934\u001b[K\n","Receiving objects: 100% (5934/5934), 6.35 MiB | 10.11 MiB/s, done.\n","Resolving deltas: 100% (3924/3924), done.\n","Checking out files: 100% (979/979), done.\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"RvemT7Mvl9ht","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1622452938941,"user_tz":-540,"elapsed":372,"user":{"displayName":"강세희","photoUrl":"https://lh3.googleusercontent.com/-hPvOlO503Xc/AAAAAAAAAAI/AAAAAAAAENw/CQPsIWXjnaM/s64/photo.jpg","userId":"10186363087944072161"}},"outputId":"3296d1ea-46c7-4de4-cea2-d165a4ef8110"},"source":["%cd darknet/\n","!ls"],"execution_count":null,"outputs":[{"output_type":"stream","text":["/content/gdrive/MyDrive/Colab Notebooks/darknet\n","4ef5006344041d22.jpg data\t LICENSE.gen README.md\n","4f50a4ee0ad5d24d.jpg doughnut1.jpg LICENSE.gpl results\n","5a6f636091572af6.jpg doughnut2.jpg LICENSE.meta scripts\n","backup\t\t examples LICENSE.mit src\n","carrot.jpg\t include\t LICENSE.v1 yolo-obj.cfg\n","cfg\t\t libdarknet.a Makefile\t yolov3.cfg\n","d2e834d5a52f3637.jpg libdarknet.so obj\n","darknet\t\t LICENSE\t predictions.jpg\n","darknet19_448.conv.23 LICENSE.fuck python\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"vJzkGvb_tV_Q"},"source":["!sed -i 's/OPENCV=0/OPENCV=1/' Makefile\n","!sed -i 's/GPU=0/GPU=1/' Makefile\n","!sed -i 's/CUDNN=0/CUDNN=1/' Makefile\n","!sed -i 's/CUDNN_HALF=0/CUDNN_HALF=1/' Makefile"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"wpNFx8pEtaxf","executionInfo":{"status":"ok","timestamp":1622298607470,"user_tz":-540,"elapsed":5,"user":{"displayName":"강세희","photoUrl":"https://lh3.googleusercontent.com/-hPvOlO503Xc/AAAAAAAAAAI/AAAAAAAAENw/CQPsIWXjnaM/s64/photo.jpg","userId":"10186363087944072161"}},"outputId":"984a2141-2dd6-4b75-f103-cd18e7b5ae47"},"source":["!/usr/local/cuda/bin/nvcc --version"],"execution_count":null,"outputs":[{"output_type":"stream","text":["nvcc: NVIDIA (R) Cuda compiler driver\n","Copyright (c) 2005-2020 NVIDIA Corporation\n","Built on Wed_Jul_22_19:09:09_PDT_2020\n","Cuda compilation tools, release 11.0, V11.0.221\n","Build cuda_11.0_bu.TC445_37.28845127_0\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"BuqKDfFDm4Dc","executionInfo":{"status":"ok","timestamp":1622453080953,"user_tz":-540,"elapsed":137118,"user":{"displayName":"강세희","photoUrl":"https://lh3.googleusercontent.com/-hPvOlO503Xc/AAAAAAAAAAI/AAAAAAAAENw/CQPsIWXjnaM/s64/photo.jpg","userId":"10186363087944072161"}},"outputId":"4b63d136-fde7-4adc-e76b-0d5bf0391b02"},"source":["!make"],"execution_count":null,"outputs":[{"output_type":"stream","text":["gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/gemm.c -o obj/gemm.o\n","\u001b[01m\u001b[K./src/gemm.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Ktime_gpu\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/gemm.c:232:9:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[KcudaThreadSynchronize\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n"," \u001b[01;35m\u001b[KcudaThreadSynchronize\u001b[m\u001b[K();\n"," \u001b[01;35m\u001b[K^~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n","In file included from \u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime.h:96:0\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[Kinclude/darknet.h:11\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/utils.h:5\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/gemm.c:2\u001b[m\u001b[K:\n","\u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime_api.h:967:57:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n"," extern __CUDA_DEPRECATED __host__ cudaError_t CUDARTAPI \u001b[01;36m\u001b[KcudaThreadSynchronize\u001b[m\u001b[K(void);\n"," \u001b[01;36m\u001b[K^~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/utils.c -o obj/utils.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/cuda.c -o obj/cuda.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/deconvolutional_layer.c -o obj/deconvolutional_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/convolutional_layer.c -o obj/convolutional_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/list.c -o obj/list.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/image.c -o obj/image.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/activations.c -o obj/activations.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/im2col.c -o obj/im2col.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/col2im.c -o obj/col2im.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/blas.c -o obj/blas.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/crop_layer.c -o obj/crop_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/dropout_layer.c -o obj/dropout_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/maxpool_layer.c -o obj/maxpool_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/softmax_layer.c -o obj/softmax_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/data.c -o obj/data.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/matrix.c -o obj/matrix.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/network.c -o obj/network.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/connected_layer.c -o obj/connected_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/cost_layer.c -o obj/cost_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/parser.c -o obj/parser.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/option_list.c -o obj/option_list.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/detection_layer.c -o obj/detection_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/route_layer.c -o obj/route_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/upsample_layer.c -o obj/upsample_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/box.c -o obj/box.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/normalization_layer.c -o obj/normalization_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/avgpool_layer.c -o obj/avgpool_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/layer.c -o obj/layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/local_layer.c -o obj/local_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/shortcut_layer.c -o obj/shortcut_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/logistic_layer.c -o obj/logistic_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/activation_layer.c -o obj/activation_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/rnn_layer.c -o obj/rnn_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/gru_layer.c -o obj/gru_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/crnn_layer.c -o obj/crnn_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/demo.c -o obj/demo.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/batchnorm_layer.c -o obj/batchnorm_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/region_layer.c -o obj/region_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/reorg_layer.c -o obj/reorg_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/tree.c -o obj/tree.