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gradio-3.9.1 h11-0.12.0 httpcore-0.15.0 httpx-0.23.0 linkify-it-py-1.0.3 markdown-it-py-2.1.0 mdit-py-plugins-0.3.1 mdurl-0.1.2 orjson-3.8.1 paramiko-2.12.0 pycryptodome-3.15.0 pydub-0.25.1 pynacl-1.5.0 python-multipart-0.0.5 rfc3986-1.5.0 sniffio-1.3.0 starlette-0.20.4 uc-micro-py-1.0.1 uvicorn-0.19.0 websockets-10.4\n" ] } ], "source": [ "#|export\n", "!pip install gradio\n" ] }, { "cell_type": "code", "source": [ "#|export\n", "!pip install timm" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "P_z-Ph_ktj07", "outputId": "5fb038d6-210f-4729-ecf6-2b6c5e1dd3e0" }, "execution_count": 2, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", "Collecting timm\n", " Downloading timm-0.6.11-py3-none-any.whl (548 kB)\n", "\u001b[K |████████████████████████████████| 548 kB 36.5 MB/s \n", "\u001b[?25hRequirement already satisfied: torch>=1.7 in 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"metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "QMQHoeN7ugX5", "outputId": "5e6c1704-b5dc-49bb-b361-e33bc2c24ca6" }, "execution_count": 6, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "['convnext_atto',\n", " 'convnext_atto_ols',\n", " 'convnext_base',\n", " 'convnext_base_384_in22ft1k',\n", " 'convnext_base_in22ft1k',\n", " 'convnext_base_in22k',\n", " 'convnext_femto',\n", " 'convnext_femto_ols',\n", " 'convnext_large',\n", " 'convnext_large_384_in22ft1k',\n", " 'convnext_large_in22ft1k',\n", " 'convnext_large_in22k',\n", " 'convnext_nano',\n", " 'convnext_nano_ols',\n", " 'convnext_pico',\n", " 'convnext_pico_ols',\n", " 'convnext_small',\n", " 'convnext_small_384_in22ft1k',\n", " 'convnext_small_in22ft1k',\n", " 'convnext_small_in22k',\n", " 'convnext_tiny',\n", " 'convnext_tiny_384_in22ft1k',\n", " 'convnext_tiny_hnf',\n", " 'convnext_tiny_in22ft1k',\n", " 'convnext_tiny_in22k',\n", " 'convnext_xlarge_384_in22ft1k',\n", " 'convnext_xlarge_in22ft1k',\n", " 'convnext_xlarge_in22k']" ] }, "metadata": {}, "execution_count": 6 } ] }, { "cell_type": "code", "source": [ "ims = search_images_ddg('rosa porriño')\n", "ims" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "n2dPsKLUut9E", "outputId": "5d0cfa0b-a9c5-4e3b-fc09-452eb6a8e6d9" }, "execution_count": 7, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(#200) ['https://kominki.koszalin.pl/wp-content/uploads/2019/02/Rosa_Porrino-300x150.png','http://www.hansestone.de/__we_thumbs__/1498_1_RosaPorrino.jpg','http://grawis.pl/application/files/8314/8775/6892/rosa-porrino-.jpg','https://www.maspe.com/img/pGallery/watermark/1585r76091300ocropped950mm17_2531899_maspe_200407_rosaporrinobiancocarrara3_r014_g201_1jpg_rosa-porrino.jpg','http://46.101.103.171/data/images/index/RosaPorrino.jpg','https://www.marbletrend.com/wp-content/uploads/2018/01/rosa-porrina.jpg','https://images.ssstatic.com/granito-rosa-porrino-1346748z0-000000138.jpg','https://pic.stonecontact.com/picture201511/20171/133701/rosa-porrino-p515826-1b.jpg','http://www.brunozanet.com/images/prodotti/rosa-porrino.jpg','http://www.gromos.pl/produkty/345584126.jpg'...]" ] }, "metadata": {}, "execution_count": 7 } ] }, { "cell_type": "code", "source": [ "dest = 'images/rosa porriño.jpg'\n", "download_url(ims[0], dest, show_progress=False)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "P_AY4Bpfu4r7", "outputId": "3d3edc39-8f05-4b34-b884-5360f15f2516" }, "execution_count": 9, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Path('images/rosa porriño.jpg')" ] }, "metadata": {}, "execution_count": 