added my model to interface

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+export.pkl filter=lfs diff=lfs merge=lfs -text

.ipynb_checkpoints/app-checkpoint.py

@@ -0,0 +1,7 @@
+import gradio as gr
+
+def greet(name):
+    return "Hello " + name + "!!"
+
+iface = gr.Interface(fn=greet, inputs="text", outputs="text")
+iface.launch()

.ipynb_checkpoints/testing-checkpoint.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 1,
    "id": "c31ed028-ddf3-4c13-8049-1b67bf184a98",
    "metadata": {},
    "outputs": [
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       "\u001b[?25hBuilding wheels for collected packages: ffmpy\n",
       "  Building wheel for ffmpy (setup.py) ... \u001b[?25ldone\n",
-      "\u001b[?25h  Created wheel for ffmpy: filename=ffmpy-0.3.1-py3-none-any.whl size=5579 sha256=b8d75b98ebdb569d9133fee542146e07d8256f8a0b2cb763e2b59ce08cb9bbb5\n",
-      "  Stored in directory: /home/josh/.cache/pip/wheels/01/a6/d1/1c0828c304a4283b2c1639a09ad86f83d7c487ef34c6b4a1bf\n",
+      "\u001b[?25h  Created wheel for ffmpy: filename=ffmpy-0.3.1-py3-none-any.whl size=5579 sha256=e859e109fb7c92cb351720285b57433a58147d1c2d7b4e4233558a559711dae5\n",
+      "  Stored in directory: /root/.cache/pip/wheels/01/a6/d1/1c0828c304a4283b2c1639a09ad86f83d7c487ef34c6b4a1bf\n",
       "Successfully built ffmpy\n",
       "Installing collected packages: pydub, ffmpy, websockets, semantic-version, python-multipart, orjson, h11, anyio, aiofiles, uvicorn, starlette, httpcore, httpx, fastapi, gradio-client, altair, gradio\n",
       "  Attempting uninstall: anyio\n",
       "    Found existing installation: anyio 4.0.0\n",
       "    Uninstalling anyio-4.0.0:\n",
       "      Successfully uninstalled anyio-4.0.0\n",
-      "Successfully installed aiofiles-23.2.1 altair-5.1.2 anyio-3.7.1 fastapi-0.104.0 ffmpy-0.3.1 gradio-3.50.2 gradio-client-0.6.1 h11-0.14.0 httpcore-0.18.0 httpx-0.25.0 orjson-3.9.9 pydub-0.25.1 python-multipart-0.0.6 semantic-version-2.10.0 starlette-0.27.0 uvicorn-0.23.2 websockets-11.0.3\n"
+      "Successfully installed aiofiles-23.2.1 altair-5.1.2 anyio-3.7.1 fastapi-0.104.0 ffmpy-0.3.1 gradio-3.50.2 gradio-client-0.6.1 h11-0.14.0 httpcore-0.18.0 httpx-0.25.0 orjson-3.9.9 pydub-0.25.1 python-multipart-0.0.6 semantic-version-2.10.0 starlette-0.27.0 uvicorn-0.23.2 websockets-11.0.3\n",
+      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
+      "\u001b[0m"
      ]
     }
    ],
@@ -142,7 +144,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "id": "61b17aee-d54d-45dd-970b-7f5e22c762e7",
    "metadata": {},
    "outputs": [],
@@ -159,7 +161,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 3,
    "id": "d2752fb9-736e-4999-b796-f50925dd535e",
    "metadata": {},
    "outputs": [
@@ -171,7 +173,7 @@
        "PILImage mode=RGB size=173x192"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -189,12 +191,12 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "learn = load_learner(\"flower_id_export.pkl\")\n"
+    "learn = load_learner(\"export.pkl\")\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 7,
    "id": "a3eda266-632e-4c58-acf9-8cbcab764cdf",
    "metadata": {},
    "outputs": [
@@ -242,7 +244,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 8,
    "id": "78e26b4b-703c-47a6-9711-a7b433ffdbe3",
    "metadata": {},
    "outputs": [
@@ -252,7 +254,7 @@
        "['Hellebore flowers', 'Peoneis flowers', 'Rose flowers', 'Sunflower']"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -264,20 +266,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 9,
