Improved model quite a lot

demo.py

@@ -1,7 +1,7 @@
 # AUTOGENERATED! DO NOT EDIT! File to edit: model-test.ipynb.
 
 # %% auto 0
-__all__ = ['plt', 'learn', 'categories', 'description', 'image', 'label', 'examples', 'iface', 'is_albani', 'classify_image']
+__all__ = ['plt', 'learn', 'categories', 'description', 'image', 'label', 'examples', 'iface', 'classify_image']
 
 # %% model-test.ipynb 2
 from fastai.vision.all import *
@@ -10,12 +10,11 @@ import gradio as gr
 plt = platform.system()
 if plt == 'Linux': pathlib.WindowsPath = pathlib.PosixPath
 
-def is_albani(path):
-  return parent_label(path) == "albani"
+
 
 # %% model-test.ipynb 7
 learn = load_learner(Path('./resnet18-albani.pkl'))
-categories = ('Dårlig Øl', 'God Øl')
+categories = ('God Øl', 'Dårlig Øl')
 
 def classify_image(img):
   pred,idx,probs = learn.predict(img)
@@ -27,7 +26,7 @@ description = """
 """
 image = gr.Image(shape=(192, 192))
 label = gr.Label()
-examples = ['albani.jpg', 'albani2.jpg', 'heineken.jpg', 'carlsberg.jpg']
+examples = ['albani.jpg', 'albani2.jpg', 'albani3.jpg', 'heineken.jpg', 'carlsberg.jpg']
 
 iface = gr.Interface(
   fn=classify_image, 

model-test.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -19,7 +19,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -29,9 +29,7 @@
     "import gradio as gr\n",
     "plt = platform.system()\n",
     "if plt == 'Linux': pathlib.WindowsPath = pathlib.PosixPath\n",
-    "\n",
-    "def is_albani(path):\n",
-    "  return parent_label(path) == \"albani\""
+    "\n"
    ]
   },
   {
@@ -75,16 +73,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "\n",
-      "Thanks for being a Gradio user! If you have questions or feedback, please join our Discord server and chat with us: https://discord.gg/feTf9x3ZSB\n",
-      "Running on local URL:  http://127.0.0.1:7877\n",
+      "Running on local URL:  http://127.0.0.1:7863\n",
       "\n",
       "To create a public link, set `share=True` in `launch()`.\n"
      ]
@@ -93,16 +89,201 @@
      "data": {
       "text/plain": []
      },
-     "execution_count": 50,
+     "execution_count": 7,
      "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"
+    },
+    {
+     "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"
+    },
+    {
+     "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",
     "learn = load_learner(Path('./resnet18-albani.pkl'))\n",
-    "categories = ('Dårlig Øl', 'God Øl')\n",
+    "categories = ('God Øl', 'Dårlig Øl')\n",
     "\n",
     "def classify_image(img):\n",
     "  pred,idx,probs = learn.predict(img)\n",
@@ -114,7 +295,7 @@
     "\"\"\"\n",
     "image = gr.Image(shape=(192, 192))\n",
     "label = gr.Label()\n",
-    "examples = ['albani.jpg', 'albani2.jpg', 'heineken.jpg', 'carlsberg.jpg']\n",
+    "examples = ['albani.jpg', 'albani2.jpg', 'albani3.jpg', 'heineken.jpg', 'carlsberg.jpg']\n",
     "\n",
     "iface = gr.Interface(\n",
     "  fn=classify_image, \n",

resnet18-albani.pkl

@@ -1,3 +1,3 @@
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-size 46971313
+oid sha256:627089adbb0053d085a8157ef9db5bd9bdfec3fc60ccb301c2c25dde4c54eb75
+size 46967321

trainingdata.zip

@@ -1,3 +1,3 @@
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-size 10748407
+oid sha256:4643bbadaa2ba2b8557c722f6f02823fe07fdf9339a1a7b03aa350a0c28b78b4
+size 23563235