{ "cells": [ { "cell_type": "markdown", "id": "b77dedb4-9636-4c17-a2a6-36143f1ba731", "metadata": {}, "source": [ "# Create our image database" ] }, { "cell_type": "code", "execution_count": 1, "id": "82413fb7-c780-4dc1-99f4-010ba2b861ab", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already up-to-date: duckduckgo_search in /home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages (from -r requirements.txt (line 1)) (2.2.2)\n", "Requirement already up-to-date: html5lib in /home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages (from -r requirements.txt (line 2)) (1.1)\n", "Requirement already up-to-date: BeautifulSoup4 in /home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages (from -r requirements.txt (line 3)) (4.11.1)\n", "Collecting pillow\n", " Downloading Pillow-9.2.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.1 MB)\n", "\u001b[K |████████████████████████████████| 3.1 MB 2.4 MB/s eta 0:00:01\n", "\u001b[?25hRequirement already satisfied, skipping upgrade: click>=8.1.3 in /home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages (from duckduckgo_search->-r requirements.txt (line 1)) (8.1.3)\n", "Requirement already satisfied, skipping upgrade: requests>=2.28.1 in /home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages (from duckduckgo_search->-r requirements.txt (line 1)) (2.28.1)\n", "Requirement already satisfied, skipping upgrade: six>=1.9 in /home/explore/.local/lib/python3.8/site-packages (from html5lib->-r requirements.txt (line 2)) (1.16.0)\n", "Requirement already satisfied, skipping upgrade: webencodings in /home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages (from html5lib->-r requirements.txt (line 2)) (0.5.1)\n", "Requirement already satisfied, skipping upgrade: soupsieve>1.2 in /home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages (from BeautifulSoup4->-r requirements.txt (line 3)) (2.3.2.post1)\n", "Requirement already satisfied, skipping upgrade: urllib3<1.27,>=1.21.1 in /home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages (from requests>=2.28.1->duckduckgo_search->-r requirements.txt (line 1)) (1.25.10)\n", "Requirement already satisfied, skipping upgrade: charset-normalizer<3,>=2 in /home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages (from requests>=2.28.1->duckduckgo_search->-r requirements.txt (line 1)) (2.1.1)\n", "Requirement already satisfied, skipping upgrade: idna<4,>=2.5 in /home/explore/.local/lib/python3.8/site-packages (from requests>=2.28.1->duckduckgo_search->-r requirements.txt (line 1)) (2.9)\n", "Requirement already satisfied, skipping upgrade: certifi>=2017.4.17 in /home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages (from requests>=2.28.1->duckduckgo_search->-r requirements.txt (line 1)) (2022.9.24)\n", "Installing collected packages: pillow\n", " Attempting uninstall: pillow\n", " Found existing installation: Pillow 7.2.0\n", " Uninstalling Pillow-7.2.0:\n", " Successfully uninstalled Pillow-7.2.0\n", "\u001b[31mERROR: After October 2020 you may experience errors when installing or updating packages. This is because pip will change the way that it resolves dependency conflicts.\n", "\n", "We recommend you use --use-feature=2020-resolver to test your packages with the new resolver before it becomes the default.\n", "\n", "pycaret 2.3.0 requires plotly>=4.4.1, which is not installed.\n", "pycaret 2.3.0 requires numpy==1.19.5, but you'll have numpy 1.19.1 which is incompatible.\u001b[0m\n", "Successfully installed pillow-9.2.0\n" ] } ], "source": [ "!pip install -U -r requirements.txt" ] }, { "cell_type": "code", "execution_count": 2, "id": "5b63999f-00bd-4124-b5fa-e28fd22de736", "metadata": {}, "outputs": [], "source": [ "from duckduckgo_search import ddg_images\n", "from fastcore.all import *\n", "\n", "def search_images(term, max_images=200): return L(ddg_images(term, max_results=max_images)).itemgot('image')\n" ] }, { "cell_type": "markdown", "id": "8b76f8bb-6c87-4d50-b7da-aae3c9637fde", "metadata": {}, "source": [ "## Download cheeses" ] }, { "cell_type": "markdown", "id": "39c01729-b3a4-41e0-ab05-aa4fed115ffd", "metadata": {}, "source": [ "### ddg test" ] }, { "cell_type": "code", "execution_count": 3, "id": "579a47fb-9ade-4257-a954-ff3d8affae3b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'https://www.fodors.com/wp-content/uploads/2019/05/HERO_FrenchCheesesNeverHeardOf_Heroshutterstock520248970.jpg'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "urls = search_images('french cheese', max_images=1)\n", "urls[0]" ] }, { "cell_type": "code", "execution_count": 4, "id": "86764319-ea0f-415f-8517-c175cf4a8725", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from fastdownload import download_url\n", "dest = 'cheese.jpg'\n", "download_url(urls[0], dest, show_progress=False)\n", "\n", "from