First commit for PDL Lesson 2

PDL_Lesson_2_1.ipynb

@@ -0,0 +1,342 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Note: you may need to restart the kernel to use updated packages.\n",
+      "Requirement already satisfied: fastbook in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (0.0.28)\n",
+      "Requirement already satisfied: pandas in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastbook) (1.4.4)\n",
+      "Requirement already satisfied: packaging in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastbook) (21.3)\n",
+      "Requirement already satisfied: fastai>=2.6 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastbook) (2.7.9)\n",
+      "Requirement already satisfied: pip in c:\\program files\\windowsapps\\pythonsoftwarefoundation.python.3.10_3.10.2032.0_x64__qbz5n2kfra8p0\\lib\\site-packages (from fastbook) (22.2.2)\n",
+      "Requirement already satisfied: transformers in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastbook) (4.21.3)\n",
+      "Requirement already satisfied: sentencepiece in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastbook) (0.1.97)\n",
+      "Requirement already satisfied: requests in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastbook) (2.28.1)\n",
+      "Requirement already satisfied: datasets in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastbook) (2.4.0)\n",
+      "Requirement already satisfied: graphviz in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastbook) (0.20.1)\n",
+      "Requirement already satisfied: scikit-learn in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai>=2.6->fastbook) (1.1.2)\n",
+      "Requirement already satisfied: fastcore<1.6,>=1.4.5 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai>=2.6->fastbook) (1.5.26)\n",
+      "Requirement already satisfied: matplotlib in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai>=2.6->fastbook) (3.5.3)\n",
+      "Requirement already satisfied: torch<1.14,>=1.7 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai>=2.6->fastbook) (1.12.1)\n",
+      "Requirement already satisfied: fastdownload<2,>=0.0.5 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai>=2.6->fastbook) (0.0.7)\n",
+      "Requirement already satisfied: fastprogress>=0.2.4 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai>=2.6->fastbook) (1.0.3)\n",
+      "Requirement already satisfied: pyyaml in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai>=2.6->fastbook) (6.0)\n",
+      "Requirement already satisfied: torchvision>=0.8.2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai>=2.6->fastbook) (0.13.1)\n",
+      "Requirement already satisfied: scipy in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai>=2.6->fastbook) (1.9.1)\n",
+      "Requirement already satisfied: pillow>6.0.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai>=2.6->fastbook) (9.2.0)\n",
+      "Requirement already satisfied: spacy<4 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai>=2.6->fastbook) (3.4.1)\n",
+      "Requirement already satisfied: xxhash in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from datasets->fastbook) (3.0.0)\n",
+      "Requirement already satisfied: huggingface-hub<1.0.0,>=0.1.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from datasets->fastbook) (0.9.1)\n",
+      "Requirement already satisfied: numpy>=1.17 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from datasets->fastbook) (1.23.3)\n",
+      "Requirement already satisfied: aiohttp in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from datasets->fastbook) (3.8.1)\n",
+      "Requirement already satisfied: pyarrow>=6.0.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from datasets->fastbook) (9.0.0)\n",
+      "Requirement already satisfied: tqdm>=4.62.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from datasets->fastbook) (4.64.1)\n",
+      "Requirement already satisfied: dill<0.3.6 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from datasets->fastbook) (0.3.5.1)\n",
+      "Requirement already satisfied: responses<0.19 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from datasets->fastbook) (0.18.0)\n",
+      "Requirement already satisfied: fsspec[http]>=2021.11.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from datasets->fastbook) (2022.8.2)\n",
+      "Requirement already satisfied: multiprocess in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from datasets->fastbook) (0.70.13)\n",
+      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from requests->fastbook) (3.3)\n",
+      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from requests->fastbook) (1.26.12)\n",
+      "Requirement already satisfied: charset-normalizer<3,>=2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from requests->fastbook) (2.1.1)\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from requests->fastbook) (2022.6.15.1)\n",
+      "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from packaging->fastbook) (3.0.9)\n",
+      "Requirement already satisfied: pytz>=2020.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from pandas->fastbook) (2022.2.1)\n",
+      "Requirement already satisfied: python-dateutil>=2.8.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from pandas->fastbook) (2.8.2)\n",
