fix blogpost site

.ipynb_checkpoints/train-checkpoint.ipynb

@@ -18,17 +18,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "id": "ef4ffc95-6051-4354-af16-25477b279657",
    "metadata": {},
    "outputs": [],
    "source": [
+    "from fastai.vision.all import *\n",
     "learn = load_learner('export.pkl')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "id": "49289d4b-7e8c-4264-bb03-8a0d851caf1c",
    "metadata": {},
    "outputs": [],
@@ -42,7 +43,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 18,
    "id": "a6b53fe8-ded5-4048-afd7-e488dc884aec",
    "metadata": {},
    "outputs": [
@@ -50,43 +51,126 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "Bombay_19.jpg\n",
       "american_pit_bull_terrier_52.jpg\n",
       "staffordshire_bull_terrier_129.jpg\n",
       "wheaten_terrier_138.jpg\n",
-      "staffordshire_bull_terrier_172.jpg\n",
+      "Egyptian_Mau_57.jpg\n",
+      "chihuahua_93.jpg\n",
       "yorkshire_terrier_189.jpg\n",
       "Abyssinian_67.jpg\n",
+      "Egyptian_Mau_63.jpg\n",
       "basset_hound_12.jpg\n",
       "american_bulldog_24.jpg\n",
+      "Bengal_109.jpg\n",
+      "British_Shorthair_57.jpg\n",
       "beagle_120.jpg\n",
       "staffordshire_bull_terrier_173.jpg\n",
       "beagle_125.jpg\n",
+      "Birman_113.jpg\n",
       "Bengal_21.jpg\n",
+      "British_Shorthair_61.jpg\n",
+      "Bombay_25.jpg\n",
       "basset_hound_17.jpg\n",
-      "staffordshire_bull_terrier_130.jpg\n",
+      "Abyssinian_29.jpg\n",
       "Abyssinian_7.jpg\n",
+      "Bengal_108.jpg\n",
+      "Abyssinian_27.jpg\n",
       "american_bulldog_83.jpg\n",
       "Birman_103.jpg\n",
+      "chihuahua_94.jpg\n",
       "Bengal_19.jpg\n",
       "american_pit_bull_terrier_76.jpg\n",
       "yorkshire_terrier_196.jpg\n",
-      "wheaten_terrier_137.jpg\n"
+      "wheaten_terrier_137.jpg\n",
+      "Birman_120.jpg\n"
      ]
     }
    ],
    "source": [
     "import os\n",
-    "for root, dirs, files in os.walk(r'sample_image/'):\n",
+    "for root, dirs, files in os.walk(r'sample_images/'):\n",
     "    for filename in files:\n",
     "        print(filename)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "id": "62fe5dc0-5fd1-4cc7-af8d-a325e3915173",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Running on local URL:  http://127.0.0.1:7864/\n",
+      "Running on public URL: https://45906.gradio.app\n",
+      "\n",
+      "This share link will expire in 72 hours. To get longer links, send an email to: [email protected]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"900\"\n",
+       "            height=\"500\"\n",
+       "            src=\"https://45906.gradio.app\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "            \n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.IFrame at 0x7f4be08c8dc0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(<Flask 'gradio.networking'>,\n",
+       " 'http://127.0.0.1:7864/',\n",
+       " 'https://45906.gradio.app')"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "[2021-11-19 20:18:31,342] ERROR in app: Exception on /file/sample_images/staffordshire_bull_terrier_172.jpg [GET]\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/flask/app.py\", line 2073, in wsgi_app\n",
+      "    response = self.full_dispatch_request()\n",
+      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/flask/app.py\", line 1518, in full_dispatch_request\n",
+      "    rv = self.handle_user_exception(e)\n",
+      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/flask_cors/extension.py\", line 165, in wrapped_function\n",
+      "    return cors_after_request(app.make_response(f(*args, **kwargs)))\n",
+      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/flask/app.py\", line 1516, in full_dispatch_request\n",
+      "    rv = self.dispatch_request()\n",
+      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/flask/app.py\", line 1502, in dispatch_request\n",
+      "    return self.ensure_sync(self.view_functions[rule.endpoint])(**req.view_args)\n",
+      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/gradio/networking.py\", line 93, in wrapper\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/gradio/networking.py\", line 386, in file\n",
+      "    return send_file(os.path.join(app.cwd, path))\n",
+      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/flask/helpers.py\", line 612, in send_file\n",
+      "    return werkzeug.utils.send_file(\n",
+      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/werkzeug/utils.py\", line 701, in send_file\n",
+      "    stat = os.stat(path)\n",
+      "FileNotFoundError: [Errno 2] No such file or directory: '/home/dnth/Desktop/webdemos/webdemo-pets-classifier/sample_images/staffordshire_bull_terrier_172.jpg'\n"
+     ]
+    }
+   ],
    "source": [
     "import gradio as gr\n",
     "\n",
@@ -94,7 +178,7 @@
     "description = \"A pet breed classifier trained on the Oxford Pets dataset\"\n",
     "interpretation='default'\n",
     "# examples = ['siamese.jpg', 'kitten.jpg']\n",
