training multibranch pipeline
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patrycjalazna 2021-05-07 16:47:38 +02:00
parent 0bd13e42c6
commit 2d49376c32
8 changed files with 24519 additions and 1 deletions

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pipeline {
agent {
docker {
image 'patlaz/ium:1.0'
}
}
parameters {
buildSelector(
defaultSelector: lastSuccessful(),
description: 'Which build to use for copying artifacts',
name: 'BUILD_SELECTOR'
)
string(
defaultValue: '16',
description: 'batch size',
name: 'BATCH_SIZE'
)
string(
defaultValue: '15',
description: 'epochs',
name: 'EPOCHS'
)
}
stages {
stage('copyArtifacts') {
steps {
copyArtifacts fingerprintArtifacts: true, projectName: 's434742-create-dataset', selector: buildParameter('BUILD_SELECTOR')
}
}
stage('Sh script') {
steps {
sh 'chmod +x run_training-script.sh'
sh './run_training-script.sh ${EPOCHS} ${BATCH_SIZE}'
}
}
stage('Archive artifacts') {
steps{
archiveArtifacts artifacts: 'model_movies'
}
}
}
}

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import sys
import kaggle
import pandas as pd
import numpy as np
@ -94,7 +95,10 @@ early_stop = EarlyStopping(monitor="val_loss", mode="min", verbose=1, patience=1
model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])
# model fit
model.fit(X_train, y_train, epochs=30, batch_size=10, validation_data=(X_test, y_test))
epochs = int(sys.argv[1])
batch_size = int(sys.argv[2])
model.fit(X_train, y_train, epochs=epochs, batch_size=batch_size, validation_data=(X_test, y_test))
# predict
predictions = model.predict(X_test)

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run-training-script.sh Normal file
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#!/bin/bash
python3 avocado-preprocessing.py