prepare to 1 3 1

prd
Ivan Maslov 2 years ago
parent 0e5c0521de
commit c4e7dcba43

@ -21,6 +21,10 @@
- Ролевая модель разграничения доступа
- Функциональность очередей для координации роботов
В качестве основы для web сервера используется один из самых прогрессивных и производительных фреймворков от FastAPI.
Пример использования FastAPI см. в GIT/Orchestrator/config.py
************************************************************************
Концепция единого глобального словаря настроек (GSettings)
************************************************************************

@ -4,6 +4,20 @@
Модуль РОБОТ - это ключевое звено, которое отвечает за продуктивную роботизацию процесса. Данный модуль не имеет графический или консольный интерфейс - он подключается в качестве библиотеки в проект робота, что позволяет выполнять операции максимально быстро. А также позволяет с легкостью интегрировать робота в другие проекты.
**************************************************
Быстрый запуск (Quickstart)
**************************************************
Платформа pyOpenRPA содержит инструменты быстрого прототипирования роботов. Вы можете провести серию экспериментов роботизации без развертывания полноценной инфраструктуры робота - в рамках одного уже преднастроенного файла.
Для быстрого запуска робота необходимо:
- Открыть Jupyter-notebooks: GIT\Tools\Jupyter-notebooks\start.cmd (для Windows) или GIT\Tools\Jupyter-notebooks\start.sh (для Linux). Откроется окно консоли, в которой будет отображен адрес для входа на веб страницу Jupyter-notebooks.
- В web окне Jupyter-notebooks открыть Quickstart\Robot.ipynb
Быстрая инфраструктура для прототипирования робота готова!
**************************************************
Как запустить скрипт робота?
**************************************************
@ -12,6 +26,7 @@
- Скрипт Python (файл .py)
- Скрипт в Студии pyOpenRPA
- Скрипт в Jupyter (см. раздел "Быстрый запуск")
Скрипт Python (файл .py)

@ -423,13 +423,13 @@
<i class="right arrow icon"></i>
</div>
</div>
<div class="ui animated button openrpa-control-gitrestartorchestrator teal UACClient-pyOpenRPADict-AdminDict-RestartOrchestratorGITPullBool" onclick="mGlobal.Controller.OrchestratorGITPullRestart();" style="display: none; margin-top: 5px;">
<div class="ui animated button openrpa-control-gitrestartorchestrator teal UACClient-pyOpenRPADict-AdminDict-RestartOrchestratorGITPullBool disabled" onclick="mGlobal.Controller.OrchestratorGITPullRestart();" style="display: none; margin-top: 5px;">
<div class="visible content">Обновить из GIT</div>
<div class="hidden content">
<i class="right arrow icon"></i>
</div>
</div>
<div class="ui animated button openrpa-control-restartpc red UACClient-pyOpenRPADict-AdminDict-RestartPCBool" onclick="mGlobal.Controller.PCRestart();" style="display: none; margin-top: 5px;">
<div class="ui animated button openrpa-control-restartpc red UACClient-pyOpenRPADict-AdminDict-RestartPCBool disabled" onclick="mGlobal.Controller.PCRestart();" style="display: none; margin-top: 5px;">
<div class="visible content">Перезагрузить ОС</div>
<div class="hidden content">
<i class="right arrow icon"></i>

@ -1,5 +1,19 @@
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Робот: быстрый запуск (quickstart) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Уважаемый пользователь! Данный файл содержит набор преднастроенных команд для ускоренной проверки гипотез роботизации. В"
]
},
{
"cell_type": "code",
"execution_count": 1,