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/lstm_layer.c -o obj/lstm_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/l2norm_layer.c -o obj/l2norm_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/yolo_layer.c -o obj/yolo_layer.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/iseg_layer.c -o obj/iseg_layer.o\n","g++ -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./src/image_opencv.cpp -o obj/image_opencv.o\n","/usr/local/cuda/bin/nvcc -gencode arch=compute_50,code=compute_50 -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN\" -c ./src/convolutional_kernels.cu -o obj/convolutional_kernels.o\n","nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning).\n","/usr/local/cuda/bin/nvcc -gencode arch=compute_50,code=compute_50 -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN\" -c ./src/deconvolutional_kernels.cu -o obj/deconvolutional_kernels.o\n","nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning).\n","/usr/local/cuda/bin/nvcc -gencode arch=compute_50,code=compute_50 -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN\" -c ./src/activation_kernels.cu -o obj/activation_kernels.o\n","nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning).\n","/usr/local/cuda/bin/nvcc -gencode arch=compute_50,code=compute_50 -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN\" -c ./src/im2col_kernels.cu -o obj/im2col_kernels.o\n","nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning).\n","/usr/local/cuda/bin/nvcc -gencode arch=compute_50,code=compute_50 -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN\" -c ./src/col2im_kernels.cu -o obj/col2im_kernels.o\n","nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning).\n","/usr/local/cuda/bin/nvcc -gencode arch=compute_50,code=compute_50 -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN\" -c ./src/blas_kernels.cu -o obj/blas_kernels.o\n","nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning).\n","/usr/local/cuda/bin/nvcc -gencode arch=compute_50,code=compute_50 -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN\" -c ./src/crop_layer_kernels.cu -o obj/crop_layer_kernels.o\n","nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning).\n","/usr/local/cuda/bin/nvcc -gencode arch=compute_50,code=compute_50 -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN\" -c ./src/dropout_layer_kernels.cu -o obj/dropout_layer_kernels.o\n","nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning).\n","/usr/local/cuda/bin/nvcc -gencode arch=compute_50,code=compute_50 -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN\" -c ./src/maxpool_layer_kernels.cu -o obj/maxpool_layer_kernels.o\n","nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning).\n","/usr/local/cuda/bin/nvcc -gencode arch=compute_50,code=compute_50 -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN\" -c ./src/avgpool_layer_kernels.cu -o obj/avgpool_layer_kernels.o\n","nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning).\n","gcc -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -shared obj/gemm.o obj/utils.o obj/cuda.o obj/deconvolutional_layer.o obj/convolutional_layer.o obj/list.o obj/image.o obj/activations.o obj/im2col.o obj/col2im.o obj/blas.o obj/crop_layer.o obj/dropout_layer.o obj/maxpool_layer.o obj/softmax_layer.o obj/data.o obj/matrix.o obj/network.o obj/connected_layer.o obj/cost_layer.o obj/parser.o obj/option_list.o obj/detection_layer.o obj/route_layer.o obj/upsample_layer.o obj/box.o obj/normalization_layer.o obj/avgpool_layer.o obj/layer.o obj/local_layer.o obj/shortcut_layer.o obj/logistic_layer.o obj/activation_layer.o obj/rnn_layer.o obj/gru_layer.o obj/crnn_layer.o obj/demo.o obj/batchnorm_layer.o obj/region_layer.o obj/reorg_layer.o obj/tree.o obj/lstm_layer.o obj/l2norm_layer.o obj/yolo_layer.o obj/iseg_layer.o obj/image_opencv.o obj/convolutional_kernels.o obj/deconvolutional_kernels.o obj/activation_kernels.o obj/im2col_kernels.o obj/col2im_kernels.o obj/blas_kernels.o obj/crop_layer_kernels.o obj/dropout_layer_kernels.o obj/maxpool_layer_kernels.o obj/avgpool_layer_kernels.o -o libdarknet.so -lm -pthread `pkg-config --libs opencv` -lstdc++ -L/usr/local/cuda/lib64 -lcuda -lcudart -lcublas -lcurand -lcudnn -lstdc++ \n","ar rcs libdarknet.a obj/gemm.o obj/utils.o obj/cuda.o obj/deconvolutional_layer.o obj/convolutional_layer.o obj/list.o obj/image.o obj/activations.o obj/im2col.o obj/col2im.o obj/blas.o obj/crop_layer.o obj/dropout_layer.o obj/maxpool_layer.o obj/softmax_layer.o obj/data.o obj/matrix.o obj/network.o obj/connected_layer.o obj/cost_layer.o obj/parser.o obj/option_list.o obj/detection_layer.o obj/route_layer.o obj/upsample_layer.o obj/box.o obj/normalization_layer.o obj/avgpool_layer.o obj/layer.o obj/local_layer.o obj/shortcut_layer.o obj/logistic_layer.o obj/activation_layer.o obj/rnn_layer.o obj/gru_layer.o obj/crnn_layer.o obj/demo.o obj/batchnorm_layer.o obj/region_layer.o obj/reorg_layer.o obj/tree.o obj/lstm_layer.o obj/l2norm_layer.o obj/yolo_layer.o obj/iseg_layer.o obj/image_opencv.o obj/convolutional_kernels.o obj/deconvolutional_kernels.o obj/activation_kernels.o obj/im2col_kernels.o obj/col2im_kernels.o obj/blas_kernels.o obj/crop_layer_kernels.o obj/dropout_layer_kernels.o obj/maxpool_layer_kernels.o obj/avgpool_layer_kernels.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./examples/captcha.c -o obj/captcha.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./examples/lsd.c -o obj/lsd.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./examples/super.c -o obj/super.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./examples/art.c -o obj/art.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./examples/tag.c -o obj/tag.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./examples/cifar.c -o obj/cifar.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./examples/go.c -o obj/go.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./examples/rnn.c -o obj/rnn.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./examples/segmenter.c -o obj/segmenter.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./examples/regressor.c -o obj/regressor.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./examples/classifier.c -o obj/classifier.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./examples/coco.c -o obj/coco.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./examples/yolo.c -o obj/yolo.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./examples/detector.c -o obj/detector.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./examples/nightmare.c -o obj/nightmare.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./examples/instance-segmenter.c -o obj/instance-segmenter.