9 } ] }, { "cell_type": "code", "source": [ "ims = Image.open(dest)\n", "ims.to_thumb(228,228)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 131 }, "id": "-K3DdF0cvBZp", "outputId": "3136cd07-2392-4969-cb80-11169a60744c" }, "execution_count": 10, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ], "image/png": 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\n" }, "metadata": {}, "execution_count": 10 } ] }, { "cell_type": "code", "source": [ "stone_types=('granito rosa porriño','granito silvestre amarillo real', 'granito rosavel','granito blanco castilla','granito amarillo silvestre','granito mondariz','granito blanco perla', 'granito blanco rafaela', 'granito negro tezal',\n", "'granito blanco cristal','granito gris serena','granito azul plantino','granito negro sudafrica', 'granito shivakashi','granito azul vizag',\n", "'granito gran poula','granito rojo balmoral', 'granito rojo kinawa', 'granito labrador oscuro', 'granito silver white', 'granito castaño verdoso','granito rojo aguila','granito labrador claro',\n", "'granito verde coto', 'granito verde ubatuba','granito multicolor rojo','granito negro angola','granito negro zimbabwe')\n", "\n", "path = Path('stones')" ], "metadata": { "id": "bAcL19UPvRNy" }, "execution_count": 11, "outputs": [] }, { "cell_type": "code", "source": [ "stone_types" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "FSwABCFjx0WW", "outputId": "169644d6-9652-48fe-b256-a253b87acceb" }, "execution_count": 12, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "('granito rosa porriño',\n", " 'granito silvestre amarillo real',\n", " 'granito rosavel',\n", " 'granito blanco castilla',\n", " 'granito amarillo silvestre',\n", " 'granito mondariz',\n", " 'granito blanco perla',\n", " 'granito blanco rafaela',\n", " 'granito negro tezal',\n", " 'granito blanco cristal',\n", " 'granito gris serena',\n", " 'granito azul plantino',\n", " 'granito negro sudafrica',\n", " 'granito shivakashi',\n", " 'granito azul vizag',\n", " 'granito gran poula',\n", " 'granito rojo balmoral',\n", " 'granito rojo kinawa',\n", " 'granito labrador oscuro',\n", " 'granito silver white',\n", " 'granito castaño verdoso',\n", " 'granito rojo aguila',\n", " 'granito labrador claro',\n", " 'granito verde coto',\n", " 'granito verde ubatuba',\n", " 'granito multicolor rojo',\n", " 'granito negro angola',\n", " 'granito negro zimbabwe')" ] }, "metadata": {}, "execution_count": 12 } ] }, { "cell_type": "code", "source": [ "if not path.exists():\n", " path.mkdir()\n", " for s in stone_types:\n", " dest = (path/s)\n", " dest.mkdir(exist_ok=True)\n", " results = search_images_ddg(f'{s} stone', max_images=100)\n", " download_images(dest, urls=results)" ], "metadata": { "id": "CCyruKBTx7ro" }, "execution_count": 16, "outputs": [] }, { "cell_type": "code", "source": [ "fns = get_image_files(path)\n", "fns" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "md2z5HNfyMqP", "outputId": "5ec1253b-7548-406c-a615-956873bd2ba1" }, "execution_count": 18, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(#2631) [Path('stones/granito rosavel/db88e015-d416-48cf-8771-cc7753d25624.jpg'),Path('stones/granito rosavel/1453169b-93e1-477c-a1ea-68b85ac60816.jpg'),Path('stones/granito rosavel/e906cb41-940e-4ec4-b769-3d5fb8a7ff4c.JPG'),Path('stones/granito rosavel/d98b62d1-8f41-4e1c-af95-a2bd513bb810.jpg'),Path('stones/granito rosavel/9edeb375-53a6-403e-aaee-4b24cc65ce81.jpg'),Path('stones/granito rosavel/2cf53c09-7dc3-4cc3-905c-af07bc2f41a3.jpg'),Path('stones/granito