-
Notifications
You must be signed in to change notification settings - Fork 126
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
Integrate KNNVectorValues with vector ANN Search flow #1952
Conversation
12917ba
to
4804c0c
Compare
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
LGTM
6fb3285
to
347d38d
Compare
Signed-off-by: Navneet Verma <[email protected]>
@jmazanec15 can you review code again. I added a new UT for Factory which was not present. |
The backport to
To backport manually, run these commands in your terminal: # Fetch latest updates from GitHub
git fetch
# Create a new working tree
git worktree add .worktrees/backport-2.x 2.x
# Navigate to the new working tree
cd .worktrees/backport-2.x
# Create a new branch
git switch --create backport/backport-1952-to-2.x
# Cherry-pick the merged commit of this pull request and resolve the conflicts
git cherry-pick -x --mainline 1 a4697f4e4e940d7faedb4fd582cf411115fc792c
# Push it to GitHub
git push --set-upstream origin backport/backport-1952-to-2.x
# Go back to the original working tree
cd ../..
# Delete the working tree
git worktree remove .worktrees/backport-2.x Then, create a pull request where the |
…ject#1952) Signed-off-by: Navneet Verma <[email protected]>
Doing a manual backport. |
Signed-off-by: Navneet Verma <[email protected]>
* Integrate KNNVectorValues with vector ANN Search flow (#1952) Signed-off-by: Navneet Verma <[email protected]> * BackPort Java Doc Fix with Code Improvements (#1959) * Quantization Framework Code Structure Improvement (#1967) * BackPort Java Doc Fix with Code Improvements Signed-off-by: VIKASH TIWARI <[email protected]> * Quantization Framework Code Structure Improvement Signed-off-by: VIKASH TIWARI <[email protected]> --------- Signed-off-by: VIKASH TIWARI <[email protected]> * Iterative index integration (#1956) * Iterative Vector Insertion (#1840) * Rebased with new version of k-NN Signed-off-by: Andrew Klepchick <[email protected]> * Optimized faiss insertion Signed-off-by: Andrew Klepchick <[email protected]> * Optimized threadCount logic Signed-off-by: Andrew Klepchick <[email protected]> * Removed IDEA files Signed-off-by: Andrew Klepchick <[email protected]> * Removed unnecessary cmake file Signed-off-by: Andrew Klepchick <[email protected]> * Added comments to new functions Signed-off-by: Andrew Klepchick <[email protected]> * Removed createIndex and fixed test cases that use it Signed-off-by: Andrew Klepchick <[email protected]> * Removed unused code Signed-off-by: Andrew Klepchick <[email protected]> * Explained zero initialization for vector transfer Signed-off-by: Andrew Klepchick <[email protected]> * Added locale Signed-off-by: Andrew Klepchick <[email protected]> * Spotless Apply Signed-off-by: Andrew Klepchick <[email protected]> * Account for zero documents in finished batch Signed-off-by: Andrew Klepchick <[email protected]> * Changed where we check for zero docs Signed-off-by: Andrew Klepchick <[email protected]> * Changed tip for return Signed-off-by: Andrew Klepchick <[email protected]> * Use unique pointers to make sure resources are released on exception Signed-off-by: Andrew Klepchick <[email protected]> * Moved createIndex to testUtils Signed-off-by: Andrew Klepchick <[email protected]> * Fixed memory management so that the underlying index is not deleted after initialized Signed-off-by: Andrew Klepchick <[email protected]> * Created new KNNIndexBuilder graph to make index building more modular Signed-off-by: Andrew Klepchick <[email protected]> * Streamlined logic in KNNIndexBuilder. Signed-off-by: Andrew Klepchick <[email protected]> * Cleaned up unnecessary code in KNN80DocValuesConsumer Signed-off-by: Andrew Klepchick <[email protected]> * Fixed memory management process Signed-off-by: Andrew Klepchick <[email protected]> * Added note about index initialization in faiss_index_service Signed-off-by: Andrew Klepchick <[email protected]> * Accounted for case where the exception happens after the indexWriter is released. Signed-off-by: Andrew Klepchick <[email protected]> * Delete