From a42fcb3438cc577a7d404c94e4fb59ab4be8be9b Mon Sep 17 00:00:00 2001 From: FEIJINTI <83849113+FEIJINTI@users.noreply.github.com> Date: Mon, 20 Jun 2022 15:12:45 +0800 Subject: [PATCH] =?UTF-8?q?=E4=BF=AE=E6=94=B9=E7=81=B5=E6=95=8F=E5=BA=A6?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit 修改灵敏度为32,删去了问题数据 --- 01_dataset_building.ipynb | 2 +- 02_feature_design&training.ipynb | 155 +++++++++++----------- 03_data_update.ipynb | 35 +++-- 05_evaluation.ipynb | 83 ++++++------ 06_other_models.ipynb | 213 +++++++++++++++++++++++++++++++ models.py | 72 ++++++++--- utils.py | 18 ++- 7 files changed, 420 insertions(+), 158 deletions(-) create mode 100644 06_other_models.ipynb diff --git a/01_dataset_building.ipynb b/01_dataset_building.ipynb index 228c99f..42d0cdc 100755 --- a/01_dataset_building.ipynb +++ b/01_dataset_building.ipynb @@ -42,7 +42,7 @@ "source": [ "# 一些参数\n", "blk_sz = 8\n", - "sensitivity = 8\n", + "sensitivity = 32\n", "selected_bands = [127, 201, 202, 294]\n", "# [76, 146, 216, 367, 383, 406]\n", "file_name, labeled_image_file = r\"F:\\zhouchao\\616\\calibrated1.raw\", \\\n", diff --git a/02_feature_design&training.ipynb b/02_feature_design&training.ipynb index 2c3e9ed..76d566c 100755 --- a/02_feature_design&training.ipynb +++ b/02_feature_design&training.ipynb @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 19, "metadata": { "collapsed": false, "pycharm": { @@ -35,7 +35,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 20, "metadata": { "collapsed": false, "pycharm": { @@ -45,15 +45,15 @@ "outputs": [], "source": [ "# some parameters\n", - "tran_size = 10000\n", + "tran_size = 20000\n", "\n", - "blk_sz, sensitivity = 8, 8\n", + "blk_sz, sensitivity = 8, 32\n", "selected_bands = [127, 201, 202, 294]\n", "tree_num = 185\n", "pic_row, pic_col= 600, 1024\n", "\n", - "dataset_file = f'./dataset/data_{blk_sz}x{blk_sz}_c{len(selected_bands)}_sen{sensitivity}_7.p'\n", - "model_file = f'./models/rf_{blk_sz}x{blk_sz}_c{len(selected_bands)}_{tree_num}_7.model'" + "dataset_file = f'./dataset/data_{blk_sz}x{blk_sz}_c{len(selected_bands)}_sen{sensitivity}_4.p'\n", + "model_file = f'./models/rf_{blk_sz}x{blk_sz}_c{len(selected_bands)}_{tree_num}_sen{sensitivity}_4.model'" ] }, { @@ -70,7 +70,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 21, "metadata": { "collapsed": false, "pycharm": { @@ -82,9 +82,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "数据量: 9819\n", - "x train (6873, 8, 8, 4), y train (6873,)\n", - "x test (2946, 8, 8, 4), y test (2946,)\n" + "数据量: 19564\n", + "x train (13694, 8, 8, 4), y train (13694,)\n", + "x test (5870, 8, 8, 4), y test (5870,)\n" ] } ], @@ -104,7 +104,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 22, "metadata": { "collapsed": false, "pycharm": { @@ -116,15 +116,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "total (array([8937., 600., 41., 0., 190.]), array([0, 1, 2, 3, 4, 5]), ) \n", - "train (array([6256., 420., 29., 0., 132.]), array([0, 1, 2, 3, 4, 5]), ) \n", - "test (array([2681., 180., 12., 0., 58.]), array([0, 1, 2, 3, 4, 5]), )\n" + "total (array([18474., 762., 75., 0., 62., 91., 100.]), array([0, 1, 2, 3, 4, 5, 6, 7]), ) \n", + "train (array([12931., 533., 53., 0., 43., 64., 70.]), array([0, 1, 2, 3, 4, 5, 6, 7]), ) \n", + "test (array([5543., 229., 22., 0., 19., 27., 30.]), array([0, 1, 2, 3, 4, 5, 6, 7]), )\n" ] }, { "data": { "text/plain": "
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DwC8CNwHHgD9v9bnWJVenfmax6uGq2lBVG6amphagVWl5MDBLkjRGqur1qjpZVT8B/grY2F6aAdYOXboGONrqa+aoS1ogBmZJksZIW5N8yu8Bp+6gsRfYmuTSJNcx+HHfM1V1DDiRZFO7O8ZdwBOL2rQ04VaOugFJkparJJ8B3gNcnWQG+BjwniQ3MVhW8QrwBwBVdSjJHuAF4E1gR1WdbG91D4M7blwGPNkekhaIgVmSpBGpqg/MUX6kc/0uYNcc9WngxgVsTdIQl2RIkiRJHQZmSZIkqcPALEmSJHUYmCVJkqQOA7MkSZLUYWCWJEmSOgzMkiRJUoeBWZIkSeowMEuSJEkdBmZJkiSpw8AsSZIkdRiYJUmSpA4DsyRJktRhYJYkSZI6DMySJElSh4FZmiBJ3pbkmST/kORQkj9t9auS7EvyUjteOTTmviRHkryY5Pah+i1JDrbXHkiSUXwmSZJGzcAsTZY3gN+sqncDNwGbk2wCdgL7q2o9sL89J8n1wFbgBmAz8GCSFe29HgK2A+vbY/Mifg5JksaGgVmaIDXw4/b0kvYoYAuwu9V3A3e08y3A41X1RlW9DBwBNiZZBVxRVU9VVQGPDY2RJGlZMTBLEybJiiQHgOPAvqp6Gri2qo4BtOM17fLVwGtDw2dabXU7P70uSdKyY2CWJkxVnayqm4A1DL4tvrFz+VzrkqtTP/MNku1JppNMz87Onne/kiSNOwOzNKGq6ofA1xmsPX69LbOgHY+3y2aAtUPD1gBHW33NHPW5/s7DVbWhqjZMTU0t5EeQJGksGJilCZJkKsk72/llwG8B3wX2AtvaZduAJ9r5XmBrkkuTXMfgx33PtGUbJ5JsanfHuGtojCRJy8rKUTcgaUGtAna3O138DLCnqr6Y5ClgT5K7gVeBOwGq6lCSPcALwJvAjqo62d7rHuBR4DLgyfaQJGnZMTBLE6SqvgPcPEf9+8BtZxmzC9g1R30a6K1/liRpWXBJhiRJktQx78DcblX17SRfbM/dOUySJEkT73y+Yb4XODz03J3DJEmSNPHmFZiTrAHeB3xyqOzOYZIkSZp48/2G+RPAHwM/Gaq5c5gkSZIm3jkDc5L3A8er6tl5vqc7h0mSJGlizOcb5luB303yCvA48JtJ/gZ3DpMkSdIycM7AXFX3VdWaqlrH4Md8f1dVH8SdwyRJkrQMXMjGJffjzmGSJEmacOcVmKvq68DX27k7h0mSJGniudOfJEmS1GFgliRJkjoMzJIkSVKHgVmSJEnqMDBLkiRJHQZmSZIkqcPALEmSJHUYmCVJkqQOA7MkSZLUYWCWJEmSOgzMkiRJUoeBWZIkSeowMEuSJEkdBmZJkiSpw8AsSdKIJPlUkuNJnh+qXZVkX5KX2vHKodfuS3IkyYtJbh+q35LkYHvtgSRZ7M8iTTIDsyRJo/MosPm02k5gf1WtB/a35yS5HtgK3NDGPJhkRRvzELAdWN8ep7+npAtgYJYkaUSq6hvAD04rbwF2t/PdwB1D9cer6o2qehk4AmxMsgq4oqqeqqoCHhsaI2kBGJglSRov11bVMYB2vKbVVwOvDV0302qr2/npdUkLxMAsSdLSMNe65OrUz3yDZHuS6STTs7OzC9qcNMkMzJIkjZfX2zIL2vF4q88Aa4euWwMcbfU1c9TPUFUPV9WGqtowNTW14I1Lk8rALEnSeNkLbGvn24Anhupbk1ya5DoGP+57pi3bOJFkU7s7xl1DYyQtgJWjbkCSpOUqyWeA9wBXJ5kBPgbcD+xJcjfwKnAnQFUdSrIHeAF4E9hRVSfbW93D4I4blwFPtoekBWJgliRpRKrqA2d56bazXL8L2DVHfRq4cQFbkzTEJRmSJElSh4FZkiRJ6jAwS5IkSR0GZkmSJKnDwCxJkiR1GJglSZKkDgOzJEmS1GFgliRJkjoMzNIESbI2ydeSHE5yKMm9rX5Vkn1JXmrHK4fG3JfkSJIXk9w+VL8lycH22gNty11JkpYdA7M0Wd4EPlJVvwJsAnYkuR7YCeyvqvXA/vac9tpW4AZgM/BgkhXtvR4CtgPr22PzYn4QSZLGhYFZmiBVdayqnmvnJ4DDwGpgC7C7XbYbuKOdbwEer6o3qupl4AiwMckq4IqqeqqqCnhsaIwkScuKgVmaUEnWATcDTwPXVtUxGIRq4Jp22WrgtaFhM622up2fXp/r72xPMp1kenZ2dkE/gyRJ48DALE2gJG8HPgd8uKp+1Lt0jlp16mcWqx6uqg1VtWFqaur8m5UkacwZmKUJk+QSBmH501X1+VZ+vS2zoB2Pt/oMsHZo+BrgaKuvmaMuSdKyY2CWJki7k8UjwOGq+vjQS3uBbe18G/DEUH1rkkuTXMfgx33PtGUbJ5Jsau9519AYSZKWlZWjbkDSgroV+BBwMMmBVvsocD+wJ8ndwKvAnQBVdSjJHuAFBnfY2FFVJ9u4e4BHgcuAJ9tDkqRlx8AsTZCq+iZzrz8GuO0sY3YBu+aoTwM3Llx3kiQtTS7JkCRJkjoMzJIkSVKHgVmSJEnqMDBLkiRJHQZmSZIkqcPALEmSJHUYmCVJkqQOA7MkSZLUYWCWJEmSOgzMkiRJUoeBWZIkSeowMEuSJEkdBmZJkiSpw8AsSZIkdRiYJUmSpA4DsyRJktRhYJYkSZI6DMySJElSh4FZkiRJ6jAwS5IkSR0GZkmSJKnjnIE5ydokX0tyOMmhJPe2+lVJ9iV5qR2vHBpzX5IjSV5McvtQ/ZYkB9trDyTJxflYkiRJ0sKYzzfMbwIfqapfATYBO5JcD+wE9lfVemB/e057bStwA7AZeDDJivZeDwHbgfXtsXkBP4skSZK04M4ZmKvqWFU9185PAIeB1cAWYHe7bDdwRzvfAjxeVW9U1cvAEWBjklXAFVX1VFUV8NjQGEmSJGksndca5iTrgJuBp4Frq+oYDEI1cE27bDXw2tCwmVZb3c5Pr8/1d7YnmU4yPTs7ez4tSpIkSQtq3oE5yduBzwEfrqof9S6do1ad+pnFqoerakNVbZiamppvi5IkSdKCm1dgTnIJg7D86ar6fCu/3pZZ0I7HW30GWDs0fA1wtNXXzFGXJEmSxtZ87pIR4BHgcFV9fOilvcC2dr4NeGKovjXJpUmuY/Djvmfaso0TSTa197xraIwkSZI0llbO45pbgQ8BB5McaLWPAvcDe5LcDbwK3AlQVYeS7AFeYHCHjR1VdbKNuwd4FLgMeLI9JEmSpLF1zsBcVd9k7vXHALedZcwuYNcc9WngxvNpUJIkSRold/qTJEmSOgzMkiRJUoeBWZKkMZTklSQHkxxIMt1qVyXZl+Sldrxy6Pr7khxJ8mKS20fXuTR5DMySJI2v36iqm6pqQ3u+E9hfVeuB/e05Sa4HtgI3AJuBB5OsGEXD0iQyMEuStHRsAXa3893AHUP1x6vqjap6GTgCbFz89qTJZGCWJGk8FfDVJM8m2d5q17Z9DWjHa1p9NfDa0NiZVpO0AOZzH2ZJkrT4bq2qo0muAfYl+W7n2rlu/1pnXDQI3tsB3vWudy1Ml9Iy4DfMkiSNoao62o7HgS8wWGLxepJVAO14vF0+A6wdGr4GODrHez5cVRuqasPU1NTFbF+aKAZmSZLGTJLLk7zj1Dnw28DzwF5gW7tsG/BEO98LbE1yaZLrgPXAM4vbtTS5XJIhSdL4uRb4QhIY/H/131bVV5J8C9iT5G7gVeBOgKo6lGQP8ALwJrCjqk6OpnVp8hiYJUkaM1X1PeDdc9S/D9x2ljG7gF0XuTVpWXJJhjRhknwqyfEkzw/VznuzgyS3tE0TjiR5IO2rLkmSlhsDszR5HmWwccGwt7LZwUMMfk2/vj1Of09JkpYFA7M0YarqG8APTiuf12YH7df3V1TVU1VVwGNDYyRJWlYMzNLycL6bHaxu56fXz5Bke5LpJNOzs7ML3rgkSaNmYJaWt7NtdjCvTRDA+7pKkiafgVlaHs53s4OZdn56XZKkZcfALC0P57XZQVu2cSLJpnZ3jLuGxkiStKx4H2ZpwiT5DPAe4OokM8DHgPs5/80O7mFwx43LgCfbQ5KkZcfALE2YqvrAWV46r80OqmoauHEBW5MkaUlySYYkSZLUYWCWJEmSOgzMkiRJUoeBWZIkSeowMEuSJEkdBmZJkiSpw8AsSZIkdRiYJUmSpA4DsyRJktRhYJYkSZI6DMySJElSh4FZkiRJ6jAwS5IkSR0GZkmSJKnDwCxJkiR1GJglSZKkDgOzJEmS1GFgliRJkjoMzJIkSVKHgVmSJEnqMDBLkiRJHQZmSZIkqcPALEmSJHWsHHUDk2bdzi+NuoWf8sr97xt1C9JYc85KS4fzVaPiN8ySJElSh4FZkiRJ6jAwS5IkSR0GZkmSJKnDwCxJkiR1GJglSZKkDgOzJEmS1GFgliRJkjoMzJIkSVKHgVmSJEnqMDBLkiRJHQZmSZIkqcPALEmSJHWsHHUD0iit2/mlUbfwU165/32jbkEaW85XaWkZpzl7ofPVb5glSZKkDgOzJEmS1LHogTnJ5iQvJjmSZOdi/31J8+d8lZYW56x0cSxqYE6yAvgfwO8A1wMfSHL9YvYgaX6cr9LS4pyVLp7F/tHfRuBIVX0PIMnjwBbghUXuY9kYpwX34I9klhjn6wiM05x1vi45ztlFNk7zFZyzF9NiL8lYDbw29Hym1SSNH+ertLQ4Z6WLZLG/Yc4ctTrjomQ7sL09/XGSF8/xvlcD/3yBvS2UceoFxqyf/Pfx6oel+Z/Pf1iMXlge8xXs56ycr31jNl9hHnPW+brgxqof5+zZXeh8XezAPAOsHXq+Bjh6+kVV9TDw8HzfNMl0VW248PYu3Dj1AvZzLvbTNfHzFeynZ5x6AfuZh3POWefrwrKfvnHq50J7WewlGd8C1ie5LsnPAluBvYvcg6T5cb5KS4tzVrpIFvUb5qp6M8kfAv8TWAF8qqoOLWYPkubH+SotLc5Z6eJZ9K2xq+rLwJcX+G3n/a+XFsE49QL2cy7207EM5ivYT8849QL2c04XYc6O22e0nz77ObsL6iVVZ/yGR5IkSVLj1tiSJElSx5IOzOO0BWiSTyU5nuT5UfZxSpK1Sb6W5HCSQ0nuHXE/b0vyTJJ/aP386Sj7aT2tSPLtJF8cg15eSXIwyYEk06Pu52IYp/na+hmbOet8nVdPYzNfwTk7gl6cr2fvZ+zmK4zXnF2I+bpkl2S0LUD/N/CfGdxK51vAB6pqJDsaJfl14MfAY1V14yh6OK2fVcCqqnouyTuAZ4E7RvifT4DLq+rHSS4BvgncW1V/P4p+Wk//DdgAXFFV7x9VH62XV4ANVTUW96tcaOM2X1tPYzNnna/z6mls5mvr5xWcs4vZj/P17P2M3XxtfY3NnF2I+bqUv2H+ty1Aq+pfgVNbgI5EVX0D+MGo/v7pqupYVT3Xzk8Ahxnhjk818OP29JL2GNk/rSVZA7wP+OSoelhmxmq+wnjNWedrn/N1JMZqzjpfu/2M1XyFyZyzSzkwuwXoPCVZB9wMPD3iPlYkOQAcB/ZV1Sj7+QTwx8BPRtjDsAK+muTZDHbimjTO13lyvs7pE4zXfAXnrHC+dnyC8ZqzFzxfl3Jgnte2vctdkrcDnwM+XFU/GmUvVXWyqm5isPvUxiQj+ddqSd4PHK+qZ0fx98/i1qr6VeB3gB3tXz9OEufrPDhfzzSm8xWcs8ue83VuYzpnL3i+LuXAPK9te5eztpbpc8Cnq+rzo+7nlKr6IfB1YPOIWrgV+N22pulx4DeT/M2IegGgqo6243HgCwz+degkcb6eg/P1rMZuvoJzdrlzvnaN3ZxdiPm6lAOzW4B2tB8BPAIcrqqPj0E/U0ne2c4vA34L+O4oeqmq+6pqTVWtY/Dfm7+rqg+OoheAJJe3H46Q5HLgt4GR/xJ8gTlfO5yvZzdu8xWcs8ud87Vv3ObsQs3XJRuYq+pN4NQWoIeBPaPcAjTJZ4CngF9KMpPk7lH10twKfIjBP9kdaI/3jrCfVcDXknyHwf8Q76uqkd9qZkxcC3wzyT8AzwBfqqqvjLinBTVu8xXGbs46X5cW5+wic752OV/7FmS+LtnbykmSJEmLYcl+wyxJkiQtBgOzJEmS1GFgliRJkjoMzJIkSVKHgVmSJEnqMDBLkiRJHQZmSZIkqcPALEmSJHX8f7Zy+6Ev12QeAAAAAElFTkSuQmCC\n" 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\n" }, "metadata": { "needs_background": "light" @@ -134,9 +134,9 @@ ], "source": [ "fig, axs = plt.subplots(1, 3, figsize=(12, 6))\n", - "hist_res_total = axs[0].hist(y,[0, 1, 2, 3, 4, 5], align='mid')\n", - "hist_res_train = axs[1].hist(y_train,[0, 1, 2, 3, 4, 5], align='mid')\n", - "hist_res_test = axs[2].hist(y_test,[0, 1, 2, 3, 4, 5], align='mid')\n", + "hist_res_total = axs[0].hist(y,[0, 1, 2, 3, 4, 5, 6, 7], align='mid')\n", + "hist_res_train = axs[1].hist(y_train,[0, 1, 2, 3, 4, 5, 6, 7], align='mid')\n", + "hist_res_test = axs[2].hist(y_test,[0, 1, 2, 3, 4, 5, 6, 7], align='mid')\n", "print(f'total {hist_res_total} \\n'\n", " f'train {hist_res_train} \\n'\n", " f'test {hist_res_test}')\n", @@ -145,7 +145,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 23, "metadata": { "collapsed": false, "pycharm": { @@ -157,14 +157,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "train (array([ 6256., 6256., 6256., 0., 12512.]), array([0, 1, 2, 3, 4, 5]), ) \n", + "train (array([12931., 12931., 12931., 0., 12931., 12931., 12931.]), array([0, 1, 2, 3, 4, 5, 6, 7]), ) \n", "\n" ] }, { "data": { "text/plain": "
", - "image/png": 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\n" + "image/png": 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}, "metadata": { "needs_background": "light" @@ -175,14 +175,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "train (array([1666., 1667., 1667., 0., 3333.]), array([0, 1, 2, 3, 4, 5]), ) \n", + "train (array([3333., 3333., 3334., 0., 3333., 3333., 3334.]), array([0, 1, 2, 3, 4, 5, 6, 7]), ) \n", "\n" ] }, { "data": { "text/plain": "
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\n" + "image/png": 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\n" }, "metadata": { "needs_background": "light" @@ -193,7 +193,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "10000\n" + "20000\n" ] } ], @@ -206,7 +206,7 @@ "x_resampled, y_resampled = ros.fit_resample(x_train, y_train)\n", "# 画图\n", "fig, axs = plt.subplots(figsize=(10, 6))\n", - "hist_res_train = axs.hist(y_resampled, [0, 1, 2, 3, 4, 5], align='mid')\n", + "hist_res_train = axs.hist(y_resampled, [0, 1, 2, 3, 4, 5, 6, 7], align='mid')\n", "print(f'train {hist_res_train} \\n')\n", "plt.show()\n", "# 抽样\n", @@ -214,7 +214,7 @@ " shuffle=True, stratify=y_resampled)\n", "# 画图\n", "fig, axs = plt.subplots(figsize=(10, 6))\n", - "hist_res_train = axs.hist(y_train, [0, 1, 2, 3, 4, 5], align='mid')\n", + "hist_res_train = axs.hist(y_train, [0, 1, 2, 3, 4, 5, 6, 7], align='mid')\n", "print(f'train {hist_res_train} \\n')\n", "plt.show()\n", "x_train = x_train.reshape(x_train.shape[0], x_train_shape[1], x_train_shape[2], x_train_shape[3])\n", @@ -236,7 +236,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 24, "metadata": { "collapsed": false, "pycharm": { @@ -250,7 +250,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 25, "metadata": { "collapsed": false, "pycharm": { @@ -262,7 +262,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "(2946, 256)\n" + "(5870, 256)\n" ] } ], @@ -286,7 +286,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 26, "metadata": { "collapsed": false, "pycharm": { @@ -298,45 +298,45 @@ "name": "stdout", "output_type": "stream", "text": [ - "预测时间: 0.1156773567199707\n", + "预测时间: 0.2433488368988037\n", "RFC训练模型评分:1.0\n", - "RFC待测模型评分:0.9829921580609023\n", - "RFC预测结果:[0 0 0 ... 5 5 5]\n", + "RFC待测模型评分:0.977918626047843\n", + "RFC预测结果:[0 0 0 ... 1 5 5]\n", "---------------------------------------------------------------------------------------------------\n", "RFC分类报告\n", " precision recall f1-score support\n", "\n", - " 0 1.00 0.99 0.99 8937\n", - " 1 0.84 0.98 0.91 600\n", - " 2 0.86 0.73 0.79 41\n", - " 4 0.97 0.71 0.82 42\n", - " 5 0.78 0.91 0.84 148\n", - " 6 0.87 0.80 0.84 51\n", + " 0 1.00 0.98 0.99 18474\n", + " 1 0.68 0.99 0.80 762\n", + " 2 0.79 0.85 0.82 75\n", + " 4 0.85 0.81 0.83 62\n", + " 5 0.82 0.84 0.83 91\n", + " 6 0.82 0.97 0.89 100\n", "\n", - " accuracy 0.98 9819\n", - " macro avg 0.89 0.85 0.86 9819\n", - "weighted avg 0.98 0.98 0.98 9819\n", + " accuracy 0.98 19564\n", + " macro avg 0.82 0.91 0.86 19564\n", + "weighted avg 0.98 0.98 0.98 19564\n", "\n", "RFC混淆矩阵:\n", - "[[8827 81 0 0 28 1]\n", - " [ 3 590 1 1 5 0]\n", - " [ 0 8 30 0 1 2]\n", - " [ 0 12 0 30 0 0]\n", - " [ 3 8 0 0 134 3]\n", - " [ 0 2 4 0 4 41]]\n", + "[[18092 343 9 3 15 12]\n", + " [ 5 753 3 1 0 0]\n", + " [ 0 1 64 5 1 4]\n", + " [ 1 9 2 50 0 0]\n", + " [ 0 8 1 0 76 6]\n", + " [ 0 0 2 0 1 97]]\n", "rfc分类报告:\n", " precision recall f1-score support\n", "\n", - " 0 1.00 1.00 1.00 9537\n", - " 2 0.87 0.88 0.88 282\n", + " 0 1.00 1.00 1.00 19236\n", + " 2 0.88 0.94 0.91 328\n", "\n", - " accuracy 0.99 9819\n", - " macro avg 0.94 0.94 0.94 9819\n", - "weighted avg 0.99 0.99 0.99 9819\n", + " accuracy 1.00 19564\n", + " macro avg 0.94 0.97 0.95 19564\n", + "weighted avg 1.00 1.00 1.00 19564\n", "\n", "rfc混淆矩阵:\n", - "[[9501 36]\n", - " [ 33 249]]\n" + "[[19193 43]\n", + " [ 19 309]]\n" ] } ], @@ -348,18 +348,19 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": { "collapsed": false, "pycharm": { - "name": "#%%\n" + "name": "#%%\n", + "is_executing": true } }, "outputs": [ { "data": { - "text/plain": "