fastai.vision.all import *\n", "im = Image.open(dest)\n", "im.to_thumb(256,256)" ] }, { "cell_type": "markdown", "id": "8f1997ee-e1c4-43e5-8af3-7d498b8e0b4e", "metadata": {}, "source": [ "There are a lot of different ones on this picture. Maybe I could create a list of given cheeses and search specifically for those." ] }, { "cell_type": "markdown", "id": "9023567e-9508-4a63-b40b-6b09f6f81705", "metadata": {}, "source": [ "### cheeses category" ] }, { "cell_type": "markdown", "id": "b396998b-a07c-4f45-9b9e-44556b28cbcd", "metadata": { "jp-MarkdownHeadingCollapsed": true, "tags": [] }, "source": [ "#### wikipedia with pandas" ] }, { "cell_type": "markdown", "id": "ca610eff-18a5-4659-bc6a-3d54ebf7fd21", "metadata": {}, "source": [ "could try to use that list from [Wikipedia](https://fr.wikipedia.org/wiki/Liste_de_fromages_fran%C3%A7ais)" ] }, { "attachments": { "671c2f54-c7da-4a1d-85b5-506679b77718.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "b89e945c-2428-4114-8fe3-6094764a01a0", "metadata": {}, "source": [ "![image.png](attachment:671c2f54-c7da-4a1d-85b5-506679b77718.png)" ] }, { "cell_type": "code", "execution_count": 5, "id": "9a9632f2-14de-47ba-b76c-159ae0b38fb0", "metadata": {}, "outputs": [ { "ename": "ValueError", "evalue": "No tables found", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mpandas\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mcheeses_page_url\u001b[0m \u001b[0;34m=\u001b[0m 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917\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mretained\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 918\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 919\u001b[0m \u001b[0mret\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/miniconda3/envs/fastai/lib/python3.8/site-packages/pandas/io/html.py\u001b[0m in \u001b[0;36m_parse\u001b[0;34m(flavor, io, match, attrs, encoding, displayed_only, **kwargs)\u001b[0m\n\u001b[1;32m 896\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 897\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 898\u001b[0;31m \u001b[0mtables\u001b[0m \u001b[0;34m=\u001b[0m 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\u001b[0;32min\u001b[0m \u001b[0mtables\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 219\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/miniconda3/envs/fastai/lib/python3.8/site-packages/pandas/io/html.py\u001b[0m in \u001b[0;36m_parse_tables\u001b[0;34m(self, doc, match, attrs)\u001b[0m\n\u001b[1;32m 545\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 546\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mtables\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 547\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"No tables found\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 548\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 549\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mValueError\u001b[0m: No tables found" ] } ], "source": [ "import pandas as pd\n", "cheeses_page_url = 'https://fr.wikipedia.org/wiki/Liste_de_fromages_fran%C3%A7ais'\n", "pd.read_html(cheeses_page_url, attrs={\"class\": \"wikipedia_table\"})" ] }, { "cell_type": "markdown", "id": "6be94938-7f7d-4bd1-aca1-9d47994fcc0e", "metadata": { "jp-MarkdownHeadingCollapsed": true, "tags": [] }, "source": [ "#### leguidedufromage with pandas" ] }, { "cell_type": "code", "execution_count": null, "id": "1e414d4e-db1f-4124-97ac-74b3431c8668", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "cheeses_page_url = 'https://www.leguidedufromage.com/liste-fromages-ordre-alphabetique-wo377.html'\n", "pd.read_html(cheeses_page_url, attrs={\"class\": \"table\"})" ] }, { "cell_type": "markdown", "id": "48d113d8-7144-4366-ba9a-1c30e251dab6", "metadata": { "jp-MarkdownHeadingCollapsed": true, "tags": [] }, "source": [ "#### wikipedia with bs4" ] }, { "cell_type": "code", "execution_count": null, "id": "d8473b87-db69-4cf3-845a-ec9c36f887c2", "metadata": {}, "outputs": [], "source": [ "import requests\n", "from bs4 import BeautifulSoup\n", "\n", "cheeses_page_url = 'https://fr.wikipedia.org/wiki/Liste_de_fromages_fran%C3%A7ais'\n", "\n", "r = requests.get(cheeses_page_url)\n", "soup = BeautifulSoup(r.content,\"lxml\")\n", "w3schollsList = soup.find_all('body')\n", "for w3scholl in w3schollsList:\n", " ulList = w3scholl.find_all('li')\n", " for li in ulList:\n", " print(li)\n" ] }, { "cell_type": "markdown", "id": "78a45ebc-2b1b-403c-9db0-7b49821e107d", "metadata": {}, "source": [ "#### static list" ] }, { "cell_type": "markdown", "id": "71b68a27-c580-4f55-a494-23b0fc1b121c", "metadata": {}, "source": [ "from this site:\n", "https://www.maison-lorho.fr/blog/le-top-10-des-fromages-preferes-des-francais-n140" ] }, { "cell_type": "code", "execution_count": 6, "id": "f3ce93b8-9e11-46c5-861c-b6fa625913f2", "metadata": {}, "outputs": [], "source": [ "FROMAGES = ['camembert', 'brie', 'comté', 'reblochon', 'roquefort', 'raclette', 'saint-nectaire', 'époisse', \"mont d'or\", \"brocciu\"]" ] }, { "cell_type": "markdown", "id": "2221fc26-5f18-46ad-a963-d03e223018e7", "metadata": {}, "source": [ "### download with ddg\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "789134f2-0569-45fe-891d-fb8f97d115d9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'roquefort'" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import random\n", "random.choice(FROMAGES)" ] }, { "cell_type": "code", "execution_count": 8, "id": "6c2faddf-0a89-4546-b32f-6c6a8d785597", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('roquefort',\n", " 'https://fromages-de-saison.com/wp-content/uploads/2020/09/Roquefort-Carles-AOP.jpg')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import random\n", "\n", "random_cheese = random.choice(FROMAGES)\n", "urls = search_images('fromage '+random_cheese, max_images=1)\n", "random_cheese, urls[0]" ] }, { "cell_type": "code", "execution_count": 9, "id": "0eec8033-ee26-4762-9d72-80ca306a0f84", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from fastdownload import download_url\n", "dest = 'cheese {}.jpg'.format(random_cheese)\n", "download_url(urls[0], dest, show_progress=False)\n", "\n", "from fastai.vision.all import *\n", "im = Image.open(dest)\n", "im.to_thumb(256,256)" ] }, { "cell_type": "markdown", "id": "c4af4bfe-01f2-4e06-bd5d-dc9fa4e61d40", "metadata": {}, "source": [ "### download 200 from each" ] }, { "cell_type": "code", "execution_count": 10, "id": "ea231bbe-1b1a-43ba-82f0-75cfb82300d2", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages/PIL/Image.py:959: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n", " warnings.warn(\n", "/home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages/PIL/Image.py:959: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n", " warnings.warn(\n", "/home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages/PIL/Image.py:959: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n", " warnings.warn(\n", "/home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages/PIL/Image.py:959: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n", " warnings.warn(\n", "/home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages/PIL/Image.py:959: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n", " warnings.warn(\n", "/home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages/PIL/Image.py:959: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n", " warnings.warn(\n", "/home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages/PIL/Image.py:959: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n", " warnings.warn(\n", "/home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages/PIL/Image.py:959: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n", " warnings.warn(\n", "/home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages/PIL/Image.py:959: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n", " warnings.warn(\n", "/home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages/PIL/Image.py:959: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n", " warnings.warn(\n", "/home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages/PIL/Image.py:959: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n", " warnings.warn(\n", "/home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages/PIL/Image.py:959: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n", " warnings.warn(\n", "/home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages/PIL/Image.py:959: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n", " warnings.warn(\n", "/home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages/PIL/Image.py:959: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n", " warnings.warn(\n" ] } ], "source": [ "searches = FROMAGES\n", "path = Path('cheeses')\n", "from time import sleep\n", "\n", "for o in searches:\n", " dest = (path/o)\n", " dest.mkdir(exist_ok=True, parents=True)\n", " download_images(dest, urls=search_images(f'{o} fromage'))\n", " sleep(10) # Pause between searches to avoid over-loading server\n", " resize_images(path/o, max_size=400, dest=path/o)\n" ] }, { "cell_type": "markdown", "id": "74c4929b-410f-4ed2-b89a-19c477a447b7", "metadata": {}, "source": [ "# Train our model" ] }, { "cell_type": "markdown", "id": "eb4d1f29-494d-44cb-b042-ac67cd576fcd", "metadata": {}, "source": [ "Some photos might not download correctly which could cause our model training to fail, so we'll remove them:" ] }, { "cell_type": "code", "execution_count": 11, "id": "d18b0099-74f8-4aea-8c8d-7022f71ce8da", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "21" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "failed = verify_images(get_image_files(path))\n", "failed.map(Path.unlink)\n", "len(failed)" ] }, { "cell_type": "markdown", "id": "54b1845d-0cf6-47be-b355-64d7bb1730db", "metadata": {}, "source": [ "## dataloaders" ] }, { "cell_type": "code", "execution_count": 12, "id": "c5d0f44e-fa2d-4f97-8019-c9b5df1e9638", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dls = DataBlock(\n", " blocks=(ImageBlock, CategoryBlock), \n", " get_items=get_image_files, \n", " splitter=RandomSplitter(valid_pct=0.2, seed=42),\n", " get_y=parent_label,\n", " item_tfms=[Resize(192, method='squish')]\n", ").dataloaders(path)\n", "\n", "dls.show_batch(max_n=6)" ] }, { "cell_type": "markdown", "id": "e9105b4f-0c36-4b68-ba6f-17b17ce1150e", "metadata": {}, "source": [ "## fine_tune" ] }, { "cell_type": "code", "execution_count": 13, "id": "4aca212a-08d7-4975-b417-7655e6ffcfc6", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and will be removed in 0.15, please use 'weights' instead.\n", " warnings.warn(\n", "/home/explore/miniconda3/envs/fastai/lib/python3.8/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and will be removed in 0.15. The current behavior is equivalent to passing `weights=ResNet18_Weights.IMAGENET1K_V1`. You can also use `weights=ResNet18_Weights.DEFAULT` to get the most up-to-date weights.\n", " warnings.warn(msg)\n", "Downloading: \"https://download.pytorch.org/models/resnet18-f37072fd.pth\" to /home/explore/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b8eca87df2be4dd38ff2c1dad2c7d031", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, max=46830571.0), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
epochtrain_lossvalid_losserror_ratetime
02.3444451.0126880.29793100:06
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epochtrain_lossvalid_losserror_ratetime
01.0071490.5355960.14069000:07
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" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learn = vision_learner(dls, resnet18, metrics=error_rate)\n", "learn.fine_tune(3)" ] }, { "cell_type": "markdown", "id": "b51d365d-ebc3-4137-9aa3-12ffafca3366", "metadata": {}, "source": [ "## use it" ] }, { "cell_type": "code", "execution_count": 21, "id": "043306d3-aca6-4393-ab22-ac85550c7768", "metadata": {}, "outputs": [ { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "This is a: roquefort.\n", "Probability it's a roquefort: 1.0000\n" ] } ], "source": [ "is_roquefort,_,probs = learn.predict(PILImage.create('cheese roquefort.jpg'))\n", "print(f\"This is a: {is_roquefort}.\")\n", "print(f\"Probability it's a roquefort: {probs[list(learn.dls.vocab).index('roquefort')]:.4f}\")" ] }, { "cell_type": "code", "execution_count": 16, "id": "02b5c1ad-1ddc-437d-8afd-9067717a124a", "metadata": {}, "outputs": [ { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "('roquefort',\n", " TensorBase(7),\n", " TensorBase([2.1520e-09, 3.2088e-07, 2.9565e-07, 3.7435e-07, 5.4171e-07,\n", " 1.7218e-08, 7.5776e-09, 1.0000e+00, 7.6769e-10, 1.4500e-09]))" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "learn.predict(PILImage.create('cheese roquefort.jpg'))" ] }, { "cell_type": "code", "execution_count": 35, "id": "06bdf9d3-b8cf-4e21-835b-9a2485554e97", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Our label: roquefort\n" ] }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "This is a: roquefort.\n", "Probability it's a roquefort: 100.0%\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import random\n", "\n", "random_cheese = random.choice(FROMAGES)\n", "print(f'Our label: {random_cheese}')\n", "urls = search_images('fromage '+random_cheese, max_images=1)\n", "from fastdownload import download_url\n", "dest = 'cheese {}.jpg'.format(random_cheese)\n", "download_url(urls[0], dest, show_progress=False)\n", "\n", "what_is_it,_,probs = learn.predict(PILImage.create('cheese {}.jpg'.format(random_cheese)))\n", "print(f\"This is a: {what_is_it}.\")\n", "print(f\"Probability it's a {random_cheese}: {100*probs[list(learn.dls.vocab).index(random_cheese)]:.1f}%\")\n", "\n", "from fastai.vision.all import *\n", "im = Image.open(dest)\n", "im.to_thumb(256,256)" ] }, { "cell_type": "markdown", "id": "2cb7ad39-969c-4e2c-94c0-68f962abab14", "metadata": {}, "source": [ "# export our model" ] }, { "cell_type": "code", "execution_count": 36, "id": "b121b461-8cc6-4c10-a06a-80eb68f4252d", "metadata": {}, "outputs": [], "source": [ "learn.export('model.pkl')" ] }, { "cell_type": "code", "execution_count": null, "id": "b6b986bb-8742-4eae-9fcb-fb2a7c522d94", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:fastai]", "language": "python", "name": "conda-env-fastai-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.2" } }, "nbformat": 4, "nbformat_minor": 5 }