Spaces:
Runtime error
Runtime error
File size: 22,096 Bytes
980f7f2 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 |
{
"cells": [
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"import gradio as gr\n",
"import tensorflow as tf\n",
"import numpy as np\n",
"from PIL import Image"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Defaulting to user installation because normal site-packages is not writeable\n",
"Requirement already satisfied: tensorflow in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (2.16.1)\n",
"Requirement already satisfied: tensorflow-datasets in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (4.9.3)\n",
"Requirement already satisfied: gradio in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (4.27.0)\n",
"Requirement already satisfied: pillow in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (10.2.0)\n",
"Requirement already satisfied: matplotlib in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (3.8.3)\n",
"Requirement already satisfied: absl-py>=1.0.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow) (1.4.0)\n",
"Requirement already satisfied: astunparse>=1.6.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow) (1.6.3)\n",
"Requirement already satisfied: flatbuffers>=23.5.26 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow) (24.3.25)\n",
"Requirement already satisfied: gast!=0.5.0,!=0.5.1,!=0.5.2,>=0.2.1 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow) (0.5.4)\n",
"Requirement already satisfied: google-pasta>=0.1.1 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow) (0.2.0)\n",
"Requirement already satisfied: h5py>=3.10.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow) (3.11.0)\n",
"Requirement already satisfied: libclang>=13.0.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow) (18.1.1)\n",
"Requirement already satisfied: ml-dtypes~=0.3.1 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow) (0.3.2)\n",
"Requirement already satisfied: opt-einsum>=2.3.2 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow) (3.3.0)\n",
"Requirement already satisfied: packaging in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow) (23.2)\n",
"Requirement already satisfied: protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.20.3 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow) (3.20.3)\n",
"Requirement already satisfied: requests<3,>=2.21.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow) (2.31.0)\n",
"Requirement already satisfied: setuptools in /Library/Developer/CommandLineTools/Library/Frameworks/Python3.framework/Versions/3.9/lib/python3.9/site-packages (from tensorflow) (58.0.4)\n",
"Requirement already satisfied: six>=1.12.0 in /Library/Developer/CommandLineTools/Library/Frameworks/Python3.framework/Versions/3.9/lib/python3.9/site-packages (from tensorflow) (1.15.0)\n",
"Requirement already satisfied: termcolor>=1.1.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow) (2.4.0)\n",
"Requirement already satisfied: typing-extensions>=3.6.6 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow) (4.9.0)\n",
"Requirement already satisfied: wrapt>=1.11.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow) (1.16.0)\n",
"Requirement already satisfied: grpcio<2.0,>=1.24.3 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow) (1.62.2)\n",
"Requirement already satisfied: tensorboard<2.17,>=2.16 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow) (2.16.2)\n",
"Requirement already satisfied: keras>=3.0.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow) (3.2.1)\n",
"Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow) (0.36.0)\n",
"Requirement already satisfied: numpy<2.0.0,>=1.23.5 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow) (1.26.4)\n",
"Requirement already satisfied: array-record in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow-datasets) (0.4.1)\n",
"Requirement already satisfied: click in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow-datasets) (8.1.7)\n",
"Requirement already satisfied: dm-tree in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow-datasets) (0.1.8)\n",
"Requirement already satisfied: etils>=0.9.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from etils[enp,epath,etree]>=0.9.0->tensorflow-datasets) (1.5.2)\n",
"Requirement already satisfied: promise in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow-datasets) (2.3)\n",
"Requirement already satisfied: psutil in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow-datasets) (5.9.6)\n",
"Requirement already satisfied: tensorflow-metadata in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow-datasets) (1.14.0)\n",
"Requirement already satisfied: toml in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow-datasets) (0.10.2)\n",
"Requirement already satisfied: tqdm in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow-datasets) (4.66.2)\n",
"Requirement already satisfied: aiofiles<24.0,>=22.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from gradio) (23.2.1)\n",
"Requirement already satisfied: altair<6.0,>=4.2.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from gradio) (5.3.0)\n",
"Requirement already satisfied: fastapi in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from gradio) (0.110.2)\n",
"Requirement already satisfied: ffmpy in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from gradio) (0.3.2)\n",
"Requirement already satisfied: gradio-client==0.15.1 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from gradio) (0.15.1)\n",
"Requirement already satisfied: httpx>=0.24.1 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from gradio) (0.27.0)\n",
"Requirement already satisfied: huggingface-hub>=0.19.3 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from gradio) (0.22.2)\n",