    "id": "56aff529-c0f3-4ded-80e5-a06a2d12346c",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{'Hellebore flowers': 4.385266493045492e-06,\n",
-       " 'Peoneis flowers': 2.3386392058455385e-06,\n",
-       " 'Rose flowers': 1.7962941001314903e-06,\n",
-       " 'Sunflower': 0.9999915361404419}"
+       "{'Hellebore flowers': 7.141724154280382e-07,\n",
+       " 'Peoneis flowers': 1.4747066643394646e-06,\n",
+       " 'Rose flowers': 6.034231887497299e-07,\n",
+       " 'Sunflower': 0.9999972581863403}"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -289,17 +291,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 10,
    "id": "67cbf81d-95d8-4f8c-9101-f2efb175b578",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{}"
+       "{'Hellebore flowers': 7.141724154280382e-07,\n",
+       " 'Peoneis flowers': 1.4747066643394646e-06,\n",
+       " 'Rose flowers': 6.034231887497299e-07,\n",
+       " 'Sunflower': 0.9999972581863403}"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -310,9 +315,310 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "id": "669444a6-01e1-4dcc-a314-18580ae3d6c5",
    "metadata": {},
+   "outputs": [
+    {
+     "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/plain": [
+       "{'Hellebore flowers': 7.141724154280382e-07,\n",
+       " 'Peoneis flowers': 1.4747066643394646e-06,\n",
+       " 'Rose flowers': 6.034231887497299e-07,\n",
+       " 'Sunflower': 0.9999972581863403}"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "def classify_image(img):\n",
+    "    predict, idx, probs = learn.predict(img)\n",
+    "    categories = learn.dls.vocab\n",
+    "    return dict(zip(categories,map(float,probs)))\n",
+    "\n",
+    "results = classify_image(im)\n",
+    "results\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "1020b745-5352-4874-92d2-a1ecdedf1e20",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_297/535013132.py:2: GradioDeprecationWarning: Usage of gradio.inputs is deprecated, and will not be supported in the future, please import your component from gradio.components\n",
+      "  image = gr.inputs.Image(shape=(192,192))\n",
+      "/tmp/ipykernel_297/535013132.py:2: GradioDeprecationWarning: `optional` parameter is deprecated, and it has no effect\n",
+      "  image = gr.inputs.Image(shape=(192,192))\n",
+      "/tmp/ipykernel_297/535013132.py:3: GradioDeprecationWarning: Usage of gradio.outputs is deprecated, and will not be supported in the future, please import your components from gradio.components\n",
+      "  label = gr.outputs.Label()\n",
+      "/tmp/ipykernel_297/535013132.py:3: GradioUnusedKwargWarning: You have unused kwarg parameters in Label, please remove them: {'type': 'auto'}\n",
+      "  label = gr.outputs.Label()\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Running on local URL:  http://127.0.0.1:7861\n",
+      "\n",
+      "To create a public link, set `share=True` in `launch()`.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": []
+     },
+     "execution_count": 16,
+     "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": [
+    "#\n",
+    "image = gr.inputs.Image(shape=(192,192))\n",
+    "label = gr.outputs.Label()\n",
+    "examples = [\"sunflower.jpg\",\"Peonies.jpeg\",\"Hellebore.jpg\",\"Rose.jpg\"]\n",
+    "\n",
+    "intf = gr.Interface(fn=classify_image, inputs=image,outputs=label,examples=examples)\n",
+    "intf.launch(inline=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "87c95918-a681-4c3f-9882-b6d80d586444",
+   "metadata": {},
    "outputs": [],
    "source": []
   }

app.py

@@ -1,7 +1,28 @@
-import gradio as gr
+"""import gradio as gr
 
 def greet(name):
     return "Hello " + name + "!!"
 
