painters app second attempt

.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
+paintings_examples/*.jpeg filter=lfs diff=lfs merge=lfs -text

.gitignore

@@ -0,0 +1 @@
+env

app.py

@@ -0,0 +1,21 @@
+import gradio as gr
+from fastai.vision.all import *
+import os
+
+learn = load_learner('painters_model.pkl')
+
+painters_categories = list(learn.dls.vocab)
+
+def classify_image(img):
+    '''Image classifications'''
+    pred, idx, probs = learn.predict(img)
+    return dict(zip(painters_categories, map(float, probs)))
+
+image = gr.components.Image(shape=(192, 192))
+label = gr.components.Label()
+examples_dir = 'paintings_examples'
+
+examples = [os.path.join(examples_dir, file) for file in os.listdir(examples_dir)]
+
+intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
+intf.launch(inline=False)

painters_model.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b0ca9e9f65349a5b7eefd2422c87a52c61bdc2d9887152189ae855a8648f269e
+size 47002118

requirements.txt

@@ -0,0 +1,168 @@
+aiofiles==23.1.0
+aiohttp==3.8.4
+aiosignal==1.3.1
+altair==5.0.1
+annotated-types==0.5.0
+anyio==3.7.1
+appnope==0.1.3
+argon2-cffi==21.3.0
+argon2-cffi-bindings==21.2.0
+arrow==1.2.3
+asttokens==2.2.1
+async-timeout==4.0.2
+attrs==23.1.0
+backcall==0.2.0
+beautifulsoup4==4.12.2
+bleach==6.0.0
+blis==0.7.9
+catalogue==2.0.8
+certifi==2023.5.7
+cffi==1.15.1
+charset-normalizer==3.2.0
+click==8.1.4
+comm==0.1.3
+confection==0.1.0
+contourpy==1.1.0
+cycler==0.11.0
+cymem==2.0.7
+debugpy==1.6.7
+decorator==5.1.1
+defusedxml==0.7.1
+executing==1.2.0
+fastai==2.7.12
+fastapi==0.100.0
+fastcore==1.5.29
+fastdownload==0.0.7
+fastjsonschema==2.17.1
+fastprogress==1.0.3
+ffmpy==0.3.0
+filelock==3.12.2
+fonttools==4.40.0
+fqdn==1.5.1
+frozenlist==1.3.3
+fsspec==2023.6.0
+gradio==3.36.1
+gradio_client==0.2.8
+h11==0.14.0
+httpcore==0.17.3
+httpx==0.24.1
+huggingface-hub==0.16.4
+idna==3.4
+ipykernel==6.24.0
+ipython==8.14.0
+ipython-genutils==0.2.0
+ipywidgets==8.0.7
+isoduration==20.11.0
+jedi==0.18.2
+Jinja2==3.1.2
+joblib==1.3.1
+jsonpointer==2.4
+jsonschema==4.18.0
+jsonschema-specifications==2023.6.1
+jupyter==1.0.0
+jupyter-console==6.6.3
+jupyter-events==0.6.3
+jupyter_client==8.3.0
+jupyter_core==5.3.1
+jupyter_server==2.7.0
+jupyter_server_terminals==0.4.4
+jupyterlab-pygments==0.2.2
+jupyterlab-widgets==3.0.8
+kiwisolver==1.4.4
+langcodes==3.3.0
+linkify-it-py==2.0.2
+markdown-it-py==2.2.0
+MarkupSafe==2.1.3
+matplotlib==3.7.2
+matplotlib-inline==0.1.6
+mdit-py-plugins==0.3.3
+mdurl==0.1.2
+mistune==3.0.1
+mpmath==1.3.0
+multidict==6.0.4
+murmurhash==1.0.9
+nbclassic==1.0.0
+nbclient==0.8.0
+nbconvert==7.6.0
+nbformat==5.9.1
+nest-asyncio==1.5.6
+networkx==3.1
+notebook==6.5.4
+notebook_shim==0.2.3
+numpy==1.25.1
+orjson==3.9.2
+overrides==7.3.1
+packaging==23.1
+pandas==2.0.3
+pandocfilters==1.5.0
+parso==0.8.3
+pathy==0.10.2
+pexpect==4.8.0
+pickleshare==0.7.5
+Pillow==10.0.0
+platformdirs==3.8.1
+preshed==3.0.8
+prometheus-client==0.17.1
+prompt-toolkit==3.0.39
+psutil==5.9.5
+ptyprocess==0.7.0
+pure-eval==0.2.2
+pycparser==2.21
+pydantic==1.10.11
+pydantic_core==2.1.2
+pydub==0.25.1
+Pygments==2.15.1
+pyparsing==3.0.9
+python-dateutil==2.8.2
+python-json-logger==2.0.7
+python-multipart==0.0.6
+pytz==2023.3
+PyYAML==6.0
+pyzmq==25.1.0
+qtconsole==5.4.3
+QtPy==2.3.1
+referencing==0.29.1
+requests==2.31.0
+rfc3339-validator==0.1.4
+rfc3986-validator==0.1.1
+rpds-py==0.8.10
+scikit-learn==1.3.0
+scipy==1.11.1
+semantic-version==2.10.0
+Send2Trash==1.8.2
+six==1.16.0
+smart-open==6.3.0
+sniffio==1.3.0
+soupsieve==2.4.1
+spacy==3.6.0
+spacy-legacy==3.0.12
+spacy-loggers==1.0.4
+srsly==2.4.6
+stack-data==0.6.2
+starlette==0.27.0
+sympy==1.12
+terminado==0.17.1
+thinc==8.1.10
+threadpoolctl==3.1.0
+tinycss2==1.2.1
+toolz==0.12.0
+torch==2.0.1
+torchvision==0.15.2
+tornado==6.3.2
+tqdm==4.65.0
+traitlets==5.9.0
+typer==0.9.0
+typing_extensions==4.7.1
+tzdata==2023.3
+uc-micro-py==1.0.2
+uri-template==1.3.0
+urllib3==2.0.3
+uvicorn==0.22.0
+wasabi==1.1.2
+wcwidth==0.2.6
+webcolors==1.13
+webencodings==0.5.1
+websocket-client==1.6.1
+websockets==11.0.3
+widgetsnbextension==4.0.8
+yarl==1.9.2