"Requirement already satisfied: importlib-resources<7.0,>=1.3 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from gradio) (6.1.1)\n",
"Requirement already satisfied: jinja2<4.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from gradio) (3.1.3)\n",
"Requirement already satisfied: markupsafe~=2.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from gradio) (2.1.5)\n",
"Requirement already satisfied: orjson~=3.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from gradio) (3.10.1)\n",
"Requirement already satisfied: pandas<3.0,>=1.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from gradio) (2.2.0)\n",
"Requirement already satisfied: pydantic>=2.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from gradio) (2.7.0)\n",
"Requirement already satisfied: pydub in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from gradio) (0.25.1)\n",
"Requirement already satisfied: python-multipart>=0.0.9 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from gradio) (0.0.9)\n",
"Requirement already satisfied: pyyaml<7.0,>=5.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from gradio) (6.0.1)\n",
"Requirement already satisfied: ruff>=0.2.2 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from gradio) (0.4.1)\n",
"Requirement already satisfied: semantic-version~=2.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from gradio) (2.10.0)\n",
"Requirement already satisfied: tomlkit==0.12.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from gradio) (0.12.0)\n",
"Requirement already satisfied: typer<1.0,>=0.12 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from gradio) (0.12.3)\n",
"Requirement already satisfied: urllib3~=2.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from gradio) (2.2.1)\n",
"Requirement already satisfied: uvicorn>=0.14.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from gradio) (0.29.0)\n",
"Requirement already satisfied: fsspec in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from gradio-client==0.15.1->gradio) (2024.3.1)\n",
"Requirement already satisfied: websockets<12.0,>=10.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from gradio-client==0.15.1->gradio) (11.0.3)\n",
"Requirement already satisfied: contourpy>=1.0.1 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from matplotlib) (1.2.0)\n",
"Requirement already satisfied: cycler>=0.10 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from matplotlib) (0.12.1)\n",
"Requirement already satisfied: fonttools>=4.22.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from matplotlib) (4.49.0)\n",
"Requirement already satisfied: kiwisolver>=1.3.1 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from matplotlib) (1.4.5)\n",
"Requirement already satisfied: pyparsing>=2.3.1 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from matplotlib) (3.1.1)\n",
"Requirement already satisfied: python-dateutil>=2.7 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from matplotlib) (2.8.2)\n",
"Requirement already satisfied: jsonschema>=3.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from altair<6.0,>=4.2.0->gradio) (4.21.1)\n",
"Requirement already satisfied: toolz in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from altair<6.0,>=4.2.0->gradio) (0.12.1)\n",
"Requirement already satisfied: wheel<1.0,>=0.23.0 in /Library/Developer/CommandLineTools/Library/Frameworks/Python3.framework/Versions/3.9/lib/python3.9/site-packages (from astunparse>=1.6.0->tensorflow) (0.37.0)\n",
"Requirement already satisfied: zipp in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from etils[enp,epath,etree]>=0.9.0->tensorflow-datasets) (3.17.0)\n",
"Requirement already satisfied: anyio in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from httpx>=0.24.1->gradio) (4.3.0)\n",
"Requirement already satisfied: certifi in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from httpx>=0.24.1->gradio) (2024.2.2)\n",
"Requirement already satisfied: httpcore==1.* in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from httpx>=0.24.1->gradio) (1.0.5)\n",
"Requirement already satisfied: idna in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from httpx>=0.24.1->gradio) (3.7)\n",
"Requirement already satisfied: sniffio in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from httpx>=0.24.1->gradio) (1.3.1)\n",
"Requirement already satisfied: h11<0.15,>=0.13 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from httpcore==1.*->httpx>=0.24.1->gradio) (0.14.0)\n",
"Requirement already satisfied: filelock in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from huggingface-hub>=0.19.3->gradio) (3.13.4)\n",
"Requirement already satisfied: rich in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from keras>=3.0.0->tensorflow) (13.7.1)\n",
"Requirement already satisfied: namex in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from keras>=3.0.0->tensorflow) (0.0.8)\n",
"Requirement already satisfied: optree in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from keras>=3.0.0->tensorflow) (0.11.0)\n",
"Requirement already satisfied: pytz>=2020.1 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from pandas<3.0,>=1.0->gradio) (2024.1)\n",
"Requirement already satisfied: tzdata>=2022.7 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from pandas<3.0,>=1.0->gradio) (2024.1)\n",
"Requirement already satisfied: annotated-types>=0.4.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from pydantic>=2.0->gradio) (0.6.0)\n",
"Requirement already satisfied: pydantic-core==2.18.1 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from pydantic>=2.0->gradio) (2.18.1)\n",
"Requirement already satisfied: charset-normalizer<4,>=2 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from requests<3,>=2.21.0->tensorflow) (3.3.2)\n",
