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s434695 2021-05-23 19:31:11 +02:00
parent db58b28106
commit c01ba17840
97 changed files with 288 additions and 4 deletions
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@ -32,6 +32,8 @@ pipeline {
steps steps
{ {
sh 'python3 train.py ${BATCH_SIZE} ${EPOCHS}' sh 'python3 train.py ${BATCH_SIZE} ${EPOCHS}'
sh 'rm -r my_model'
sh 'python3 vgsales-mlflow.py ${BATCH_SIZE} ${EPOCHS}'
} }
} }
@ -40,6 +42,7 @@ pipeline {
steps{ steps{
archiveArtifacts 'vgsales_model.h5' archiveArtifacts 'vgsales_model.h5'
archiveArtifacts 'my_runs/**' archiveArtifacts 'my_runs/**'
archiveArtifacts 'my_model/**'
} }
} }

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/home/tomasz/IUM/ium_434695/vgsales-mlflow.py

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artifact_uri: file:///home/tomasz/IUM/ium_434695/mlruns/0/fc71b79472444c8eb0ff1854dd477712/artifacts
end_time: 1621790569106
entry_point_name: ''
experiment_id: '0'
lifecycle_stage: active
name: ''
run_id: fc71b79472444c8eb0ff1854dd477712
run_uuid: fc71b79472444c8eb0ff1854dd477712
source_name: ''
source_type: 4
source_version: ''
start_time: 1621790533743
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tags: []
user_id: tomasz

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1621790569099 0.032763813909841656 0

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@ -49,7 +49,7 @@ def my_main(epochs, batch_size):
model.save('vgsales_model.h5') model.save('vgsales_model.h5')
return rmse, model return rmse, model, X_train, y_train
@ -59,10 +59,11 @@ batch_size = int(sys.argv[2]) if len(sys.argv) > 2 else 16
with mlflow.start_run(): with mlflow.start_run():
rmse, model = my_main(epochs, batch_size) rmse, model, x_train, y_train = my_main(epochs, batch_size)
mlflow.log_param("epochs", epochs) mlflow.log_param("epochs", epochs)
mlflow.log_param("batch_size", batch_size) mlflow.log_param("batch_size", batch_size)
mlflow.log_metric("rmse", rmse) mlflow.log_metric("rmse", rmse)
mlflow.keras.log_model(model, 'vgsales_model.h5') #mlflow.keras.log_model(model, 'vgsales_model.h5')
mlflow.keras.save_model(model, "my_model") mlflow.keras.save_model(model, "my_model", signature=mlflow.models.signature.infer_signature(x_train, y_train), input_example=x_train)

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