jni/src/.idea/modules.xml Signed-off-by: Andrew Klepchick <[email protected]> * Delete jni/src/.idea/vcs.xml Signed-off-by: Andrew Klepchick <[email protected]> * Delete jni/src/.idea/workspace.xml Signed-off-by: Andrew Klepchick <[email protected]> * Spotless apply and free iterative index on exception Signed-off-by: Andrew Klepchick <[email protected]> * Undid hack for checking first document metrics Signed-off-by: Andrew Klepchick <[email protected]> * Removed print statements Signed-off-by: Andrew Klepchick <[email protected]> * Free Vector Transfer on batch ingestion Signed-off-by: Andrew Klepchick <[email protected]> * Undid free Signed-off-by: Andrew Klepchick <[email protected]> * Fixed check for transfer ready Signed-off-by: Andrew Klepchick <[email protected]> * Don't crash when zero vectors inserted? Signed-off-by: Andrew Klepchick <[email protected]> * Reverted to old insertion process? Signed-off-by: Andrew Klepchick <[email protected]> * Spotless apply Signed-off-by: Andrew Klepchick <[email protected]> * Added back createOutput Signed-off-by: Andrew Klepchick <[email protected]> * Removed prior createOutput Signed-off-by: Andrew Klepchick <[email protected]> * Test remaking vectorTransfer Signed-off-by: Andrew Klepchick <[email protected]> * Test restructuring of insertion Signed-off-by: Andrew Klepchick <[email protected]> * Fixed case where vector address is immediately discarded Signed-off-by: Andrew Klepchick <[email protected]> * Spotless apply Signed-off-by: Andrew Klepchick <[email protected]> * Split Index Builder into multiple classes Signed-off-by: Andrew Klepchick <[email protected]> * Fixed descriptions of functions in faiss_index_service Signed-off-by: Andrew Klepchick <[email protected]> * Added back copyright files Signed-off-by: Andrew Klepchick <[email protected]> * Removed unused builder names Signed-off-by: Andrew Klepchick <[email protected]> * Modified tests to work with new insertion methods Signed-off-by: Andrew Klepchick <[email protected]> * Track index insertions Signed-off-by: Andrew Klepchick <[email protected]> * Tracked insertions for binary indices Signed-off-by: Andrew Klepchick <[email protected]> * Added back insertIds Signed-off-by: Andrew Klepchick <[email protected]> * Added check for freeVectorData to see if it works with an already deleted address Signed-off-by: Andrew Klepchick <[email protected]> * Cleaned up logs and comments in KNNIndexBuilder Signed-off-by: Andrew Klepchick <[email protected]> * Restructured the logic for KNNIndexBuilder Signed-off-by: Andrew Klepchick <[email protected]> * Changed package name of KNNIndexBuilder Signed-off-by: Andrew Klepchick <[email protected]> * Changed all package names and deleted unnecessary headers Signed-off-by: Andrew Klepchick <[email protected]> * Fixed for loop Signed-off-by: Andrew Klepchick <[email protected]> * Removed createIndex methods for faiss index service Signed-off-by: Andrew Klepchick <[email protected]> * Fixed package to fit naming conventions Signed-off-by: Andrew Klepchick <[email protected]> * Changed name of index builder Signed-off-by: Andrew Klepchick <[email protected]> * Spotless apply Signed-off-by: Andrew Klepchick <[email protected]> * Added comments to NativeIndexBuilder and restructured Signed-off-by: Andrew Klepchick <[email protected]> * Added deletion for memoryAddress Signed-off-by: Andrew Klepchick <[email protected]> * Spotless apply Signed-off-by: Andrew Klepchick <[email protected]> * Changed naming of classes to Writer and changed package name to fit conventions Signed-off-by: Andrew Klepchick <[email protected]> * Changed NativeIndexInfo and NativeVectorInfo to follow builder pattern Signed-off-by: Andrew Klepchick <[email protected]> * Added feature to changelog Signed-off-by: Andrew Klepchick <[email protected]> * Added class descriptions to each NativeIndexWriter Signed-off-by: Andrew Klepchick <[email protected]> * Changed name to getBytesPerVector Signed-off-by: Andrew Klepchick <[email protected]> * Added == false instead of ! for readability