 iface = gr.Interface(fn=greet, inputs="text", outputs="text")
-iface.launch()
+iface.launch()"""
+
+
+#|export
+from fastai.vision.all import *
+import gradio as gr
+
+#|export
+def classify_image(img):
+    predict, idx, probs = learn.predict(img)
+    categories = learn.dls.vocab
+    return dict(zip(categories,map(float,probs)))
+
+#|export
+image = gr.inputs.Image(shape=(192,192))
+label = gr.outputs.Label()
+examples = ["sunflower.jpg","Peonies.jpeg","Hellebore.jpg","Rose.jpg"]
+
+intf = gr.Interface(fn=classify_image, inputs=image,outputs=label,examples=examples)
+intf.launch(inline=False)
+
+

flower_id_export.pkl → export.pkl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:19a6248c730b2f5d6c072eb93e5da7c3b80dcf64cc167dd625dedca7b43b60ca
-size 46978110
+oid sha256:3e059fa15fc0a9ebf861291d8f8aeb914a00b08cdec6ea691c586dc6c66432fc
+size 46978302

flower_classifyer_export.pklZone.Identifier

@@ -1,3 +0,0 @@
-[ZoneTransfer]
-ZoneId=3
-HostUrl=about:internet

sunflower.jpgZone.Identifier

@@ -1,3 +0,0 @@
-[ZoneTransfer]
-ZoneId=3
-HostUrl=about:internet

testing.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 1,
    "id": "c31ed028-ddf3-4c13-8049-1b67bf184a98",
    "metadata": {},
    "outputs": [
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       "\u001b[?25hCollecting anyio<4.0.0,>=3.7.1 (from fastapi->gradio)\n",
       "  Obtaining dependency information for anyio<4.0.0,>=3.7.1 from https://files.pythonhosted.org/packages/19/24/44299477fe7dcc9cb58d0a57d5a7588d6af2ff403fdd2d47a246c91a3246/anyio-3.7.1-py3-none-any.whl.metadata\n",
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@@ -93,45 +93,47 @@
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       "  Obtaining dependency information for httpcore<0.19.0,>=0.18.0 from https://files.pythonhosted.org/packages/ac/97/724afbb7925339f6214bf1fdb5714d1a462690466832bf8fb3fd497649f1/httpcore-0.18.0-py3-none-any.whl.metadata\n",
       "  Downloading httpcore-0.18.0-py3-none-any.whl.metadata (18 kB)\n",
-      "Requirement already satisfied: sniffio in /home/josh/mambaforge/lib/python3.10/site-packages (from httpx->gradio) (1.3.0)\n",
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       "\u001b[?25hBuilding wheels for collected packages: ffmpy\n",
       "  Building wheel for ffmpy (setup.py) ... \u001b[?25ldone\n",
-      "\u001b[?25h  Created wheel for ffmpy: filename=ffmpy-0.3.1-py3-none-any.whl size=5579 sha256=b8d75b98ebdb569d9133fee542146e07d8256f8a0b2cb763e2b59ce08cb9bbb5\n",
-      "  Stored in directory: /home/josh/.cache/pip/wheels/01/a6/d1/1c0828c304a4283b2c1639a09ad86f83d7c487ef34c6b4a1bf\n",
+      "\u001b[?25h  Created wheel for ffmpy: filename=ffmpy-0.3.1-py3-none-any.whl size=5579 sha256=e859e109fb7c92cb351720285b57433a58147d1c2d7b4e4233558a559711dae5\n",
+      "  Stored in directory: /root/.cache/pip/wheels/01/a6/d1/1c0828c304a4283b2c1639a09ad86f83d7c487ef34c6b4a1bf\n",
       "Successfully built ffmpy\n",
       "Installing collected packages: pydub, ffmpy, websockets, semantic-version, python-multipart, orjson, h11, anyio, aiofiles, uvicorn, starlette, httpcore, httpx, fastapi, gradio-client, altair, gradio\n",
       "  Attempting uninstall: anyio\n",
       "    Found existing installation: anyio 4.0.0\n",
       "    Uninstalling anyio-4.0.0:\n",
       "      Successfully uninstalled anyio-4.0.0\n",
-      "Successfully installed aiofiles-23.2.1 altair-5.1.2 anyio-3.7.1 fastapi-0.104.0 ffmpy-0.3.1 gradio-3.50.2 gradio-client-0.6.1 h11-0.14.0 httpcore-0.18.0 httpx-0.25.0 orjson-3.9.9 pydub-0.25.1 python-multipart-0.0.6 semantic-version-2.10.0 starlette-0.27.0 uvicorn-0.23.2 websockets-11.0.3\n"
