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Files changed (6) hide show
  1. app.ipynb +807 -0
  2. app.py +25 -0
  3. cat.jpg +0 -0
  4. dog.jpg +0 -0
  5. dunno.jpg +0 -0
  6. model.pkl +3 -0
app.ipynb ADDED
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+ "Requirement already satisfied: fastai in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (2.7.15)\n",
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+ "Requirement already satisfied: pip in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from fastai) (23.2.1)\n",
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+ "Requirement already satisfied: fastcore<1.6,>=1.5.29 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from fastai) (1.5.45)\n",
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+ "Requirement already satisfied: torchvision>=0.11 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from fastai) (0.18.1)\n",
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+ "Requirement already satisfied: matplotlib in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from fastai) (3.9.0)\n",
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+ "Requirement already satisfied: torch<2.4,>=1.10 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from fastai) (2.3.1)\n",
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+ "Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.11 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from spacy<4->fastai) (3.0.12)\n",
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+ "Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from spacy<4->fastai) (1.0.5)\n",
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+ "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from spacy<4->fastai) (1.0.10)\n",
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+ "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from spacy<4->fastai) (2.0.8)\n",
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+ "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from spacy<4->fastai) (3.0.9)\n",
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+ "Requirement already satisfied: thinc<8.3.0,>=8.2.2 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from spacy<4->fastai) (8.2.4)\n",
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+ "Requirement already satisfied: wasabi<1.2.0,>=0.9.1 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from spacy<4->fastai) (1.1.3)\n",
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+ "Requirement already satisfied: srsly<3.0.0,>=2.4.3 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from spacy<4->fastai) (2.4.8)\n",
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+ "Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from spacy<4->fastai) (2.0.10)\n",
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+ "Requirement already satisfied: weasel<0.5.0,>=0.1.0 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from spacy<4->fastai) (0.4.1)\n",
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+ "Requirement already satisfied: typer<1.0.0,>=0.3.0 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from spacy<4->fastai) (0.12.3)\n",
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+ "Requirement already satisfied: tqdm<5.0.0,>=4.38.0 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from spacy<4->fastai) (4.66.4)\n",
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+ "Requirement already satisfied: pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from spacy<4->fastai) (2.7.4)\n",
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+ "Requirement already satisfied: jinja2 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from spacy<4->fastai) (3.1.3)\n",
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+ "Requirement already satisfied: numpy>=1.19.0 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from spacy<4->fastai) (1.26.2)\n",
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+ "Requirement already satisfied: typing-extensions>=4.8.0 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from torch<2.4,>=1.10->fastai) (4.12.2)\n",
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+ "Requirement already satisfied: sympy in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from torch<2.4,>=1.10->fastai) (1.12.1)\n",
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+ "Requirement already satisfied: networkx in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from torch<2.4,>=1.10->fastai) (3.3)\n",
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+ "Requirement already satisfied: mkl<=2021.4.0,>=2021.1.1 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from torch<2.4,>=1.10->fastai) (2021.4.0)\n",
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+ "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from matplotlib->fastai) (1.2.1)\n",
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+ "Requirement already satisfied: threadpoolctl>=2.0.0 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from scikit-learn->fastai) (3.4.0)\n",
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+ "Requirement already satisfied: language-data>=1.2 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from langcodes<4.0.0,>=3.2.0->spacy<4->fastai) (1.2.0)\n",
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+ "Requirement already satisfied: intel-openmp==2021.* in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from mkl<=2021.4.0,>=2021.1.1->torch<2.4,>=1.10->fastai) (2021.4.0)\n",
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+ "Requirement already satisfied: tbb==2021.* in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from mkl<=2021.4.0,>=2021.1.1->torch<2.4,>=1.10->fastai) (2021.12.0)\n",