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -c ./examples/darknet.c -o obj/darknet.o\n","gcc -Iinclude/ -Isrc/ -DOPENCV `pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -DOPENCV -DGPU -DCUDNN obj/captcha.o obj/lsd.o obj/super.o obj/art.o obj/tag.o obj/cifar.o obj/go.o obj/rnn.o obj/segmenter.o obj/regressor.o obj/classifier.o obj/coco.o obj/yolo.o obj/detector.o obj/nightmare.o obj/instance-segmenter.o obj/darknet.o libdarknet.a -o darknet -lm -pthread `pkg-config --libs opencv` -lstdc++ -L/usr/local/cuda/lib64 -lcuda -lcudart -lcublas -lcurand -lcudnn -lstdc++ libdarknet.a\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"JMjssuIZnHQK","executionInfo":{"status":"ok","timestamp":1621904111111,"user_tz":-540,"elapsed":38655318,"user":{"displayName":"강세희","photoUrl":"https://lh3.googleusercontent.com/-hPvOlO503Xc/AAAAAAAAAAI/AAAAAAAAENw/CQPsIWXjnaM/s64/photo.jpg","userId":"10186363087944072161"}},"outputId":"f9215e20-42a2-487c-fb62-a6a3bc592cca"},"source":["!./darknet detector train data/obj.data yolov3.cfg backup/yolov3_1500.weights"],"execution_count":null,"outputs":[{"output_type":"stream","text":["\u001b[1;30;43m스트리밍 출력 내용이 길어서 마지막 5000줄이 삭제되었습니다.\u001b[0m\n","Region 94 Avg IOU: 0.808461, Class: 0.999117, Obj: 0.952717, No Obj: 0.000818, .5R: 1.000000, .75R: 0.666667, count: 3\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.872176, Class: 0.999578, Obj: 0.997474, No Obj: 0.003279, .5R: 1.000000, .75R: 1.000000, count: 5\n","Region 94 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000002, .5R: -nan, .75R: -nan, count: 0\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.866709, Class: 0.999749, Obj: 0.996386, No Obj: 0.003899, .5R: 1.000000, .75R: 1.000000, count: 5\n","Region 94 Avg IOU: 0.743883, Class: 0.999695, Obj: 0.616637, No Obj: 0.001130, .5R: 0.857143, .75R: 0.714286, count: 7\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.840591, Class: 0.999821, Obj: 0.817833, No Obj: 0.003760, .5R: 1.000000, .75R: 1.000000, count: 5\n","Region 94 Avg IOU: 0.718570, Class: 0.999963, Obj: 0.164469, No Obj: 0.000324, .5R: 1.000000, .75R: 0.000000, count: 1\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.877740, Class: 0.999936, Obj: 0.962069, No Obj: 0.003319, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 94 Avg IOU: 0.825880, Class: 0.996664, Obj: 0.925253, No Obj: 0.002172, .5R: 1.000000, .75R: 0.700000, count: 10\n","Region 106 Avg IOU: 0.858570, Class: 0.999692, Obj: 0.977579, No Obj: 0.000071, .5R: 1.000000, .75R: 1.000000, count: 2\n","Region 82 Avg IOU: 0.862341, Class: 0.999877, Obj: 0.996573, No Obj: 0.003334, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 94 Avg IOU: 0.783298, Class: 0.999352, Obj: 0.601189, No Obj: 0.001046, .5R: 1.000000, .75R: 0.750000, count: 8\n","Region 106 Avg IOU: 0.700192, Class: 0.996515, Obj: 0.795245, No Obj: 0.000224, .5R: 1.000000, .75R: 0.000000, count: 2\n","11145: 0.239176, 0.222865 avg, 0.001000 rate, 3.081841 seconds, 713280 images\n","Loaded: 0.000113 seconds\n","Region 82 Avg IOU: 0.895274, Class: 0.999997, Obj: 0.992662, No Obj: 0.004143, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 94 Avg IOU: 0.851555, Class: 0.999098, Obj: 0.933193, No Obj: 0.000682, .5R: 1.000000, .75R: 0.750000, count: 4\n","Region 106 Avg IOU: 0.763810, Class: 0.999679, Obj: 0.943101, No Obj: 0.000029, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 82 Avg IOU: 0.831118, Class: 0.999732, Obj: 0.852009, No Obj: 0.005117, .5R: 1.000000, .75R: 0.857143, count: 7\n","Region 94 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000001, .5R: -nan, .75R: -nan, count: 0\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.803625, Class: 0.999954, Obj: 0.849186, No Obj: 0.007129, .5R: 1.000000, .75R: 0.777778, count: 9\n","Region 94 Avg IOU: 0.766082, Class: 0.999796, Obj: 0.853459, No Obj: 0.000397, .5R: 1.000000, .75R: 0.500000, count: 2\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.924605, Class: 0.999300, Obj: 0.940255, No Obj: 0.005935, .5R: 1.000000, .75R: 1.000000, count: 5\n","Region 94 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000001, .5R: -nan, .75R: -nan, count: 0\n","Region 106 Avg IOU: 0.605514, Class: 0.999657, Obj: 0.311198, No Obj: 0.000015, .5R: 1.000000, .75R: 0.000000, count: 1\n","Region 82 Avg IOU: 0.861648, Class: 0.999011, Obj: 0.994885, No Obj: 0.007043, .5R: 1.000000, .75R: 1.000000, count: 9\n","Region 94 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000011, .5R: -nan, .75R: -nan, count: 0\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.868945, Class: 0.998543, Obj: 0.937924, No Obj: 0.007930, .5R: 1.000000, .75R: 0.916667, count: 12\n","Region 94 Avg IOU: 0.855104, Class: 0.999963, Obj: 0.819481, No Obj: 0.001121, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.871757, Class: 0.999925, Obj: 0.989739, No Obj: 0.003541, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 94 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.5R: 1.000000, .75R: 0.714286, count: 7\n","Region 94 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000021, .5R: -nan, .75R: -nan, count: 0\n","Region 106 Avg IOU: 0.864959, Class: 0.994424, Obj: 0.949510, No Obj: 0.000038, .5R: 1.000000, .75R: 1.000000, count: 2\n","Region 82 Avg IOU: 0.825921, Class: 0.999935, Obj: 0.987911, No Obj: 0.002105, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 94 Avg IOU: 0.793810, Class: 0.998565, Obj: 0.717878, No Obj: 0.001034, .5R: 1.000000, .75R: 0.777778, count: 9\n","Region 106 Avg IOU: 0.647568, Class: 0.999868, Obj: 0.922169, No Obj: 0.000027, .5R: 1.000000, .75R: 0.000000, count: 1\n","Region 82 Avg IOU: 0.858806, Class: 0.999462, Obj: 0.932049, No Obj: 0.005759, .5R: 1.000000, .75R: 1.000000, count: 13\n","Region 94 Avg IOU: 0.846939, Class: 0.999208, Obj: 0.959838, No Obj: 0.000482, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 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0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.852394, Class: 0.999786, Obj: 0.910331, No Obj: 0.003634, .5R: 1.000000, .75R: 1.000000, count: 7\n","Region 94 Avg IOU: 0.815879, Class: 0.988755, Obj: 0.563922, No Obj: 0.000117, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.897892, Class: 0.999596, Obj: 0.994230, No Obj: 0.001886, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 94 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000006, .5R: -nan, .75R: -nan, count: 0\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.814118, Class: 0.999903, Obj: 0.860359, No Obj: 0.003543, .5R: 1.000000, .75R: 0.888889, count: 9\n","Region 94 Avg IOU: 0.850371, Class: 0.999865, Obj: 0.999462, No Obj: 0.000095, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.860171, Class: 0.999899, Obj: 0.983406, No Obj: 0.003748, .5R: 1.000000, .75R: 1.000000, count: 7\n","Region 94 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000009, .5R: -nan, .75R: -nan, count: 0\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.878283, Class: 0.999857, Obj: 0.988738, No Obj: 0.004134, .5R: 1.000000, .75R: 0.928571, count: 14\n","Region 94 Avg IOU: 0.823264, Class: 0.999927, Obj: 0.881800, No Obj: 0.000553, .5R: 1.000000, .75R: 0.666667, count: 6\n","Region 106 Avg IOU: 0.731063, Class: 0.999685, Obj: 0.397231, No Obj: 0.000012, .5R: 1.000000, .75R: 0.000000, count: 1\n","Region 82 Avg IOU: 0.916408, Class: 0.999769, Obj: 0.976335, No Obj: 0.002539, .5R: 1.000000, .75R: 1.000000, count: 5\n","Region 94 Avg IOU: 0.733781, Class: 0.999915, Obj: 