how to setup : install conda conda create -n digits python=3.9 conda activate digits pip install -r requirements.txt dummy commit how to run

python exp.py

feature - vary model hyper parameters

Meaning of failure : - poor model metrics - coding runtime/compile error

- test model gave bad predictions on test samples during the demo

Places of randomness : - creating the split train test so for reproducibility freezing the data is important shuffle = False - weight initialisation of model

pytest cache directory

This directory contains data from the pytest's cache plugin, which provides the --lf and --ff options, as well as the cache fixture.

Do not commit this to version control.

See the docs for more information.

virtual env

virtualenv -p /usr/bin/python3 digits source digits/bin/activate

docker exec -it containerid bash

Build Image :

docker build -t digits:v1 -f docker/Dockerfile .

docker run -it digits:v1

curl 127.0.0.1:5000

export FLASK_APP=api/app

flask run

docker run -it -p 5000:5000 digits:v1 bash

docker run -it -p 5000:5000 digits:v1 docker system prune

Mounting Volume

docker run -it -v /mnt/c/Users/HP/Desktop/project/di gits-classification/models:/digits/test digits:v1 bash

Azure Commands

installl azure cli curl -sL https://aka.ms/InstallAzureCLIDeb | sudo bash

Login

az login --use-device

deploy to azure

az acr build --file docker/Dockerfile --registry sagarmlops23 --image digits .

Handy Curl Commands

curl http://127.0.0.1:5000/predict -X POST -H 'Content-Type: application/json' -d '{"image1": ["0.0","0.0","0.0","11.999999999999982","13.000000000000004","5.000000000000021","8.881784197001265e-15","0.0","0.0","0.0","0.0","10.999999999999986","15.999999999999988","9.000000000000005","1.598721155460224e-14","0.0","0.0","0.0","2.9999999999999925","14.999999999999979","15.999999999999998","6.000000000000022","1.0658141036401509e-14","0.0","6.217248937900871e-15","6.999999999999987","14.99999999999998","15.999999999999996","16.0","2.0000000000000284","3.552713678800507e-15","0.0","5.5220263365470826e-30","6.21724893790087e-15","1.0000000000000113","15.99999999999998","16.0","3.000000000000022","5.32907051820075e-15","0.0","0.0","0.0","0.9999999999999989","15.99999999999998","16.0","6.000000000000015","1.0658141036401498e-14","0.0","0.0","0.0","0.9999999999999989","15.99999999999998","16.0","6.000000000000018","1.0658141036401503e-14","0.0","0.0","0.0","0.0","10.999999999999986","15.999999999999993","10.00000000000001","1.7763568394002505e-14","0.0"],"image2": ["0.0","0.0","0.0","11.999999999999982","13.000000000000004","5.000000000000021","8.881784197001265e-15","0.0","0.0","0.0","0.0","10.999999999999986","15.999999999999988","9.000000000000005","1.598721155460224e-14","0.0","0.0","0.0","2.9999999999999925","14.999999999999979","15.999999999999998","6.000000000000022","1.0658141036401509e-14","0.0","6.217248937900871e-15","6.999999999999987","14.99999999999998","15.999999999999996","16.0","2.0000000000000284","3.552713678800507e-15","0.0","5.5220263365470826e-30","6.21724893790087e-15","1.0000000000000113","15.99999999999998","16.0","3.000000000000022","5.32907051820075e-15","0.0","0.0","0.0","0.9999999999999989","15.99999999999998","16.0","6.000000000000015","1.0658141036401498e-14","0.0","0.0","0.0","0.9999999999999989","15.99999999999998","16.0","6.000000000000018","1.0658141036401503e-14","0.0","0.0","0.0","0.0","10.999999999999986","15.999999999999993","10.00000000000001","1.7763568394002505e-14","0.0"]}'

curl https://digitsmodelv5.azurewebsites.net/predict -X POST -H 'Content-Type: application/json' -d '{"image": ["0.0","0.0","0.0","11.999999999999982","13.000000000000004","5.000000000000021","8.881784197001265e-15","0.0","0.0","0.0","0.0","10.999999999999986","15.999999999999988","9.000000000000005","1.598721155460224e-14","0.0","0.0","0.0","2.9999999999999925","14.999999999999979","15.999999999999998","6.000000000000022","1.0658141036401509e-14","0.0","6.217248937900871e-15","6.999999999999987","14.99999999999998","15.999999999999996","16.0","2.0000000000000284","3.552713678800507e-15","0.0","5.5220263365470826e-30","6.21724893790087e-15","1.0000000000000113","15.99999999999998","16.0","3.000000000000022","5.32907051820075e-15","0.0","0.0","0.0","0.9999999999999989","15.99999999999998","16.0","6.000000000000015","1.0658141036401498e-14","0.0","0.0","0.0","0.9999999999999989","15.99999999999998","16.0","6.000000000000018","1.0658141036401503e-14","0.0","0.0","0.0","0.0","10.999999999999986","15.999999999999993","10.00000000000001","1.7763568394002505e-14","0.0"]}'

curl http://127.0.0.1:5000/predict -X POST -H 'Content-Type: application/json' -d '{"image": ["0.0","0.0","0.0","11.999999999999982","13.000000000000004","5.000000000000021","8.881784197001265e-15","0.0","0.0","0.0","0.0","10.999999999999986","15.999999999999988","9.000000000000005","1.598721155460224e-14","0.0","0.0","0.0","2.9999999999999925","14.999999999999979","15.999999999999998","6.000000000000022","1.0658141036401509e-14","0.0","6.217248937900871e-15","6.999999999999987","14.99999999999998","15.999999999999996","16.0","2.0000000000000284","3.552713678800507e-15","0.0","5.5220263365470826e-30","6.21724893790087e-15","1.0000000000000113","15.99999999999998","16.0","3.000000000000022","5.32907051820075e-15","0.0","0.0","0.0","0.9999999999999989","15.99999999999998","16.0","6.000000000000015","1.0658141036401498e-14","0.0","0.0","0.0","0.9999999999999989","15.99999999999998","16.0","6.000000000000018","1.0658141036401503e-14","0.0","0.0","0.0","0.0","10.999999999999986","15.999999999999993","10.00000000000001","1.7763568394002505e-14","0.0"]}'

Configure a GitHub Action to create a container instance

https://learn.microsoft.com/en-us/azure/container-instances/container-instances-github-action?tabs=userlevel