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+ "Requirement already satisfied: annotated-types>=0.4.0 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy<4->fastai) (0.7.0)\n",
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+ "Requirement already satisfied: pydantic-core==2.18.4 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy<4->fastai) (2.18.4)\n",
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+ "Requirement already satisfied: six>=1.5 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from python-dateutil>=2.7->matplotlib->fastai) (1.16.0)\n",
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+ "Requirement already satisfied: colorama in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from tqdm<5.0.0,>=4.38.0->spacy<4->fastai) (0.4.6)\n",
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+ "Requirement already satisfied: click>=8.0.0 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from typer<1.0.0,>=0.3.0->spacy<4->fastai) (8.1.7)\n",
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+ "Requirement already satisfied: shellingham>=1.3.0 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from typer<1.0.0,>=0.3.0->spacy<4->fastai) (1.5.4)\n",
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+ "Requirement already satisfied: rich>=10.11.0 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from typer<1.0.0,>=0.3.0->spacy<4->fastai) (13.7.1)\n",
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+ "Requirement already satisfied: cloudpathlib<1.0.0,>=0.7.0 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from weasel<0.5.0,>=0.1.0->spacy<4->fastai) (0.18.1)\n",
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+ "Requirement already satisfied: smart-open<8.0.0,>=5.2.1 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from weasel<0.5.0,>=0.1.0->spacy<4->fastai) (7.0.4)\n",
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+ "Requirement already satisfied: MarkupSafe>=2.0 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from jinja2->spacy<4->fastai) (2.1.5)\n",
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+ "Requirement already satisfied: mpmath<1.4.0,>=1.1.0 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from sympy->torch<2.4,>=1.10->fastai) (1.3.0)\n",
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+ "Requirement already satisfied: marisa-trie>=0.7.7 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from language-data>=1.2->langcodes<4.0.0,>=3.2.0->spacy<4->fastai) (1.2.0)\n",
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+ "Requirement already satisfied: markdown-it-py>=2.2.0 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from rich>=10.11.0->typer<1.0.0,>=0.3.0->spacy<4->fastai) (3.0.0)\n",
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+ "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in c:\\users\\pc\\appdata\\roaming\\python\\python312\\site-packages (from rich>=10.11.0->typer<1.0.0,>=0.3.0->spacy<4->fastai) (2.18.0)\n",
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+ "Requirement already satisfied: wrapt in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from smart-open<8.0.0,>=5.2.1->weasel<0.5.0,>=0.1.0->spacy<4->fastai) (1.16.0)\n",
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+ "Requirement already satisfied: mdurl~=0.1 in c:\\users\\pc\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from markdown-it-py>=2.2.0->rich>=10.11.0->typer<1.0.0,>=0.3.0->spacy<4->fastai) (0.1.2)\n"
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+ ]
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+ },
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+ {
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+ "text": [
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+ "\n",
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+ "[notice] A new release of pip is available: 23.2.1 -> 24.0\n",
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+ "[notice] To update, run: python.exe -m pip install --upgrade pip\n"
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+ ]
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+ }
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+ ],
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+ "source": [
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+ "!pip install --upgrade fastai"
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+ ]
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+ },
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+ {
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+ "execution_count": 3,
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+ "metadata": {},
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+ {
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+ "name": "stdout",
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+ "text": [
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+ " Installing build dependencies: started\n",
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+ " Installing build dependencies: finished with status 'done'\n",
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+ " Preparing metadata (pyproject.toml): finished with status 'done'\n",
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+ "Collecting httpx>=0.24.1 (from gradio)\n",
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+ "Collecting huggingface-hub>=0.19.3 (from gradio)\n",
