mirror of
https://github.com/NanjingForestryUniversity/tobacoo-industry.git
synced 2025-11-08 22:33:52 +00:00
471 lines
196 KiB
Plaintext
Executable File
471 lines
196 KiB
Plaintext
Executable File
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"collapsed": true,
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"pycharm": {
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"name": "#%% md\n"
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}
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},
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"source": [
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"# 特征设计与模型训练"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 29,
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"metadata": {
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"collapsed": false,
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"pycharm": {
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"name": "#%%\n"
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}
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},
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"outputs": [],
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"source": [
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"import pickle\n",
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"\n",
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"from sklearn.model_selection import train_test_split\n",
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"import matplotlib.pyplot as plt\n",
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"import numpy as np\n",
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"\n",
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"from utils import visualization_evaluation,visualization_y\n",
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"%matplotlib inline"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 30,
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"metadata": {
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"collapsed": false,
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"pycharm": {
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"name": "#%%\n"
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}
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},
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"outputs": [],
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"source": [
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"# some parameters\n",
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"tran_size = 10000\n",
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"\n",
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"blk_sz, sensitivity = 8, 8\n",
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"selected_bands = [127, 201, 202, 294]\n",
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"tree_num = 185\n",
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"pic_row, pic_col= 600, 1024\n",
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"\n",
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"dataset_file = f'./dataset/data_{blk_sz}x{blk_sz}_c{len(selected_bands)}_sen{sensitivity}_7.p'\n",
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"model_file = f'./models/rf_{blk_sz}x{blk_sz}_c{len(selected_bands)}_{tree_num}_7.model'"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"collapsed": false,
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"pycharm": {
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"name": "#%% md\n"
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}
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},
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"source": [
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"## 数据集与样本平衡"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 31,
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"metadata": {
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"collapsed": false,
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"pycharm": {
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"name": "#%%\n"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"数据量: 9819\n",
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"x train (6873, 8, 8, 4), y train (6873,)\n",
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"x test (2946, 8, 8, 4), y test (2946,)\n"
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]
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}
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],
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"source": [
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"# 读取数据\n",
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"with open(dataset_file, 'rb') as f:\n",
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" x_list, y_list = pickle.load(f)\n",
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"# 确保数据当中x和y数量对得上\n",
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"assert len(x_list) == len(y_list)\n",
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"print(\"数据量: \", len(x_list))\n",
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"x, y = np.asarray(x_list), np.asarray(y_list, dtype=int)\n",
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"x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.3, random_state=5,\n",
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" shuffle=True, stratify=y)\n",
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"print(f\"x train {x_train.shape}, y train {y_train.shape}\\n\"\n",
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" f\"x test {x_test.shape}, y test {y_test.shape}\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 32,
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"metadata": {
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"collapsed": false,
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"pycharm": {
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"name": "#%%\n"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"total (array([8937., 600., 41., 0., 190.]), array([0, 1, 2, 3, 4, 5]), <BarContainer object of 5 artists>) \n",
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"train (array([6256., 420., 29., 0., 132.]), array([0, 1, 2, 3, 4, 5]), <BarContainer object of 5 artists>) \n",
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"test (array([2681., 180., 12., 0., 58.]), array([0, 1, 2, 3, 4, 5]), <BarContainer object of 5 artists>)\n"
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]
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},
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{
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"data": {
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"text/plain": "<Figure size 864x432 with 3 Axes>",
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"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], 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",
|
||
"print(f'total {hist_res_total} \\n'\n",
|
||
" f'train {hist_res_train} \\n'\n",
|
||
" f'test {hist_res_test}')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 33,
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"train (array([ 6256., 6256., 6256., 0., 12512.]), array([0, 1, 2, 3, 4, 5]), <BarContainer object of 5 artists>) \n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": "<Figure size 720x432 with 1 Axes>",
|
||
"image/png": 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\n"
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"train (array([1666., 1667., 1667., 0., 3333.]), array([0, 1, 2, 3, 4, 5]), <BarContainer object of 5 artists>) \n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": "<Figure size 720x432 with 1 Axes>",
|
||
"image/png": "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\n"
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"10000\n"
|
||
]
|
||
}
|
||
],
|
||
"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], 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=tran_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], 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))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%% md\n"
|
||
}
|
||
},
|
||
"source": [
|
||
"## 特征设计\n",
|
||
"设计特征"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 34,
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"from models import feature"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 35,
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"(2946, 256)\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"features_train = feature(x_train)\n",
|
||
"features_test = feature(x_test)\n",
|
||
"print(features_test.shape)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%% md\n"
|
||
}
|
||
},
|
||
"source": [
|
||
"## 进行训练,验证特征好坏"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 36,
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"预测时间: 0.1156773567199707\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",
|
||
"---------------------------------------------------------------------------------------------------\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",
|
||
"\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",
|
||
"\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",
|
||
"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",
|
||
"\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",
|
||
"\n",
|
||
"rfc混淆矩阵:\n",
|
||
"[[9501 36]\n",
|
||
" [ 33 249]]\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from models import train_rf_and_report, SpecDetector\n",
|
||
"feature_x = feature(x)\n",
|
||
"clf = train_rf_and_report(features_train, y_train, feature_x, y, tree_num, save_path=model_file)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 37,
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": "<Figure size 432x288 with 2 Axes>",
|
||
"image/png": 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\n"
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": "<Figure size 432x288 with 2 Axes>",
|
||
"image/png": 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\n"
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": "<Figure size 432x288 with 2 Axes>",
|
||
"image/png": 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\n"
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": "<Figure size 432x288 with 2 Axes>",
|
||
"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;31mKeyboardInterrupt\u001B[0m Traceback (most recent call last)",
|
||
"Input \u001B[1;32mIn [37]\u001B[0m, in \u001B[0;36m<cell line: 3>\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: "
|
||
]
|
||
}
|
||
],
|
||
"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\\617\\617_pure_tobacco', selected_bands=selected_bands)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"visualization_y(y_list, blk_sz)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"outputs": [],
|
||
"source": [],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3.9.7 ('base')",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.9.7"
|
||
},
|
||
"vscode": {
|
||
"interpreter": {
|
||
"hash": "7f619fc91ee8bdab81d49e7c14228037474662e3f2d607687ae505108922fa06"
|
||
}
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 0
|
||
} |