@ -0,0 +1,488 @@
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Робот: быстрый запуск (quickstart) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Уважаемый пользователь! Данный файл содержит набор преднастроенных команд для ускоренной проверки гипотез роботизации. Вся необходимая инфраструктура pyOpenRPA доступна - осуществляйте разработку максимально быстро и комфортно!\n",
"\n",
"**Центр поддержки клиентов pyOpenRPA:**\n",
"- ⚡ Телеграм: @pyOpenRPA_Support \n",
"- ⚡ Почта: Support@pyOpenRPA.ru \n",
"- ⚡ Телефон: +7 995 233 45 31 \n",
"\n",
"❤️ pyOpenRPA - роботы помогут!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Шаг 1 - Загрузка последней версии pyOpenRPA"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"ename": "OSError",
"evalue": "Failed to read screencontact.PNG because file is missing, has improper permissions, or is an unsupported or invalid format",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mOSError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m<ipython-input-1-df60de5fdc65>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m 8\u001b[0m \u001b[1;31m# Screen: Взаимодействие с объектами экрана\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 9\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mpyOpenRPA\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mRobot\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mScreen\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 10\u001b[1;33m \u001b[0mlBoxList\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mScreen\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mImageLocateAll\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minImgPathStr\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"screencontact.PNG\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0minConfidenceFloat\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0.9\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 11\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlBoxList\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32mC:\\Abs\\Archive\\scopeSrcUL\\pyOpenRPA\\Sources\\pyOpenRPA\\Robot\\Screen.py\u001b[0m in \u001b[0;36mImageLocateAll\u001b[1;34m(inImgPathStr, inIsGrayModeBool, inConfidenceFloat)\u001b[0m\n\u001b[0;32m 543\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0minConfidenceFloat\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mlLocateList\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpyautogui\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlocateAllOnScreen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mimage\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0minImgPathStr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgrayscale\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0minIsGrayModeBool\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 544\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mlLocateList\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpyautogui\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlocateAllOnScreen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mimage\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0minImgPathStr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgrayscale\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0minIsGrayModeBool\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconfidence\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0minConfidenceFloat\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 545\u001b[1;33m \u001b[1;32mfor\u001b[0m \u001b[0mlItem\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mlLocateList\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 546\u001b[0m \u001b[0mlResult\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlItem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 547\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mlResult\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32mC:\\Abs\\Archive\\scopeSrcUL\\pyOpenRPA\\Resources\\WPy64-3720\\python-3.7.2.amd64\\lib\\site-packages\\pyscreeze\\__init__.py\u001b[0m in \u001b[0;36m_locateAll_opencv\u001b[1;34m(needleImage, haystackImage, grayscale, limit, region, step, confidence)\u001b[0m\n\u001b[0;32m 144\u001b[0m \u001b[0mconfidence\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfloat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mconfidence\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 145\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 146\u001b[1;33m \u001b[0mneedleImage\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_load_cv2\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mneedleImage\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgrayscale\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 147\u001b[0m \u001b[0mneedleHeight\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mneedleWidth\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mneedleImage\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 148\u001b[0m \u001b[0mhaystackImage\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_load_cv2\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhaystackImage\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgrayscale\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32mC:\\Abs\\Archive\\scopeSrcUL\\pyOpenRPA\\Resources\\WPy64-3720\\python-3.7.2.amd64\\lib\\site-packages\\pyscreeze\\__init__.py\u001b[0m in \u001b[0;36m_load_cv2\u001b[1;34m(img, grayscale)\u001b[0m\n\u001b[0;32m 111\u001b[0m raise IOError(\"Failed to read %s because file is missing, \"\n\u001b[0;32m 112\u001b[0m \u001b[1;34m\"has improper permissions, or is an \"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 113\u001b[1;33m \"unsupported or invalid format\" % img)\n\u001b[0m\u001b[0;32m 114\u001b[0m \u001b[1;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnumpy\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 115\u001b[0m \u001b[1;31m# don't try to convert an already-gray image to gray\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;31mOSError\u001b[0m: Failed to read screencontact.PNG because file is missing, has improper permissions, or is an unsupported or invalid format"
]
}
],
"source": [
"import sys\n",
"import os\n",
"sys.path.insert(0, os.path.abspath(\"..\\\\..\\\\Sources\"))\n",
"sys.path.insert(0, os.path.abspath(\"..\\\\..\\\\..\\\\KPI_Effect\\\\packages\"))\n",