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+ " Obtaining dependency information for huggingface-hub>=0.19.3 from https://files.pythonhosted.org/packages/69/d6/73f9d1b7c4da5f0544bc17680d0fa9932445423b90cd38e1ee77d001a4f5/huggingface_hub-0.23.4-py3-none-any.whl.metadata\n",
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+ "Downloading rpds_py-0.18.1-cp312-none-win_amd64.whl (209 kB)\n",
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+ "Downloading watchfiles-0.22.0-cp312-none-win_amd64.whl (280 kB)\n",
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+ "Building wheels for collected packages: ffmpy\n",
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+ " Building wheel for ffmpy (pyproject.toml): started\n",
701
+ " Building wheel for ffmpy (pyproject.toml): finished with status 'done'\n",
702
+ " Created wheel for ffmpy: filename=ffmpy-0.3.2-py3-none-any.whl size=5607 sha256=c6f10e70677b8e8953333178b20b7dfc4eb4c81f396241c848bc8a772c77ebd6\n",
703
+ " Stored in directory: c:\\users\\pc\\appdata\\local\\pip\\cache\\wheels\\8a\\63\\a8\\fad16a1c5c990569a478f40782ce543788ddac224288008635\n",
704
+ "Successfully built ffmpy\n",
705
+ "Installing collected packages: pydub, ffmpy, websockets, ujson, toolz, tomlkit, semantic-version, ruff, rpds-py, python-multipart, python-dotenv, orjson, importlib-resources, httptools, httpcore, dnspython, anyio, aiofiles, watchfiles, uvicorn, starlette, referencing, huggingface-hub, httpx, email_validator, jsonschema-specifications, gradio-client, jsonschema, fastapi-cli, fastapi, altair, gradio\n",
706
+ "Successfully installed aiofiles-23.2.1 altair-5.3.0 anyio-4.4.0 dnspython-2.6.1 email_validator-2.1.1 fastapi-0.111.0 fastapi-cli-0.0.4 ffmpy-0.3.2 gradio-4.36.1 gradio-client-1.0.1 httpcore-1.0.5 httptools-0.6.1 httpx-0.27.0 huggingface-hub-0.23.4 importlib-resources-6.4.0 jsonschema-4.22.0 jsonschema-specifications-2023.12.1 orjson-3.10.5 pydub-0.25.1 python-dotenv-1.0.1 python-multipart-0.0.9 referencing-0.35.1 rpds-py-0.18.1 ruff-0.4.9 semantic-version-2.10.0 starlette-0.37.2 tomlkit-0.12.0 toolz-0.12.1 ujson-5.10.0 uvicorn-0.30.1 watchfiles-0.22.0 websockets-11.0.3\n"
707
+ ]
708
+ },
709
+ {
710
+ "name": "stderr",
711
+ "output_type": "stream",
712
+ "text": [
713
+ "\n",
714
+ "[notice] A new release of pip is available: 23.2.1 -> 24.0\n",
715
+ "[notice] To update, run: python.exe -m pip install --upgrade pip\n"
716
+ ]
717
+ }
718
+ ],
719
+ "source": [
720
+ "!pip install gradio"
721
+ ]
722
+ },
723
+ {
724
+ "cell_type": "code",
725
+ "execution_count": 2,
726
+ "metadata": {},
727
+ "outputs": [
728
+ {
729
+ "name": "stderr",
730
+ "output_type": "stream",
731
+ "text": [
732
+ "Matplotlib is building the font cache; this may take a moment.\n"
733
+ ]
734
+ },
735
+ {
736
+ "ename": "ModuleNotFoundError",
737
+ "evalue": "No module named 'gradio'",
738
+ "output_type": "error",
739
+ "traceback": [
740
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
741
+ "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)",
742
+ "Cell \u001b[1;32mIn[2], line 2\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mfastai\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mvision\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mall\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n\u001b[1;32m----> 2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mgradio\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mgr\u001b[39;00m\n",
743
+ "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'gradio'"
744
+ ]
745
+ }
746
+ ],
747
+ "source": [
748
+ "from fastai.vision.all import *\n",
749
+ "import gradio as gr\n",
750
+ "def is_cat(x): return x[0].isupper()\n"
751
+ ]
752
+ },
753
+ {
754
+ "cell_type": "code",
755
+ "execution_count": 17,
756
+ "metadata": {},
757
+ "outputs": [
758
+ {
759
+ "ename": "NotImplementedError",
760
+ "evalue": "cannot instantiate 'PosixPath' on your system",
761
+ "output_type": "error",
762
+ "traceback": [
763
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
764
+ "\u001b[1;31mNotImplementedError\u001b[0m Traceback (most recent call last)",
765
+ "Cell \u001b[1;32mIn[17], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m learn\u001b[38;5;241m=\u001b[39m\u001b[43mload_learner\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mmodel.pkl\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n",
766
+ "File \u001b[1;32mc:\\Users\\PC\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\fastai\\learner.py:446\u001b[0m, in \u001b[0;36mload_learner\u001b[1;34m(fname, cpu, pickle_module)\u001b[0m\n\u001b[0;32m 444\u001b[0m distrib_barrier()\n\u001b[0;32m 445\u001b[0m map_loc \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcpu\u001b[39m\u001b[38;5;124m'\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m cpu \u001b[38;5;28;01melse\u001b[39;00m default_device()\n\u001b[1;32m--> 446\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m: res \u001b[38;5;241m=\u001b[39m \u001b[43mtorch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmap_location\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmap_loc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpickle_module\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpickle_module\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 447\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mAttributeError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e: \n\u001b[0;32m 448\u001b[0m e\u001b[38;5;241m.\u001b[39margs \u001b[38;5;241m=\u001b[39m [\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCustom classes or functions exported with your `Learner` not available in namespace.\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124mRe-declare/import before loading:\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;130;01m\\t\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00me\u001b[38;5;241m.\u001b[39margs[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m]\n",
