app building, first gui

.gitignore

@@ -0,0 +1 @@
+/venv2

app.py

@@ -1,7 +1,36 @@
+# AUTOGENERATED! DO NOT EDIT! File to edit: ../dogs_vs_cats.ipynb.
+
+# %% auto 0
+__all__ = ['temp', 'learn', 'categories', 'image', 'label', 'examples', 'intf', 'is_cat', 'classify_image']
+
+# %% ../dogs_vs_cats.ipynb 1
+from fastai.vision.all import * 
 import gradio as gr
 
-def greet(name):
-    return "Hello " + name + "!!"
+def is_cat(x): return x[0].isupper()
+
+# %% ../dogs_vs_cats.ipynb 4
+import pathlib
+temp = pathlib.PosixPath
+pathlib.PosixPath = pathlib.WindowsPath
+
+# %% ../dogs_vs_cats.ipynb 5
+learn = load_learner('./assets/model_dogs_cats.pkl')
+
+
+# %% ../dogs_vs_cats.ipynb 9
+categories:list = ('Dog', 'Cat')
+
+def classify_image(img):
+    pred, idx, probs = learn.predict(img)
+    return dict(zip(categories, map(float, probs)))
+
+# %% ../dogs_vs_cats.ipynb 12
+# creating the gradio interface
+
+image = gr.Image(height=192, width=192)
+label = gr.Label()
+examples:list = ['./assets/dog.png', './assets/cat.png', './assets/feline_bulldog.png']
 
-demo = gr.Interface(fn=greet, inputs="text", outputs="text")
-demo.launch()
+intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
+intf.launch(inline=False)

notebooks/app.py/app.py

@@ -0,0 +1,36 @@
+# AUTOGENERATED! DO NOT EDIT! File to edit: ../dogs_vs_cats.ipynb.
+
+# %% auto 0
+__all__ = ['temp', 'learn', 'categories', 'image', 'label', 'examples', 'intf', 'is_cat', 'classify_image']
+
+# %% ../dogs_vs_cats.ipynb 1
+from fastai.vision.all import * 
+import gradio as gr
+
+def is_cat(x): return x[0].isupper()
+
+# %% ../dogs_vs_cats.ipynb 4
+import pathlib
+temp = pathlib.PosixPath
+pathlib.PosixPath = pathlib.WindowsPath
+
+# %% ../dogs_vs_cats.ipynb 5
+learn = load_learner('./assets/model_dogs_cats.pkl')
+
+
+# %% ../dogs_vs_cats.ipynb 9
+categories:list = ('Dog', 'Cat')
+
+def classify_image(img):
+    pred, idx, probs = learn.predict(img)
+    return dict(zip(categories, map(float, probs)))
+
+# %% ../dogs_vs_cats.ipynb 12
+# creating the gradio interface
+
+image = gr.Image(height=192, width=192)
+label = gr.Label()
+examples:list = ['./assets/dog.png', './assets/cat.png', './assets/feline_bulldog.png']
+
+intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
+intf.launch(inline=False)

notebooks/assets/model_dogs_cats.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1c09d8f778f89c9eb588eefd9a5ba094eb163cd3ea708a4ea567a83e924f149f
+size 47059947

requirements.txt

@@ -0,0 +1,133 @@
+aiofiles==23.2.1
+annotated-types==0.7.0
+anyio==4.4.0
+asttokens==2.4.1
+astunparse==1.6.3
+blis==0.7.11
+catalogue==2.0.10
+certifi==2024.7.4
+charset-normalizer==3.3.2
+click==8.1.7
+cloudpathlib==0.18.1
+colorama==0.4.6
+comm==0.2.2
+confection==0.1.5
+contourpy==1.2.1
+cycler==0.12.1
+cymem==2.0.8
+debugpy==1.8.2
+decorator==5.1.1
+dnspython==2.6.1
+email_validator==2.2.0
+execnb==0.1.6
+executing==2.0.1
+fastai==2.7.15
+fastapi==0.111.1
+fastapi-cli==0.0.4
+fastcore==1.5.55
+fastdownload==0.0.7
+fastprogress==1.0.3
+ffmpy==0.3.2
+filelock==3.15.4
+fonttools==4.53.1
+fsspec==2024.6.1
+ghapi==1.0.5
+gradio==4.39.0
+gradio_client==1.1.1
+h11==0.14.0
+httpcore==1.0.5
+httptools==0.6.1
+httpx==0.27.0
+huggingface-hub==0.24.2
+idna==3.7
+importlib_resources==6.4.0
+intel-openmp==2021.4.0
+ipykernel==6.29.5
+ipython==8.26.0
+ipywidgets==8.1.3
+jedi==0.19.1
+Jinja2==3.1.4
+joblib==1.4.2
+jupyter_client==8.6.2
+jupyter_core==5.7.2
+jupyterlab_widgets==3.0.11
+kiwisolver==1.4.5
+langcodes==3.4.0
+language_data==1.2.0
+marisa-trie==1.2.0
+markdown-it-py==3.0.0
+MarkupSafe==2.1.5
+matplotlib==3.9.1
+matplotlib-inline==0.1.7
+mdurl==0.1.2
+mkl==2021.4.0
+mpmath==1.3.0
+murmurhash==1.0.10
+nbdev==2.3.26
+nest-asyncio==1.6.0
+networkx==3.3
+numpy==1.26.4
+orjson==3.10.6
+packaging==24.1
+pandas==2.2.2
+parso==0.8.4
+pillow==10.4.0
+platformdirs==4.2.2
+preshed==3.0.9
+prompt_toolkit==3.0.47
+psutil==6.0.0
+pure_eval==0.2.3
+pydantic==2.8.2
+pydantic_core==2.20.1
+pydub==0.25.1
+Pygments==2.18.0
+pyparsing==3.1.2
+python-dateutil==2.9.0.post0
+python-dotenv==1.0.1
+python-multipart==0.0.9
+pytz==2024.1
+pywin32==306
+PyYAML==6.0.1
+pyzmq==26.0.3
+requests==2.32.3
+rich==13.7.1
+ruff==0.5.5
+scikit-learn==1.5.1
+scipy==1.14.0
+seaborn==0.13.2
+semantic-version==2.10.0
+setuptools==71.1.0
+shellingham==1.5.4
+six==1.16.0
+smart-open==7.0.4
+sniffio==1.3.1
+spacy==3.7.5
+spacy-legacy==3.0.12
+spacy-loggers==1.0.5
+srsly==2.4.8
+stack-data==0.6.3
+starlette==0.37.2
+sympy==1.13.1
+tbb==2021.13.0
+thinc==8.2.5
+threadpoolctl==3.5.0
+tomlkit==0.12.0
+torch==2.3.1
+torchvision==0.18.1
+tornado==6.4.1
+tqdm==4.66.4
+traitlets==5.14.3
+typer==0.12.3
+typing_extensions==4.12.2
+tzdata==2024.1
+urllib3==2.2.2
+uvicorn==0.30.3
+wasabi==1.1.3
+watchdog==4.0.1
+watchfiles==0.22.0
+wcwidth==0.2.13
+weasel==0.4.1
+websockets==11.0.3
+wheel==0.43.0
+widgetsnbextension==4.0.11
+wrapt==1.16.0