rosavel/3cc7d802-9a3a-40e1-9cea-59bd650ba539.jpg'),Path('stones/granito rosavel/7dc3fd90-18f8-4fb3-9f11-e0b9fb6c2924.jpg'),Path('stones/granito rosavel/0f39c431-651c-45ca-9867-a2ca98d0376a.jpg'),Path('stones/granito rosavel/b27caf9a-3f3f-430c-acd7-28d478ce345f.jpg')...]" ] }, "metadata": {}, "execution_count": 18 } ] }, { "cell_type": "code", "source": [ "failed = verify_images(fns)\n", "failed" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "j8ZCSlRZ1Ivp", "outputId": "b8f4f5e2-42d5-49ec-ee3c-bbcdb64deaf3" }, "execution_count": 19, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(#44) [Path('stones/granito rosavel/3cc7d802-9a3a-40e1-9cea-59bd650ba539.jpg'),Path('stones/granito rosavel/78b5915c-cac9-4cfc-bb28-4fffebcc75ec.jpg'),Path('stones/granito rosavel/0c5e7307-333f-4d34-b3aa-5f22482fd289.jpg'),Path('stones/granito rosavel/29727388-b9ad-40d5-a892-f61105a77c1b.png'),Path('stones/granito rosavel/b538fadf-687e-40a1-8f8b-f8900471d3b1.jpg'),Path('stones/granito gris serena/39df9408-5e9c-4965-9020-d26c6253f95c.jpg'),Path('stones/granito gris serena/6e668337-2ffb-42e3-9e4d-38c833843ff9.jpg'),Path('stones/granito blanco cristal/378f21cd-6d6c-4344-afc2-114a9add9152.jpg'),Path('stones/granito silvestre amarillo real/b7a85992-17ea-4c16-873a-9f7ae1fbb4e9.jpg'),Path('stones/granito azul vizag/bdc2772c-78e3-4189-93b7-5a68f1743767.jpg')...]" ] }, "metadata": {}, "execution_count": 19 } ] }, { "cell_type": "code", "source": [ "failed.map(Path.unlink)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "WqwVAiYW1KiY", "outputId": "bec0228b-45fb-4498-94f2-5b3caa168c8f" }, "execution_count": 20, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(#44) [None,None,None,None,None,None,None,None,None,None...]" ] }, "metadata": {}, "execution_count": 20 } ] }, { "cell_type": "code", "source": [ "stones = 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(128)\n", ")" ], "metadata": { "id": "G6UQ27u_1SMo" }, "execution_count": 21, "outputs": [] }, { "cell_type": "code", "source": [ "dls = stones.dataloaders(path)" ], "metadata": { "id": "9tEOJ7Jo1mTk" }, "execution_count": 23, "outputs": [] }, { "cell_type": "code", "source": [ "dls.valid.show_batch(max_n=4, nrows=1)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 193 }, "id": "wLCjgYfF1otA", "outputId": "b95fcc5d-62f9-41d2-a67f-570e33b7a24f" }, "execution_count": 24, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" 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epochtrain_lossvalid_losserror_ratetime
03.9203852.8121020.71373300:51
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epochtrain_lossvalid_losserror_ratetime
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" ] }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "is_stone,_,probs= learn.predict(PILImage.create('images/rosa porriño.jpg'))\n", "print(f\"This is a: {is_stone}.\")\n", "print(f\"Probabilidad de que sea un tomate..: {probs[0]:.4f}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 51 }, "id": "y1ErVs9P274V", "outputId": "e4a5f9f2-66c7-44bf-f73e-ff4cffda24ce" }, "execution_count": 27, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", "\n" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [] }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "This is a: granito rosa porriño.\n", "Probabilidad de que sea un tomate..: 0.0026\n" ] } ] }, { "cell_type": "code", "source": [ "learn.export('model.pkl')" ], "metadata": { "id": "ILmEbupy3R5I" }, "execution_count": 28, "outputs": [] } ] }