-    "examples = files\n",
+    "examples = [\"sample_images/\"+file for file in files] \n",
     "article=\"<p style='text-align: center'><a href='https://dicksonneoh.com' target='_blank'>Blog post</a></p>\"\n",
     "enable_queue=True\n",
     "\n",

train.ipynb

@@ -43,7 +43,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 18,
    "id": "a6b53fe8-ded5-4048-afd7-e488dc884aec",
    "metadata": {},
    "outputs": [
@@ -51,40 +51,52 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "Bombay_19.jpg\n",
       "american_pit_bull_terrier_52.jpg\n",
       "staffordshire_bull_terrier_129.jpg\n",
       "wheaten_terrier_138.jpg\n",
-      "staffordshire_bull_terrier_172.jpg\n",
+      "Egyptian_Mau_57.jpg\n",
+      "chihuahua_93.jpg\n",
       "yorkshire_terrier_189.jpg\n",
       "Abyssinian_67.jpg\n",
+      "Egyptian_Mau_63.jpg\n",
       "basset_hound_12.jpg\n",
       "american_bulldog_24.jpg\n",
+      "Bengal_109.jpg\n",
+      "British_Shorthair_57.jpg\n",
       "beagle_120.jpg\n",
       "staffordshire_bull_terrier_173.jpg\n",
       "beagle_125.jpg\n",
+      "Birman_113.jpg\n",
       "Bengal_21.jpg\n",
+      "British_Shorthair_61.jpg\n",
+      "Bombay_25.jpg\n",
       "basset_hound_17.jpg\n",
-      "staffordshire_bull_terrier_130.jpg\n",
+      "Abyssinian_29.jpg\n",
       "Abyssinian_7.jpg\n",
+      "Bengal_108.jpg\n",
+      "Abyssinian_27.jpg\n",
       "american_bulldog_83.jpg\n",
       "Birman_103.jpg\n",
+      "chihuahua_94.jpg\n",
       "Bengal_19.jpg\n",
       "american_pit_bull_terrier_76.jpg\n",
       "yorkshire_terrier_196.jpg\n",
-      "wheaten_terrier_137.jpg\n"
+      "wheaten_terrier_137.jpg\n",
+      "Birman_120.jpg\n"
      ]
     }
    ],
    "source": [
     "import os\n",
-    "for root, dirs, files in os.walk(r'sample_image/'):\n",
+    "for root, dirs, files in os.walk(r'sample_images/'):\n",
     "    for filename in files:\n",
     "        print(filename)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 16,
    "id": "62fe5dc0-5fd1-4cc7-af8d-a325e3915173",
    "metadata": {},
    "outputs": [
@@ -92,8 +104,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Running on local URL:  http://127.0.0.1:7863/\n",
-      "Running on public URL: https://41046.gradio.app\n",
+      "Running on local URL:  http://127.0.0.1:7864/\n",
+      "Running on public URL: https://45906.gradio.app\n",
       "\n",
       "This share link will expire in 72 hours. To get longer links, send an email to: [email protected]\n"
      ]
@@ -105,7 +117,7 @@
        "        <iframe\n",
        "            width=\"900\"\n",
        "            height=\"500\"\n",
-       "            src=\"https://41046.gradio.app\"\n",
+       "            src=\"https://45906.gradio.app\"\n",
        "            frameborder=\"0\"\n",
        "            allowfullscreen\n",
        "            \n",
@@ -113,7 +125,7 @@
        "        "
       ],
       "text/plain": [
-       "<IPython.lib.display.IFrame at 0x7f4bf02fd190>"
+       "<IPython.lib.display.IFrame at 0x7f4be08c8dc0>"
       ]
      },
      "metadata": {},
@@ -123,11 +135,11 @@
      "data": {
       "text/plain": [
        "(<Flask 'gradio.networking'>,\n",
-       " 'http://127.0.0.1:7863/',\n",
-       " 'https://41046.gradio.app')"
+       " 'http://127.0.0.1:7864/',\n",
+       " 'https://45906.gradio.app')"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -135,7 +147,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "[2021-11-19 20:09:32,457] ERROR in app: Exception on /file/sample_images/staffordshire_bull_terrier_172.jpg [GET]\n",
+      "[2021-11-19 20:18:31,342] ERROR in app: Exception on /file/sample_images/staffordshire_bull_terrier_172.jpg [GET]\n",
       "Traceback (most recent call last):\n",
       "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/flask/app.py\", line 2073, in wsgi_app\n",
       "    response = self.full_dispatch_request()\n",
@@ -157,156 +169,6 @@
       "    stat = os.stat(path)\n",
       "FileNotFoundError: [Errno 2] No such file or directory: '/home/dnth/Desktop/webdemos/webdemo-pets-classifier/sample_images/staffordshire_bull_terrier_172.jpg'\n"
      ]
-    },
-    {
-     "data": {
-      "text/html": [],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "[2021-11-19 20:09:37,305] ERROR in app: Exception on /file/sample_images/staffordshire_bull_terrier_172.jpg [GET]\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/flask/app.py\", line 2073, in wsgi_app\n",
-      "    response = self.full_dispatch_request()\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/flask/app.py\", line 1518, in full_dispatch_request\n",
-      "    rv = self.handle_user_exception(e)\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/flask_cors/extension.py\", line 165, in wrapped_function\n",
-      "    return cors_after_request(app.make_response(f(*args, **kwargs)))\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/flask/app.py\", line 1516, in full_dispatch_request\n",