0.929986, No Obj: 0.000131, .5R: 1.000000, .75R: 0.000000, count: 1\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.883428, Class: 0.999901, Obj: 0.999417, No Obj: 0.002613, .5R: 1.000000, .75R: 1.000000, count: 5\n","Region 94 Avg IOU: 0.944183, Class: 0.999952, Obj: 0.992103, No Obj: 0.000120, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.847316, Class: 0.999644, Obj: 0.961807, No Obj: 0.002421, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 94 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","11244: 0.187158, 0.178626 avg, 0.001000 rate, 4.853361 seconds, 719616 images\n","Loaded: 0.000058 seconds\n","Region 82 Avg IOU: 0.893969, Class: 0.999942, Obj: 0.994966, No Obj: 0.006208, .5R: 1.000000, .75R: 1.000000, count: 12\n","Region 94 Avg IOU: 0.903102, Class: 0.999870, Obj: 0.891015, No Obj: 0.000146, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.877434, Class: 0.999973, Obj: 0.992973, No Obj: 0.002458, .5R: 1.000000, .75R: 1.000000, count: 5\n","Region 94 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000004, .5R: -nan, .75R: -nan, count: 0\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.890729, Class: 0.999935, Obj: 0.999020, No Obj: 0.006277, .5R: 1.000000, .75R: 1.000000, count: 17\n","Region 94 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000122, .5R: -nan, .75R: -nan, count: 0\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","^C\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"1b1YO9nHnHSw","executionInfo":{"status":"ok","timestamp":1622345437588,"user_tz":-540,"elapsed":46685762,"user":{"displayName":"강세희","photoUrl":"https://lh3.googleusercontent.com/-hPvOlO503Xc/AAAAAAAAAAI/AAAAAAAAENw/CQPsIWXjnaM/s64/photo.jpg","userId":"10186363087944072161"}},"outputId":"2efa0c01-3c8a-44f1-9c73-d9b320d31aad"},"source":["!./darknet detector train data/obj.data yolov3.cfg backup/yolov3_11000.weights"],"execution_count":null,"outputs":[{"output_type":"stream","text":["\u001b[1;30;43m스트리밍 출력 내용이 길어서 마지막 5000줄이 삭제되었습니다.\u001b[0m\n","Loaded: 0.000057 seconds\n","Region 82 Avg IOU: 0.892314, Class: 0.999985, Obj: 0.999434, No Obj: 0.003369, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 94 Avg IOU: 0.908297, Class: 0.999703, Obj: 0.999441, No Obj: 0.000202, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 106 Avg IOU: 0.878676, Class: 0.999979, Obj: 0.998814, No Obj: 0.000070, .5R: 1.000000, .75R: 1.000000, count: 2\n","Region 82 Avg IOU: 0.896942, Class: 0.999955, Obj: 0.876475, No Obj: 0.003800, .5R: 1.000000, .75R: 1.000000, count: 5\n","Region 94 Avg IOU: 0.878255, Class: 0.999898, Obj: 0.985311, No Obj: 0.001228, .5R: 1.000000, .75R: 1.000000, count: 7\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.859481, Class: 0.998091, Obj: 0.995614, No Obj: 0.008428, .5R: 1.000000, .75R: 1.000000, count: 9\n","Region 94 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000020, .5R: -nan, .75R: -nan, count: 0\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.922460, Class: 0.999970, Obj: 0.998569, No Obj: 0.010283, .5R: 1.000000, .75R: 1.000000, count: 14\n","Region 94 Avg IOU: 0.888516, Class: 0.999887, Obj: 0.996082, No Obj: 0.003084, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.885794, Class: 0.999949, Obj: 0.998298, No Obj: 0.004906, .5R: 1.000000, .75R: 1.000000, count: 5\n","Region 94 Avg IOU: 0.862316, Class: 0.999891, Obj: 0.990321, No Obj: 0.001167, .5R: 1.000000, .75R: 0.857143, count: 7\n","Region 106 Avg IOU: 0.845996, Class: 0.999980, Obj: 0.999575, No Obj: 0.000087, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 82 Avg IOU: 0.926195, Class: 0.999929, Obj: 0.998225, No Obj: 0.003421, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 94 Avg IOU: 0.907460, Class: 0.999940, Obj: 0.985444, No Obj: 0.000972, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 106 Avg IOU: 0.820363, Class: 0.999874, Obj: 0.997959, No Obj: 0.000053, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 82 Avg IOU: 0.900824, Class: 0.999964, Obj: 0.998991, No Obj: 0.004850, .5R: 1.000000, .75R: 1.000000, count: 6\n","Region 94 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000054, .5R: -nan, .75R: -nan, count: 0\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.923490, Class: 0.999909, Obj: 0.999959, No Obj: 0.004982, .5R: 1.000000, .75R: 1.000000, count: 6\n","Region 94 Avg IOU: 0.796932, Class: 0.999899, Obj: 0.991809, No Obj: 0.000324, .5R: 1.000000, .75R: 0.500000, count: 2\n","Region 106 Avg IOU: 0.861526, Class: 0.998000, Obj: 0.987451, No Obj: 0.000056, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 82 Avg IOU: 0.913698, Class: 0.999206, Obj: 0.999896, No Obj: 0.003682, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 94 Avg IOU: 0.856019, Class: 0.999970, Obj: 0.876473, No Obj: 0.000417, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 106 Avg IOU: 0.859676, Class: 0.999882, Obj: 0.995574, No Obj: 0.000138, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 82 Avg IOU: 0.890200, Class: 0.999948, Obj: 0.979360, No Obj: 0.003604, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 94 Avg IOU: 0.839823, Class: 0.999949, Obj: 0.997661, No Obj: 0.000331, .5R: 1.000000, .75R: 1.000000, count: 2\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000026, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.904111, Class: 0.999922, Obj: 0.962227, No Obj: 0.003357, .5R: 1.000000, .75R: 0.800000, count: 5\n","Region 94 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000011, .5R: -nan, .75R: -nan, count: 0\n","Region 106 Avg IOU: 0.844407, Class: 0.999995, Obj: 0.999754, No Obj: 0.000217, .5R: 1.000000, .75R: 1.000000, count: 5\n","Region 82 Avg IOU: 0.937021, Class: 0.999754, Obj: 0.999525, No Obj: 0.002860, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 94 Avg IOU: 0.894072, Class: 0.999937, Obj: 0.875678, No Obj: 0.000609, .5R: 1.000000, .75R: 1.000000, count: 2\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.920591, Class: 0.999988, Obj: 0.999766, No Obj: 0.005835, .5R: 1.000000, .75R: 1.000000, count: 7\n","Region 94 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.903628, Class: 0.999863, Obj: 0.993690, No Obj: 0.007528, .5R: 1.000000, .75R: 1.000000, count: 9\n","Region 94 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000129, .5R: -nan, .75R: -nan, count: 0\n","Region 106 Avg IOU: 0.772208, Class: 0.999968, Obj: 0.996445, No Obj: 0.000053, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 82 Avg IOU: 0.892400, Class: 0.999896, Obj: 0.986261, No Obj: 0.008638, .5R: 1.000000, .75R: 1.000000, count: 10\n","Region 94 Avg IOU: 0.860054, Class: 0.999943, Obj: 0.963907, No Obj: 0.001173, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 106 Avg IOU: 0.823733, Class: 0.999963, Obj: 0.999196, No Obj: 0.000048, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 82 Avg IOU: 0.900775, Class: 0.999870, Obj: 0.896678, No Obj: 0.006212, .5R: 1.000000, .75R: 0.875000, count: 8\n","Region 94 Avg IOU: 0.839307, Class: 0.999682, Obj: 0.973692, No Obj: 