"Requirement already satisfied: markdown>=2.6.8 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorboard<2.17,>=2.16->tensorflow) (3.6)\n",
"Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorboard<2.17,>=2.16->tensorflow) (0.7.2)\n",
"Requirement already satisfied: werkzeug>=1.0.1 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorboard<2.17,>=2.16->tensorflow) (3.0.2)\n",
"Requirement already satisfied: shellingham>=1.3.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from typer<1.0,>=0.12->gradio) (1.5.4)\n",
"Requirement already satisfied: starlette<0.38.0,>=0.37.2 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from fastapi->gradio) (0.37.2)\n",
"Requirement already satisfied: googleapis-common-protos<2,>=1.52.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from tensorflow-metadata->tensorflow-datasets) (1.63.0)\n",
"Requirement already satisfied: attrs>=22.2.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (23.2.0)\n",
"Requirement already satisfied: jsonschema-specifications>=2023.03.6 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (2023.12.1)\n",
"Requirement already satisfied: referencing>=0.28.4 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (0.34.0)\n",
"Requirement already satisfied: rpds-py>=0.7.1 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (0.18.0)\n",
"Requirement already satisfied: importlib-metadata>=4.4 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from markdown>=2.6.8->tensorboard<2.17,>=2.16->tensorflow) (7.0.0)\n",
"Requirement already satisfied: markdown-it-py>=2.2.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from rich->keras>=3.0.0->tensorflow) (3.0.0)\n",
"Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from rich->keras>=3.0.0->tensorflow) (2.17.2)\n",
"Requirement already satisfied: exceptiongroup>=1.0.2 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from anyio->httpx>=0.24.1->gradio) (1.2.0)\n",
"Requirement already satisfied: mdurl~=0.1 in /Users/chiarazbinden/Library/Python/3.9/lib/python/site-packages (from markdown-it-py>=2.2.0->rich->keras>=3.0.0->tensorflow) (0.1.2)\n",
"Note: you may need to restart the kernel to use updated packages.\n"
]
}
],
"source": [
"%pip install tensorflow tensorflow-datasets gradio pillow matplotlib"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"model_path = \"pokemon-model_transferlearning.keras\"\n",
"model = tf.keras.models.load_model(model_path)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"# Define the core prediction function\n",
"def predict_pokemon(image):\n",
" # Preprocess image\n",
" print(type(image))\n",
" image = Image.fromarray(image.astype('uint8')) # Convert numpy array to PIL image\n",
" image = image.resize((150, 150)) #resize the image to 28x28 and converts it to gray scale\n",
" image = np.array(image)\n",
" image = np.expand_dims(image, axis=0) # same as image[None, ...]\n",
" \n",
" # Predict\n",
" prediction = model.predict(image)\n",
" \n",
" # Because the output layer was dense(0) without an activation function, we need to apply sigmoid to get the probability\n",
" # we could also change the output layer to dense(1, activation='sigmoid')\n",
" prediction = np.round(float(tf.sigmoid(prediction)), 2)\n",
" p_cat = (1 - prediction)\n",
" p_dog = prediction\n",
" return {'cat': p_cat, 'dog': p_dog}"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"from PIL import Image\n",
"import numpy as np\n",
"import tensorflow as tf\n",
"\n",
"# Define the core prediction function\n",
"def predict_pokemon(image):\n",
" # Preprocess image\n",
" image = Image.fromarray(image.astype('uint8')) # Convert numpy array to PIL image\n",
" image = image.resize((150, 150)) # Resize the image to 150x150\n",
" image = np.array(image)\n",
" image = np.expand_dims(image, axis=0) # Add batch dimension\n",
" \n",
" # Predict\n",
" prediction = model.predict(image)\n",
" \n",
" # Apply softmax to get probabilities for each class\n",
" probabilities = tf.nn.softmax(prediction)\n",
" \n",
" # Map probabilities to Pokemon classes\n",
" pokemon_classes = ['Articuno', 'Bulbasaur', 'Charmander'] \n",
" probabilities_dict = {pokemon_class: round(float(probability), 2) for pokemon_class, probability in zip(pokemon_classes, probabilities[0])}\n",
" \n",
" return probabilities_dict\n"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Running on local URL: http://127.0.0.1:7863\n",
"IMPORTANT: You are using gradio version 4.27.0, however version 4.29.0 is available, please upgrade.\n",
"--------\n",
"Running on public URL: https://a1f42e2a7f46b68a92.gradio.live\n",
"\n",
"This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from Terminal to deploy to Spaces (https://huggingface.co/spaces)\n"
]
},
{
"data": {
"text/html": [
"<div><iframe src=\"https://a1f42e2a7f46b68a92.gradio.live\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": []
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 1s/step\n",
"\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 79ms/step\n",
"\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 68ms/step\n"
]
}
],
"source": [
"# Create the Gradio interface\n",
"input_image = gr.Image()\n",
"iface = gr.Interface(\n",
" fn=predict_pokemon,\n",
" inputs=input_image, \n",
" outputs=gr.Label(),\n",
" examples=[\"images/cat1.jpeg\", \"images/cat2.jpeg\", \"images/cat3.jpeg\", \"images/cat4.jpeg\", \"images/dog1.jpeg\", \"images/dog2.jpeg\", \"images/dog3.jpeg\"], \n",
" description=\"A simple mlp classification model for image classification using the mnist dataset.\")\n",
"iface.launch(share=True)"
]
}
],
"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": "3.9.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
|