diff --git a/mlflow/ml-package-versions.yml b/mlflow/ml-package-versions.yml
index 39dd95b22e962..1b709478da506 100644
--- a/mlflow/ml-package-versions.yml
+++ b/mlflow/ml-package-versions.yml
@@ -26,7 +26,7 @@ pytorch:
 
   models:
     minimum: "1.4.0"
-    maximum: "1.8.0"
+    maximum: "1.8.1"
     requirements: ["torchvision", "scikit-learn"]
     run: |
       pytest tests/pytorch/test_pytorch_model_export.py --large
@@ -40,7 +40,7 @@ pytorch-lightning:
 
   autologging:
     minimum: "1.0.5"
-    maximum: "1.2.4"
+    maximum: "1.2.8"
     requirements: ["torchvision", "scikit-learn"]
     run: |
       pytest tests/pytorch/test_pytorch_autolog.py --large
@@ -137,14 +137,14 @@ xgboost:
 
   models:
     minimum: "0.90"
-    maximum: "1.3.3"
+    maximum: "1.4.1"
     requirements: ["scikit-learn"]
     run: |
       pytest tests/xgboost/test_xgboost_model_export.py --large
 
   autologging:
     minimum: "0.90"
-    maximum: "1.3.3"
+    maximum: "1.4.1"
     requirements: ["scikit-learn", "matplotlib"]
     run: |
       pytest tests/xgboost/test_xgboost_autolog.py --large
@@ -160,14 +160,14 @@ lightgbm:
 
   models:
     minimum: "2.3.1"
-    maximum: "3.2.0"
+    maximum: "3.2.1"
     requirements: ["scikit-learn"]
     run: |
       pytest tests/lightgbm/test_lightgbm_model_export.py --large
 
   autologging:
     minimum: "2.3.1"
-    maximum: "3.2.0"
+    maximum: "3.2.1"
     requirements: ["scikit-learn", "matplotlib"]
     run: |
       pytest tests/lightgbm/test_lightgbm_autolog.py --large
@@ -193,14 +193,14 @@ gluon:
 
   models:
     minimum: "1.5.1"
-    maximum: "1.7.0.post2"
+    maximum: "1.8.0.post0"
     unsupported: ["1.8.0"] # MXNet 1.8.0 is a flawed release that we don't expect to work with
     run: |
       pytest tests/gluon/test_gluon_model_export.py --large
 
   autologging:
     minimum: "1.5.1"
-    maximum: "1.7.0.post2"
+    maximum: "1.8.0.post0"
     unsupported: ["1.8.0"] # MXNet 1.8.0 is a flawed release that we don't expect to work with
     run: |
       pytest tests/gluon_autolog/test_gluon_autolog.py --large
@@ -236,7 +236,7 @@ onnx:
 
   models:
     minimum: "1.5.0"
-    maximum: "1.8.1"
+    maximum: "1.9.0"
     requirements: ["onnxruntime", "torch", "scikit-learn"]
     run: |
       pytest tests/onnx/test_onnx_model_export.py --large