final commit

app.py

@@ -0,0 +1,40 @@
+'''PyTorch Food Classifier - FastAI 2022- Mostly Good For Pastries
+and trained on ResNet 34'''
+
+import streamlit as st
+import os
+from PIL import Image
+import time
+from fastai.vision.all import *
+from fastai.learner import load_learner
+
+def GetLabel(img):
+    return img.split('-')[0]
+    
+
+#Load the Learner (Exported from ipnyb file with learn.export() )
+learn = load_learner('export.pkl')
+
+
+#Classify image
+def classify_image(cl_img):
+    img = Image.open(cl_img)
+    st.image(img)
+    pred, _ , _ = learn.predict(img)
+    return pred
+
+
+    
+    
+st.set_page_config(page_title="PyTorch Food Classifier - FastAI 2022", page_icon=":robot:")
+st.header("PyTorch Food Classifier")
+
+file_up = st.file_uploader("Upload Your Food Image Below", type=["jpg","png"])
+
+if st.button('Run Model'):
+    st.write("Button Pressed")
+    cl_done = classify_image(file_up)
+    
+    st.write(f"Your food is:  {cl_done}")
+
+st.write('This classifier is trained on Resnet-34 and works primarily for three classes. Donuts, CheeseCake and Panna Cotta (HOTDOGNOTHOTDOG).\n\n Thankyou to FastAI for the exercise.')

export.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:696cf7b0a2c49e3795efc915c0744058120083e58eba2dba0cb57a2ddc6d87eb
+size 87520254

requirements.txt

@@ -0,0 +1,82 @@
+altair==4.2.2
+attrs==22.2.0
+blinker==1.5
+blis==0.7.9
+cachetools==5.3.0
+catalogue==2.0.8
+certifi==2022.12.7
+charset-normalizer==3.1.0
+click==8.1.3
+confection==0.0.4
+contourpy==1.0.7
+cycler==0.11.0
+cymem==2.0.7
+decorator==5.1.1
+entrypoints==0.4
+fastai==2.7.11
+fastcore==1.5.28
+fastdownload==0.0.7
+fastprogress==1.0.3
+fonttools==4.39.2
+gitdb==4.0.10
+GitPython==3.1.31
+idna==3.4
+importlib-metadata==6.1.0
+Jinja2==3.1.2
+joblib==1.2.0
+jsonschema==4.17.3
+kiwisolver==1.4.4
+langcodes==3.3.0
+markdown-it-py==2.2.0
+MarkupSafe==2.1.2
+matplotlib==3.7.1
+mdurl==0.1.2
+murmurhash==1.0.9
+numpy==1.24.2
+olefile==0.46
+packaging==23.0
+pandas==1.5.3
+pathy==0.10.1
+Pillow==9.4.0
+preshed==3.0.8
+protobuf==3.20.3
+pyarrow==11.0.0
+pydantic==1.10.7
+pydeck==0.8.0
+Pygments==2.14.0
+Pympler==1.0.1
+pyparsing==3.0.9
+pyrsistent==0.19.3
+python-dateutil==2.8.2
+pytz==2022.7.1
+pytz-deprecation-shim==0.1.0.post0
+PyYAML==6.0
+requests==2.28.2
+rich==13.3.2
+scikit-learn==1.2.2
+scipy==1.10.1
+semver==2.13.0
+six==1.16.0
+smart-open==6.3.0
+smmap==5.0.0
+spacy==3.5.1
+spacy-legacy==3.0.12
+spacy-loggers==1.0.4
+srsly==2.4.6
+streamlit==1.20.0
+thinc==8.1.9
+threadpoolctl==3.1.0
+toml==0.10.2
+toolz==0.12.0
+torch==1.13.1
+torchvision==0.14.1
+tornado==6.2
+tqdm==4.65.0
+typer==0.7.0
+typing_extensions==4.5.0
+tzdata==2022.7
+tzlocal==4.3
+urllib3==1.26.15
+validators==0.20.0
+wasabi==1.1.1
+zipp==3.15.0