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\n" 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\n" 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\n" 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\n" }, "metadata": { "needs_background": "light" @@ -378,8 +379,8 @@ }, { "data": { - "text/plain": "
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\n" 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\n" 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\n" 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\n" }, "metadata": { "needs_background": "light" @@ -397,16 +398,14 @@ "output_type": "display_data" }, { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m", - "\u001B[1;31mKeyboardInterrupt\u001B[0m Traceback (most recent call last)", - "Input \u001B[1;32mIn [37]\u001B[0m, in \u001B[0;36m\u001B[1;34m()\u001B[0m\n\u001B[0;32m 1\u001B[0m model \u001B[38;5;241m=\u001B[39m SpecDetector(model_path\u001B[38;5;241m=\u001B[39mmodel_file, blk_sz\u001B[38;5;241m=\u001B[39mblk_sz, channel_num\u001B[38;5;241m=\u001B[39m\u001B[38;5;28mlen\u001B[39m(selected_bands))\n\u001B[0;32m 2\u001B[0m \u001B[38;5;66;03m# 画图验证效果\u001B[39;00m\n\u001B[1;32m----> 3\u001B[0m \u001B[43mvisualization_evaluation\u001B[49m\u001B[43m(\u001B[49m\u001B[43mdetector\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mmodel\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mdata_path\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;124;43mr\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[38;5;124;43mF:\u001B[39;49m\u001B[38;5;124;43m\\\u001B[39;49m\u001B[38;5;124;43mzhouchao\u001B[39;49m\u001B[38;5;124;43m\\\u001B[39;49m\u001B[38;5;124;43m617\u001B[39;49m\u001B[38;5;124;43m\\\u001B[39;49m\u001B[38;5;124;43m617_pure_tobacco\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mselected_bands\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mselected_bands\u001B[49m\u001B[43m)\u001B[49m\n", - "File \u001B[1;32m~\\PycharmProjects\\tobacco-sorting-industry\\utils.py:107\u001B[0m, in \u001B[0;36mvisualization_evaluation\u001B[1;34m(detector, data_path, selected_bands)\u001B[0m\n\u001B[0;32m 105\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m idx, image_path \u001B[38;5;129;01min\u001B[39;00m \u001B[38;5;28menumerate\u001B[39m(image_paths):\n\u001B[0;32m 106\u001B[0m \u001B[38;5;28;01mwith\u001B[39;00m \u001B[38;5;28mopen\u001B[39m(image_path, \u001B[38;5;124m'\u001B[39m\u001B[38;5;124mrb\u001B[39m\u001B[38;5;124m'\u001B[39m) \u001B[38;5;28;01mas\u001B[39;00m f:\n\u001B[1;32m--> 107\u001B[0m data \u001B[38;5;241m=\u001B[39m \u001B[43mf\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mread\u001B[49m\u001B[43m(\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m 108\u001B[0m img \u001B[38;5;241m=\u001B[39m np\u001B[38;5;241m.\u001B[39mfrombuffer(data, dtype\u001B[38;5;241m=\u001B[39mnp\u001B[38;5;241m.\u001B[39mfloat32)\u001B[38;5;241m.\u001B[39mreshape((nrows, \u001B[38;5;241m-\u001B[39m\u001B[38;5;241m1\u001B[39m, ncols))\u001B[38;5;241m.\u001B[39mtranspose(\u001B[38;5;241m0\u001B[39m, \u001B[38;5;241m2\u001B[39m, \u001B[38;5;241m1\u001B[39m)\n\u001B[0;32m 109\u001B[0m nbands \u001B[38;5;241m=\u001B[39m img\u001B[38;5;241m.\u001B[39mshape[\u001B[38;5;241m2\u001B[39m]\n", - "\u001B[1;31mKeyboardInterrupt\u001B[0m: " - ] + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ @@ -421,7 +420,8 @@ "metadata": { "collapsed": false, "pycharm": { - "name": "#%%\n" + "name": "#%%\n", + "is_executing": true } }, "outputs": [], @@ -437,7 +437,8 @@ "metadata": { "collapsed": false, "pycharm": { - "name": "#%%\n" + "name": "#%%\n", + "is_executing": true } } } diff --git a/03_data_update.ipynb b/03_data_update.ipynb index 784bf9e..785ce50 100755 --- a/03_data_update.ipynb +++ b/03_data_update.ipynb @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 49, "outputs": [], "source": [ "import os\n", @@ -48,12 +48,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 50, "outputs": [], "source": [ "# some parameters\n", - "new_spectra_file = r\"F:\\zhouchao\\618\\bomo\\calibrated7.raw\"\n", - "new_label_file = r\"F:\\zhouchao\\618\\bomo\\picture\\label7.bmp\"\n", + "new_spectra_file = r\"F:\\zhouchao\\615\\calibrated0.raw\"\n", + "new_label_file = r\"F:\\zhouchao\\615\\label0.bmp\"\n", "\n", "target_class = 0\n", "target_class_left, target_class_right = 5, 4\n", @@ -63,7 +63,7 @@ "split_line = 500\n", "\n", "\n", - "blk_sz, sensitivity = 8, 8\n", + "blk_sz, sensitivity = 8, 32\n", "selected_bands = [127, 201, 202, 294]\n", "tree_num = 185\n", "\n", @@ -72,11 +72,11 @@ "color_dict = {(0, 0, 255): 1, (255, 255, 255): 0, (0, 255, 0): 2, (255, 0, 0): 1, (0, 255, 255): 4,\n", " (255, 255, 0): 5, (255, 0, 255): 6}\n", "\n", - "new_dataset_file = f'./dataset/data_{blk_sz}x{blk_sz}_c{len(selected_bands)}_sen{sensitivity}_7.p'\n", - "dataset_file = f'./dataset/data_{blk_sz}x{blk_sz}_c{len(selected_bands)}_sen{sensitivity}_6.p'\n", + "new_dataset_file = f'./dataset/data_{blk_sz}x{blk_sz}_c{len(selected_bands)}_sen{sensitivity}_4.p'\n", + "dataset_file = f'./dataset/data_{blk_sz}x{blk_sz}_c{len(selected_bands)}_sen{sensitivity}_3.p'\n", "\n", - "model_file = f'./models/rf_{blk_sz}x{blk_sz}_c{len(selected_bands)}_{tree_num}_6.model'\n", - "selected_bands = None" + "model_file = f'./models/rf_{blk_sz}x{blk_sz}_c{len(selected_bands)}_{tree_num}_sen{sensitivity}_3.model'\n", + "# selected_bands = None" ], "metadata": { "collapsed": false, @@ -87,10 +87,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 51, "outputs": [], "source": [ - "# if len(new_spectra_files) == 1:\n", "data = read_raw_file(new_spectra_file, selected_bands)" ], "metadata": { @@ -115,7 +114,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 52, "outputs": [], "source": [ "x_list, y_list = [], []\n", @@ -144,7 +143,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 53, "outputs": [], "source": [ "if (new_label_file is None) and (target_class != 1):\n", @@ -176,7 +175,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 54, "outputs": [ { "name": "stdout", @@ -201,13 +200,13 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 55, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "148 148\n" + "301 301\n" ] } ], @@ -235,7 +234,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 56, "outputs": [], "source": [ "with open(dataset_file, 'rb') as f:\n", @@ -266,7 +265,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 56, "outputs": [], "source": [], "metadata": { diff --git a/05_evaluation.ipynb b/05_evaluation.ipynb index b5b43f8..3c8e979 100755 --- a/05_evaluation.ipynb +++ b/05_evaluation.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 6, "outputs": [], "source": [ "import pickle\n", @@ -21,10 +21,10 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 7, "outputs": [], "source": [ - "blk_sz, sensitivity = 8, 8\n", + "blk_sz, sensitivity = 8, 32\n", "selected_bands = [127, 201, 202, 294]\n", "tree_num = 185" ], @@ -37,11 +37,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 8, "outputs": [], "source": [ - "dataset_file = f'./dataset/data_{blk_sz}x{blk_sz}_c{len(selected_bands)}_sen{sensitivity}_7.p'\n", - "model_file = f'./models/rf_{blk_sz}x{blk_sz}_c{len(selected_bands)}_{tree_num}_7.model'" + "dataset_file = f'./dataset/data_{blk_sz}x{blk_sz}_c{len(selected_bands)}_sen{sensitivity}_2.p'\n", + "model_file = f'./models/rf_{blk_sz}x{blk_sz}_c{len(selected_bands)}_{tree_num}_sen{sensitivity}_2.model'" ], "metadata": { "collapsed": false, @@ -52,7 +52,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 9, "outputs": [], "source": [ "with open(dataset_file, 'rb') as f:\n", @@ -68,12 +68,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 10, "outputs": [ { "data": { - "text/plain": "