Signed-off-by: Andrew Klepchick <[email protected]> * Fixed changelog Signed-off-by: Andrew Klepchick <[email protected]> * Fixed naming in docvaluesconsumer Signed-off-by: Andrew Klepchick <[email protected]> * SpotlessApply Signed-off-by: Andrew Klepchick <[email protected]> * Made it so that we don't reuse testValues and removed a foot gun Signed-off-by: Andrew Klepchick <[email protected]> * Removed another foot gun in getIndexInfo Signed-off-by: Andrew Klepchick <[email protected]> * Fixed javadoc Signed-off-by: Andrew Klepchick <[email protected]> * Added deletion on exception cases Signed-off-by: Andrew Klepchick <[email protected]> * Removed unnecessary delete (NativeIndexWriter will handle deletion of vectors on exception) Signed-off-by: Andrew Klepchick <[email protected]> * Added correct logger and getWriter method to NativeIndexWriter Signed-off-by: Andrew Klepchick <[email protected]> * Ensured memory safety on JNI layer so that Java doesn't have to wrap everything in a try catch loop. Signed-off-by: Andrew Klepchick <[email protected]> * Refactored NativeIndexWriter and added comments to FaissService Signed-off-by: Andrew Klepchick <[email protected]> * Removed free in the JNIExport since index will always be freed in writeIndex. Signed-off-by: Andrew Klepchick <[email protected]> * Changed getVectorTransfer back to accept VectorDataType Signed-off-by: Andrew Klepchick <[email protected]> * Reverted free since not guaranteed to be IDMap. Signed-off-by: Andrew Klepchick <[email protected]> * Added all processes in addKNNBinaryField to NativeIndexWriter.createKNNIndex Signed-off-by: Andrew Klepchick <[email protected]> * Fixed javadoc Signed-off-by: Andrew Klepchick <[email protected]> * Applied spotless Signed-off-by: Andrew Klepchick <[email protected]> * Added back writeFooter Signed-off-by: Andrew Klepchick <[email protected]> * Removed threadCount fron writeIndex Signed-off-by: Andrew Klepchick <[email protected]> * Removed redundancies in KNN80DocValuesConsumer Signed-off-by: Andrew Klepchick <[email protected]> * Removed serializationMode Signed-off-by: Andrew Klepchick <[email protected]> * Fixed changelog Signed-off-by: Andrew Klepchick <[email protected]> * Fixed changelog Signed-off-by: Andrew Klepchick <[email protected]> * Removed double free test as we don't have to worry about that anymore Signed-off-by: Andrew Klepchick <[email protected]> * Accounted for HNSWSQ in index service Signed-off-by: Andrew Klepchick <[email protected]> * Removed delete in catch Signed-off-by: Andrew Klepchick <[email protected]> * Fixed faiss tests to work with writeIndex Signed-off-by: Andrew Klepchick <[email protected]> --------- Signed-off-by: Andrew Klepchick <[email protected]> * Index Initialization Alloc Method (#1933) * Added methods for allocating memory before inserting vectors to a faiss index Signed-off-by: Andrew Klepchick <[email protected]> * Fixed logic that gets type of index Signed-off-by: Andrew Klepchick <[email protected]> * Removed print statement Signed-off-by: Andrew Klepchick <[email protected]> * Removed unnecessary iostream Signed-off-by: Andrew Klepchick <[email protected]> * Removed flat index Signed-off-by: Andrew Klepchick <[email protected]> * Fixed flat index case Signed-off-by: Andrew Klepchick <[email protected]> * Fixed naming Signed-off-by: Andrew Klepchick <[email protected]> * Properly allocate HNSWSQ storage Signed-off-by: Andrew Klepchick <[email protected]> * Removed print statements Signed-off-by: Andrew Klepchick <[email protected]> * Fixed changelog Signed-off-by: Andrew Klepchick <[email protected]> * Removed unnecessary lib Signed-off-by: Andrew Klepchick <[email protected]> * Made alloc adaptive to different code sizes Signed-off-by: Andrew Klepchick <[email protected]> --------- Signed-off-by: Andrew Klepchick <[email protected]> * Integrates FAISS iterative builds with NativeEngines990KnnVectorsFormat Changes include reusing the same vector buffer in the JNI layer Signed-off-by: Tejas Shah <[email protected]> --------- Signed-off-by: Andrew Klepchick <[email protected]> Signed-off-by: Tejas Shah <[email protected]> Co-authored-by: Andrew Klepchick <[email protected]> --------- Signed-off-by: Navneet Verma <[email protected]> Signed-off-by: VIKASH TIWARI <[email protected]> Signed-off-by: Andrew Klepchick <[email protected]> Signed-off-by: Tejas Shah <[email protected]> Co-authored-by: Navneet Verma <[email protected]> Co-authored-by: Vikasht34 <[email protected]> Co-authored-by: Andrew Klepchick <[email protected]>
…ject#1952) Signed-off-by: Navneet Verma <[email protected]>
* Integrate KNNVectorValues with vector ANN Search flow (#1952) Signed-off-by: Navneet Verma <[email protected]> * Iterative index integration (#1956) * Iterative Vector Insertion (#1840) * Rebased with new version of k-NN Signed-off-by: Andrew Klepchick <[email protected]> * Optimized faiss insertion Signed-off-by: Andrew Klepchick <[email protected]> * Optimized threadCount logic Signed-off-by: Andrew Klepchick <[email protected]> * Removed IDEA files Signed-off-by: Andrew Klepchick <[email protected]> * Removed unnecessary cmake file Signed-off-by: Andrew Klepchick <[email protected]> * Added comments to new functions Signed-off-by: Andrew Klepchick <[email protected]> * Removed createIndex and fixed test cases that use it Signed-off-by: Andrew Klepchick <[email protected]> * Removed unused code Signed-off-by: Andrew Klepchick <[email protected]> * Explained zero initialization for vector transfer Signed-off-by: Andrew Klepchick <[email protected]> * Added locale Signed-off-by: Andrew Klepchick <[email protected]> * Spotless Apply Signed-off-by: Andrew Klepchick <[email protected]> * Account for zero documents in finished batch Signed-off-by: Andrew Klepchick <[email protected]> * Changed where we check for zero docs Signed-off-by: Andrew Klepchick <[email protected]> * Changed tip for return Signed-off-by: Andrew Klepchick <[email protected]> * Use unique pointers to make sure resources are released on exception Signed-off-by: Andrew Klepchick <[email protected]> * Moved createIndex to testUtils Signed-off-by: Andrew Klepchick <[email protected]> * Fixed memory management so that the underlying index is not deleted after initialized Signed-off-by: Andrew Klepchick <[email protected]> * Created new KNNIndexBuilder graph to make index building more modular Signed-off-by: Andrew Klepchick <[email protected]> * Streamlined logic in KNNIndexBuilder. Signed-off-by: Andrew Klepchick <[email protected]> * Cleaned up unnecessary code in KNN80DocValuesConsumer Signed-off-by: Andrew Klepchick <[email protected]> * Fixed memory management process Signed-off-by: Andrew Klepchick <[email protected]> * Added note about index initialization in faiss_index_service Signed-off-by: Andrew Klepchick <[email protected]> * Accounted for case where the exception happens after the indexWriter is released. Signed-off-by: Andrew Klepchick <[email protected]> * Delete jni/src/.idea/modules.xml Signed-off-by: Andrew Klepchick <[email protected]> * Delete jni/src/.idea/vcs.xml Signed-off-by: Andrew Klepchick <[email protected]> * Delete jni/src/.idea/workspace.xml Signed-off-by: Andrew Klepchick <[email protected]> * Spotless apply and free iterative index on exception Signed-off-by: Andrew Klepchick <[email protected]> * Undid hack for checking first document metrics Signed-off-by: Andrew Klepchick <[email protected]> * Removed print statements Signed-off-by: Andrew Klepchick <[email protected]> * Free Vector Transfer on batch ingestion Signed-off-by: Andrew Klepchick <[email protected]> * Undid free Signed-off-by: Andrew Klepchick <[email protected]> * Fixed check for transfer ready Signed-off-by: Andrew Klepchick <[email protected]> * Don't crash when zero vectors inserted? Signed-off-by: Andrew Klepchick <[email protected]> * Reverted to old insertion process? Signed-off-by: Andrew Klepchick <[email protected]> * Spotless apply Signed-off-by: Andrew Klepchick <[email protected]> * Added back createOutput Signed-off-by: Andrew Klepchick <[email protected]> * Removed prior createOutput