not sure

applocal.ipynb

@@ -0,0 +1,138 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "1587b6c6",
+   "metadata": {},
+   "outputs": [
+    {
+     "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": [
+       "(<fastapi.applications.FastAPI at 0x7fd10795b970>,\n",
+       " 'http://127.0.0.1:7862/',\n",
+       " None)"
+      ]
+     },
+     "execution_count": 1,
+     "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-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": [
+    "from fastai.vision.all import *\n",
+    "import gradio as gr\n",
+    "\n",
+    "def is_cat(x): return x[0].isupper()\n",
+    "\n",
+    "learn = load_learner('model.pkl')\n",
+    "\n",
+    "categories = ('Dog', 'Cat')\n",
+    "\n",
+    "def classify_image(img):\n",
+    "    pred,idx,probs = learn.predict(img)\n",
+    "    return( dict(zip(categories, map(float,probs))))\n",
+    "\n",
+    "image = gr.inputs.Image(shape=(192,192))\n",
+    "label = gr.outputs.Label()\n",
+    "examples = [ 'dog.jpg', 'cat.jpg' ]\n",
+    "\n",
+    "iface = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n",
+    "iface.launch(inline=False)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "372eca61",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "066f65b3",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python [conda env:root] *",
+   "language": "python",
+   "name": "conda-root-py"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.10"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

