From 6ef47ff7f3808dc334206a922b57e1e2e7432bbb Mon Sep 17 00:00:00 2001 From: Dominik Strzako Date: Sun, 23 May 2021 19:14:06 +0200 Subject: [PATCH] Saving signatura and input_example --- Zadanie_08_and_09_MLflow.py | 7 +++++-- .../0/18e5374ff3954db6ae6413252f5ba8a0/meta.yaml | 15 +++++++++++++++ .../metrics/Accuracy | 1 + .../params/batch_size | 1 + .../params/epochs | 1 + .../tags/mlflow.source.git.commit | 1 + .../tags/mlflow.source.name | 1 + .../tags/mlflow.source.type | 1 + .../tags/mlflow.user | 1 + .../0/4dc615b2566045e1a38d3e9a2c98fa38/meta.yaml | 15 +++++++++++++++ .../params/batch_size | 1 + .../params/epochs | 1 + .../tags/mlflow.source.git.commit | 1 + .../tags/mlflow.source.name | 1 + .../tags/mlflow.source.type | 1 + .../tags/mlflow.user | 1 + .../0/616b853a2472488487254d8ab2353fae/meta.yaml | 15 +++++++++++++++ .../metrics/Accuracy | 1 + .../params/batch_size | 1 + .../params/epochs | 1 + .../tags/mlflow.source.git.commit | 1 + .../tags/mlflow.source.name | 1 + .../tags/mlflow.source.type | 1 + .../tags/mlflow.user | 1 + .../0/97483f813bf7416788e111b2385d4e83/meta.yaml | 15 +++++++++++++++ .../metrics/Accuracy | 1 + .../params/batch_size | 1 + .../params/epochs | 1 + .../tags/mlflow.source.git.commit | 1 + .../tags/mlflow.source.name | 1 + .../tags/mlflow.source.type | 1 + .../tags/mlflow.user | 1 + .../0/b91407251cd145418f461ff22dbccc2a/meta.yaml | 15 +++++++++++++++ .../metrics/Accuracy | 1 + .../params/batch_size | 1 + .../params/epochs | 1 + .../tags/mlflow.source.git.commit | 1 + .../tags/mlflow.source.name | 1 + .../tags/mlflow.source.type | 1 + .../tags/mlflow.user | 1 + .../0/bca432e5a2c0447ca46fb67d04fc4bfb/meta.yaml | 15 +++++++++++++++ .../metrics/Accuracy | 1 + .../params/batch_size | 1 + .../params/epochs | 1 + .../tags/mlflow.source.git.commit | 1 + .../tags/mlflow.source.name | 1 + .../tags/mlflow.source.type | 1 + .../tags/mlflow.user | 1 + mlruns/1/meta.yaml | 4 ++++ 49 files changed, 140 insertions(+), 2 deletions(-) create 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5128c4a..d57db95 100644 --- a/Zadanie_08_and_09_MLflow.py +++ b/Zadanie_08_and_09_MLflow.py @@ -44,7 +44,7 @@ with mlflow.start_run(): scale = StandardScaler() scaled_x = scale.fit_transform(x) - + x_train, x_test, y_train, y_test = train_test_split(scaled_x,yenc , test_size=0.2,train_size=0.8, random_state=21) NeuralModel = Sequential([ @@ -62,6 +62,9 @@ with mlflow.start_run(): NeuralModel.fit(x_train, y_train, batch_size= batch_param, epochs = epoch_param) #verbose = 1 + #signature = mlflow.models.signature.infer_signature(x_train.values, NeuralModel.predict(x_train.values)) + #input_example = x_test.values[10] + y_pred = NeuralModel.predict(x_test) y_pred = np.around(y_pred, decimals=0) @@ -72,4 +75,4 @@ with mlflow.start_run(): mlflow.log_metric("Accuracy", results) - mlflow.keras.save_model(NeuralModel, "my_model") \ No newline at end of file + mlflow.keras.save_model(NeuralModel, "my_model", signature= mlflow.models.signature.infer_signature(x_train, y_train), input_example= 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