+      "Requirement already satisfied: regex!=2019.12.17 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from transformers->fastbook) (2022.9.13)\n",
+      "Requirement already satisfied: filelock in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from transformers->fastbook) (3.8.0)\n",
+      "Requirement already satisfied: tokenizers!=0.11.3,<0.13,>=0.11.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from transformers->fastbook) (0.12.1)\n",
+      "Requirement already satisfied: attrs>=17.3.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from aiohttp->datasets->fastbook) (22.1.0)\n",
+      "Requirement already satisfied: frozenlist>=1.1.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from aiohttp->datasets->fastbook) (1.3.1)\n",
+      "Requirement already satisfied: yarl<2.0,>=1.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from aiohttp->datasets->fastbook) (1.8.1)\n",
+      "Requirement already satisfied: async-timeout<5.0,>=4.0.0a3 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from aiohttp->datasets->fastbook) (4.0.2)\n",
+      "Requirement already satisfied: multidict<7.0,>=4.5 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from aiohttp->datasets->fastbook) (6.0.2)\n",
+      "Requirement already satisfied: aiosignal>=1.1.2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from aiohttp->datasets->fastbook) (1.2.0)\n",
+      "Requirement already satisfied: typing-extensions>=3.7.4.3 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from huggingface-hub<1.0.0,>=0.1.0->datasets->fastbook) (4.3.0)\n",
+      "Requirement already satisfied: six>=1.5 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from python-dateutil>=2.8.1->pandas->fastbook) (1.16.0)\n",
+      "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (3.0.7)\n",
+      "Requirement already satisfied: pathy>=0.3.5 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (0.6.2)\n",
+      "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (1.0.8)\n",
+      "Requirement already satisfied: setuptools in c:\\program files\\windowsapps\\pythonsoftwarefoundation.python.3.10_3.10.2032.0_x64__qbz5n2kfra8p0\\lib\\site-packages (from spacy<4->fastai>=2.6->fastbook) (63.2.0)\n",
+      "Requirement already satisfied: typer<0.5.0,>=0.3.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (0.4.2)\n",
+      "Requirement already satisfied: langcodes<4.0.0,>=3.2.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (3.3.0)\n",
+      "Requirement already satisfied: jinja2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (3.1.2)\n",
+      "Requirement already satisfied: thinc<8.2.0,>=8.1.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (8.1.1)\n",
+      "Requirement already satisfied: wasabi<1.1.0,>=0.9.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (0.10.1)\n",
+      "Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (1.0.3)\n",
+      "Requirement already satisfied: pydantic!=1.8,!=1.8.1,<1.10.0,>=1.7.4 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (1.9.2)\n",
+      "Requirement already satisfied: srsly<3.0.0,>=2.4.3 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (2.4.4)\n",
+      "Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.9 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (3.0.10)\n",
+      "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (2.0.6)\n",
+      "Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (2.0.8)\n",
+      "Requirement already satisfied: colorama in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from tqdm>=4.62.1->datasets->fastbook) (0.4.5)\n",
+      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from matplotlib->fastai>=2.6->fastbook) (1.4.4)\n",
+      "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from matplotlib->fastai>=2.6->fastbook) (4.37.1)\n",
+      "Requirement already satisfied: cycler>=0.10 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from matplotlib->fastai>=2.6->fastbook) (0.11.0)\n",
+      "Requirement already satisfied: threadpoolctl>=2.0.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from scikit-learn->fastai>=2.6->fastbook) (3.1.0)\n",
+      "Requirement already satisfied: joblib>=1.0.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from scikit-learn->fastai>=2.6->fastbook) (1.1.0)\n",
+      "Requirement already satisfied: smart-open<6.0.0,>=5.2.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from pathy>=0.3.5->spacy<4->fastai>=2.6->fastbook) (5.2.1)\n",
+      "Requirement already satisfied: blis<0.10.0,>=0.7.8 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from thinc<8.2.0,>=8.1.0->spacy<4->fastai>=2.6->fastbook) (0.9.1)\n",
+      "Requirement already satisfied: confection<1.0.0,>=0.0.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from thinc<8.2.0,>=8.1.0->spacy<4->fastai>=2.6->fastbook) (0.0.1)\n",
+      "Requirement already satisfied: click<9.0.0,>=7.1.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from typer<0.5.0,>=0.3.0->spacy<4->fastai>=2.6->fastbook) (8.1.3)\n",
+      "Requirement already satisfied: MarkupSafe>=2.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from jinja2->spacy<4->fastai>=2.6->fastbook) (2.1.1)\n",
+      "Note: you may need to restart the kernel to use updated packages.\n",
+      "Requirement already satisfied: fastai in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (2.7.9)\n",
+      "Requirement already satisfied: scikit-learn in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (1.1.2)\n",
+      "Requirement already satisfied: torch<1.14,>=1.7 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (1.12.1)\n",
+      "Requirement already satisfied: scipy in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (1.9.1)\n",
+      "Requirement already satisfied: pillow>6.0.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (9.2.0)\n",
+      "Requirement already satisfied: pip in c:\\program files\\windowsapps\\pythonsoftwarefoundation.python.3.10_3.10.2032.0_x64__qbz5n2kfra8p0\\lib\\site-packages (from fastai) (22.2.2)\n",
+      "Requirement already satisfied: pandas in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (1.4.4)\n",
+      "Requirement already satisfied: requests in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (2.28.1)\n",
+      "Requirement already satisfied: pyyaml in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (6.0)\n",
+      "Requirement already satisfied: matplotlib in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (3.5.3)\n",
+      "Requirement already satisfied: torchvision>=0.8.2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (0.13.1)\n",
+      "Requirement already satisfied: fastprogress>=0.2.4 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (1.0.3)\n",
+      "Requirement already satisfied: spacy<4 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (3.4.1)\n",
+      "Requirement already satisfied: fastcore<1.6,>=1.4.5 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (1.5.26)\n",
+      "Requirement already satisfied: packaging in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (21.3)\n",
+      "Requirement already satisfied: fastdownload<2,>=0.0.5 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (0.0.7)\n",
+      "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (3.0.7)\n",
+      "Requirement already satisfied: thinc<8.2.0,>=8.1.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (8.1.1)\n",
+      "Requirement already satisfied: tqdm<5.0.0,>=4.38.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (4.64.1)\n",
+      "Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (2.0.8)\n",
+      "Requirement already satisfied: langcodes<4.0.0,>=3.2.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (3.3.0)\n",
+      "Requirement already satisfied: setuptools in c:\\program files\\windowsapps\\pythonsoftwarefoundation.python.3.10_3.10.2032.0_x64__qbz5n2kfra8p0\\lib\\site-packages (from spacy<4->fastai) (63.2.0)\n",
+      "Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.9 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (3.0.10)\n",
+      "Requirement already satisfied: pydantic!=1.8,!=1.8.1,<1.10.0,>=1.7.4 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (1.9.2)\n",
+      "Requirement already satisfied: jinja2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (3.1.2)\n",
+      "Requirement already satisfied: pathy>=0.3.5 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (0.6.2)\n",
+      "Requirement already satisfied: srsly<3.0.0,>=2.4.3 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (2.4.4)\n",
+      "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (2.0.6)\n",
+      "Requirement already satisfied: wasabi<1.1.0,>=0.9.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (0.10.1)\n",
+      "Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (1.0.3)\n",
+      "Requirement already satisfied: numpy>=1.15.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (1.23.3)\n",
+      "Requirement already satisfied: typer<0.5.0,>=0.3.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (0.4.2)\n",
+      "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (1.0.8)\n",
+      "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from packaging->fastai) (3.0.9)\n",
+      "Requirement already satisfied: charset-normalizer<3,>=2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from requests->fastai) (2.1.1)\n",
+      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from requests->fastai) (1.26.12)\n",
+      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from requests->fastai) (3.3)\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from requests->fastai) (2022.6.15.1)\n",
+      "Requirement already satisfied: typing-extensions in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from torch<1.14,>=1.7->fastai) (4.3.0)\n",
+      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from matplotlib->fastai) (1.4.4)\n",
+      "Requirement already satisfied: cycler>=0.10 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from matplotlib->fastai) (0.11.0)\n",
+      "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from matplotlib->fastai) (2.8.2)\n",
+      "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from matplotlib->fastai) (4.37.1)\n",
+      "Requirement already satisfied: pytz>=2020.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from pandas->fastai) (2022.2.1)\n",
+      "Requirement already satisfied: joblib>=1.0.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from scikit-learn->fastai) (1.1.0)\n",
+      "Requirement already satisfied: threadpoolctl>=2.0.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from scikit-learn->fastai) (3.1.0)\n",
+      "Requirement already satisfied: smart-open<6.0.0,>=5.2.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from pathy>=0.3.5->spacy<4->fastai) (5.2.1)\n",