"import time\n",
"from pyOpenRPA.Robot import Keyboard\n",
"\n",
"# Screen: Взаимодействие с объектами экрана\n",
"from pyOpenRPA.Robot import Screen\n",
"lBoxList = Screen.ImageLocateAll(inImgPathStr=\"screencontact.PNG\",inConfidenceFloat=0.9)\n",
"print(lBoxList)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"#ИМПОРТ ДИРЕКТОРИИ\n",
"import sys\n",
"import os\n",
"sys.path.insert(0, os.path.abspath(\"..\\\\..\\\\..\\\\KPI_Effect\\\\packages\"))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[Box(left=500, top=244, width=29, height=29), Box(left=500, top=298, width=29, height=29), Box(left=500, top=352, width=29, height=29), Box(left=500, top=406, width=29, height=29), Box(left=500, top=460, width=29, height=29), Box(left=500, top=514, width=29, height=29), Box(left=500, top=568, width=29, height=29), Box(left=500, top=622, width=29, height=29), Box(left=500, top=676, width=29, height=29), Box(left=500, top=730, width=29, height=29), Box(left=500, top=784, width=29, height=29), Box(left=500, top=838, width=29, height=29)]\n"
]
}
],
"source": [
"lBox2List = Screen.BoxMoveTo(inBox=lBoxList,inDXInt=-50)\n",
"print(lBox2List)\n",
"Screen.BoxDraw(inBox = lBox2List)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"lPoint = Screen.BoxGetPoint(lBox2List[0])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"Screen.PointClick(lPoint)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[Box(left=489, top=243, width=46, height=32)]\n"
]
}
],
"source": [
"lBoxList = Screen.ImageLocateAll(inImgPathStr=\"sendmessage.PNG\",inConfidenceFloat=0.9)\n",
"print(lBoxList)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"Screen.PointClick(Screen.BoxGetPoint(Screen.ImageLocateAll(inImgPathStr=\"sendmessage.PNG\",inConfidenceFloat=0.9)[0]))"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[Box(left=169, top=193, width=409, height=687)]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Screen.ImageLocateAll(inImgPathStr=\"emptytray.PNG\",inConfidenceFloat=0.9)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import importlib"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"123\n"
]
},
{
"data": {
"text/plain": [
"<module 'pak.test' from 'C:\\\\Abs\\\\Archive\\\\scopeSrcUL\\\\pyOpenRPA\\\\Tools\\\\Jupyter-notebooks\\\\pak\\\\test.py'>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"importlib.import_module(\".test\",\"pak\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import sys"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<module 'pak' (namespace)>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sys.modules[\"pak\"]"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import datetime"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"datetime.datetime(2022, 9, 26, 20, 58, 26, 931399)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"datetime.datetime.now()+datetime.timedelta(hours=3)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"datetime.timedelta(seconds=10800)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"datetime.timedelta(hours=3)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'2022-09-26 17:59:17'"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"g_datetime_format_str = '%Y-%m-%d %H:%M:%S'\n",
"(datetime.datetime.now()).strftime(g_datetime_format_str)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"import time"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"datetime.datetime(2022, 9, 26, 18, 1, 58, 924492)"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"datetime.datetime.fromtimestamp(time.time())"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"False"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\"\".endswith(\"/\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"ename": "ImportError",
"evalue": "cannot import name 'kpi_client' from '__main__' (unknown location)",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mImportError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m<ipython-input-15-2f86ae4ce68c>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[1;33m.\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mkpi_client\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[1;31mImportError\u001b[0m: cannot import name 'kpi_client' from '__main__' (unknown location)"
]
}
],
"source": [
"from . import kpi_client"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"#ИМПОРТ ДИРЕКТОРИИ\n",
"import sys\n",
"import os\n",
"sys.path.insert(0, os.path.abspath(\"..\\\\..\\\\..\\\\KPI_Effect\\\\packages\"))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import kpi_client\n",
"kpi_client.init(\"http://localhost:1024\", \"1992-04-03-0643-ru-b4ff-openrpa52zzz\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"-----------START-----------\n",
"POST http://localhost:1024/orpa/api/activity-list-execute\r\n",
"Content-Type: application/x-www-form-urlencoded; charset=UTF-8\r\n",
"Cookie: AuthToken=1992-04-03-0643-ru-b4ff-openrpa52zzz\r\n",
"Content-Length: 466\r\n",
"\r\n",
"b'[{\"Def\": \"kpi_control_panel.actions.log\", \"ArgList\": [], \"ArgDict\": {\"in_code_str\": \"asd\", \"in_group_str\": \"\\\\u041f\\\\u0440\\\\u0438\\\\u0432\\\\u0435\\\\u0442!\", \"in_manual_operation_float\": 190, \"in_auto_operation_float\": 88, \"in_start_time_float\": 123124, \"in_comment_str\": \"-\", \"in_count_int\": 1, \"in_sla_percent_float\": 1.0, \"in_dev_next_mvp_float\": 1.0, \"in_revenue_float\": 0.0, \"in_fine_float\": 0.0, \"in_reputation_str\": \"-\"}, \"ArgGSettingsStr\": null, \"ArgLoggerStr\": null}]'\n"
]
}
],
"source": [
"kpi_client.log(in_code_str=\"asd\",in_group_str=\"Привет!\",in_manual_operation_float=190, in_auto_operation_float=88, in_start_time_float=123124)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"print(\"\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.7.2"
},
"varInspector": {
"cols": {
"lenName": 16,
"lenType": 16,
"lenVar": 40
},
"kernels_config": {
"python": {
"delete_cmd_postfix": "",
"delete_cmd_prefix": "del ",
"library": "var_list.py",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"delete_cmd_postfix": ") ",
"delete_cmd_prefix": "rm(",
"library": "var_list.r",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"types_to_exclude": [
"module",
"function",
"builtin_function_or_method",
"instance",
"_Feature"
],
"window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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