cats-v-dogs-saving-a-basic-fastai-model.log

@@ -1,29 +1,5 @@
-[{"stream_name":"stdout","time":31.202276775,"data":"\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\r\n"}
-,{"stream_name":"stdout","time":31.202339427,"data":"tensorflow-io 0.21.0 requires tensorflow-io-gcs-filesystem==0.21.0, which is not installed.\r\n"}
-,{"stream_name":"stdout","time":31.202354045,"data":"tensorflow 2.6.3 requires absl-py~=0.10, but you have absl-py 1.0.0 which is incompatible.\r\n"}
-,{"stream_name":"stdout","time":31.202360651,"data":"tensorflow 2.6.3 requires numpy~=1.19.2, but you have numpy 1.21.6 which is incompatible.\r\n"}
-,{"stream_name":"stdout","time":31.202366373,"data":"tensorflow 2.6.3 requires six~=1.15.0, but you have six 1.16.0 which is incompatible.\r\n"}
-,{"stream_name":"stdout","time":31.202371611,"data":"tensorflow 2.6.3 requires wrapt~=1.12.1, but you have wrapt 1.14.0 which is incompatible.\r\n"}
-,{"stream_name":"stdout","time":31.202376538,"data":"tensorflow-transform 1.7.0 requires pyarrow\u003c6,\u003e=1, but you have pyarrow 7.0.0 which is incompatible.\r\n"}
-,{"stream_name":"stdout","time":31.202381524,"data":"tensorflow-transform 1.7.0 requires tensorflow!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,\u003c2.9,\u003e=1.15.5, but you have tensorflow 2.6.3 which is incompatible.\r\n"}
-,{"stream_name":"stdout","time":31.202387134,"data":"tensorflow-serving-api 2.8.0 requires tensorflow\u003c3,\u003e=2.8.0, but you have tensorflow 2.6.3 which is incompatible.\r\n"}
-,{"stream_name":"stdout","time":31.202392004,"data":"rich 12.2.0 requires typing-extensions\u003c5.0,\u003e=4.0.0; python_version \u003c \"3.9\", but you have typing-extensions 3.10.0.2 which is incompatible.\r\n"}
-,{"stream_name":"stdout","time":31.202396609,"data":"pytorch-lightning 1.6.1 requires typing-extensions\u003e=4.0.0, but you have typing-extensions 3.10.0.2 which is incompatible.\r\n"}
-,{"stream_name":"stdout","time":31.202401456,"data":"pytools 2022.1.5 requires typing-extensions\u003e=4.0; python_version \u003c \"3.11\", but you have typing-extensions 3.10.0.2 which is incompatible.\r\n"}
-,{"stream_name":"stdout","time":31.202406488,"data":"flake8 4.0.1 requires importlib-metadata\u003c4.3; python_version \u003c \"3.8\", but you have importlib-metadata 4.11.3 which is incompatible.\r\n"}
-,{"stream_name":"stdout","time":31.202411383,"data":"apache-beam 2.37.0 requires dill\u003c0.3.2,\u003e=0.3.1.1, but you have dill 0.3.4 which is incompatible.\r\n"}
-,{"stream_name":"stdout","time":31.202416481,"data":"apache-beam 2.37.0 requires httplib2\u003c0.20.0,\u003e=0.8, but you have httplib2 0.20.4 which is incompatible.\r\n"}
-,{"stream_name":"stdout","time":31.202421516,"data":"apache-beam 2.37.0 requires pyarrow\u003c7.0.0,\u003e=0.15.1, but you have pyarrow 7.0.0 which is incompatible.\r\n"}
-,{"stream_name":"stdout","time":31.202426391,"data":"aioitertools 0.10.0 requires typing_extensions\u003e=4.0; python_version \u003c \"3.10\", but you have typing-extensions 3.10.0.2 which is incompatible.\r\n"}
-,{"stream_name":"stdout","time":31.202432484,"data":"aiobotocore 2.2.0 requires botocore\u003c1.24.22,\u003e=1.24.21, but you have botocore 1.25.0 which is incompatible.\u001b[0m\u001b[31m\r\n"}
-,{"stream_name":"stdout","time":31.623982283,"data":"\u001b[0m2.6.3\n"}
-,{"stream_name":"stderr","time":67.417386845,"data":"Downloading: \"https://download.pytorch.org/models/resnet18-f37072fd.pth\" to /root/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth\n"}
-,{"stream_name":"stderr","time":275.897455627,"data":"/opt/conda/lib/python3.7/site-packages/traitlets/traitlets.py:2567: FutureWarning: --Exporter.preprocessors=[\"remove_papermill_header.RemovePapermillHeader\"] for containers is deprecated in traitlets 5.0. You can pass `--Exporter.preprocessors item` ... multiple times to add items to a list.\n"}
-,{"stream_name":"stderr","time":275.897549503,"data":"  FutureWarning,\n"}
-,{"stream_name":"stderr","time":275.897568421,"data":"[NbConvertApp] Converting notebook __notebook__.ipynb to notebook\n"}
-,{"stream_name":"stderr","time":276.070109353,"data":"[NbConvertApp] Writing 28661 bytes to __notebook__.ipynb\n"}
-,{"stream_name":"stderr","time":277.718657501,"data":"/opt/conda/lib/python3.7/site-packages/traitlets/traitlets.py:2567: FutureWarning: --Exporter.preprocessors=[\"nbconvert.preprocessors.ExtractOutputPreprocessor\"] for containers is deprecated in traitlets 5.0. You can pass `--Exporter.preprocessors item` ... multiple times to add items to a list.\n"}
-,{"stream_name":"stderr","time":277.718739244,"data":"  FutureWarning,\n"}
-,{"stream_name":"stderr","time":277.718947668,"data":"[NbConvertApp] Converting notebook __notebook__.ipynb to html\n"}
-,{"stream_name":"stderr","time":278.271110209,"data":"[NbConvertApp] Writing 296408 bytes to __results__.html\n"}
+[{"stream_name":"stderr","time":3.9026413939999998,"data":"/opt/conda/lib/python3.7/site-packages/traitlets/traitlets.py:2567: FutureWarning: --Exporter.preprocessors=[\"nbconvert.preprocessors.ExtractOutputPreprocessor\"] for containers is deprecated in traitlets 5.0. You can pass `--Exporter.preprocessors item` ... multiple times to add items to a list.\n"}
+,{"stream_name":"stderr","time":3.902695877,"data":"  FutureWarning,\n"}
+,{"stream_name":"stderr","time":3.902701147,"data":"[NbConvertApp] Converting notebook __notebook__.ipynb to html\n"}
+,{"stream_name":"stderr","time":4.948346808,"data":"[NbConvertApp] Writing 280460 bytes to __results__.html\n"}
 ]

model.pkl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0a1fdab846b47719faccd900ea08ad75c9b3a78cf69870cbe2747c0ce0086606
+oid sha256:be5614d76b7f4f275264be7f5bfc74426db3737bf951e1af1b25c0a1251507fb
 size 47059947

requirements.txt

@@ -1 +1 @@
-fastai
+fastai