0.000609, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 106 Avg IOU: 0.878013, Class: 0.999971, Obj: 0.996927, No Obj: 0.000250, .5R: 1.000000, .75R: 1.000000, count: 5\n","30222: 0.071734, 0.084601 avg, 0.001000 rate, 2.079837 seconds, 1934208 images\n","Loaded: 0.000059 seconds\n","Region 82 Avg IOU: 0.921470, Class: 0.999922, Obj: 0.998195, No Obj: 0.006606, .5R: 1.000000, .75R: 1.000000, count: 7\n","Region 94 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.919404, Class: 0.999913, Obj: 0.999962, No Obj: 0.006038, .5R: 1.000000, .75R: 1.000000, count: 5\n","Region 94 Avg IOU: -nan, Class: -nan, Obj: 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0.957393, Class: 0.999998, Obj: 0.999962, No Obj: 0.002752, .5R: 1.000000, .75R: 1.000000, count: 2\n","Region 94 Avg IOU: 0.857511, Class: 0.999961, Obj: 0.993971, No Obj: 0.002113, .5R: 1.000000, .75R: 1.000000, count: 6\n","Region 106 Avg IOU: 0.766555, Class: 0.998507, Obj: 0.741444, No Obj: 0.000192, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 82 Avg IOU: 0.891034, Class: 0.999948, Obj: 0.999244, No Obj: 0.005345, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 94 Avg IOU: 0.835505, Class: 0.999808, Obj: 0.950328, No Obj: 0.000597, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.903139, Class: 0.999476, Obj: 0.999341, No Obj: 0.008651, .5R: 1.000000, .75R: 1.000000, count: 6\n","Region 94 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000007, .5R: -nan, .75R: -nan, count: 0\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.860111, Class: 0.997829, Obj: 0.892507, No Obj: 0.007327, .5R: 1.000000, .75R: 1.000000, count: 6\n","Region 94 Avg IOU: 0.837623, Class: 0.999727, Obj: 0.983933, No Obj: 0.000320, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.889951, Class: 0.999978, Obj: 0.999809, No Obj: 0.006003, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 94 Avg IOU: 0.775244, Class: 0.999726, Obj: 0.988442, No Obj: 0.000755, .5R: 1.000000, .75R: 0.666667, count: 3\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.917085, Class: 0.999992, Obj: 0.996715, No Obj: 0.009783, .5R: 1.000000, .75R: 1.000000, count: 7\n","Region 94 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000591, .5R: -nan, .75R: -nan, count: 0\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.918444, Class: 0.999871, Obj: 0.999918, No Obj: 0.007217, .5R: 1.000000, .75R: 1.000000, count: 8\n","Region 94 Avg IOU: 0.849337, Class: 0.999803, Obj: 0.999955, No Obj: 0.000187, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.867192, Class: 0.999858, Obj: 0.998677, No Obj: 0.009833, .5R: 1.000000, .75R: 1.000000, count: 9\n","Region 94 Avg IOU: 0.909003, Class: 0.999521, Obj: 0.987901, No Obj: 0.003018, .5R: 1.000000, .75R: 1.000000, count: 7\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.881459, Class: 0.999721, Obj: 0.999981, No Obj: 0.004861, .5R: 1.000000, .75R: 1.000000, count: 5\n","Region 94 Avg IOU: 0.900327, Class: 0.999572, Obj: 0.990224, No Obj: 0.000556, .5R: 1.000000, .75R: 1.000000, count: 2\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000024, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.919917, Class: 0.999619, Obj: 0.916340, No Obj: 0.007481, .5R: 1.000000, .75R: 1.000000, count: 6\n","Region 94 Avg IOU: 0.883041, Class: 0.999955, Obj: 0.998361, No Obj: 0.001011, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.892922, Class: 0.999968, Obj: 0.999742, No Obj: 0.009060, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 94 Avg IOU: 0.845779, Class: 0.999940, Obj: 0.997214, No Obj: 0.000845, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000001, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.866759, Class: 0.999639, Obj: 0.828280, No Obj: 0.006196, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 94 Avg IOU: 0.934135, Class: 0.999291, Obj: 0.999988, No Obj: 0.000460, .5R: 1.000000, .75R: 1.000000, count: 2\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000001, .5R: -nan, .75R: -nan, count: 0\n","30319: 0.076239, 0.120259 avg, 0.001000 rate, 1.319450 seconds, 1940416 images\n","Loaded: 0.000063 seconds\n","Region 82 Avg IOU: 0.908949, Class: 0.999979, Obj: 0.862275, No Obj: 0.007757, .5R: 1.000000, .75R: 1.000000, count: 7\n","Region 94 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000842, .5R: -nan, .75R: -nan, count: 0\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.872851, Class: 0.999978, Obj: 0.997972, No Obj: 0.005466, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 94 Avg IOU: 0.847557, Class: 0.999965, Obj: 0.990318, No Obj: 0.000515, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.894096, Class: 0.999932, Obj: 0.989742, No Obj: 0.009913, .5R: 1.000000, .75R: 1.000000, count: 10\n","Region 94 Avg IOU: 0.842632, Class: 0.999756, Obj: 0.929543, No Obj: 0.001877, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 106 Avg IOU: 0.823333, Class: 0.999971, Obj: 0.988590, No Obj: 0.000301, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 82 Avg IOU: 0.874447, Class: 0.999996, Obj: 0.999867, No Obj: 0.004426, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 94 Avg IOU: 0.899960, Class: 0.999958, Obj: 0.999244, No Obj: 0.000345, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 106 Avg IOU: 0.837285, Class: 0.999279, Obj: 0.840521, No Obj: 0.000057, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 82 Avg IOU: 0.884289, Class: 0.999953, Obj: 0.999904, No Obj: 0.003631, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 94 Avg IOU: 0.931574, Class: 0.999998, Obj: 0.999997, No Obj: 0.000179, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.908599, Class: 0.999477, Obj: 0.957322, No Obj: 0.006865, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 94 Avg IOU: 0.813607, Class: 0.999775, Obj: 0.734621, No Obj: 0.003298, .5R: 1.000000, .75R: 0.875000, count: 16\n","Region 106 Avg IOU: 0.805440, Class: 0.999865, Obj: 0.987791, No Obj: 0.000273, .5R: 1.000000, .75R: 0.800000, count: 5\n","Region 82 Avg IOU: 0.895856, Class: 0.999245, Obj: 0.996582, No Obj: 0.010498, .5R: 1.000000, .75R: 1.000000, count: 5\n","Region 94 Avg IOU: 0.757978, Class: 0.999539, Obj: 0.937164, No Obj: 0.000895, .5R: 1.000000, .75R: 0.666667, count: 3\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.893529, Class: 0.999999, Obj: 0.999907, No Obj: 0.002326, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 94 Avg IOU: 0.897812, Class: 0.999956, Obj: 0.997166, No Obj: 0.001880, .5R: 1.000000, .75R: 1.000000, count: 7\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.899000, Class: 0.999996, Obj: 0.997657, No Obj: 0.001522, .5R: 1.000000, .75R: 1.000000, count: 2\n","Region 94 Avg IOU: 0.758544, Class: 0.999811, Obj: 0.839358, No Obj: 0.002006, .5R: 1.000000, .75R: 0.545455, count: 11\n","Region 106 Avg IOU: 0.890270, Class: 0.998645, Obj: 0.990672, No Obj: 0.000203, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 82 Avg IOU: 0.912408, Class: 0.999988, Obj: 0.999975, No Obj: 0.006857, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 94 