Signed-off-by: Andrew Klepchick <[email protected]> * Test remaking vectorTransfer Signed-off-by: Andrew Klepchick <[email protected]> * Test restructuring of insertion Signed-off-by: Andrew Klepchick <[email protected]> * Fixed case where vector address is immediately discarded Signed-off-by: Andrew Klepchick <[email protected]> * Spotless apply Signed-off-by: Andrew Klepchick <[email protected]> * Split Index Builder into multiple classes Signed-off-by: Andrew Klepchick <[email protected]> * Fixed descriptions of functions in faiss_index_service Signed-off-by: Andrew Klepchick <[email protected]> * Added back copyright files Signed-off-by: Andrew Klepchick <[email protected]> * Removed unused builder names Signed-off-by: Andrew Klepchick <[email protected]> * Modified tests to work with new insertion methods Signed-off-by: Andrew Klepchick <[email protected]> * Track index insertions Signed-off-by: Andrew Klepchick <[email protected]> * Tracked insertions for binary indices Signed-off-by: Andrew Klepchick <[email protected]> * Added back insertIds Signed-off-by: Andrew Klepchick <[email protected]> * Added check for freeVectorData to see if it works with an already deleted address Signed-off-by: Andrew Klepchick <[email protected]> * Cleaned up logs and comments in KNNIndexBuilder Signed-off-by: Andrew Klepchick <[email protected]> * Restructured the logic for KNNIndexBuilder Signed-off-by: Andrew Klepchick <[email protected]> * Changed package name of KNNIndexBuilder Signed-off-by: Andrew Klepchick <[email protected]> * Changed all package names and deleted unnecessary headers Signed-off-by: Andrew Klepchick <[email protected]> * Fixed for loop Signed-off-by: Andrew Klepchick <[email protected]> * Removed createIndex methods for faiss index service Signed-off-by: Andrew Klepchick <[email protected]> * Fixed package to fit naming conventions Signed-off-by: Andrew Klepchick <[email protected]> * Changed name of index builder Signed-off-by: Andrew Klepchick <[email protected]> * Spotless apply Signed-off-by: Andrew Klepchick <[email protected]> * Added comments to NativeIndexBuilder and restructured Signed-off-by: Andrew Klepchick <[email protected]> * Added deletion for memoryAddress Signed-off-by: Andrew Klepchick <[email protected]> * Spotless apply Signed-off-by: Andrew Klepchick <[email protected]> * Changed naming of classes to Writer and changed package name to fit conventions Signed-off-by: Andrew Klepchick <[email protected]> * Changed NativeIndexInfo and NativeVectorInfo to follow builder pattern Signed-off-by: Andrew Klepchick <[email protected]> * Added feature to changelog Signed-off-by: Andrew Klepchick <[email protected]> * Added class descriptions to each NativeIndexWriter Signed-off-by: Andrew Klepchick <[email protected]> * Changed name to getBytesPerVector Signed-off-by: Andrew Klepchick <[email protected]> * Added == false instead of ! for readability Signed-off-by: Andrew Klepchick <[email protected]> * Fixed changelog Signed-off-by: Andrew Klepchick <[email protected]> * Fixed naming in docvaluesconsumer Signed-off-by: Andrew Klepchick <[email protected]> * SpotlessApply Signed-off-by: Andrew Klepchick <[email protected]> * Made it so that we don't reuse testValues and removed a foot gun Signed-off-by: Andrew Klepchick <[email protected]> * Removed another foot gun in getIndexInfo Signed-off-by: Andrew Klepchick <[email protected]> * Fixed javadoc Signed-off-by: Andrew Klepchick <[email protected]> * Added deletion on exception cases Signed-off-by: Andrew Klepchick <[email protected]> * Removed unnecessary delete (NativeIndexWriter will handle deletion of vectors on exception) Signed-off-by: Andrew Klepchick <[email protected]> * Added correct logger and getWriter method to NativeIndexWriter Signed-off-by: Andrew Klepchick <[email protected]> * Ensured memory safety on JNI layer so that Java doesn't have to wrap everything in a try catch loop. Signed-off-by: Andrew Klepchick <[email protected]> * Refactored NativeIndexWriter and added comments to FaissService Signed-off-by: Andrew