+      "Requirement already satisfied: six>=1.5 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from python-dateutil>=2.7->matplotlib->fastai) (1.16.0)\n",
+      "Requirement already satisfied: confection<1.0.0,>=0.0.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from thinc<8.2.0,>=8.1.0->spacy<4->fastai) (0.0.1)\n",
+      "Requirement already satisfied: blis<0.10.0,>=0.7.8 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from thinc<8.2.0,>=8.1.0->spacy<4->fastai) (0.9.1)\n",
+      "Requirement already satisfied: colorama in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from tqdm<5.0.0,>=4.38.0->spacy<4->fastai) (0.4.5)\n",
+      "Requirement already satisfied: click<9.0.0,>=7.1.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from typer<0.5.0,>=0.3.0->spacy<4->fastai) (8.1.3)\n",
+      "Requirement already satisfied: MarkupSafe>=2.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from jinja2->spacy<4->fastai) (2.1.1)\n",
+      "Note: you may need to restart the kernel to use updated packages.\n"
+     ]
+    }
+   ],
+   "source": [
+    "#|export\n",
+    "%pip install -q gradio\n",
+    "%pip install fastbook\n",
+    "%pip install fastai"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#|export\n",
+    "#hide\n",
+    "# ! [ -e /content ] && pip install -Uqq fastbook\n",
+    "import fastbook\n",
+    "fastbook.setup_book()\n",
+    "#hide\n",
+    "from fastbook import *\n",
+    "from fastai.vision.widgets import *"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "id": "wDvqC0kn6WRq"
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Adnan\\anaconda3\\lib\\site-packages\\gradio\\inputs.py:256: UserWarning: Usage of gradio.inputs is deprecated, and will not be supported in the future, please import your component from gradio.components\n",
+      "  warnings.warn(\n",
+      "C:\\Users\\Adnan\\anaconda3\\lib\\site-packages\\gradio\\deprecation.py:40: UserWarning: `optional` parameter is deprecated, and it has no effect\n",
+      "  warnings.warn(value)\n",
+      "C:\\Users\\Adnan\\anaconda3\\lib\\site-packages\\gradio\\outputs.py:196: UserWarning: Usage of gradio.outputs is deprecated, and will not be supported in the future, please import your components from gradio.components\n",
+      "  warnings.warn(\n",
+      "C:\\Users\\Adnan\\anaconda3\\lib\\site-packages\\gradio\\deprecation.py:40: UserWarning: The 'type' parameter has been deprecated. Use the Number component instead.\n",
+      "  warnings.warn(value)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Running on local URL:  http://127.0.0.1:7861\n",
+      "\n",
+      "To create a public link, set `share=True` in `launch()`.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(<gradio.routes.App at 0x22eadf090d0>, 'http://127.0.0.1:7861/', None)"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
+       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
+       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#|export\n",
+    "\n",
+    "import gradio as gr\n",
+    "\n",
+    "import pathlib\n",
+    "temp = pathlib.PosixPath\n",
+    "pathlib.PosixPath = pathlib.WindowsPath\n",
+    "\n",
+    "def is_cat(x): return x[0].isupper() # Presquite code for the model to run\n",
+    "\n",
+    "learn_inf = load_learner('model.pkl')\n",
+    "\n",
+    "learn_inf.dls.vocab # Reminds us of the categories\n",
+    "\n",
+    "categories = learn_inf.dls.vocab\n",
+    "def classify_image(img):\n",
+    "    pred, idx, probs = learn_inf.predict(img)\n",
+    "    return dict(zip(categories, map(float,probs)))\n",
+    "\n",
+    "image = gr.inputs.Image(shape=(192,192)) \n",
+    "label = gr.outputs.Label()\n",
+    "examples = [\"Example 1.jpeg\",\"Example 2.jpeg\"]\n",
+    "\n",
+    "intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n",
+    "intf.launch(inline=False)"
+   ]
+  }
+ ],
+ "metadata": {
+  "colab": {
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3.10.7 64-bit (microsoft store)",
+   "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": "3.10.7"
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "76c362c6f96a87fea3e0479897b26c33ad9e30811d4e3dcda7998a6d3796fc1a"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}

PDL_Lesson_2_1.py

@@ -0,0 +1,40 @@
+#!/usr/bin/env python
+# coding: utf-8
+
+# ! [ -e /content ] && pip install -Uqq fastbook
+import fastbook
+fastbook.setup_book()
+#hide
+from fastbook import *
+from fastai.vision.widgets import *
+
+
+# In[3]:
+
+
+#|export
+
+import gradio as gr
+
+import pathlib
+temp = pathlib.PosixPath
+pathlib.PosixPath = pathlib.WindowsPath
+
+def is_cat(x): return x[0].isupper() # Presquite code for the model to run
+
+learn_inf = load_learner('model.pkl')
+
+learn_inf.dls.vocab # Reminds us of the categories
+
+categories = learn_inf.dls.vocab
+def classify_image(img):
+    pred, idx, probs = learn_inf.predict(img)
+    return dict(zip(categories, map(float,probs)))
+
+image = gr.inputs.Image(shape=(192,192)) 
+label = gr.outputs.Label()
+examples = ["Example 1.jpeg","Example 2.jpeg"]
+
+intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
+intf.launch(inline=False)
+

model.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:196a5165476521e5de90b2ffe46326f50eb06ce8515e464d0c0f41e9b007e937
+size 47060011