767
+ "File \u001b[1;32mc:\\Users\\PC\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\torch\\serialization.py:1025\u001b[0m, in \u001b[0;36mload\u001b[1;34m(f, map_location, pickle_module, weights_only, mmap, **pickle_load_args)\u001b[0m\n\u001b[0;32m 1023\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m 1024\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m pickle\u001b[38;5;241m.\u001b[39mUnpicklingError(UNSAFE_MESSAGE \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mstr\u001b[39m(e)) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m-> 1025\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_load\u001b[49m\u001b[43m(\u001b[49m\u001b[43mopened_zipfile\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1026\u001b[0m \u001b[43m \u001b[49m\u001b[43mmap_location\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1027\u001b[0m \u001b[43m \u001b[49m\u001b[43mpickle_module\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1028\u001b[0m \u001b[43m \u001b[49m\u001b[43moverall_storage\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moverall_storage\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1029\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mpickle_load_args\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1030\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m mmap:\n\u001b[0;32m 1031\u001b[0m f_name \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(f, \u001b[38;5;28mstr\u001b[39m) \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mf\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m, \u001b[39m\u001b[38;5;124m\"\u001b[39m\n",
768
+ "File \u001b[1;32mc:\\Users\\PC\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\torch\\serialization.py:1446\u001b[0m, in \u001b[0;36m_load\u001b[1;34m(zip_file, map_location, pickle_module, pickle_file, overall_storage, **pickle_load_args)\u001b[0m\n\u001b[0;32m 1444\u001b[0m unpickler \u001b[38;5;241m=\u001b[39m UnpicklerWrapper(data_file, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mpickle_load_args)\n\u001b[0;32m 1445\u001b[0m unpickler\u001b[38;5;241m.\u001b[39mpersistent_load \u001b[38;5;241m=\u001b[39m persistent_load\n\u001b[1;32m-> 1446\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43munpickler\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1448\u001b[0m torch\u001b[38;5;241m.\u001b[39m_utils\u001b[38;5;241m.\u001b[39m_validate_loaded_sparse_tensors()\n\u001b[0;32m 1449\u001b[0m torch\u001b[38;5;241m.\u001b[39m_C\u001b[38;5;241m.\u001b[39m_log_api_usage_metadata(\n\u001b[0;32m 1450\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtorch.load.metadata\u001b[39m\u001b[38;5;124m\"\u001b[39m, {\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mserialization_id\u001b[39m\u001b[38;5;124m\"\u001b[39m: zip_file\u001b[38;5;241m.\u001b[39mserialization_id()}\n\u001b[0;32m 1451\u001b[0m )\n",
769
+ "File \u001b[1;32mc:\\Users\\PC\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\pathlib.py:1422\u001b[0m, in \u001b[0;36mPosixPath.__new__\u001b[1;34m(cls, *args, **kwargs)\u001b[0m\n\u001b[0;32m 1421\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__new__\u001b[39m(\u001b[38;5;28mcls\u001b[39m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m-> 1422\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mNotImplementedError\u001b[39;00m(\n\u001b[0;32m 1423\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcannot instantiate \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mcls\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m on your system\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
770
+ "\u001b[1;31mNotImplementedError\u001b[0m: cannot instantiate 'PosixPath' on your system"
771
+ ]
772
+ }
773
+ ],
774
+ "source": [
775
+ "learn=load_learner('model.pkl')"
776
+ ]
777
+ },
778
+ {
779
+ "cell_type": "code",
780
+ "execution_count": null,
781
+ "metadata": {},
782
+ "outputs": [],
783
+ "source": []
784
+ }
785
+ ],
786
+ "metadata": {
787
+ "kernelspec": {
788
+ "display_name": "Python 3",
789
+ "language": "python",
790
+ "name": "python3"
791
+ },
792
+ "language_info": {
793
+ "codemirror_mode": {
794
+ "name": "ipython",
795
+ "version": 3
796
+ },
797
+ "file_extension": ".py",
798
+ "mimetype": "text/x-python",
799
+ "name": "python",
800
+ "nbconvert_exporter": "python",
801
+ "pygments_lexer": "ipython3",
802
+ "version": "3.12.1"
803
+ }
804
+ },
805
+ "nbformat": 4,
806
+ "nbformat_minor": 2
807
+ }
app.py ADDED
@@ -0,0 +1,25 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ from fastai.vision.all import *
3
+ import gradio as gr
4
+ import pathlib
5
+
6
+ def is_cat(x): return x[0].isupper()
7
+
8
+ temp = pathlib.PosixPath
9
+ pathlib.PosixPath = pathlib.WindowsPath
10
+ learn=load_learner('model.pkl')
11
+ pathlib.PosixPath=temp
12
+
13
+ categories = ('Dog', 'Cat')
14
+ def classify_image(img):
15
+ pred, idx, probs = learn.predict(img)
16
+ return dict(zip(categories, map(float, probs)))
17
+
18
+ image = gr.components.Image()
19
+ label = gr.components.Label()
20
+ examples=['dog.jpg', 'cat.jpg','dunno.jpg']
21
+
22
+ a='v'
23
+
24
+ interface = gr.Interface(fn=classify_image, inputs=[image], outputs=[label], examples=examples)
25
+ interface.launch()
cat.jpg ADDED
dog.jpg ADDED
dunno.jpg ADDED
model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:580f0834291241686e668e6f320494ff68ac148660f5f334af5c3df9299e492b
3
+ size 47064894