Scripts¶

Standalone Processing Examples¶

Using Scaler Train and Test Helper¶

Train a DNN using the Scaler-Normalized AntiNex Django Dataset. This builds the train and test datasets using the antinex_utils.build_scaler_train_and_test_datasets.py method from the internal modules.

Using Manual Scaler Objects¶

Train a DNN using the Scaler-Normalized AntiNex Django Dataset. This builds the train and test datasets manually to verify the process before editing the antinex_utils.build_scaler_dataset_from_records.py method.

antinex_core.scripts.standalone_scaler_django.build_model(num_features, loss, optimizer, metrics)[source]¶

Build the Keras Deep Neural Network Model

Parameters:	num_features – number of features loss – loss function to apply optimizer – optimizer to use metrics – list of metrics

antinex_core.scripts.standalone_scaler_django.build_a_scaler_dataset_and_train_a_dnn(name='not-set')[source]¶

Build a scaler-normalized dataset and then build a deep neural network for training and predictions

Parameters:	name – name for the dnn

Convert Bottom Rows from a CSV File into JSON¶

When testing live DNN predictions you can use this utility script to print a few JSON-ready dictionaries out to stdout.

Usage:

convert_bottom_rows_to_json.py -f <CSV File> -b <Optional - number of rows from the bottom>

S3 Testing¶

Run this script to verify S3 is working.

Set Environment Variables¶

Set these as needed for your S3 deployment

export S3_ACCESS_KEY=<access key>
export S3_SECRET_KEY=<secret key>
export S3_REGION_NAME=<region name: us-east-1>
export S3_ADDRESS=<S3 endpoint address host:port like: minio-service:9000>
export S3_UPLOAD_FILE=<path to file to upload>
export S3_BUCKET=<bucket name - s3-verification-tests default>
export S3_BUCKET_KEY=<bucket key name - s3-worked-on-%Y-%m-%d-%H-%M-%S default>
export S3_SECURE=<use ssl '1', disable with '0' which is the default>

Run S3 Verification Test¶

Run the included S3 verification script:

run-s3-test.py

S3 verification tool

antinex_core.scripts.run_s3_test.run_s3_test()[source]¶: Run the S3 verification test