Klepchick <[email protected]> * Removed free in the JNIExport since index will always be freed in writeIndex. Signed-off-by: Andrew Klepchick <[email protected]> * Changed getVectorTransfer back to accept VectorDataType Signed-off-by: Andrew Klepchick <[email protected]> * Reverted free since not guaranteed to be IDMap. Signed-off-by: Andrew Klepchick <[email protected]> * Added all processes in addKNNBinaryField to NativeIndexWriter.createKNNIndex Signed-off-by: Andrew Klepchick <[email protected]> * Fixed javadoc Signed-off-by: Andrew Klepchick <[email protected]> * Applied spotless Signed-off-by: Andrew Klepchick <[email protected]> * Added back writeFooter Signed-off-by: Andrew Klepchick <[email protected]> * Removed threadCount fron writeIndex Signed-off-by: Andrew Klepchick <[email protected]> * Removed redundancies in KNN80DocValuesConsumer Signed-off-by: Andrew Klepchick <[email protected]> * Removed serializationMode Signed-off-by: Andrew Klepchick <[email protected]> * Fixed changelog Signed-off-by: Andrew Klepchick <[email protected]> * Fixed changelog Signed-off-by: Andrew Klepchick <[email protected]> * Removed double free test as we don't have to worry about that anymore Signed-off-by: Andrew Klepchick <[email protected]> * Accounted for HNSWSQ in index service Signed-off-by: Andrew Klepchick <[email protected]> * Removed delete in catch Signed-off-by: Andrew Klepchick <[email protected]> * Fixed faiss tests to work with writeIndex Signed-off-by: Andrew Klepchick <[email protected]> --------- Signed-off-by: Andrew Klepchick <[email protected]> * Index Initialization Alloc Method (#1933) * Added methods for allocating memory before inserting vectors to a faiss index Signed-off-by: Andrew Klepchick <[email protected]> * Fixed logic that gets type of index Signed-off-by: Andrew Klepchick <[email protected]> * Removed print statement Signed-off-by: Andrew Klepchick <[email protected]> * Removed unnecessary iostream Signed-off-by: Andrew Klepchick <[email protected]> * Removed flat index Signed-off-by: Andrew Klepchick <[email protected]> * Fixed flat index case Signed-off-by: Andrew Klepchick <[email protected]> * Fixed naming Signed-off-by: Andrew Klepchick <[email protected]> * Properly allocate HNSWSQ storage Signed-off-by: Andrew Klepchick <[email protected]> * Removed print statements Signed-off-by: Andrew Klepchick <[email protected]> * Fixed changelog Signed-off-by: Andrew Klepchick <[email protected]> * Removed unnecessary lib Signed-off-by: Andrew Klepchick <[email protected]> * Made alloc adaptive to different code sizes Signed-off-by: Andrew Klepchick <[email protected]> --------- Signed-off-by: Andrew Klepchick <[email protected]> * Integrates FAISS iterative builds with NativeEngines990KnnVectorsFormat Changes include reusing the same vector buffer in the JNI layer Signed-off-by: Tejas Shah <[email protected]> --------- Signed-off-by: Andrew Klepchick <[email protected]> Signed-off-by: Tejas Shah <[email protected]> Co-authored-by: Andrew Klepchick <[email protected]> * Integrates FAISS iterative builds with NativeEngines990KnnVectorsFormat Changes include reusing the same vector buffer in the JNI layer Signed-off-by: Tejas Shah <[email protected]> --------- Signed-off-by: Navneet Verma <[email protected]> Signed-off-by: Andrew Klepchick <[email protected]> Signed-off-by: Tejas Shah <[email protected]> Co-authored-by: Navneet Verma <[email protected]> Co-authored-by: Andrew Klepchick <[email protected]>
…ject#1952) Signed-off-by: Navneet Verma <[email protected]> Signed-off-by: Akash Shankaran <[email protected]>
Description
Integrate KNNVectorValues with vector ANN Search flow. I have not integrated KNNVectorValues in ScriptScore as currently I am doing more deep-dive to see if we really need it. Will followup on that in next PR.
What changes are present:
Related Issues
Resolves #1853
Check List
--signoff
.By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
For more information on following Developer Certificate of Origin and signing off your commits, please check here.