", - "image/png": 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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dtfJ7L+EH5+qYx2cRLMDPQOV1zBLGIwuF7YynaPJcwh72g6zMPK23AY+W9KRo5fwG4cfpmzGt1WydfDXwP6OCWS1PU5gsnQZ+F/i8me01swOEH7pfiuX8ZZZRytFC/gvgdZLOi3m+SNJPr5D+3cBOSduyc+8g7Lh6rsKE/2/TbCOA/1dh2eFjCSuv0u6gW4B7zeykpEcRjILE24EnKSzt7Sq8w/kRMe9vBv5EYWK6I+nHFCajl5VhM9sLHJH0MOCfCD+afyBpU2yjx2T5OgYcknQRYbhvLbwyWsUPBf494Y1mw9hC2Lb6WOwz7fdMtLf5/gvgV6IXpZj3n5G0hfCK0x5hu/GupJ8nzNdVKEzkp8ni6VhuAV8jKK9HxM8LY9qPoOW9rFCWOUK97SC+YjXjswQl8Sjgnyy8Ne8ywvzGwFeInnHWezxqyLjaHpZODH8IeFnr3LsIb6W6lmBBH8s+fxbDXE8cJ47HzydOLlo9JvgNwiTvJwiWYrr2I4Stgo8SJkXfQTbWGO+9IV6/CfjpldIkDAv9TbznVsLwSDUGCpxD+EE5QBDE3waKLK6thB/fqXj8WOCrscxfBB7bStdan2tbdfgtsgng1rUHA9/Mjn8+lvNILGNeV68akNarsuuzhPmKJ65BDq4lWMofi+X7JNmEMsHC/W6M949j++VzAp9uxTdLULq3xDJ8E/j1VeTjzQSlfYjgycwS3ot8V/y8gThOTBxXBl4e2+k24LlZXM+K7X6UMCH5RuL4etaen4/52wtcHc+nie07CLL6SWDDSjIcr/8hcZ6MYCW/L5bnHuAN8fxDCfNpxwjGz0vIxsdZeU7gRdTbhv9WSy7e1srP4whyd4wwZv47NPvkr8R6PQT8Qjz3FMLCh0Px2l8DW7J++uVYp++Kn1e38t6WzcsHtPMTWDr/83XgOctc303oC8cIizhezNK5qs8B/5gdv5usX63356zeO0jS1cD/ZmZXr3deziSS/pHwzth/PANp3UL44f7u6U5rQNrXEjrdK8502vcnFF608ztm9vgVAzsTx9n+sMMHCO7YpPFqgudzJvhNwtI/5+zlM4S5JMdZwlntCThnP5LSGGmbFxPWrZ92T0DSywiTk20+ZWZPHXDece43uBJwHMeZYM7m1UGO4zjOKeJKwHEcZ4JxJeA4jjPBuBJwHMeZYFwJOI7jTDCuBBzHcSYYVwKO4zgTjCsBx3GcCcaVgOM4zgTjSsBxHGeCcSXgOI4zwbgScBzHmWBcCTiO40wwrgQcx3EmGFcCjuM4E4wrAcdxnAnGlYDjOM4E40rAcRxngnEl4DiOM8G4EnAcx5lgXAk4juNMMK4EHMdxJhhXAo7jOBOMKwHHcZwJxpWA4zjOBONKwHEcZ4JxJeA4jjPBuBJwHMeZYFwJOI7jTDCuBBzHcSYYVwKO4zgTjCsBx3GcCcaVgOM4zgTjSsBxHGeCcSXgOI4zwbgScBzHmWBcCTiO40wwrgQcx3EmGFcCjuM4E4wrAcdxnAnGlYDjOM4E40rAcRxngnEl4DiOM8G4EnAcx5lgXAk4juNMMK4EHMdxJhhXAo7jOBOMKwHHcZwJxpWA4zjOBONKwHEcZ4JxJeA4jjPBuBJwHMeZYFwJOI7jTDCuBBzHcSYYVwKO4zgTjCsBx3GcCcaVgOM4zgTjSsBxHGeCcSXgOI4zwbgScBzHmWBcCTiO40wwrgQcx3EmGFcCjuM4E4wrAcdxnAnGlYDjOM4E40rAcRxngnEl4DiOM8G4EnAcx5lgXAk4juNMMK4EHMdxJhhXAo7jOBOMKwHHcZwJxpWA4zjOBONKwHEcZ4JxJeA4jjPBuBJwHMeZYE6bEpD0FEk3SrpJ0ktPVzrOmcXb9f6Jt+vkIjMbfaRSB/g28GTgduALwC+a2TdGnphzxvB2vX/i7TrZnC5P4FHATWZ2i5ktAO8Enn6a0nLOHN6u90+8XSeY7mmK9yJgb3Z8O3BVHkDSi4AXxUw88hxECfQwDFgE+kCZ3dOvbyb5LwKG+TLLXVsLw+LRCvfNdAu6hZhbLCmjxzV6v2s4igkaRkHQ+AZMEep1OoaZAeanZ5jaeS733nX7PWZ27pAo19SuHTqP3MjWEZbI+V45yn2n1K7gffZMsNY+u9DpcPLE8ZWKtSynSwkMylSjLs3sTcCbAHYWHXsRU+yhx2FK7hDslygR8zF8IXE83StVgtYHLCYXGt4wM4qiQFKdcpQKS9nIhsGqcBINSc2+mmXnzEBCEoon83gt/i0LMW9QTHXoSAwaeht8LmZaVPHnldgobXVCVfmra6UxhdEDNgAdMzrALjN2AosGFwKbMG7efTFXPPc/8I7f/Y+3LslQsyqWZLdVnqpdt2qHXaUnLhOdc6b4e3v3KbUreJ/N6mHAuZjpM9xnb56f51Q5XUrgduCS7Phi4M5hgfvAfvrMAXcKjhEKezK2bydaEQW1ZTEVw1SqE0IjWxA+YmOXVg5U5cosk4ooKFWYGLPlBzEdUrIaGD0gSmv3LmXx1HnGMlk2i9GrdVvIr6wdn9EKHZMQUrDOABasFrRNwGGM7cAUHVCfRQ0tSM6a2tU5a1hzu3qfHZM+OwJO15zAF4ArJT1A0jTwbOD9wwILOKiSExTsJmhAAzbGwncI2tCAErEIoQLadWApTDq0qLUtNFRpDS2+pAqlIFRGsA7M4nH8yCqZUJa+YoNLotPpMDPVpSiixaEUIFoh7XybLRFKi2lXebVofUSZUEPW6nSsylcQJgRFsjYkOoJtwG5EB9GXQsekmwnysqypXZ2zhjW3q/fZ8eizo+C0eAJm1pP0a8BHgA7wZjP7+rDwBXAE2EafReswqz7TwDxijlApBWJBUWtJ9MkatPb5alcvVpAkFN29UNeqXUw13TMZyAxhQSjbv4pJMSulosoCMEGnED902Q46hfjKnoMs9vokCRDCZNE6sDDeaFa5tZUFY7XRkeS7zoaBhftTWGGgorrJrDZ/umZMWSjLtBnnAcctdNI5MzYC91LSjW2wkg5Ya7s6ZwffS7t6nx2PPjsKTtdwEGb2QeCDqwkbRrU67FXJFkrmga3AXhEEB1iMwtRXpkUtNsaAccTc5Uzjj/WEVW0xSKJj0DejExu6lDA14641fIytKKIlAUmkSzNuuO1eytKqSSWy/FZimLm/KY3gNloVrsp5JUwpbOw2uXvaGnUMdWP0LdaZGV3giAWr4t7oqPcxFpniJIssZvlbjrW0q3P2sNZ29T47Hn12FJw2JbAWOogeosQ4QpgVn1cQACNksk/U+rUBUWndilz7IvJGqCZ/WOrG9SQw0QOs4bZlaVURUbuJ+bmYv35pVXirwtRxWTRhlAl+JQqtflHFq7osyfpJLqaZUKHGHZKwsqQsjAUrMYljwAkzThhcZoBKjlKwyxbYj1ik7kSOsxLeZ5uB1qvPjoKxUAIFxsNthuMYd6nHXsJE01QrXNmo5fqrJbuh3RI5+dhhPG4EVTrXFBQ1Wl5RWNQQBssjsej4ZcvLqhiy3hDGD7P72/nOrZD2j7NSeVS7y7EekrBaIQoTVsZcmFFI9M04DBxDbKZks+ACYP+QanOcQXifHZDvs7TPjoUSKIFv6wRTlOwFeoRxxSmDvuCkgsavhCD9l8YQYakwtVYNVM0eG0oDpK+aADIG0xYSayYbvFWjcl2HRNGYQKpMCVuS7bYgNXKcWUnpS31G9XhjJtz5uuctGJsQ55iYk2KnHFZwx2nifZax6LOjYCyUAIAoOGJGV0Hr9YBerJcpwjhjNRkU1Xmss3B/5palE025i0IkZS0TL+b+X7tehwlG+i+6brWAhQa0NIGUAkoDhInqu7LEg1ClNcqZG0pwfVNaVEWoBSV0z9RlQqxpmZ4RLLjthIdNjmHMUiArgwXnOsBZA95nx6DPjoCxUAIFYpP16SNmgOOCjQRL4rhSZdQ1aFVV5dMxA6jcQyotXMkRqu5TNePflKiG1s4UfFq5UAfMNXwtMG3LoYpigOC2tXqyLpodxdK/Rmdq31c5mfHmPlDEybEOYpawyqAA5jCQNdZzO85KeJ8djz47CsZCCfSBbRR8W32OIuaiYM0TlpnFRVtx4jJ8UsXVfh1LDINKs2fkDQ9BOAZcrRu4Wr41bO1Mfb7bFZfv3MS39x1pWCOWVidUPnA7hlZSg1KJEVSWC0lg6u6VIqvTAhUFWL28bY6wP8CUwQJQShyXWFBB1yeGnVXifbaV1KBUzkCfHQVjoQTAOKTwUMlhwWbgKOGBk15ys6j30QDqVQYGle9loVFyI2DJOJ/VV3OBazVL/T1aIPmV3L1Nrp8QWzZMc/G2Ddx099ElcpGslnzOqn09iUe63LgnK2q24rnKd95xGsvvKnc1xNzvlxwp+ywS9iG5i5IFxBZXAM6a8D57f+mzY6EEDNG3DheoxxFgAaOsnMf6k4YrQjuqWWHp/1ZLDlbUmVZurThYMqsPDQuhEi+FsNV+Jwaz3YJDc4tL4qiPk5CqGacU1iBDY/yxuT9KJjh59GE4MQhkJqz5WGdVgbG+0pOcHTNmgI0Km4A5zmrxPnv/6bNjoQSmEZfT5ZD1mabkRkRfcMygE+tvkWBZdIh1aEmmwppblbl8NRsrb7yC7AGUvG2SYZJN9Q/Ts0ZySWuhTgJ9fKHXDDxgtcNgIQ/nGqJbTVRFIRtwYxLAaiwyecRYnNRKk06EblqWbDFjkfA04jaME8BJg74rAmeVeJ+tr65nnx0FY6EE+hg9emzFuC22cide6xCeTkztEqpnqbtYjQdmlVq7YMm1ivdns/ipoWTZE3+pUTJZaHuDaVlZaWWVzsmFPtPtYTqz+knGxr3NMGX73ICw+b4kKTLLrlWLJqgFKhhafUpLZQtjjJvSMbDb4M54v+OsBu+z49FnR8FYKIES41YVnGdhA6rjiCMkayJksrTw4EmzUaH2pfIYo5uWXM1qSVe6z6oIzOq9QVq3D1b9KeHo4qUHVQw42euzqV9kAtuMrooyc2dX+2a3KpRi+lZ3hjxfJrXSq+vACGOKU4TdHgsLHTbs9bJcgR2niffZlTkzffbUGZsXzf+EdTiXLvOE9bDCWFS9G2E+VJF/q3bvIz7spFSJ9V4j+X3VJ1m+bVkcRh5I2dhn5V0a84slB44vxCDJ12vdmkfZEqZM9ut00kRT9T+xdnKBjSJdDUdmj8inVCU6QE9hv/fSgnBNQ3ztizXNKMdZAe+zY9BnR8BYKIEphW1mO8AGijj+J6YJqw9OQjUJs5S6cZOgVFZEapD2vdX12irIomsZKKrDpoaKcdbpxWiBhV42SZTywNLmaghTY8KpWa6UdihWSqvOf/PGdlli6aI1llzcBWAhXlsEjlNwLE1SOc4q8D47Hn12FIzFcFAfsYeSI3TYYYssEJdwGRQKmq8xdROtgSRGyVKoWk1JxFL4rMXj9YHVV8XZGMJbSjRHcouiilxi6eLh7AfWWjZBdPmCB2i1WxqFPeWjsVghL04MEISu2pElc7ub5RCwkRD2EAXTlMxQT0Q5zmrwPstY9NlRMBZKAIwd2sgWO8ytiK2xykvCK+nSC9SyNsk0cTahqYZSrsJafRf5j92SZV2pETJLIH8wpfk04WBXLIW3TCKVxvhaLmElTERhqiJR69pwAWmKvpbIRShDXno4DpwDzFKyAeNYrOdyNN6lMxF4nx2HPjsKxmI4SAaHygXm6HIuxgJlVU094gtP6jaJGrauubbLV1kN1SRSJkZJdnL3s52hqjGH/SoGMc0tGcXvtWcbvtTCG+9oGBsDNHkjyaUWQi1lFstHPVZaXW+aHSnd/NH5OYVx3AVUWWw+HOSsFu+zrajrANW9Z6LPjoKxUAI94DAngUW+G4Vlkfpdm8HCiA1ktasVHsQoolA0Xcm0vKw93hYuN6VgoNjEsbxqEsua4eq4jVxOLDVgFk1KutUPsjBW/a0myKpUUh/JHjqpxkyVhcrKXiaBr2OZit+7wI4Y9BBhlcFxhbr2ASFntXifHY8+OwrGYjhIwEF67EUcRJyI5+aVHjSpW8FoVq5oNYRZZV2kt/5UDW5GNXufNPJSb2xABhW0civPDYHNrIamsdBy/eJYZLIU8gkpa/wdnKtkvYTJo7TOOBNgsjrJ+k1JXMFhcIIgSBuBHRj3tSwux1kJ77Nj0mdHwFh4AgKmJEoZ0/FEj7BhkrBqyVkRV7AEgYor2y0tK4txFeFtuUH5qilMEcPq1ZC5+zWMSghaFoalCa7w/6BwzVIu+VONbaYHYQaltyQrKT2oJ5esTn8QnRj7HMYCMGNh3LZHwQ5gGmttzOU4w/E+Ox59dhSMhScA0LXg8pSCRYNpBU3YJ7xGLVV80rZmJWWZpkaChs31fi5EwaWrHwbJJ11S2HR7M5Ym6R7FuNMjK0C2W2IV45BIkrvXbMDmE5EhxODdFGtroTHuGHM2yPIxQgftUG/otajw4MlxjC0GJwh7mTvOavE+u/599vCQcq+FsfAEALbSZYoO5yB2E7akPSbRS64g6WPhXZxlWpmc+Y6VUrWq4fJxuHr3wSZtAWtSC4CqiR2rrmUim4VXnV2oJpiS7VKJmw0QqjzVLD3Lvw+ycKq7Uo7UyEaf4FJSHSs+2BNeC7jIGAmDc1bgfXb9++woGIt+30VcygZmEQcx7lWogPyl1ak5ymzcDOomrcYY26KxjLsFVJZEioMs/jRGl1zX3FZoWBjZCUt5SnGlszGOulu0LBvLv9jgMO0MN3MQvqcHYqpr4SOJLqKMY6/hic7wqP8GYENVf46zMt5nx6PPjoKxUAKLMu5ViegzR9B+fcKYV2FGvz2GmLVedV7DXcIl5EvM8npUdbkRNqcpSJnp0JCUWgAb45q5gNYnq5gHbjyVpaoqO0lIyFZcpMfOWyKvugj9GEGf8BrAgvSmIljIPWPHWQHvsyHmde+zI2AslEB41Hye/ZT0CRMg52HMGGwzq8bFajevarNAS5hsyN8YNK5EKFJrLGHgRlLZUq9qJUPu8WbBkmZvxFn9tYagVVZIVa6l2j0JYW0tWJ6x2vXO/uQlbteDCHV8jontBKuiayzJs+MMw/vsePTZUTAWE8NmYSLpcgqmKDlB2IPkOMG66EaroQfI4s6Eyvf3yFuUasIo/K23mQ3XUwMkiVTlrQkae6hVE1uVgAxaBFbnoorfrPYAs8kxU3y5RZVYHatl92PWtGbSuXg+z09uHlljAzhVt7XzWBjMYlyIsRnjJIrji+4KOKvD++y49NlTZyw8AYBppjmOWIiFM4MuxiIwZcYGMwqjscuNVUKRjS3G42pcMbM+UjvW435UDaLssOWcNbSxtc8n86b