From 3955e7ac20114b987b82b2a0e448eb0ed3fa01e0 Mon Sep 17 00:00:00 2001
From: Dominik Strzako <sylvaripl@gmail.com>
Date: Sun, 16 May 2021 15:19:28 +0200
Subject: [PATCH] even better version of 08

---
 Zadanie_08_MLflow.py                            | 17 ++++++++++-------
 .../28466abc585446d78254527964ff8aaa/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 +
 9 files changed, 32 insertions(+), 7 deletions(-)
 create mode 100644 mlruns/0/28466abc585446d78254527964ff8aaa/meta.yaml
 create mode 100644 mlruns/0/28466abc585446d78254527964ff8aaa/metrics/Accuracy
 create mode 100644 mlruns/0/28466abc585446d78254527964ff8aaa/params/batch_size
 create mode 100644 mlruns/0/28466abc585446d78254527964ff8aaa/params/epochs
 create mode 100644 mlruns/0/28466abc585446d78254527964ff8aaa/tags/mlflow.source.git.commit
 create mode 100644 mlruns/0/28466abc585446d78254527964ff8aaa/tags/mlflow.source.name
 create mode 100644 mlruns/0/28466abc585446d78254527964ff8aaa/tags/mlflow.source.type
 create mode 100644 mlruns/0/28466abc585446d78254527964ff8aaa/tags/mlflow.user

diff --git a/Zadanie_08_MLflow.py b/Zadanie_08_MLflow.py
index 0c81c3d..ce68cab 100644
--- a/Zadanie_08_MLflow.py
+++ b/Zadanie_08_MLflow.py
@@ -14,13 +14,13 @@ import mlflow
 
 with mlflow.start_run():
 
-    batch_param = 16 #int(sys.argv[1]) if len(sys.argv) > 1 else 16
-    epoch_param = 15 #int(sys.argv[2]) if len(sys.argv) > 2 else 15
+    batch_param = int(sys.argv[1]) if len(sys.argv) > 1 else 16
+    epoch_param = int(sys.argv[2]) if len(sys.argv) > 2 else 15
 
     mlflow.log_param("batch_size", batch_param)
     mlflow.log_param("epochs", epoch_param)
 
-    wine=pd.read_csv('train.csv')
+    wine=pd.read_csv('winequality-red.csv')
 
     y = wine['quality']
     x = wine.drop('quality', axis=1)
@@ -44,6 +44,8 @@ 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([
                             Dense(128, activation='relu', input_shape=(14,)),
                             Dense(32, activation='relu'),
@@ -57,13 +59,14 @@ with mlflow.start_run():
 
     NeuralModel.compile(optimizer=rms, loss='binary_crossentropy', metrics=['accuracy'])
 
-    NeuralModel.fit(scaled_x, yenc, batch_size= batch_param, epochs = epoch_param) #verbose = 1
+    NeuralModel.fit(x_train, y_train, batch_size= batch_param, epochs = epoch_param) #verbose = 1
 
-    #TO TYLKO NA POTRZEBY ZADANIA
-    y_pred = NeuralModel.predict(scaled_x)
+    y_pred = NeuralModel.predict(x_test)
 
     y_pred = np.around(y_pred, decimals=0)
 
-    results = accuracy_score(yenc,y_pred)
+    results = accuracy_score(y_test,y_pred)
+
+    print(f"accuracy: {results}")
 
     mlflow.log_metric("Accuracy", results)
\ No newline at end of file
diff --git a/mlruns/0/28466abc585446d78254527964ff8aaa/meta.yaml b/mlruns/0/28466abc585446d78254527964ff8aaa/meta.yaml
new file mode 100644
index 0000000..c70489c
--- /dev/null
+++ b/mlruns/0/28466abc585446d78254527964ff8aaa/meta.yaml
@@ -0,0 +1,15 @@
+artifact_uri: file:///C:/Users/domstr2/Desktop/Git%20Repositories/ium_434788/mlruns/0/28466abc585446d78254527964ff8aaa/artifacts
+end_time: 1621171137099
+entry_point_name: ''
+experiment_id: '0'
+lifecycle_stage: active
+name: ''
+run_id: 28466abc585446d78254527964ff8aaa
+run_uuid: 28466abc585446d78254527964ff8aaa
+source_name: ''
+source_type: 4
+source_version: ''
+start_time: 1621171134077
+status: 3
+tags: []
+user_id: domstr2
diff --git a/mlruns/0/28466abc585446d78254527964ff8aaa/metrics/Accuracy b/mlruns/0/28466abc585446d78254527964ff8aaa/metrics/Accuracy
new file mode 100644
index 0000000..25f6a3a
--- /dev/null
+++ b/mlruns/0/28466abc585446d78254527964ff8aaa/metrics/Accuracy
@@ -0,0 +1 @@
+1621171137096 1.0 0
diff --git a/mlruns/0/28466abc585446d78254527964ff8aaa/params/batch_size b/mlruns/0/28466abc585446d78254527964ff8aaa/params/batch_size
new file mode 100644
index 0000000..19c7bdb
--- /dev/null
+++ b/mlruns/0/28466abc585446d78254527964ff8aaa/params/batch_size
@@ -0,0 +1 @@
+16
\ No newline at end of file
diff --git a/mlruns/0/28466abc585446d78254527964ff8aaa/params/epochs b/mlruns/0/28466abc585446d78254527964ff8aaa/params/epochs
new file mode 100644
index 0000000..19c7bdb
--- /dev/null
+++ b/mlruns/0/28466abc585446d78254527964ff8aaa/params/epochs
@@ -0,0 +1 @@
+16
\ No newline at end of file
diff --git a/mlruns/0/28466abc585446d78254527964ff8aaa/tags/mlflow.source.git.commit b/mlruns/0/28466abc585446d78254527964ff8aaa/tags/mlflow.source.git.commit
new file mode 100644
index 0000000..16dd30d
--- /dev/null
+++ b/mlruns/0/28466abc585446d78254527964ff8aaa/tags/mlflow.source.git.commit
@@ -0,0 +1 @@
+b2447b18df29bc57f4a9ee2ac3f6d53a6f4f8ab8
\ No newline at end of file
diff --git a/mlruns/0/28466abc585446d78254527964ff8aaa/tags/mlflow.source.name b/mlruns/0/28466abc585446d78254527964ff8aaa/tags/mlflow.source.name
new file mode 100644
index 0000000..1cea3eb
--- /dev/null
+++ b/mlruns/0/28466abc585446d78254527964ff8aaa/tags/mlflow.source.name
@@ -0,0 +1 @@
+Zadanie_08_MLflow.py
\ No newline at end of file
diff --git a/mlruns/0/28466abc585446d78254527964ff8aaa/tags/mlflow.source.type b/mlruns/0/28466abc585446d78254527964ff8aaa/tags/mlflow.source.type
new file mode 100644
index 0000000..0c2c1fe
--- /dev/null
+++ b/mlruns/0/28466abc585446d78254527964ff8aaa/tags/mlflow.source.type
@@ -0,0 +1 @@
+LOCAL
\ No newline at end of file
diff --git a/mlruns/0/28466abc585446d78254527964ff8aaa/tags/mlflow.user b/mlruns/0/28466abc585446d78254527964ff8aaa/tags/mlflow.user
new file mode 100644
index 0000000..313bd69
--- /dev/null
+++ b/mlruns/0/28466abc585446d78254527964ff8aaa/tags/mlflow.user
@@ -0,0 +1 @@
+domstr2
\ No newline at end of file