cicd♾️

artifacts/reports/params.json

@@ -1,4 +1,20 @@
 {
-    "priors": "None",
-    "var_smoothing": "1e-09"
+    "bootstrap": "False",
+    "ccp_alpha": "0.0",
+    "class_weight": "None",
+    "criterion": "gini",
+    "max_depth": "None",
+    "max_features": "sqrt",
+    "max_leaf_nodes": "None",
+    "max_samples": "None",
+    "min_impurity_decrease": "0.0",
+    "min_samples_leaf": "1",
+    "min_samples_split": "2",
+    "min_weight_fraction_leaf": "0.0",
+    "n_estimators": "100",
+    "n_jobs": "-1",
+    "oob_score": "False",
+    "random_state": "1067",
+    "verbose": "0",
+    "warm_start": "False"
 }

artifacts/reports/scores.json

@@ -1,7 +1,7 @@
 {
-    "accuracy": 0.933,
-    "precision": 1.0,
-    "recall": 0.789,
-    "f1_score": 0.882,
-    "cost": 4000
+    "accuracy": 0.983,
+    "precision": 0.974,
+    "recall": 0.974,
+    "f1_score": 0.974,
+    "cost": 510
 }

dvc.lock

@@ -1,49 +1,5 @@
 schema: '2.0'
 stages:
-  downloadData:
-    cmd: python src/stage_01_download_data.py --config=configs/config.yaml
-    deps:
-    - path: configs/config.yaml
-      md5: 5e747373efdd8b4873b4e428f00c7445
-      size: 789
-    - path: src/stage_01_download_data.py
-      md5: 4f272aef11ae4832e698fdfbc1cb32e6
-      size: 1542
-    outs:
-    - path: data/raw/winequality.csv
-      md5: ccc8d3507eb151f53f760d36abdef888
-      size: 91998
-      cloud:
-        myremote:
-          etag: 08d8cbc7c5f0b9fd021001
-          version_id: '1677644436465112'
-  preprocessData:
-    cmd: python src/stage_02_preprocess_data.py  --config=configs/config.yaml --params=params.yaml
-    deps:
-    - path: data/raw/winequality.csv
-      md5: ccc8d3507eb151f53f760d36abdef888
-      size: 91998
-    - path: params.yaml
-      md5: 660ec3e6d0e12b9c5c15a6b9778b06be
-      size: 214
-    - path: src/stage_02_preprocess_data.py
-      md5: 2ce67bc637fade268554e6aa896d55cb
-      size: 2189
-    outs:
-    - path: data/preprocessed/test.csv
-      md5: 74503381ebcd00f6a3a54f06055d6fe2
-      size: 18873
-      cloud:
-        myremote:
-          etag: 08ead283ef85bafd021001
-          version_id: '1677650160576874'
-    - path: data/preprocessed/train.csv
-      md5: d2ebcfa62dff59b8db2f2796343e0163
-      size: 74871
-      cloud:
-        myremote:
-          etag: 0897c7acef85bafd021001
-          version_id: '1677650161247127'
   DownloadData:
     cmd: python src/stage_01_download_data.py --config=configs/config.yaml --params=params.yaml
     deps:
@@ -105,71 +61,23 @@ stages:
       md5: eeb336c060ddae954012b80b7ce7c2fb
       size: 6274
     - path: artifacts/reports/params.json
-      md5: 0bba83a916de039623598084dc0f81b4
-      size: 57
+      md5: d253e8b7c626f422fe1a8f15bb9a61da
+      size: 516
     - path: artifacts/reports/scores.json
-      md5: 4117b362984845568c98a322892cb77e
-      size: 115
+      md5: b6100784163a99d8576fb80dd05cbe24
+      size: 116
     - path: artifacts/trained_model/model.joblib
-      md5: 9186d38d3a5188ff2b66b6f2adacfdf8
-      size: 452326
-  ModelBlessing:
-    cmd: python src/stage_05_model_blessing.py  --config=configs/config.yaml --params=params.yaml
-    deps:
-    - path: artifacts/reports/preblessing_tests.xml
-      md5: 05e14be3b60f26da1ee46214e130b112
-      size: 338
-    - path: artifacts/trained_model/model.joblib
-      md5: 9186d38d3a5188ff2b66b6f2adacfdf8
-      size: 452326
-    - path: configs/config.yaml
-      md5: 588280486193fafc18407a15d6e6bc06
-      size: 2369
-    - path: data/preprocessed/test.csv
-      md5: 29e1f2a23ede0da3cdc7595dcb049859
-      size: 125248
-    - path: src/stage_05_model_blessing.py
-      md5: 4135ade22177d41b25a266bf3e060bca
-      size: 3184
-    outs:
-    - path: artifacts/blessed_model/model.joblib
-      md5: 9186d38d3a5188ff2b66b6f2adacfdf8
-      size: 452326
-  PreBlessingTests:
-    cmd: pytest tests/test_preblessing.py --junitxml=artifacts/reports/preblessing_tests.xml
-    deps:
-    - path: artifacts/prediction_schema/schema.json
-      md5: be925beebfa7baa29290461cf5fe4b51
-      size: 426
-    - path: artifacts/trained_model/model.joblib
-      md5: 47db0e0a3db459346855d009ba737bbb
-      size: 6743747
-    - path: configs/config.yaml
-      md5: 86ad41000b5eff0e035c21b27c93990b
-      size: 2352
-    - path: params.yaml
-      md5: 976343d035e0dba53d67875f227d5005
-      size: 372
-    - path: tests/test_preblessing.py
-      md5: 5a8b21e3a9c76cf48249ada189fe1c0c
-      size: 3838
-    outs:
-    - path: artifacts/reports/preblessing_tests.xml
-      md5: 89056b28429e75b32f13efa7c5883f54
-      size: 551
-      cloud:
-        myremote:
-          etag: 08eba8a89efdd6fd021001
-          version_id: '1678644276237419'
+      md5: fc51f377fbbeabf65ce492ee4c8907f1
+      size: 1192495
   PreProdSetup:
     cmd: "python src/stage_04_preprod_setup.py\npytest tests/test_preblessing.py --junitxml=artifacts/reports/preblessing_tests.xml\n"
     deps:
     - path: artifacts/prediction_schema/schema.json
       md5: eeb336c060ddae954012b80b7ce7c2fb
       size: 6274
     - path: artifacts/trained_model/model.joblib
-      md5: 9186d38d3a5188ff2b66b6f2adacfdf8
-      size: 452326
+      md5: fc51f377fbbeabf65ce492ee4c8907f1
+      size: 1192495
     - path: configs/config.yaml
       md5: 588280486193fafc18407a15d6e6bc06
       size: 2369
@@ -184,14 +92,36 @@ stages:
       size: 1864
     outs:
     - path: artifacts/reports/preblessing_tests.xml
-      md5: 05e14be3b60f26da1ee46214e130b112
+      md5: 47913c666674182c0ccfe168242be68b
+      size: 338
+  ModelBlessing:
+    cmd: python src/stage_05_model_blessing.py  --config=configs/config.yaml --params=params.yaml
+    deps:
+    - path: artifacts/reports/preblessing_tests.xml
+      md5: 47913c666674182c0ccfe168242be68b
       size: 338
+    - path: artifacts/trained_model/model.joblib
+      md5: fc51f377fbbeabf65ce492ee4c8907f1
+      size: 1192495
+    - path: configs/config.yaml
+      md5: 588280486193fafc18407a15d6e6bc06
+      size: 2369
+    - path: data/preprocessed/test.csv
+      md5: 29e1f2a23ede0da3cdc7595dcb049859
+      size: 125248
+    - path: src/stage_05_model_blessing.py
+      md5: 4135ade22177d41b25a266bf3e060bca
+      size: 3184
+    outs:
+    - path: artifacts/blessed_model/model.joblib
+      md5: fc51f377fbbeabf65ce492ee4c8907f1
+      size: 1192495
   Production:
     cmd: python src/stage_06_production_service.py  --config=configs/config.yaml
     deps:
     - path: artifacts/blessed_model/model.joblib
-      md5: 9186d38d3a5188ff2b66b6f2adacfdf8
-      size: 452326
+      md5: fc51f377fbbeabf65ce492ee4c8907f1
+      size: 1192495
     - path: configs/config.yaml
       md5: 588280486193fafc18407a15d6e6bc06
       size: 2369
@@ -203,8 +133,8 @@ stages:
       size: 2433
     outs:
     - path: model_serving/data/predictions.csv
-      md5: 5438d7fc9c1c65b9e34623711ee14ca4
+      md5: fd786d03779f1cbf27a56c3162c06dad
       size: 313938
     - path: model_serving/production_model/model.joblib
-      md5: 9186d38d3a5188ff2b66b6f2adacfdf8
-      size: 452326
+      md5: fc51f377fbbeabf65ce492ee4c8907f1
+      size: 1192495

setup.py

@@ -6,12 +6,12 @@
 
 # Declaring variables for setup functions
 PROJECT_NAME = "src"
-VERSION = "0.0.1"
-AUTHOR = "Hasnain"
+VERSION = "0.0.2"
+AUTHOR = "Hasanain"
 USER_NAME = "hassi34"
 AUTHOR_EMAIL = "hasanain@aicaliber.com"
-REPO_NAME = "wine-quality-dvc"
-DESRCIPTION = "End to End MLOps with Wine Quality Dataset"
+REPO_NAME = "aps-fault-detection"
+DESRCIPTION = "This project contains the production ready Machine Learning solution to make the prediction on the batch of data coming from Air Pressure system (APS) sensors"
 REQUIREMENT_FILE_NAME = "requirements.txt"
 LICENSE = "MIT"
 PYTHON_REQUIRES = ">=3.7"