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000001, .5R: -nan, .75R: -nan, count: 0\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.841911, Class: 0.999772, Obj: 0.780786, No Obj: 0.005958, .5R: 1.000000, .75R: 0.750000, count: 4\n","Region 94 Avg IOU: 0.918102, Class: 0.999991, Obj: 0.999973, No Obj: 0.000173, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.864622, Class: 0.999954, Obj: 0.992954, No Obj: 0.006392, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 94 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000002, .5R: -nan, .75R: -nan, count: 0\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.904313, Class: 0.999843, Obj: 0.975299, No Obj: 0.004644, .5R: 1.000000, .75R: 1.000000, count: 5\n","Region 94 Avg IOU: 0.822165, Class: 0.999294, Obj: 0.987109, No Obj: 0.001312, .5R: 1.000000, .75R: 1.000000, count: 5\n","Region 106 Avg IOU: 0.961625, Class: 0.999359, Obj: 0.971067, No Obj: 0.000085, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 82 Avg IOU: 0.891463, Class: 0.998659, Obj: 0.999046, No Obj: 0.007162, .5R: 1.000000, .75R: 1.000000, count: 6\n","Region 94 Avg IOU: 0.748093, Class: 0.999890, Obj: 0.813689, No Obj: 0.000924, .5R: 1.000000, .75R: 0.500000, count: 4\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.894221, Class: 0.999856, Obj: 0.993817, No Obj: 0.003237, .5R: 1.000000, .75R: 1.000000, count: 2\n","Region 94 Avg IOU: 0.793134, Class: 0.999971, Obj: 0.943606, No Obj: 0.000823, .5R: 1.000000, .75R: 0.666667, count: 3\n","Region 106 Avg IOU: 0.634623, Class: 0.999462, Obj: 0.979059, No Obj: 0.000494, .5R: 0.750000, .75R: 0.250000, count: 8\n","Region 82 Avg IOU: 0.870653, Class: 0.999689, Obj: 0.780266, No Obj: 0.002958, .5R: 1.000000, .75R: 1.000000, count: 2\n","Region 94 Avg IOU: 0.853761, Class: 0.999819, Obj: 0.986542, No Obj: 0.000913, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 106 Avg IOU: 0.737986, Class: 0.997538, Obj: 0.605010, No Obj: 0.000203, .5R: 1.000000, .75R: 0.400000, count: 5\n","30320: 0.175281, 0.125761 avg, 0.001000 rate, 1.377732 seconds, 1940480 images\n","Resizing\n","352\n","Loaded: 0.000072 seconds\n","Region 82 Avg IOU: 0.951411, Class: 1.000000, Obj: 0.999999, No Obj: 0.001083, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 94 Avg IOU: 0.844842, Class: 0.999818, Obj: 0.981476, No Obj: 0.003306, .5R: 1.000000, .75R: 0.900000, count: 10\n","Region 106 Avg IOU: 0.870162, Class: 0.999606, Obj: 0.997546, No Obj: 0.000048, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 82 Avg IOU: 0.879764, Class: 0.999353, Obj: 0.990349, No Obj: 0.007118, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 94 Avg IOU: 0.834009, Class: 0.999901, Obj: 0.927347, No Obj: 0.001396, .5R: 1.000000, .75R: 0.750000, count: 4\n","Region 106 Avg IOU: 0.869801, Class: 0.999804, Obj: 0.922760, No Obj: 0.000252, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 82 Avg IOU: 0.895832, Class: 0.999980, Obj: 0.999891, No Obj: 0.004676, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 94 Avg IOU: 0.938058, Class: 0.999997, Obj: 0.976420, No Obj: 0.000598, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.885622, Class: 0.999850, Obj: 0.728917, No Obj: 0.004758, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 94 Avg IOU: 0.662389, Class: 0.997454, Obj: 0.984466, No Obj: 0.000474, .5R: 1.000000, .75R: 0.000000, count: 2\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.874115, Class: 0.999986, Obj: 0.999913, No Obj: 0.005051, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 94 Avg IOU: 0.804381, Class: 0.999431, Obj: 0.808677, No Obj: 0.002755, .5R: 1.000000, .75R: 0.714286, count: 7\n","Region 106 Avg IOU: 0.848021, Class: 0.999349, Obj: 0.975300, No Obj: 0.001179, .5R: 1.000000, .75R: 0.950000, count: 20\n","Region 82 Avg IOU: 0.873026, Class: 0.999986, Obj: 0.922796, No Obj: 0.006095, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 94 Avg IOU: 0.889600, Class: 0.999969, Obj: 0.999747, No Obj: 0.001454, .5R: 1.000000, .75R: 1.000000, count: 5\n","Region 106 Avg IOU: 0.901703, Class: 0.999414, Obj: 0.988063, No Obj: 0.000058, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 82 Avg IOU: 0.866642, Class: 0.998509, Obj: 0.980879, No Obj: 0.007276, .5R: 1.000000, .75R: 1.000000, count: 5\n","Region 94 Avg IOU: 0.935173, Class: 0.999962, Obj: 0.999556, No Obj: 0.000842, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.896899, Class: 0.999861, Obj: 0.999718, No Obj: 0.005879, .5R: 1.000000, .75R: 1.000000, count: 5\n","Region 94 Avg IOU: 0.907201, Class: 0.999851, Obj: 0.998281, No Obj: 0.000704, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.894411, Class: 0.999946, Obj: 0.998245, No Obj: 0.011020, .5R: 1.000000, .75R: 1.000000, count: 6\n","Region 94 Avg IOU: 0.896837, Class: 0.999962, Obj: 0.999853, No Obj: 0.000523, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 106 Avg IOU: 0.872394, Class: 0.999694, Obj: 0.994830, No Obj: 0.000077, .5R: 1.000000, .75R: 1.000000, count: 1\n","^C\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"B1FOydAYSQuQ","executionInfo":{"status":"ok","timestamp":1622295610931,"user_tz":-540,"elapsed":11000,"user":{"displayName":"강세희","photoUrl":"https://lh3.googleusercontent.com/-hPvOlO503Xc/AAAAAAAAAAI/AAAAAAAAENw/CQPsIWXjnaM/s64/photo.jpg","userId":"10186363087944072161"}},"outputId":"119bd3e7-40bc-4e9d-c28a-a075be244ebc"},"source":["!./darknet detector test data/obj.data yolov3.cfg backup/yolov3_11000.weights ./5a6f636091572af6.jpg"],"execution_count":null,"outputs":[{"output_type":"stream","text":["layer filters size input output\n"," 0 conv 32 3 x 3 / 1 608 x 608 x 3 -> 608 x 608 x 32 0.639 BFLOPs\n"," 1 conv 64 3 x 3 / 2 608 x 608 x 32 -> 304 x 304 x 64 3.407 BFLOPs\n"," 2 conv 32 1 x 1 / 1 304 x 304 x 64 -> 304 x 304 x 32 0.379 BFLOPs\n"," 3 conv 64 3 x 3 / 1 304 x 304 x 32 -> 304 x 304 x 64 3.407 BFLOPs\n"," 4 res 1 304 x 304 x 64 -> 304 x 304 x 64\n"," 5 conv 128 3 x 3 / 2 304 x 304 x 64 -> 152 x 152 x 128 3.407 BFLOPs\n"," 6 conv 64 1 x 1 / 1 152 x 152 x 128 -> 152 x 152 x 64 0.379 BFLOPs\n"," 7 conv 128 3 x 3 / 1 152 x 152 x 64 -> 152 x 152 x 128 3.407 BFLOPs\n"," 8 res 5 152 x 152 x 128 -> 152 x 152 x 128\n"," 9 conv 64 1 x 1 / 1 152 x 152 x 128 -> 152 x 152 x 64 0.379 BFLOPs\n"," 10 conv 128 3 x 3 / 1 152 x 152 x 64 -> 152 x 152 x 128 3.407 BFLOPs\n"," 11 res 8 152 x 152 x 128 -> 152 x 152 x 128\n"," 12 conv 256 3 x 3 / 2 152 x 152 x 128 -> 76 x 76 x 256 3.407 BFLOPs\n"," 13 conv 128 1 x 1 / 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BFLOPs\n"," 14 conv 256 3 x 3 / 1 76 x 76 x 128 -> 76 x 76 x 256 3.407 BFLOPs\n"," 15 res 12 76 x 76 x 256 -> 76 x 76 x 256\n"," 16 conv 128 1 x 1 / 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BFLOPs\n"," 17 conv 256 3 x 3 / 1 76 x 76 x 128 -> 76 x 76 x 256 3.407 BFLOPs\n"," 18 res 15 76 x 76 x 256 -> 76 x 76 x 256\n"," 19 conv 128 1 x 1 / 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BFLOPs\n"," 20 conv 256 3 x 3 / 1 76 x 76 x 128 -> 76 x 76 x 256 3.407 BFLOPs\n"," 21 res 18 76 x 76 x 256 -> 76 x 76 x 256\n"," 22 conv 128 1 x 1 / 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BFLOPs\n"," 23 conv 256 3 x 3 / 1 76 x 76 x 128 -> 76 x 76 x 256 3.407 BFLOPs\n"," 24 res 21 76 x 76 x 256 -> 76 x 76 x 256\n"," 25 conv 128 1 x 1 / 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BFLOPs\n"," 26 conv 256 3 x 3 / 1 76 x 76 x 128 -> 76 x 76 x 256 3.407 BFLOPs\n"," 27 res 24 76 x 76 x 256 -> 76 x 76 x 256\n"," 28 conv 128 1 x 1 / 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BFLOPs\n"," 29 conv 256 3 x 3 / 1 76 x 76 x 128 -> 76 x 76 x 256 3.407 BFLOPs\n"," 30 res 27 76 x 76 x 256 -> 76 x 76 x 256\n"," 31 conv 128 1 x 1 / 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BFLOPs\n"," 32 conv 256 3 x 3 / 1 76 x 76 x 128 -> 76 x 76 x 256 3.407 BFLOPs\n"," 33 res 30 76 x 76 x 256 -> 76 x 76 x 256\n"," 34 conv 128 1 x 1 / 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BFLOPs\n"," 35 conv 256 3 x 3 / 1 76 x 76 x 128 -> 76 x 76 x 256 3.407 BFLOPs\n"," 36 res 33 76 x 76 x 256 -> 76 x 76 x 256\n"," 37 conv 512 3 x 3 / 2 76 x 76 x 256 -> 38 x 38 x 512 3.407 BFLOPs\n"," 38 conv 256 1 x 1 / 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BFLOPs\n"," 39 conv 512 3 x 3 / 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BFLOPs\n"," 40 res 37 38 x 38 x 512 -> 38 x 38 x 512\n"," 41 conv 256 1 x 1 / 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BFLOPs\n"," 42 conv 512 3 x 3 / 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BFLOPs\n"," 43 res 40 38 x 38 x 512 -> 38 x 38 x 512\n"," 44 conv 256 1 x 1 / 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BFLOPs\n"," 45 conv 512 3 x 3 / 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BFLOPs\n"," 46 res 43 38 x 38 x 512 -> 38 x 38 x 512\n"," 47 conv 256 1 x 1 / 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BFLOPs\n"," 48 conv 512 3 x 3 / 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BFLOPs\n"," 49 res 46 38 x 38 x 512 -> 38 x 38 x 512\n"," 50 conv 256 1 x 1 / 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BFLOPs\n"," 51 conv 512 3 x 3 / 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BFLOPs\n"," 52 res 49 38 x 38 x 512 -> 38 x 38 x 512\n"," 53 conv 256 1 x 1 / 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BFLOPs\n"," 54 conv 512 3 x 3 / 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BFLOPs\n"," 55 res 52 38 x 38 x 512 -> 38 x 38 x 512\n"," 56 conv 256 1 x 1 / 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BFLOPs\n"," 57 conv 512 3 x 3 / 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BFLOPs\n"," 58 res 55 38 x 38 x 512 -> 38 x 38 x 512\n"," 59 conv 256 1 x 1 / 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BFLOPs\n"," 60 conv 512 3 x 3 / 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BFLOPs\n"," 61 res 58 38 x 38 x 512 -> 38 x 38 x 512\n"," 62 conv 1024 3 x 3 / 2 38 x 38 x 512 -> 19 x 19 x1024 3.407 BFLOPs\n"," 63 conv 512 1 x 1 / 1 19 x 19 x1024 -> 19 x 19 x 512 0.379 BFLOPs\n"," 64 conv 1024 3 x 3 / 1 19 x 19 x 512 -> 19 x 19 x1024 3.407 BFLOPs\n"," 65 res 62 19 x 19 x1024 -> 19 x 19 x1024\n"," 66 conv 512 1 x 1 / 1 19 x 19 x1024 -> 19 x 19 x 512 0.379 BFLOPs\n"," 67 conv 1024 3 x 3 / 1 19 x 19 x 512 -> 19 x 19 x1024 3.407 BFLOPs\n"," 68 res 65 19 x 19 x1024 -> 19 x 19 x1024\n"," 69 conv 512 1 x 1 / 1 19 x 19 x1024 -> 19 x 19 x 512 0.379 BFLOPs\n"," 70 conv 1024 3 x 3 / 1 19 x 19 x 512 -> 19 x 19 x1024 3.407 BFLOPs\n"," 71 res 68 19 x 19 x1024 -> 19 x 19 x1024\n"," 72 conv 512 1 x 1 / 1 19 x 19 x1024 -> 19 x 19 x 512 0.379 BFLOPs\n"," 73 conv 1024 3 x 3 / 1 19 x 19 x 512 -> 19 x 19 x1024 3.407 BFLOPs\n"," 74 res 71 19 x 19 x1024 -> 19 x 19 x1024\n"," 75 conv 512 1 x 1 / 1 19 x 19 x1024 -> 19 x 19 x 512 0.379 BFLOPs\n"," 76 conv 1024 3 x 3 / 1 19 x 19 x 512 -> 19 x 19 x1024 3.407 BFLOPs\n"," 77 conv 512 1 x 1 / 1 19 x 19 x1024 -> 19 x 19 x 512 0.379 BFLOPs\n"," 78 conv 1024 3 x 3 / 1 19 x 19 x 512 -> 19 x 19 x1024 3.407 BFLOPs\n"," 79 conv 512 1 x 1 / 1 19 x 19 x1024 -> 19 x 19 x 512 0.379 BFLOPs\n"," 80 conv 1024 3 x 3 / 1 19 x 19 x 512 -> 19 x 19 x1024 3.407 BFLOPs\n"," 81 conv 21 1 x 1 / 1 19 x 19 x1024 -> 19 x 19 x 21 0.016 BFLOPs\n"," 82 yolo\n"," 83 route 79\n"," 84 conv 256 1 x 1 / 1 19 x 19 x 512 -> 19 x 19 x 256 0.095 BFLOPs\n"," 85 upsample 2x 19 x 19 x 256 -> 38 x 38 x 256\n"," 86 route 85 61\n"," 87 conv 256 1 x 1 / 1 38 x 38 x 768 -> 38 x 38 x 256 0.568 BFLOPs\n"," 88 conv 512 3 x 3 / 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BFLOPs\n"," 89 conv 256 1 x 1 / 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BFLOPs\n"," 90 conv 512 3 x 3 / 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BFLOPs\n"," 91 conv 256 1 x 1 / 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BFLOPs\n"," 92 conv 512 3 x 3 / 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BFLOPs\n"," 93 conv 21 1 x 1 / 1 38 x 38 x 512 -> 38 x 38 x 21 0.031 BFLOPs\n"," 94 yolo\n"," 95 route 91\n"," 96 conv 128 1 x 1 / 1 38 x 38 x 256 -> 38 x 38 x 128 0.095 BFLOPs\n"," 97 upsample 2x 38 x 38 x 128 -> 76 x 76 x 128\n"," 98 route 97 36\n"," 99 conv 128 1 x 1 / 1 76 x 76 x 384 -> 76 x 76 x 128 0.568 BFLOPs\n"," 100 conv 256 3 x 3 / 1 76 x 76 x 128 -> 76 x 76 x 256 3.407 BFLOPs\n"," 101 conv 128 1 x 1 / 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BFLOPs\n"," 102 conv 256 3 x 3 / 1 76 x 76 x 128 -> 76 x 76 x 256 3.407 BFLOPs\n"," 103 conv 128 1 x 1 / 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BFLOPs\n"," 104 conv 256 3 x 3 / 1 76 x 76 x 128 -> 76 x 76 x 256 3.407 BFLOPs\n"," 105 conv 21 1 x 1 / 1 76 x 76 x 256 -> 76 x 76 x 21 0.062 BFLOPs\n"," 106 yolo\n","Loading weights from backup/yolov3_11000.weights...Done!\n","./5a6f636091572af6.jpg: Predicted in 0.038174 seconds.\n","Doughnut: 88%\n","Doughnut: 60%\n","Unable to init server: Could not connect: Connection refused\n","\n","(predictions:1147): Gtk-\u001b[1;33mWARNING\u001b[0m **: \u001b[34m13:40:10.391\u001b[0m: cannot open display: \n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"8t-PPL9HGlN5","outputId":"c931bdbe-b5a6-46ff-ac94-e8adb5a7a883"},"source":["!./darknet detector train data/obj.data yolov3.cfg backup/yolov3_30000.weights"],"execution_count":null,"outputs":[{"output_type":"stream","text":["\u001b[1;30;43m스트리밍 출력 내용이 길어서 마지막 5000줄이 삭제되었습니다.