+      "Successfully installed aiofiles-23.2.1 altair-5.1.2 anyio-3.7.1 fastapi-0.104.0 ffmpy-0.3.1 gradio-3.50.2 gradio-client-0.6.1 h11-0.14.0 httpcore-0.18.0 httpx-0.25.0 orjson-3.9.9 pydub-0.25.1 python-multipart-0.0.6 semantic-version-2.10.0 starlette-0.27.0 uvicorn-0.23.2 websockets-11.0.3\n",
+      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
+      "\u001b[0m"
      ]
     }
    ],
@@ -142,11 +144,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "id": "61b17aee-d54d-45dd-970b-7f5e22c762e7",
    "metadata": {},
    "outputs": [],
    "source": [
+    "#|export\n",
     "from fastai.vision.all import *\n",
     "import gradio as gr"
    ]
@@ -159,7 +162,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 3,
    "id": "d2752fb9-736e-4999-b796-f50925dd535e",
    "metadata": {},
    "outputs": [
@@ -171,7 +174,7 @@
        "PILImage mode=RGB size=173x192"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -179,6 +182,7 @@
    "source": [
     "im = PILImage.create(\"sunflower.jpg\")\n",
     "im.thumbnail((192,192))\n",
+    "\n",
     "im"
    ]
   },
@@ -189,12 +193,13 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "learn = load_learner(\"flower_id_export.pkl\")\n"
+    "#|export\n",
+    "learn = load_learner(\"export.pkl\")\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 7,
    "id": "a3eda266-632e-4c58-acf9-8cbcab764cdf",
    "metadata": {},
    "outputs": [
@@ -242,7 +247,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 8,
    "id": "78e26b4b-703c-47a6-9711-a7b433ffdbe3",
    "metadata": {},
    "outputs": [
@@ -252,7 +257,7 @@
        "['Hellebore flowers', 'Peoneis flowers', 'Rose flowers', 'Sunflower']"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -264,20 +269,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 9,
    "id": "56aff529-c0f3-4ded-80e5-a06a2d12346c",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{'Hellebore flowers': 4.385266493045492e-06,\n",
-       " 'Peoneis flowers': 2.3386392058455385e-06,\n",
-       " 'Rose flowers': 1.7962941001314903e-06,\n",
-       " 'Sunflower': 0.9999915361404419}"
+       "{'Hellebore flowers': 7.141724154280382e-07,\n",
+       " 'Peoneis flowers': 1.4747066643394646e-06,\n",
+       " 'Rose flowers': 6.034231887497299e-07,\n",
+       " 'Sunflower': 0.9999972581863403}"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -289,17 +294,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 10,
    "id": "67cbf81d-95d8-4f8c-9101-f2efb175b578",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{}"
+       "{'Hellebore flowers': 7.141724154280382e-07,\n",
+       " 'Peoneis flowers': 1.4747066643394646e-06,\n",
+       " 'Rose flowers': 6.034231887497299e-07,\n",
+       " 'Sunflower': 0.9999972581863403}"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -310,9 +318,168 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "id": "669444a6-01e1-4dcc-a314-18580ae3d6c5",
    "metadata": {},
+   "outputs": [
+    {
+     "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/plain": [
+       "{'Hellebore flowers': 7.141724154280382e-07,\n",
+       " 'Peoneis flowers': 1.4747066643394646e-06,\n",
+       " 'Rose flowers': 6.034231887497299e-07,\n",
+       " 'Sunflower': 0.9999972581863403}"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#|export\n",
+    "def classify_image(img):\n",
+    "    predict, idx, probs = learn.predict(img)\n",
+    "    categories = learn.dls.vocab\n",