-      "    rv = self.dispatch_request()\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/flask/app.py\", line 1502, in dispatch_request\n",
-      "    return self.ensure_sync(self.view_functions[rule.endpoint])(**req.view_args)\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/gradio/networking.py\", line 93, in wrapper\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/gradio/networking.py\", line 386, in file\n",
-      "    return send_file(os.path.join(app.cwd, path))\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/flask/helpers.py\", line 612, in send_file\n",
-      "    return werkzeug.utils.send_file(\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/werkzeug/utils.py\", line 701, in send_file\n",
-      "    stat = os.stat(path)\n",
-      "FileNotFoundError: [Errno 2] No such file or directory: '/home/dnth/Desktop/webdemos/webdemo-pets-classifier/sample_images/staffordshire_bull_terrier_172.jpg'\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "[2021-11-19 20:09:39,059] ERROR in app: Exception on /api/interpret/ [POST]\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/gradio/inputs.py\", line 795, in _segment_by_slic\n",
-      "    from skimage.segmentation import slic\n",
-      "ModuleNotFoundError: No module named 'skimage'\n",
-      "\n",
-      "During handling of the above exception, another exception occurred:\n",
-      "\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/flask/app.py\", line 2073, in wsgi_app\n",
-      "    response = self.full_dispatch_request()\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/flask/app.py\", line 1518, in full_dispatch_request\n",
-      "    rv = self.handle_user_exception(e)\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/flask_cors/extension.py\", line 165, in wrapped_function\n",
-      "    return cors_after_request(app.make_response(f(*args, **kwargs)))\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/flask/app.py\", line 1516, in full_dispatch_request\n",
-      "    rv = self.dispatch_request()\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/flask/app.py\", line 1502, in dispatch_request\n",
-      "    return self.ensure_sync(self.view_functions[rule.endpoint])(**req.view_args)\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/gradio/networking.py\", line 93, in wrapper\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/gradio/networking.py\", line 368, in interpret\n",
-      "    interpretation_scores, alternative_outputs = app.interface.interpret(\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/gradio/interface.py\", line 393, in interpret\n",
-      "    tokens, neighbor_values, masks = input_component.tokenize(\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/gradio/inputs.py\", line 819, in tokenize\n",
-      "    segments_slic, resized_and_cropped_image = self._segment_by_slic(x)\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/gradio/inputs.py\", line 797, in _segment_by_slic\n",
-      "    raise ValueError(\n",
-      "ValueError: Error: running this interpretation for images requires scikit-image, please install it first.\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [],
-      "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": [],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "[2021-11-19 20:09:57,928] ERROR in app: Exception on /file/sample_images/staffordshire_bull_terrier_130.jpg [GET]\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/flask/app.py\", line 2073, in wsgi_app\n",
-      "    response = self.full_dispatch_request()\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/flask/app.py\", line 1518, in full_dispatch_request\n",
-      "    rv = self.handle_user_exception(e)\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/flask_cors/extension.py\", line 165, in wrapped_function\n",
-      "    return cors_after_request(app.make_response(f(*args, **kwargs)))\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/flask/app.py\", line 1516, in full_dispatch_request\n",
-      "    rv = self.dispatch_request()\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/flask/app.py\", line 1502, in dispatch_request\n",
-      "    return self.ensure_sync(self.view_functions[rule.endpoint])(**req.view_args)\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/gradio/networking.py\", line 93, in wrapper\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/gradio/networking.py\", line 386, in file\n",
-      "    return send_file(os.path.join(app.cwd, path))\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/flask/helpers.py\", line 612, in send_file\n",
-      "    return werkzeug.utils.send_file(\n",
-      "  File \"/home/dnth/anaconda3/envs/gradio/lib/python3.8/site-packages/werkzeug/utils.py\", line 701, in send_file\n",
-      "    stat = os.stat(path)\n",
-      "FileNotFoundError: [Errno 2] No such file or directory: '/home/dnth/Desktop/webdemos/webdemo-pets-classifier/sample_images/staffordshire_bull_terrier_130.jpg'\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     }
    ],
    "source": [