From 37c6824f5f3f785b792cc5fe5d216df03081efde Mon Sep 17 00:00:00 2001
From: Michael Duong <michaelduong22@gmail.com>
Date: Wed, 5 Nov 2025 14:05:06 +0000
Subject: [PATCH] alternate build

---
 .../src/pipeline/configs/build_model.yaml     |  2 +-
 modules/ml-pipeline/src/pipeline/dvc.lock     | 51 ++++++++++---------
 2 files changed, 28 insertions(+), 25 deletions(-)

diff --git a/modules/ml-pipeline/src/pipeline/configs/build_model.yaml b/modules/ml-pipeline/src/pipeline/configs/build_model.yaml
index d0d3806..a4d4c31 100644
--- a/modules/ml-pipeline/src/pipeline/configs/build_model.yaml
+++ b/modules/ml-pipeline/src/pipeline/configs/build_model.yaml
@@ -28,7 +28,7 @@ default:
         'GBM': [{'extra_trees': True, 'ag_args': {'name_suffix': 'XT'}}, {}, {'learning_rate': 0.03, 'num_leaves': 128, 'feature_fraction': 0.9, 'min_data_in_leaf': 3, 'ag_args': {'name_suffix': 'Large', 'priority': 0,}}],
         # 'GBM': [{}],
         'CAT': [{}],
-        'XGB': [{}],
+        'XGB': [{}, {'max_depth': 10, 'ag_args': {'name_suffix': 'Deep'}}],
         'FASTAI': [{}],
         'RF': [{'criterion': 'gini', 'ag_args': {'name_suffix': 'Gini', 'problem_types': ['binary', 'multiclass']}}, {'criterion': 'entropy', 'ag_args': {'name_suffix': 'Entr', 'problem_types': ['binary', 'multiclass']}}, {'criterion': 'squared_error', 'ag_args': {'name_suffix': 'MSE', 'problem_types': ['regression', 'quantile']}}],
         'XT': [{'criterion': 'gini', 'ag_args': {'name_suffix': 'Gini', 'problem_types': ['binary', 'multiclass']}}, {'criterion': 'entropy', 'ag_args': {'name_suffix': 'Entr', 'problem_types': ['binary', 'multiclass']}}, {'criterion': 'squared_error', 'ag_args': {'name_suffix': 'MSE', 'problem_types': ['regression', 'quantile']}}],
diff --git a/modules/ml-pipeline/src/pipeline/dvc.lock b/modules/ml-pipeline/src/pipeline/dvc.lock
index e914805..4f24327 100644
--- a/modules/ml-pipeline/src/pipeline/dvc.lock
+++ b/modules/ml-pipeline/src/pipeline/dvc.lock
@@ -84,8 +84,8 @@ stages:
     outs:
     - path: data/prepared_data/
       hash: md5
-      md5: 93be1608a3ac26ad1cc61e03e9eda405.dir
-      size: 9623159
+      md5: d74d92498c1641cffe971f6b0634ccb0.dir
+      size: 9623332
       nfiles: 3
   build_model:
     cmd: python 2_build_model.py
@@ -96,8 +96,8 @@ stages:
       size: 4820
     - path: data/prepared_data
       hash: md5
-      md5: 93be1608a3ac26ad1cc61e03e9eda405.dir
-      size: 9623159
+      md5: d74d92498c1641cffe971f6b0634ccb0.dir
+      size: 9623332
       nfiles: 3
     params:
       configs/build_model.yaml:
@@ -148,6 +148,9 @@ stages:
                 - {}
                 XGB:
                 - {}
+                - max_depth: 10
+                  ag_args:
+                    name_suffix: Deep
                 FASTAI:
                 - {}
                 RF:
@@ -198,18 +201,18 @@ stages:
     outs:
     - path: data/fit_predictions/
       hash: md5
-      md5: 19815d7a7ce972b3fedd470f2166f748.dir
-      size: 1545546
+      md5: c9c8140e5a9fe111e5670810a36cd2ef.dir
+      size: 1545780
       nfiles: 1
     - path: data/model/
       hash: md5
-      md5: af81d84cb9ec873c8a613c74cbd43259.dir
-      size: 210837341
-      nfiles: 31
+      md5: d9f63a57f146409734cd8f84f707b3d9.dir
+      size: 233231379
+      nfiles: 34
     - path: metrics/fit_metrics.json
       hash: md5
-      md5: 4ab313ac1c4194dd411aae48a0133805
-      size: 211
+      md5: a3d0eefbd5bd873fa0cd42390ac9575a
+      size: 214
   generate_predictions:
     cmd: python 3_generate_predictions.py
     deps:
@@ -219,13 +222,13 @@ stages:
       size: 2464
     - path: data/model
       hash: md5
-      md5: af81d84cb9ec873c8a613c74cbd43259.dir
-      size: 210837341
-      nfiles: 31
+      md5: d9f63a57f146409734cd8f84f707b3d9.dir
+      size: 233231379
+      nfiles: 34
     - path: data/prepared_data
       hash: md5
-      md5: 93be1608a3ac26ad1cc61e03e9eda405.dir
-      size: 9623159
+      md5: d74d92498c1641cffe971f6b0634ccb0.dir
+      size: 9623332
       nfiles: 3
     params:
       configs/settings.yaml:
@@ -239,8 +242,8 @@ stages:
     outs:
     - path: data/predictions/
       hash: md5
-      md5: 216bd74b3a26af7201e7cb60822bec30.dir
-      size: 163454
+      md5: 95172b679bf045e30fde8b6326780e15.dir
+      size: 163474
       nfiles: 1
   generate_metrics:
     cmd: python 4_generate_metrics.py
@@ -251,13 +254,13 @@ stages:
       size: 3484
     - path: data/predictions
       hash: md5
-      md5: 216bd74b3a26af7201e7cb60822bec30.dir
-      size: 163454
+      md5: 95172b679bf045e30fde8b6326780e15.dir
+      size: 163474
       nfiles: 1
     - path: data/prepared_data
       hash: md5
-      md5: 93be1608a3ac26ad1cc61e03e9eda405.dir
-      size: 9623159
+      md5: d74d92498c1641cffe971f6b0634ccb0.dir
+      size: 9623332
       nfiles: 3
     params:
       configs/settings.yaml:
@@ -267,8 +270,8 @@ stages:
     outs:
     - path: metrics/metrics.json
       hash: md5
-      md5: f60c70d023919a9d1e5c0da1b0ec2af5
-      size: 209
+      md5: c079b41b1a0033b666f27f99be4e12ef
+      size: 212
   generate_scenerio_metrics:
     cmd: python 5_generate_scenarios.py
     deps: