vgg16 model run

confusion_matrix.txt

@@ -0,0 +1,4 @@
+142 0 3 3
+1 191 7 4
+1 0 54 0
+8 0 2 81

logs/running_logs.log

@@ -2145,3 +2145,47 @@ x==========x]
 [2026-05-26 19:41:26,198: INFO: main: >>>>> stage Evaluation Stage completed <<<<<
 
 x==========x]
+[2026-05-26 19:59:54,806: INFO: main: >>>>> stage Data Ingestion Stage started <<<<<]
+[2026-05-26 19:59:54,807: INFO: common: yaml file: config/config.yaml loaded successfully]
+[2026-05-26 19:59:54,808: INFO: common: yaml file: params.yaml loaded successfully]
+[2026-05-26 19:59:54,809: INFO: common: created directory at: artifacts]
+[2026-05-26 19:59:54,809: INFO: common: created directory at: artifacts/data_ingestion]
+[2026-05-26 19:59:54,809: INFO: data_ingestion: Downloading data from https://drive.google.com/file/d/1TuNYhoDmnEpdAIjRJelYoPs4lSYtnAsr/view?usp=sharing into file artifacts/data_ingestion/data.zip]
+[2026-05-26 20:01:00,390: INFO: data_ingestion: Download data from https://drive.google.com/file/d/1TuNYhoDmnEpdAIjRJelYoPs4lSYtnAsr/view?usp=sharing into file artifacts/data_ingestion/data.zip]
+[2026-05-26 20:01:12,257: INFO: main: >>>>> stage Data Ingestion Stage completed <<<<<
+
+x==========x]
+[2026-05-26 20:01:12,259: INFO: main: *******************]
+[2026-05-26 20:01:12,259: INFO: main: >>>>> stage Prepare Base Model started <<<<<]
+[2026-05-26 20:01:12,260: INFO: common: yaml file: config/config.yaml loaded successfully]
+[2026-05-26 20:01:12,261: INFO: common: yaml file: params.yaml loaded successfully]
+[2026-05-26 20:01:12,261: INFO: common: created directory at: artifacts]
+[2026-05-26 20:01:12,261: INFO: common: created directory at: artifacts/prepare_base_model]
+[2026-05-26 20:01:12,655: INFO: main: >>>>> stage Prepare Base Model completed <<<<<
+
+x==========x]
+[2026-05-26 20:01:12,655: INFO: main: ********************]
+[2026-05-26 20:01:12,655: INFO: main: >>>>> stage Training started <<<<<]
+[2026-05-26 20:01:12,656: INFO: common: yaml file: config/config.yaml loaded successfully]
+[2026-05-26 20:01:12,657: INFO: common: yaml file: params.yaml loaded successfully]
+[2026-05-26 20:01:12,657: INFO: common: created directory at: artifacts]
+[2026-05-26 20:01:12,657: INFO: common: created directory at: artifacts/training]
+[2026-05-28 07:31:55,031: INFO: main: >>>>> stage Training completed <<<<<
+
+x==========x]
+[2026-05-28 07:31:55,037: INFO: main: ********************]
+[2026-05-28 07:31:55,037: INFO: main: >>>>> stage Evaluation Stage started <<<<<]
+[2026-05-28 07:31:55,051: INFO: common: yaml file: config/config.yaml loaded successfully]
+[2026-05-28 07:31:55,054: INFO: common: yaml file: params.yaml loaded successfully]
+[2026-05-28 07:31:55,056: INFO: common: created directory at: artifacts]
+[2026-05-28 07:33:35,826: INFO: common: json file saved at: scores.json]
+[2026-05-28 07:33:35,827: INFO: common: json file saved at: scores.json]
+[2026-05-28 07:33:36,546: INFO: _client: HTTP Request: GET https://dagshub.com/api/v1/user "HTTP/1.1 200 OK"]
+[2026-05-28 07:33:36,561: INFO: helpers: Accessing as MicroPyscho]
+[2026-05-28 07:33:37,213: INFO: _client: HTTP Request: GET https://dagshub.com/api/v1/repos/MicroPyscho/renal_tumour_project "HTTP/1.1 200 OK"]
+[2026-05-28 07:33:37,751: INFO: _client: HTTP Request: GET https://dagshub.com/api/v1/user "HTTP/1.1 200 OK"]
+[2026-05-28 07:33:37,756: INFO: helpers: Initialized MLflow to track repo "MicroPyscho/renal_tumour_project"]
+[2026-05-28 07:33:37,757: INFO: helpers: Repository MicroPyscho/renal_tumour_project initialized!]
+[2026-05-28 07:34:43,093: INFO: main: >>>>> stage Evaluation Stage completed <<<<<
+
+x==========x]

params.yaml

@@ -1,9 +1,10 @@
 AUGMENTATION: True
-IMAGE_SIZE: [224, 224, 3] #as per ResNet50V2 model
+IMAGE_SIZE: [224, 224, 3] #as per VGG16 model
 BATCH_SIZE: 24
 INCLUDE_TOP: False
 EPOCHS: 100
 CLASSES: 4
 WEIGHTS: imagenet
 LEARNING_RATE: 0.0001
-MODEL_NAME: ResNet50V2
+MODEL_NAME: VGG16
+

scores.json

@@ -0,0 +1,18 @@
+{
+    "val_loss": 0.24025939404964447,
+    "val_accuracy": 0.9416499137878418,
+    "precision_cyst": 0.9342105263157895,
+    "recall_cyst": 0.9594594594594594,
+    "f1_cyst": 0.9466666666666667,
+    "precision_normal": 1.0,
+    "recall_normal": 0.9408866995073891,
+    "f1_normal": 0.9695431472081218,
+    "precision_stone": 0.8181818181818182,
+    "recall_stone": 0.9818181818181818,
+    "f1_stone": 0.8925619834710744,
+    "precision_tumor": 0.9204545454545454,
+    "recall_tumor": 0.8901098901098901,
+    "f1_tumor": 0.9050279329608939,
+    "macro_f1": 0.9284499325766892,
+    "weighted_f1": 0.9423991479683417
+}