+    "    return dict(zip(categories,map(float,probs)))\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "1020b745-5352-4874-92d2-a1ecdedf1e20",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_297/535013132.py:2: GradioDeprecationWarning: Usage of gradio.inputs is deprecated, and will not be supported in the future, please import your component from gradio.components\n",
+      "  image = gr.inputs.Image(shape=(192,192))\n",
+      "/tmp/ipykernel_297/535013132.py:2: GradioDeprecationWarning: `optional` parameter is deprecated, and it has no effect\n",
+      "  image = gr.inputs.Image(shape=(192,192))\n",
+      "/tmp/ipykernel_297/535013132.py:3: GradioDeprecationWarning: Usage of gradio.outputs is deprecated, and will not be supported in the future, please import your components from gradio.components\n",
+      "  label = gr.outputs.Label()\n",
+      "/tmp/ipykernel_297/535013132.py:3: GradioUnusedKwargWarning: You have unused kwarg parameters in Label, please remove them: {'type': 'auto'}\n",
+      "  label = gr.outputs.Label()\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Running on local URL:  http://127.0.0.1:7862\n",
+      "\n",
+      "To create a public link, set `share=True` in `launch()`.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": []
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#|export\n",
+    "image = gr.inputs.Image(shape=(192,192))\n",
+    "label = gr.outputs.Label()\n",
+    "examples = [\"sunflower.jpg\",\"Peonies.jpeg\",\"Hellebore.jpg\",\"Rose.jpg\"]\n",
+    "\n",
+    "intf = gr.Interface(fn=classify_image, inputs=image,outputs=label,examples=examples)\n",
+    "intf.launch(inline=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "87c95918-a681-4c3f-9882-b6d80d586444",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "ImportError",
+     "evalue": "cannot import name 'notebook2script' from 'nbdev.export' (/root/mambaforge/lib/python3.10/site-packages/nbdev/export.py)",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mImportError\u001b[0m                               Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[21], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mnbdev\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mexport\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m notebook2script\n\u001b[1;32m      2\u001b[0m notebook2script(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtesting.ipynb\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",
+      "\u001b[0;31mImportError\u001b[0m: cannot import name 'notebook2script' from 'nbdev.export' (/root/mambaforge/lib/python3.10/site-packages/nbdev/export.py)"
+     ]
+    }
+   ],
+   "source": [
+    "from nbdev.export import notebook2script\n",
+    "notebook2script('testing.ipynb')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "d9c38fb9-56a7-4646-bec5-e3055625e668",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/root/mambaforge/lib/python3.10/site-packages/nbdev/export.py:54: UserWarning: Notebook 'testing.ipynb' uses `#|export` without `#|default_exp` cell.\n",
+      "Note nbdev2 no longer supports nbdev1 syntax. Run `nbdev_migrate` to upgrade.\n",
+      "See https://nbdev.fast.ai/getting_started.html for more information.\n",
+      "  warn(f\"Notebook '{nbname}' uses `#|export` without `#|default_exp` cell.\\n\"\n"
+     ]
+    }
+   ],
+   "source": [
+    "import nbdev\n",
+    "nbdev.export.nb_export('testing.ipynb', 'newapp')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "78cd66aa-f88b-4ec1-a006-741599774cb5",
+   "metadata": {},
    "outputs": [],
    "source": []
   }