6WOMeBlko1fHgH90lb0oyq5bYNR+XT0VsjrlWchbrQoSXUk/HetyGMWthgqlL+NtpZtVxVsT7bHZ+nfrsKBgLT6AETrDA3Rgn6HAefcpY6MOEsa+jiB715EteYVVjxpPV10glLLnLV80kVSdI7yWtBEXZy7EhLClrR55TmSXWTDNaN7Xw0xC0JWuT2+5hEvokSxJY2QigVCExf5VYZysSpoHNZpxjxg4ruFUlF8YYTgxxsx1nEN5nx6TPjoCxUAIGXMhGthSLHCkXuBu4Rz2OIxZV78qXXlRRYNUqhMY4nVE/bJLcz7iWt7IIWlq+0ZiyppxZtnI+E4bgqqq+h8xCSF5rynTK30ArO96pRjcZXEe2tKOk45SMYg5lipZTECSZMWtGF2OTwUUW1hrvMJilYL9A5k8JOKvH++x49NlRMBZKYEawTQvstD4HgDl6HCesg13A6CDmCJNR84ovr65qM47fDXCtcncxF5BygIDVYeoxspREelijb1GoMwGwTNCaLW5RsFXH35KI1Ib16oEmlahafUP9Na5aqNxIq8ZGq1BRmKbN2I6x2WA7cD5iCmOODjsx7jTjO4xOqJz7P95nYRz67CgYizkBM3Gy3MTW0tjJFA802GUFi7ESdllYdhbChkYNEyi5FMUxxjQZQy1EjVAtl85oWcDxIH9Sz7JLPcjWPRt189WNmD7hjy2JG2qLJ5Vj0CeZSoOuqRo/rR9GobrPUBnqbCa6lEcQJWLGxDnAnRhT9LlXJRcAGxq15DjL4332/tNnx0IJ9AT7NcPCzCb2UTLNDJsQF1p4Vd2xGC64LaHgnWgZKFauLA7h5QLUEqa0SDd3KdMsf5KPMEQo+ooWgUSpMAZKNdGTV1tmuzQGNfOXUmRWh9XHucC1hb7+pOiaVkdjL/FMaAsLk0kdK8PEHHCphSV7xwQzlCxiXEB4W9EexBEZG60Vp+Msg/fZ8eizo2AslEDHSrbafRxc6NHnJAdlbIrrj7cTXrK8gdBeHYJm71G7j8kzm8oshCX1k7Rxdc0aDZHcTqtaOghtHiZYIJVU1I2dxdFIsnEtxWCVUOeER8azB0iqpW5LhSmczx/Nz4pTH1LEetqrsPtgCdyF2EQBdDhKhx+yDlPQ2kfFcZbH++y49NlTZyzmBErBlE3zMBOHBV9ikQ5iq4w9iClCRo+b0VdRCVVOevlCbjG0nxwsLDzCDlQWRGlWPUCSu5BGWtoWDpJV0FyTHF3c/OY8T9XSgMxBteSMKhvUrBOxPP/UVlLDEorrmsssAlWxFmFNthnz8eqMweVY7IjGVmAXU1xJQY+T3G0wk+fRcVbA+2ydyPr22VNnLDyBrokpxN10OM40s0xxAqNnsBuxCThJEKopjCmajc6A4wbRouhXrmb4vySf4KklpbIbVH+i0q+pDlovx2il27RK4v/ZOGDzGpVlMSj/9WFcaWFl7YLGa30r6RGshJIgWDPAPRh9YAsFUwb7TBylxwG6LNJhNpbEcVaD99nx6LOjYCw8gUWJjRjzNsdNLLKVgj7G/uguHoVqxj+NK3apLYskSB3C2NqCstZvNQY0lbkZqLWlbW55hBvS5k3hZP56O7OlItzY+TAfP2zkY2mesghIq5/N6jTbS+XqPMXoFB7OSfUxS+2Gh+/GFMYhiQ7zzCM2McV59DiI6nI7zgp4nx2PPjsKxkIJTJv4pubYqoIuWzCOVu7jFKGCpggVeBxRxGMBMxhziMVY2V2SO2iVdbB03C9MLRVEyyI2WrIyJFGYYcmFS1o7WiBtN6+ON/4ty1qoqrST5dL6oa1czRgqSHgzQHZXfiUJ0wwwj9GJgbpAx0LZdhE29zqJ2GRhwu4AxgLhyc6SPg9imrKabnOclfE+Ox59dhSMxXBQj5LdBtPWYRcL3IuYJaw0mDfjXMLj6EcI42jhxRWhkvtRamYJFdsnLhOzOKGTNVZRN3njiqjHEoswwEeZWQ7pb2FxHG+QS5gOkhXRsmYkBjeZBghlbvKkv2VZjz9i1Xhq1YGol8cVsawbCC75NGH/8UJiG6EzbgS2xfuP0WOblTT3MXGc4XifHY8+Owq7bSyUgFHQYzcbWGAGY5GCfUxxAaHgRlhpMBs/YQfDIECLQDc+mVG5mlZPDjXTqelSjyMm7SygyLzSbiZ49Xhdkpu6sS23OpZYE1mqbYmyJV/qcIOGZlR/KVXXQ3ohTIdQP5hxUqJHeHpzLnaOmZjSbgoeSoHo8l2J+4ohFeY4Q/A+Oy599tQZi+GgMFt/J8etz0ks7kpoUVjgKHAoupTzwKyFfbbT69cszrP3iJo1TQxVrby0cfqiMRaneF8vpmPAQloNkMUwcFVWtY6ZSqjqYMu0VCYgS+JVzHeKc0k84S1DmNElCFeX4EYaohvLWJbhtX+Fgvu9IHGHlexEfEZ99hQFmHGxGdNjYRI4ZwPeZ8ejz45CEayq20vaI+mrkr4i6Yvx3A5JH5P0nfj3nCz8f5Z0k6QbJf30SvGXVtI34zxNAYv0KJjFOI/Q2EcJlXUSWETMKWR80WqtWi0NI1kV9f4eIq+r0EJJkFIlFFllVqsXJAqymX+JfhwySSKTrw+upCoJsnJRznNgLRlvusBL71lOKIO1c5LgPvYJy/cWED2DjuCkwrtIjwEbDL4j8QkKvlOWzPV6fKXf50N33ZHS6YyqXZ314dP2QT5nH+V/2cf4vH08nR5pu3qfXZ8+uzGW/Siwd0TPCazF9vtJM3uEmf1IPH4p8HEzuxL4eDxG0kOAZwMPBZ4C/DdJy+56WlBwrnYz293C5VZwOX2uoMtJxKwV1SPSXcKe2hstulKZe5XGCPuCKWXje1nDpTecAtWEDETLwoLbOG0Wt2g1qrXCZtVTjt3KhsmeECzT04W5O1n5oEsLbHX81X4iQzzQ9oModZg4xhiXnqV12RsIdVIoCNacgpU0DWwOzjOzZkwTlp9Ndzpc2enwwIsuSZscXsiI2tVZPx7J43m0nsxVemI6NdJ29T67Pn32QPSmCmBBGpjVtXIqAwBPB94Sv78FeEZ2/p1mNm9m3wVuAh61XEQlfW61A9zSO8x+bQE2MEuPGcRxldWSqeDuBXcTggZdIDRADzEdnyDp02yUpLOL7GxftVtZuYaKL29OjUxa22vRXQ0v0S5qm6JOYcDKg3SsOMOUGiy95SjzXJcKjtUCm45zgliH8B1CvheBE6jaK6UnYSroGuyy0BkFXIC4nZISOM+MSw1OVi4s2xlRuzpjxXZG2K7eZ9enzx5AXLC0z54Sq1UCBnxU0j9LelE8d76Z3RXKancB58XzFwF7s3tvj+caSHqRpC9K+uIcxpd1gl3M0jGB9ZijYJqScyxIbzdaEmliaZ6gRbsES6DA6JnRSVZAO71CUDT3D8kbMG1zW0ZBa8hFXAOcTqVVDk3ZUVVR5MJRCcjSscm2Fs8FyNrn2xWYXUvvIe0QntSUGV0L67M3WskswYrYbKKkzxbEhRR0gX1lyfVln7mjh1MJu6Nq10Xmh+TaOd18mU/xeft7brdb0qlTalfwPhvqrn18ZvvsJTGOgwpvGBvFgNBqJ4YfY2Z3SjoP+Jikby0TdlC+ltSHmb0JeBPA1qJjwriPKS7gOAco2MQsi5ygC9wNbAJOmNFRsBo6MaGNwBGlMcU6eYth2ps2KcuMJKamp+ktLlKWQaREECpQtQd6ik+0HvZYUvLMIsiPq2zF1K22IsLeKMnuyXPXvHWQQFkVJ5VVZBaezpzB6BMeANtoxmaCe347BfdQUNLnBwR3dzocRdxx9DD7br1pWMnqhFpZWHIib1ftGIGz6qyVH+UnmdEGFuwkX+JTbLItywVfVbuC99lx6LMbzDhYFOxThx0azZM9q/IEzOzO+Hc/8F6Cu3i3pAsB4t/9MfjtUCksgIuBO5eLvwtcYRvpaZF7pnrcoB57mOMoYbysiJ+wtUFyE+NSM2A6avywFtkqYUvaPw3nQSbxcbywkFCRXgGnhm6tBC+rqHwyq1VLLBkoTMdSSCfGJomiKCiydGtUdY7ofS4zxtiahopjo1MEl3vRwpa0i3GM8W4ZCwqW107EZXR5ZBkm8zZu3Mx9d90G0BtVuzrrw4w2ADCtWc5lN0e4F0bcrt5n16fP7rYOjyyNc6NyHYUnsKISkLRJ0pb0Hfgp4GvA+4GrY7Crgb+J398PPFvSjKQHAFcC/7RcGl0KfoRpHlF26PWMm9TjMFAiDhIE5z6J+Vj5QaiEScyj6kGURCVEWSHTft5BIELF981YXFjAyrLxkEiIo16hkMYhLftoQDop7VyCk/BAki1RdDqVRVHdl+7JXMs0R5YmtJajTxBaCG53j+CGbzJjkxn3WlhpgBklfTaascH6XGAFu8s+i3Mn2HbuhQCHGFG7OmeevvXo2WL1/V7uZhPbYMTt6n32zPfZ7cBWSi6wgkusZOsoZoVZ3XDQ+cB7o0brAn9lZh+W9AXgOkkvAG4D/k3Ir31d0nXAN2K5/g8zG+qNQZgVn9UsxnbKsk/BEQ5RVvuPlIRKOkY9qVQQXl6xGF2o1MQdwlrcgqYwxLxlLl+owLLfz1xAq/5IUWiprRqj5VaaVZreKilLOwNGGyJNYNFMJm1P2+10Qry9XhAa1RaC1clUSIrC3nyXakEQKmLZSwtrsE8AOwjWWQc4h7A07TYKrqfHSeuxaLB94yYuvOLBAHcBTx5FuzpnnnlOcgOfq2TsAi5hly4AG227ep898312PwXnUvINlRwhTHaPQg2sqATM7BbghwacPwg8cekdYGavAV6z2kwYMF+Ke+wOTHMUlGyAahwRaheqEytTBIlNT96FiqxXGQwcjwO6cXzSEB0FyyLfk6QgvYquJjz23qxwA5QmrcyiAOZWQtxAilqQa8sg2DadTlEJX6fToddL6ylEmthq2jEpP1FYC1WGSD6O2rFQdz2CIKVleFsQ84SHT+aBx1GwT7BfQtt3pBL2zWwk7eqceTZqM4/myYMujbRdvc+e+T57jxm7ME4AczSHlk6FsXhiuG/G3dzHFFMcYIqN1uM4Rg+joOACjCNm9CWO0tTsXQWhSmOKqepzoaq+KxM4JU0fruaTSVTNnO6v78vH+NKYX1mWuVkxtJxFUQQhNDArKcuSoijol8Eu6nQ6Ia6YRqcoKEvDyv6AWIPAmahcV6wEFfTKKITRsrgd2G7GvUBP4gqM/Sq5CbErxjalvMSOszzeZ8ejz46CsVACHeASNrCVTey2g/QVHuw4n6AZ77GCC1Wy34JG7FuogCRIfcLj5IvROuiQlo0NqiWLO2bWxwBTBosi7DOSLUFLb/pJrmW2cLh2EeNAYDxVWShmBmWJxcmkbncKw+j3S6QiLBXrl5V1oKJgemoaCA+zdLodMGN+YR7rx8dmlCyK6DxbiQSdTpey16NfpnAFPcGJsk/Xwla0hcTGMmzqdQw4KmOnwU5gqkwjqI6zMt5nx6PP7jvllhwTJdCT8VU7wrQOczFwqWbYZmIvCxzEOIc++1D1ImkwFqNILCCmCduydqmFrIgCUlsWwSVNwiSoJp0gPXAS4p8iuJc9s9qaiOl2LWjmMBaYu3z198rNi5csWRyCqe4URRGsiF6vT7/fi8JYMDXVpdPpYGYsLi5ipcVJqg5Y2jO9FqhOUdDvZysQivBoTacoQh4sbKnbJ0yilYSHTozw0ort0QXdYXBIULoScFaJ99nx6LNnZE7gTNBHzNLhAPPMAdPFNkwnONnrcxQ4rLBXxk5gH2HZ2QJhAoX4tySsS+5RP5SSBCE9ep6sBBQap97GNVRlF+ggZCWlpTG+OGFlYavakviQi4pqZr8aAYxxlnGJWXNjW6O32Av5MaPs9ynLMq51hqmpICAWVz/0+yXd2W7lsgahiisiDIr48uxOB4oirFxYXFyoypYwQgfbYhb3IjF2ENYgL9JhP2V4lN98MMhZPd5n7z99VistYzoTSDoK3Lje+TgFdgH3rHcmTpFUhsvM7NxRRCjpAHCcs7tuzva2HXm7gvfZMWBk7ToWngBwY7Yx3VmHpC+ezfmH01MGMzv3bK8bz/9QvM+uI6PMv+8g7ziOM8G4EnAcx5lgxkUJvGm9M3CKnO35h9NXhrO9bjz/ZzbeM4XnPzIWE8OO4zjO+jAunoDjOI6zDrgScBzHmWDWXQlIeorCC65vkvTS9c7PMCTtkfRVSV+R9MV4bofG9KXskt4sab+kr2Xn1pxfSY+M5b5J0hvU3iB9ePrerqcnv96uq8DbdQ3tWr14eR0+hAfjbga+j/Be5X8BHrKeeVomr3uAXa1zrwVeGr+/FPjD+P0hsSwzwANiGTtnOL+PA/4V8LVTyS9hb/kfIzxC+SHgqd6u3q7ervefdl1vT+BRwE1mdouZLQDvJLz4+mzh6YzpS9nN7JMQXimVsab8KryBaquZfc6ChL01u2c5vF1PE96up4S36wDWWwms+iXXY4ABH5X0z5JeFM+db6f48u4zzFrze1H83j6/EuNa/kF4u3q7jmu5zki7rve2EYP3jR1PHmNmd0o6D/iYpG8tE/ZsKhcMz+/3Wo6zqfzervX57zW+ccTbtT6/LOvtCZw1Ly83szvj3/3Aewnu4t06u17Kvtb83h6/t8+vxLiWfwnero3zKzGu5V+Ct2vj/LKstxL4AnClpAdImgaeTXjx9VghaZOkLek78FPA1wh5vToGu5rxfyn7mvIbXdCjkh4dVxk8L7tnObxdzyzerhnermts1/WYuW/Nij8N+DZhhvvl652fIXn8PsJs/L8AX0/5JGyX/nHgO/Hvjuyel8cy3cgqZuhPQ57fQXhp/CLBQnjB95Jf4EcIHehm4I3Ep8y9Xb1dvV3vH+3q20Y4juNMMOs9HOQ4juOsI64EHMdxJhhXAo7jOBOMKwHHcZwJxpWA4zjOBONKwHEcZ4JxJeA4jjPB/P/ZD3pnewL+aAAAAABJRU5ErkJggg==\n" }, "metadata": { "needs_background": "light" @@ -141,31 +141,42 @@ "output_type": "display_data" }, { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\FEIJINTI\\PycharmProjects\\tobacco-sorting-industry\\models.py:125: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", - " blocks = np.array(blocks)\n" - ] + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" }, { - "ename": "ValueError", - "evalue": "could not broadcast input array from shape (8,8,8,4) into shape (8,)", + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", "output_type": "error", "traceback": [ "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m", - "\u001B[1;31mValueError\u001B[0m Traceback (most recent call last)", - "Input \u001B[1;32mIn [5]\u001B[0m, in \u001B[0;36m\u001B[1;34m()\u001B[0m\n\u001B[0;32m 2\u001B[0m \u001B[38;5;66;03m# 画图验证效果\u001B[39;00m\n\u001B[0;32m 3\u001B[0m visualization_evaluation(detector\u001B[38;5;241m=\u001B[39mmodel, data_path\u001B[38;5;241m=\u001B[39m\u001B[38;5;124mr\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mF:\u001B[39m\u001B[38;5;124m\\\u001B[39m\u001B[38;5;124mzhouchao\u001B[39m\u001B[38;5;124m\\\u001B[39m\u001B[38;5;124m618\u001B[39m\u001B[38;5;124m\\\u001B[39m\u001B[38;5;124mtobacco\u001B[39m\u001B[38;5;124m'\u001B[39m, selected_bands\u001B[38;5;241m=\u001B[39mselected_bands)\n\u001B[1;32m----> 5\u001B[0m \u001B[43mevaluation_and_report\u001B[49m\u001B[43m(\u001B[49m\u001B[43mmodel\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mx\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43my\u001B[49m\u001B[43m)\u001B[49m\n", - "File \u001B[1;32m~\\PycharmProjects\\tobacco-sorting-industry\\models.py:52\u001B[0m, in \u001B[0;36mevaluation_and_report\u001B[1;34m(model, test_x, test_y)\u001B[0m\n\u001B[0;32m 50\u001B[0m \u001B[38;5;28;01mdef\u001B[39;00m \u001B[38;5;21mevaluation_and_report\u001B[39m(model, test_x, test_y):\n\u001B[0;32m 51\u001B[0m t1 \u001B[38;5;241m=\u001B[39m time\u001B[38;5;241m.\u001B[39mtime()\n\u001B[1;32m---> 52\u001B[0m y_pred \u001B[38;5;241m=\u001B[39m \u001B[43mmodel\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mpredict\u001B[49m\u001B[43m(\u001B[49m\u001B[43mtest_x\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m 53\u001B[0m y_pred_binary \u001B[38;5;241m=\u001B[39m np\u001B[38;5;241m.\u001B[39mones_like(y_pred)\n\u001B[0;32m 54\u001B[0m y_pred_binary[(y_pred \u001B[38;5;241m==\u001B[39m \u001B[38;5;241m0\u001B[39m) \u001B[38;5;241m|\u001B[39m (y_pred \u001B[38;5;241m==\u001B[39m \u001B[38;5;241m1\u001B[39m)] \u001B[38;5;241m=\u001B[39m \u001B[38;5;241m0\u001B[39m\n", - "File \u001B[1;32m~\\PycharmProjects\\tobacco-sorting-industry\\models.py:125\u001B[0m, in \u001B[0;36mSpecDetector.predict\u001B[1;34m(self, data)\u001B[0m\n\u001B[0;32m 123\u001B[0m \u001B[38;5;28;01mdef\u001B[39;00m \u001B[38;5;21mpredict\u001B[39m(\u001B[38;5;28mself\u001B[39m, data):\n\u001B[0;32m 124\u001B[0m blocks \u001B[38;5;241m=\u001B[39m split_x(data, blk_sz\u001B[38;5;241m=\u001B[39m\u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mblk_sz)\n\u001B[1;32m--> 125\u001B[0m blocks \u001B[38;5;241m=\u001B[39m \u001B[43mnp\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43marray\u001B[49m\u001B[43m(\u001B[49m\u001B[43mblocks\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m 126\u001B[0m features \u001B[38;5;241m=\u001B[39m feature(np\u001B[38;5;241m.\u001B[39marray(blocks))\n\u001B[0;32m 127\u001B[0m y_pred \u001B[38;5;241m=\u001B[39m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mclf\u001B[38;5;241m.\u001B[39mpredict(features)\n", - "\u001B[1;31mValueError\u001B[0m: could not broadcast input array from shape (8,8,8,4) into shape (8,)" + "\u001B[1;31mKeyboardInterrupt\u001B[0m Traceback (most recent call last)", + "Input \u001B[1;32mIn [10]\u001B[0m, in \u001B[0;36m\u001B[1;34m()\u001B[0m\n\u001B[0;32m 1\u001B[0m model \u001B[38;5;241m=\u001B[39m SpecDetector(model_path\u001B[38;5;241m=\u001B[39mmodel_file, blk_sz\u001B[38;5;241m=\u001B[39mblk_sz, channel_num\u001B[38;5;241m=\u001B[39m\u001B[38;5;28mlen\u001B[39m(selected_bands))\n\u001B[0;32m 2\u001B[0m \u001B[38;5;66;03m# 画图验证效果\u001B[39;00m\n\u001B[1;32m----> 3\u001B[0m \u001B[43mvisualization_evaluation\u001B[49m\u001B[43m(\u001B[49m\u001B[43mdetector\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mmodel\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mdata_path\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;124;43mr\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[38;5;124;43mF:\u001B[39;49m\u001B[38;5;124;43m\\\u001B[39;49m\u001B[38;5;124;43mzhouchao\u001B[39;49m\u001B[38;5;124;43m\\\u001B[39;49m\u001B[38;5;124;43m617\u001B[39;49m\u001B[38;5;124;43m\\\u001B[39;49m\u001B[38;5;124;43m617_pure_tobacco\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mselected_bands\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mselected_bands\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m 5\u001B[0m evaluation_and_report(model, x, y)\n", + "File \u001B[1;32m~\\PycharmProjects\\tobacco-industry\\utils.py:112\u001B[0m, in \u001B[0;36mvisualization_evaluation\u001B[1;34m(detector, data_path, selected_bands)\u001B[0m\n\u001B[0;32m 110\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m idx, image_path \u001B[38;5;129;01min\u001B[39;00m \u001B[38;5;28menumerate\u001B[39m(image_paths):\n\u001B[0;32m 111\u001B[0m \u001B[38;5;28;01mwith\u001B[39;00m \u001B[38;5;28mopen\u001B[39m(image_path, \u001B[38;5;124m'\u001B[39m\u001B[38;5;124mrb\u001B[39m\u001B[38;5;124m'\u001B[39m) \u001B[38;5;28;01mas\u001B[39;00m f:\n\u001B[1;32m--> 112\u001B[0m data \u001B[38;5;241m=\u001B[39m \u001B[43mf\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mread\u001B[49m\u001B[43m(\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m 113\u001B[0m img \u001B[38;5;241m=\u001B[39m np\u001B[38;5;241m.\u001B[39mfrombuffer(data, dtype\u001B[38;5;241m=\u001B[39mnp\u001B[38;5;241m.\u001B[39mfloat32)\u001B[38;5;241m.\u001B[39mreshape((nrows, \u001B[38;5;241m-\u001B[39m\u001B[38;5;241m1\u001B[39m, ncols))\u001B[38;5;241m.\u001B[39mtranspose(\u001B[38;5;241m0\u001B[39m, \u001B[38;5;241m2\u001B[39m, \u001B[38;5;241m1\u001B[39m)\n\u001B[0;32m 114\u001B[0m nbands \u001B[38;5;241m=\u001B[39m img\u001B[38;5;241m.\u001B[39mshape[\u001B[38;5;241m2\u001B[39m]\n", + "\u001B[1;31mKeyboardInterrupt\u001B[0m: " ] } ], "source": [ "model = SpecDetector(model_path=model_file, blk_sz=blk_sz, channel_num=len(selected_bands))\n", "# 画图验证效果\n", - "visualization_evaluation(detector=model, data_path=r'F:\\zhouchao\\618\\tobacco', selected_bands=selected_bands)\n", + "visualization_evaluation(detector=model, data_path=r'F:\\zhouchao\\617\\617_pure_tobacco', selected_bands=selected_bands)\n", "\n", "evaluation_and_report(model, x, y)" ], diff --git a/06_other_models.ipynb b/06_other_models.ipynb new file mode 100644 index 0000000..d7823c6 --- /dev/null +++ b/06_other_models.ipynb @@ -0,0 +1,213 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pickle\n", + "\n", + "from sklearn.model_selection import train_test_split\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from utils import visualization_evaluation,visualization_y\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "outputs": [], + "source": [ + "# some parameters\n", + "train_size = 6000\n", + "\n", + "blk_sz, sensitivity = 8, 8\n", + "selected_bands = [127, 201, 202, 294]\n", + "tree_num = 185\n", + "pic_row, pic_col= 600, 1024\n", + "\n", + "dataset_file = f'./dataset/data_{blk_sz}x{blk_sz}_c{len(selected_bands)}_sen{sensitivity}_test.p'\n", + "model_file = f'./models/rf_pca_{blk_sz}x{blk_sz}_c{len(selected_bands)}_{tree_num}_1.model'" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "markdown", + "source": [ + "# 数据集与样本平衡" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 31, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "数据量: 9600\n", + "x train (6720, 8, 8, 4), y train (6720,)\n", + "x test (2880, 8, 8, 4), y test (2880,)\n" + ] + } + ], + "source": [ + "# 读取数据\n", + "with open(dataset_file, 'rb') as f:\n", + " x_list, y_list = pickle.load(f)\n", + "# 确保数据当中x和y数量对得上\n", + "assert len(x_list) == len(y_list)\n", + "print(\"数据量: \", len(x_list))\n", + "x, y = np.asarray(x_list), np.asarray(y_list, dtype=int)\n", + "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.3, random_state=5,\n", + " shuffle=True, stratify=y)\n", + "print(f\"x train {x_train.shape}, y train {y_train.shape}\\n\"\n", + " f\"x test {x_test.shape}, y test {y_test.shape}\")" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 32, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total (array([ 0., 0., 0., 0., 0., 9600., 0.]), array([0, 1, 2, 3, 4, 5, 6, 7]), ) \n", + "train (array([ 0., 0., 0., 0., 0., 6720., 0.]), array([0, 1, 2, 3, 4, 5, 6, 7]), ) \n", + "test (array([ 0., 0., 0., 0., 0., 2880., 0.]), array([0, 1, 2, 3, 4, 5, 6, 7]), )\n" + ] + }, + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1, 3, figsize=(12, 6))\n", + "hist_res_total = axs[0].hist(y,[0, 1, 2, 3, 4, 5, 6, 7], align='mid')\n", + "hist_res_train = axs[1].hist(y_train,[0, 1, 2, 3, 4, 5, 6, 7], align='mid')\n", + "hist_res_test = axs[2].hist(y_test,[0, 1, 2, 3, 4, 5, 6, 7], align='mid')\n", + "print(f'total {hist_res_total} \\n'\n", + " f'train {hist_res_train} \\n'\n", + " f'test {hist_res_test}')\n", + "plt.show()" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 33, + "outputs": [ + { + "ename": "ValueError", + "evalue": "The target 'y' needs to have more than 1 class. Got 1 class instead", + "output_type": "error", + "traceback": [ + "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m", + "\u001B[1;31mValueError\u001B[0m Traceback (most recent call last)", + "Input \u001B[1;32mIn [33]\u001B[0m, in \u001B[0;36m\u001B[1;34m()\u001B[0m\n\u001B[0;32m 4\u001B[0m x_train_shape \u001B[38;5;241m=\u001B[39m x_train\u001B[38;5;241m.\u001B[39mshape\n\u001B[0;32m 5\u001B[0m x_train \u001B[38;5;241m=\u001B[39m x_train\u001B[38;5;241m.\u001B[39mreshape((x_train\u001B[38;5;241m.\u001B[39mshape[\u001B[38;5;241m0\u001B[39m], \u001B[38;5;241m-\u001B[39m\u001B[38;5;241m1\u001B[39m))\n\u001B[1;32m----> 6\u001B[0m x_resampled, y_resampled \u001B[38;5;241m=\u001B[39m \u001B[43mros\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mfit_resample\u001B[49m\u001B[43m(\u001B[49m\u001B[43mx_train\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43my_train\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m 7\u001B[0m \u001B[38;5;66;03m# 画图\u001B[39;00m\n\u001B[0;32m 8\u001B[0m fig, axs \u001B[38;5;241m=\u001B[39m plt\u001B[38;5;241m.\u001B[39msubplots(figsize\u001B[38;5;241m=\u001B[39m(\u001B[38;5;241m10\u001B[39m, \u001B[38;5;241m6\u001B[39m))\n", + "File \u001B[1;32m~\\miniconda3\\envs\\deepo\\lib\\site-packages\\imblearn\\base.py:79\u001B[0m, in \u001B[0;36mSamplerMixin.fit_resample\u001B[1;34m(self, X, y)\u001B[0m\n\u001B[0;32m 76\u001B[0m arrays_transformer \u001B[38;5;241m=\u001B[39m ArraysTransformer(X, y)\n\u001B[0;32m 77\u001B[0m X, y, binarize_y \u001B[38;5;241m=\u001B[39m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_check_X_y(X, y)\n\u001B[1;32m---> 79\u001B[0m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39msampling_strategy_ \u001B[38;5;241m=\u001B[39m \u001B[43mcheck_sampling_strategy\u001B[49m\u001B[43m(\u001B[49m\n\u001B[0;32m 80\u001B[0m \u001B[43m \u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43msampling_strategy\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43my\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43m_sampling_type\u001B[49m\n\u001B[0;32m 81\u001B[0m \u001B[43m\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m 83\u001B[0m output \u001B[38;5;241m=\u001B[39m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_fit_resample(X, y)\n\u001B[0;32m 85\u001B[0m y_ \u001B[38;5;241m=\u001B[39m (\n\u001B[0;32m 86\u001B[0m label_binarize(output[\u001B[38;5;241m1\u001B[39m], classes\u001B[38;5;241m=\u001B[39mnp\u001B[38;5;241m.\u001B[39munique(y)) \u001B[38;5;28;01mif\u001B[39;00m binarize_y \u001B[38;5;28;01melse\u001B[39;00m output[\u001B[38;5;241m1\u001B[39m]\n\u001B[0;32m 87\u001B[0m )\n", + "File \u001B[1;32m~\\miniconda3\\envs\\deepo\\lib\\site-packages\\imblearn\\utils\\_validation.py:500\u001B[0m, in \u001B[0;36mcheck_sampling_strategy\u001B[1;34m(sampling_strategy, y, sampling_type, **kwargs)\u001B[0m\n\u001B[0;32m 494\u001B[0m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mValueError\u001B[39;00m(\n\u001B[0;32m 495\u001B[0m \u001B[38;5;124mf\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124msampling_type\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124m should be one of \u001B[39m\u001B[38;5;132;01m{\u001B[39;00mSAMPLING_KIND\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m. \u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[0;32m 496\u001B[0m \u001B[38;5;124mf\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mGot \u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;132;01m{\u001B[39;00msampling_type\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m instead.\u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[0;32m 497\u001B[0m )\n\u001B[0;32m 499\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m np\u001B[38;5;241m.\u001B[39munique(y)\u001B[38;5;241m.\u001B[39msize \u001B[38;5;241m<\u001B[39m\u001B[38;5;241m=\u001B[39m \u001B[38;5;241m1\u001B[39m:\n\u001B[1;32m--> 500\u001B[0m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mValueError\u001B[39;00m(\n\u001B[0;32m 501\u001B[0m \u001B[38;5;124mf\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mThe target \u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124my\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124m needs to have more than 1 class. \u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[0;32m 502\u001B[0m \u001B[38;5;124mf\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mGot \u001B[39m\u001B[38;5;132;01m{\u001B[39;00mnp\u001B[38;5;241m.\u001B[39munique(y)\u001B[38;5;241m.\u001B[39msize\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m class instead\u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[0;32m 503\u001B[0m )\n\u001B[0;32m 505\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m sampling_type \u001B[38;5;129;01min\u001B[39;00m (\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mensemble\u001B[39m\u001B[38;5;124m\"\u001B[39m, \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mbypass\u001B[39m\u001B[38;5;124m\"\u001B[39m):\n\u001B[0;32m 506\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m sampling_strategy\n", + "\u001B[1;31mValueError\u001B[0m: The target 'y' needs to have more than 1 class. Got 1 class instead" + ] + } + ], + "source": [ + "# 发现样本实在是不平衡\n", + "from imblearn.over_sampling import RandomOverSampler\n", + "ros = RandomOverSampler(random_state=0)\n", + "x_train_shape = x_train.shape\n", + "x_train = x_train.reshape((x_train.shape[0], -1))\n", + "x_resampled, y_resampled = ros.fit_resample(x_train, y_train)\n", + "# 画图\n", + "fig, axs = plt.subplots(figsize=(10, 6))\n", + "hist_res_train = axs.hist(y_resampled, [0, 1, 2, 3, 4, 5, 6, 7], align='mid')\n", + "print(f'train {hist_res_train} \\n')\n", + "plt.show()\n", + "# 抽样\n", + "x_train, _, y_train, _ = train_test_split(x_resampled, y_resampled, train_size=train_size, random_state=0,\n", + " shuffle=True, stratify=y_resampled)\n", + "# 画图\n", + "fig, axs = plt.subplots(figsize=(10, 6))\n", + "hist_res_train = axs.hist(y_train, [0, 1, 2, 3, 4, 5, 6 ,7], align='mid')\n", + "print(f'train {hist_res_train} \\n')\n", + "plt.show()\n", + "x_train = x_train.reshape(x_train.shape[0], x_train_shape[1], x_train_shape[2], x_train_shape[3])\n", + "print(len(x_train))" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/models.py b/models.py index 1642fcb..ff425f5 100755 --- a/models.py +++ b/models.py @@ -10,11 +10,6 @@ from sklearn.decomposition import PCA from sklearn.metrics import accuracy_score, classification_report, confusion_matrix -# def feature(x): -# x = x.reshape((x.shape[0], -1, x.shape[-1])) -# x = np.mean(x, axis=1) -# return x - def feature(x): x = x.reshape((x.shape[0], -1)) return x @@ -22,16 +17,16 @@ def feature(x): def train_rf_and_report(train_x, train_y, test_x, test_y, tree_num, save_path=None): - rfc = RandomForestClassifier(n_estimators=tree_num, random_state=42, class_weight={0:10, 1:10}) + rfc = RandomForestClassifier(n_estimators=tree_num, random_state=42, class_weight={0: 10, 1: 10}) rfc = rfc.fit(train_x, train_y) t1 = time.time() y_pred = rfc.predict(test_x) y_pred_binary = np.ones_like(y_pred) y_pred_binary[(y_pred == 0) | (y_pred == 1)] = 0 - y_pred_binary[(y_pred >1)] = 2 + y_pred_binary[(y_pred > 1)] = 2 test_y_binary = np.ones_like(test_y) test_y_binary[(test_y == 0) | (test_y == 1)] = 0 - test_y_binary[(test_y >1) ] = 2 + test_y_binary[(test_y > 1)] = 2 print("预测时间:", time.time() - t1) print("RFC训练模型评分:" + str(accuracy_score(train_y, rfc.predict(train_x)))) print("RFC待测模型评分:" + str(accuracy_score(test_y, rfc.predict(test_x)))) @@ -52,10 +47,10 @@ def evaluation_and_report(model, test_x, test_y): y_pred = model.predict(test_x) y_pred_binary = np.ones_like(y_pred) y_pred_binary[(y_pred == 0) | (y_pred == 1)] = 0 - y_pred_binary[(y_pred >1)] = 2 + y_pred_binary[(y_pred > 1)] = 2 test_y_binary = np.ones_like(test_y) test_y_binary[(test_y == 0) | (test_y == 1)] = 0 - test_y_binary[(test_y >1) ] = 2 + test_y_binary[(test_y > 1)] = 2 print("预测时间:", time.time() - t1) print("RFC待测模型 accuracy:" + str(accuracy_score(test_y, model.predict(test_x)))) print('RFC预测结果:' + str(y_pred)) @@ -67,12 +62,15 @@ def evaluation_and_report(model, test_x, test_y): def train_pca_rf(train_x, train_y, test_x, test_y, n_comp, - tree_num, save_path=None): - rfc = RandomForestClassifier(n_estimators=tree_num, random_state=42,class_weight={0:100, 1:100}) - pca = PCA(n_components=0.95) - rfc = rfc.fit(train_x, train_y) + tree_num, save_path=None): + rfc = RandomForestClassifier(n_estimators=tree_num, random_state=42, class_weight={0: 100, 1: 100}) + pca = PCA(n_components=n_comp) + pca = pca.fit(train_x) + pca_train_x = pca.transform(train_x) + rfc = rfc.fit(pca_train_x, train_y) t1 = time.time() - y_pred = rfc.predict(test_x) + pca_test_x = pca.transform(test_x) + y_pred = rfc.predict(pca_test_x) y_pred_binary = np.ones_like(y_pred) y_pred_binary[(y_pred == 0) | (y_pred == 1)] = 0 y_pred_binary[(y_pred == 2) | (y_pred == 3) | (y_pred == 4)] = 2 @@ -80,8 +78,8 @@ def train_pca_rf(train_x, train_y, test_x, test_y, n_comp, test_y_binary[(test_y == 0) | (test_y == 1)] = 0 test_y_binary[(test_y == 2) | (test_y == 3) | (test_y == 4)] = 2 print("预测时间:", time.time() - t1) - print("RFC训练模型评分:" + str(accuracy_score(train_y, rfc.predict(train_x)))) - print("RFC待测模型评分:" + str(accuracy_score(test_y, rfc.predict(test_x)))) + print("RFC训练模型评分:" + str(accuracy_score(train_y, rfc.predict(pca_train_x)))) + print("RFC待测模型评分:" + str(accuracy_score(test_y, rfc.predict(pca_test_x)))) print('RFC预测结果:' + str(y_pred)) print('---------------------------------------------------------------------------------------------------') print('RFC分类报告:\n' + str(classification_report(test_y, y_pred))) # 生成一个小报告呀 @@ -133,10 +131,46 @@ class SpecDetector(object): return mask def mask_transform(self, result, dst_size): - mask_size = 600//self.blk_sz, 1024 // self.blk_sz + mask_size = 600 // self.blk_sz, 1024 // self.blk_sz mask = np.zeros(mask_size, dtype=np.uint8) for idx, r in enumerate(result): row, col = idx // mask_size[1], idx % mask_size[1] mask[row, col] = r - mask = mask.repeat(self.blk_sz, axis = 0).repeat(self.blk_sz, axis = 1) + mask = mask.repeat(self.blk_sz, axis=0).repeat(self.blk_sz, axis=1) + return mask + + +class PcaSpecDetector(object): + def __init__(self, model_path, pca_path, blk_sz=8, channel_num=4): + self.blk_sz, self.channel_num = blk_sz, channel_num + if os.path.exists(model_path): + with open(model_path, "rb") as model_file: + self.clf = pickle.load(model_file) + else: + raise FileNotFoundError("Model File not found") + if os.path.exists(pca_path): + with open(pca_path, "rb") as pca_file: + self.pca = pickle.load(pca_file) + else: + raise FileNotFoundError("Pca File not found") + + def predict(self, data): + blocks = split_x(data, blk_sz=self.blk_sz) + blocks = np.array(blocks) + features = feature(np.array(blocks)) + y_pred = self.clf.predict(features) + y_pred_binary = np.ones_like(y_pred) + # classes merge + y_pred_binary[(y_pred == 0) | (y_pred == 1) | (y_pred == 3)] = 0 + # transform to mask + mask = self.mask_transform(y_pred_binary, (1024, 600)) + return mask + + def mask_transform(self, result, dst_size): + mask_size = 600 // self.blk_sz, 1024 // self.blk_sz + mask = np.zeros(mask_size, dtype=np.uint8) + for idx, r in enumerate(result): + row, col = idx // mask_size[1], idx % mask_size[1] + mask[row, col] = r + mask = mask.repeat(self.blk_sz, axis=0).repeat(self.blk_sz, axis=1) return mask diff --git a/utils.py b/utils.py index 42918b7..182d2b0 100755 --- a/utils.py +++ b/utils.py @@ -64,8 +64,8 @@ def split_xy(data: np.ndarray, labeled_img: np.ndarray, blk_sz: int, sensitivity data y (block_num, ) 1 是杂质, 0是无杂质 """ assert (data.shape[0] == labeled_img.shape[0]) and (data.shape[1] == labeled_img.shape[1]) - color_dict = {(0, 0, 255): 1, (255, 255, 255): 0, (0, 255, 0): 2, (255, 255, 0): 3, (0, 255, 255): 4}\ - if color_dict is None else color_dict + color_dict = {(0, 0, 255): 1, (255, 255, 255): 0, (0, 255, 0): 2, (255, 255, 0): 3, (0, 255, 255): 4} \ + if color_dict is None else color_dict class_img = np.zeros((labeled_img.shape[0], labeled_img.shape[1]), dtype=int) for color, class_idx in color_dict.items(): truth_map = np.all(labeled_img == color, axis=2) @@ -119,16 +119,20 @@ def visualization_evaluation(detector, data_path, selected_bands=None): rgb_img = np.asarray(img[..., [372, 241, 169]] * 255, dtype=np.uint8) else: rgb_img = np.asarray(img[..., [0, 1, 2]] * 255, dtype=np.uint8) - fig, axs = plt.subplots(1, 2) + mask_color = np.zeros_like(rgb_img) + mask_color[mask > 0] = (0, 0 , 255) + combine = cv2.addWeighted(rgb_img, 1, mask_color, 0.5, 0) + fig, axs = plt.subplots(1, 3) axs[0].imshow(rgb_img) axs[1].imshow(mask) - fig.suptitle(f"time spent {time_spent*1000:.2f} ms" + f"\n{image_path}") + axs[2].imshow(combine) + fig.suptitle(f"time spent {time_spent * 1000:.2f} ms" + f"\n{image_path}") plt.savefig(f"./dataset/{idx}.png", dpi=300) plt.show() def visualization_y(y_list, k_size): - mask = np.zeros((600//k_size, 1024//k_size), dtype=np.uint8) + mask = np.zeros((600 // k_size, 1024 // k_size), dtype=np.uint8) for idx, r in enumerate(y_list): row, col = idx // (1024 // k_size), idx % (1024 // k_size) mask[row, col] = r @@ -172,8 +176,8 @@ def generate_tobacco_label(data, model_file, blk_sz, selected_bands): return x_list, y_list -def generate_impurity_label(data, light_threshold, color_dict, split_line=0, target_class_right=None, - target_class_left=None,): +def generate_impurity_label(data, light_threshold, color_dict, split_line=0, target_class_right=None, + target_class_left=None, ): y_label = np.zeros((data.shape[0], data.shape[1])) for i in range(0, 600): for j in range(0, 1024):