chore: polish for ms oss

.github/pull_request_template.md

@@ -0,0 +1,33 @@
+> [!NOTE]
+> Thank you for making change! Please consider filling this template for your pull request to improve quality of checkin message.
+
+> [!TIP]
+> This repo uses [Conventional Commit conventions](https://www.conventionalcommits.org/en/v1.0.0/) - please try to rename your PR headline to match it.
+
+# Why this change is needed
+
+Describe what issue this change is trying to address.
+
+If this is a bug fix, please describe
+
+- How the bug was discovered.
+- Is there a repro for the bug.
+
+# How
+
+Describe how the change works.
+
+- What are some considerations that the reviewer should be aware of.
+- Are there other known solutions and why this one is picked of them all?
+
+# Test
+
+- What tests have been run? Please describe any verification steps you used.
+
+# Closes issue
+
+Please link the issue as follows:
+
+```text
+"Fixes #520 - Add Python version requirements to documentation"
+```

LICENSE

@@ -1,21 +1,21 @@
-MIT License
+    MIT License
 
-Copyright (c) 2025 Miles Cole
+    Copyright (c) Microsoft Corporation.
 
-Permission is hereby granted, free of charge, to any person obtaining a copy
-of this software and associated documentation files (the "Software"), to deal
-in the Software without restriction, including without limitation the rights
-to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
-copies of the Software, and to permit persons to whom the Software is
-furnished to do so, subject to the following conditions:
+    Permission is hereby granted, free of charge, to any person obtaining a copy
+    of this software and associated documentation files (the "Software"), to deal
+    in the Software without restriction, including without limitation the rights
+    to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+    copies of the Software, and to permit persons to whom the Software is
+    furnished to do so, subject to the following conditions:
 
-The above copyright notice and this permission notice shall be included in all
-copies or substantial portions of the Software.
+    The above copyright notice and this permission notice shall be included in all
+    copies or substantial portions of the Software.
 
-THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
-IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
-FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
-AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
-LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
-OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
-SOFTWARE.
+    THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+    IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+    FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+    AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+    LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+    OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+    SOFTWARE

README.md

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-# LakeBench
+# 🌊 LakeBench
 [![PyPI Release](https://img.shields.io/pypi/v/lakebench)](https://pypi.org/project/lakebench/)
 [![PyPI Downloads](https://img.shields.io/pepy/dt/lakebench.svg?label=PyPI%20Downloads)](https://pypi.org/project/lakebench/)
+[![Python version](https://img.shields.io/pypi/pyversions/LakeBench)](https://pypi.org/project/LakeBench)
+[![Tests](https://img.shields.io/github/actions/workflow/status/microsoft/LakeBench/tests.yml?logo=github&label=tests&branch=main)](https://github.com/microsoft/LakeBench/actions/workflows/tests.yml)
 
-🌊 LakeBench is the first Python-based, multi-modal benchmarking framework designed to evaluate performance across multiple lakehouse compute engines and ELT scenarios. Supporting a variety of engines and both industry-standard and novel benchmarks, LakeBench enables comprehensive, apples-to-apples comparisons in a single, extensible Python library.
+
+LakeBench is the first Python-based, multi-modal benchmarking framework designed to evaluate performance across multiple lakehouse compute engines and ELT scenarios. Supporting a variety of engines and both industry-standard and novel benchmarks, LakeBench enables comprehensive, apples-to-apples comparisons in a single, extensible Python library.
 
 ## 🚀 The Mission of LakeBench
 LakeBench exists to bring clarity, trust, accessibility, and relevance to engine benchmarking by focusing on four core pillars:

SECURITY.md

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+<!-- BEGIN MICROSOFT SECURITY.MD V1.0.0 BLOCK -->
+
+## Security
+
+Microsoft takes the security of our software products and services seriously, which
+includes all source code repositories in our GitHub organizations.
+
+**Please do not report security vulnerabilities through public GitHub issues.**
+
+For security reporting information, locations, contact information, and policies,
+please review the latest guidance for Microsoft repositories at
+[https://aka.ms/SECURITY.md](https://aka.ms/SECURITY.md).
+
+<!-- END MICROSOFT SECURITY.MD BLOCK -->