\u001b[0m\n","Region 94 Avg IOU: 0.874596, Class: 0.999924, Obj: 0.999223, No Obj: 0.000689, .5R: 1.000000, .75R: 1.000000, count: 2\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000051, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.879560, Class: 0.999918, Obj: 0.999947, No Obj: 0.007540, .5R: 1.000000, .75R: 1.000000, count: 5\n","Region 94 Avg IOU: 0.894073, Class: 0.997432, Obj: 0.999757, No Obj: 0.000882, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 106 Avg IOU: 0.707536, Class: 0.999278, Obj: 0.700293, No Obj: 0.000072, .5R: 1.000000, .75R: 0.000000, count: 1\n","Region 82 Avg IOU: 0.920857, Class: 0.999947, Obj: 0.999164, No Obj: 0.003721, .5R: 1.000000, .75R: 1.000000, count: 2\n","Region 94 Avg IOU: 0.899319, Class: 0.999862, Obj: 0.989402, No Obj: 0.002147, .5R: 1.000000, .75R: 1.000000, count: 7\n","Region 106 Avg IOU: 0.791785, Class: 0.999991, Obj: 0.989438, No Obj: 0.000131, .5R: 1.000000, .75R: 0.500000, count: 2\n","Region 82 Avg IOU: 0.913142, Class: 0.999830, Obj: 0.988777, No Obj: 0.007924, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 94 Avg IOU: 0.873216, Class: 0.999918, Obj: 0.999988, No Obj: 0.000614, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.900163, Class: 0.999950, Obj: 0.994935, No Obj: 0.012580, .5R: 1.000000, .75R: 1.000000, count: 7\n","Region 94 Avg IOU: 0.937318, Class: 0.999962, Obj: 0.998928, No Obj: 0.000392, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","48409: 0.065630, 0.084336 avg, 0.001000 rate, 2.004034 seconds, 3098176 images\n","Loaded: 0.000053 seconds\n","Region 82 Avg IOU: 0.910528, Class: 0.999956, Obj: 0.999672, No Obj: 0.010647, .5R: 1.000000, .75R: 1.000000, count: 6\n","Region 94 Avg IOU: 0.794699, Class: 0.999897, Obj: 0.883607, No Obj: 0.003101, .5R: 1.000000, .75R: 0.636364, count: 11\n","Region 106 Avg IOU: 0.859704, Class: 0.998557, Obj: 0.976118, No Obj: 0.000270, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 82 Avg IOU: 0.875514, Class: 0.999993, Obj: 0.994745, No Obj: 0.005834, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 94 Avg IOU: 0.905159, Class: 0.999920, Obj: 0.973192, No Obj: 0.000710, .5R: 1.000000, .75R: 1.000000, count: 2\n","Region 106 Avg IOU: 0.791551, Class: 0.999894, Obj: 0.993796, No Obj: 0.000105, .5R: 1.000000, .75R: 0.500000, count: 2\n","Region 82 Avg IOU: 0.843859, Class: 0.999755, Obj: 0.995417, No Obj: 0.009375, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 94 Avg IOU: 0.884319, Class: 0.999788, Obj: 0.998269, No Obj: 0.000868, .5R: 1.000000, .75R: 1.000000, count: 2\n","Region 106 Avg IOU: 0.819526, Class: 0.999895, Obj: 0.994848, No Obj: 0.000056, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 82 Avg IOU: 0.871734, Class: 0.999619, Obj: 0.990793, No Obj: 0.006813, .5R: 1.000000, .75R: 0.800000, count: 5\n","Region 94 Avg IOU: 0.884162, Class: 0.999896, Obj: 0.986452, No Obj: 0.001542, .5R: 1.000000, .75R: 0.750000, count: 4\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.877439, Class: 0.999967, Obj: 0.996370, No Obj: 0.007531, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 94 Avg IOU: 0.945614, Class: 0.999380, Obj: 0.953439, No Obj: 0.000992, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 106 Avg IOU: 0.808795, Class: 0.999953, Obj: 0.987526, No Obj: 0.000052, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 82 Avg IOU: 0.830420, Class: 0.999856, Obj: 0.823993, No Obj: 0.008030, .5R: 1.000000, .75R: 0.800000, count: 5\n","Region 94 Avg IOU: 0.869173, Class: 0.999973, Obj: 0.938543, No Obj: 0.000904, .5R: 1.000000, .75R: 1.000000, count: 2\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.899230, Class: 0.998542, Obj: 0.996879, No Obj: 0.013056, .5R: 1.000000, .75R: 1.000000, count: 10\n","Region 94 Avg IOU: 0.920797, Class: 0.999800, Obj: 0.998199, No Obj: 0.003196, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 106 Avg IOU: 0.887591, Class: 0.999689, Obj: 0.973638, No Obj: 0.000462, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 82 Avg IOU: 0.912392, Class: 0.999877, Obj: 0.993284, No Obj: 0.013014, .5R: 1.000000, .75R: 1.000000, count: 9\n","Region 94 Avg IOU: 0.888754, Class: 0.999997, Obj: 0.782755, No Obj: 0.001243, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.882807, Class: 0.999726, Obj: 0.999774, No Obj: 0.006102, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 94 Avg IOU: 0.874593, Class: 0.999609, Obj: 0.996531, No Obj: 0.002011, .5R: 1.000000, .75R: 1.000000, count: 5\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.847695, Class: 0.999516, Obj: 0.999837, No Obj: 0.003361, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 94 Avg IOU: 0.910840, Class: 0.875167, Obj: 0.989526, No Obj: 0.000412, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 106 Avg IOU: 0.903086, Class: 0.999630, Obj: 0.978833, No Obj: 0.000077, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 82 Avg IOU: 0.889696, Class: 0.999937, Obj: 0.999640, No Obj: 0.004377, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 94 Avg IOU: 0.871781, Class: 0.999662, Obj: 0.999972, No Obj: 0.000772, .5R: 1.000000, .75R: 1.000000, count: 2\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.904528, Class: 0.999953, Obj: 0.631279, No Obj: 0.006499, .5R: 1.000000, .75R: 1.000000, count: 6\n","Region 94 Avg IOU: 0.857387, Class: 0.999976, Obj: 0.949921, No Obj: 0.002905, .5R: 1.000000, .75R: 1.000000, count: 3\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.920363, Class: 0.999992, Obj: 0.999951, No Obj: 0.003421, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 94 Avg IOU: 0.805473, Class: 0.999985, Obj: 0.998767, No Obj: 0.000831, .5R: 1.000000, .75R: 1.000000, count: 2\n","Region 106 Avg IOU: 0.905263, Class: 0.999678, Obj: 0.999968, No Obj: 0.000054, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 82 Avg IOU: 0.905909, Class: 0.999772, Obj: 0.999230, No Obj: 0.008890, .5R: 1.000000, .75R: 1.000000, count: 7\n","Region 94 Avg IOU: 0.919348, Class: 0.999996, Obj: 0.999997, No Obj: 0.001152, .5R: 1.000000, .75R: 1.000000, count: 1\n","Region 106 Avg IOU: 0.800784, Class: 0.996680, Obj: 0.965263, No Obj: 0.000489, .5R: 1.000000, .75R: 0.600000, count: 5\n","Region 82 Avg IOU: 0.877610, Class: 0.999321, Obj: 0.763938, No Obj: 0.004071, .5R: 1.000000, .75R: 1.000000, count: 4\n","Region 94 Avg IOU: 0.895952, Class: 0.999928, Obj: 0.999310, No Obj: 0.001531, .5R: 1.000000, .75R: 1.000000, count: 6\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000042, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.923526, Class: 0.999907, Obj: 0.998181, No Obj: 0.001766, .5R: 1.000000, .75R: 1.000000, count: 2\n","Region 94 Avg IOU: 0.806879, Class: 0.999871, Obj: 0.912076, No Obj: 0.001783, .5R: 1.000000, .75R: 0.833333, count: 6\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","48410: 0.098010, 0.085703 avg, 0.001000 rate, 1.946798 seconds, 3098240 images\n","Resizing\n","512\n","Loaded: 0.000070 seconds\n","Region 82 Avg IOU: 0.891361, Class: 0.999963, Obj: 0.999770, No Obj: 0.003971, .5R: 1.000000, .75R: 1.000000, count: 5\n","Region 94 Avg IOU: 0.870828, Class: 0.999934, Obj: 0.997467, No Obj: 0.001306, .5R: 1.000000, .75R: 1.000000, count: 7\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.887065, Class: 0.999895, Obj: 0.999872, No Obj: 0.004768, .5R: 1.000000, .75R: 1.000000, count: 5\n","Region 94 Avg IOU: 0.915243, Class: 0.999969, Obj: 0.999225, No Obj: 0.000201, .5R: 1.000000, .75R: 1.000000, count: 2\n","Region 106 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.000000, .5R: -nan, .75R: -nan, count: 0\n","Region 82 Avg IOU: 0.927579, Class: 0.999921, Obj: 0.986385, No Obj: 0.004616, .5R: 1.000000, .75R: 1.000000, count: 6\n","Region 94 Avg IOU: 0.861684, Class: 0.999996, Obj: 0.999970, No Obj: 0.000380, .5R: 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