Release snowflake-ml-python 1.9.2

.flake8

@@ -25,6 +25,6 @@ max_line_length=120
 ; T2xx: Use print https://github.com/jbkahn/flake8-print
 
 extend-ignore=E203
-exclude=build,setup,tool,.tox,connector_python3,parameters.py
+exclude=build,setup,tool,.tox,connector_python3,parameters.py,check_feature_tags.py
 per-file-ignores =
     tests/*: T2

.pre-commit-config.yaml

@@ -1,6 +1,16 @@
 ---
 exclude: ^(.*egg.info.*|.*/parameters.py$|.*\.py_template|.*/experimental/.*|.*/fixtures/.*|docs/source/_themes/.*|.*\.patch)
 repos:
+  - repo: local
+    hooks:
+      - id: check-py-test-feature-tags
+        name: Check py_test feature area tags
+        description: Ensure all py_test targets have feature area tags
+        entry: python bazel/check_feature_tags.py --precommit
+        language: system
+        files: BUILD\.bazel$
+        stages:
+          - pre-commit
   - repo: https://github.com/asottile/pyupgrade
     rev: v2.31.1
     hooks:

.pre-commit-hooks.yaml

@@ -0,0 +1,9 @@
+---
+- id: check-py-test-feature-tags
+  name: Check py_test feature area tags
+  description: Ensure all py_test targets have feature area tags
+  entry: python bazel/check_feature_tags.py --precommit
+  language: system
+  files: BUILD\.bazel$
+  stages:
+    - commit

CHANGELOG.md

@@ -1,6 +1,43 @@
 # Release History
 
-## 1.9.1
+## 1.9.2
+
+### Bug Fixes
+
+- DataConnector: Fix `self._session` related errors inside Container Runtime.
+- Registry: Fix a bug when trying to pass `None` to array (`pd.dtype('O')`) in signature and pandas data handler.
+
+### New Features
+
+- Experiment Tracking (PrPr): Automatically log the model, metrics, and parameters while training
+  XGBoost and LightGBM models.
+
+```python
+from snowflake.ml.experiment import ExperimentTracking
+from snowflake.ml.experiment.callback import SnowflakeXgboostCallback, SnowflakeLightgbmCallback
+
+exp = ExperimentTracking(session=sp_session, database_name="ML", schema_name="PUBLIC")
+
+exp.set_experiment("MY_EXPERIMENT")
+
+# XGBoost
+callback = SnowflakeXgboostCallback(
+  exp, log_model=True, log_metrics=True, log_params=True, model_name="model_name", model_signature=sig
+)
+model = XGBClassifier(callbacks=[callback])
+with exp.start_run():
+  model.fit(X, y, eval_set=[(X_test, y_test)])
+
+# LightGBM
+callback = SnowflakeLightgbmCallback(
+  exp, log_model=True, log_metrics=True, log_params=True, model_name="model_name", model_signature=sig
+)
+model = LGBMClassifier()
+with exp.start_run():
+  model.fit(X, y, eval_set=[(X_test, y_test)], callbacks=[callback])
+```
+
+## 1.9.1 (07-18-2025)
 
 ### Bug Fixes
 

CONTRIBUTING.md

@@ -156,6 +156,8 @@ TIP: If a test fails, there will be a log file, which is executable. You do not
 Integration tests are configured to run against an existing Snowflake account. To run tests locally, make sure that you
 have configured a SnowSQL `config` file in `<HOME_DIR>/.snowsql/config` (see Snowflake
 [documentation](https://docs.snowflake.com/en/user-guide/snowsql-config) for configuration options).
+Since MFA is enabled, please use a PAT as the password in `config`. You can generate a PAT in Snowsight
+under Settings -> Authentication -> Programmatic access tokens
 
 For example, to run all autogenerated tests locally:
 

bazel/BUILD.bazel

@@ -1,4 +1,4 @@
-load("@rules_python//python:defs.bzl", native_py_test = "py_test")
+load("@rules_python//python:defs.bzl", "py_binary", native_py_test = "py_test")
 
 package(default_visibility = ["//visibility:public"])
 
@@ -12,13 +12,22 @@ native_py_test(
     data = ["repo_paths.bzl"],
     python_version = "PY3",
     srcs_version = "PY3",
+    tags = ["feature:model_registry"],
 )
 
 sh_binary(
     name = "test_wrapper",
     srcs = ["test_wrapper.sh"],
 )
 
+py_binary(
+    name = "check_feature_tags",
+    srcs = ["check_feature_tags.py"],
+    main = "check_feature_tags.py",
+    python_version = "PY3",
+    srcs_version = "PY3",
+)
+
 # Package group for common targets in the repo.
 package_group(
     name = "snowml_public_common",