rocAL Deserialize PR 1 by fiona-gladwin · Pull Request #14 · fgladwin/rocAL

fiona-gladwin · 2025-11-19T07:27:11Z

No description provided.

Add support to override loader module function Add support to register Brightness and ImageLoaderNode

…rocAL into fg/deser_pr1

Copilot

Pull Request Overview

This PR introduces deserialization support for rocAL by implementing a factory pattern for dynamic node creation. The changes enable runtime node registration and instantiation, which is essential for deserializing pipeline graphs.

Adds NodeFactory singleton class with registration and creation methods for loader and augmentation nodes
Introduces REGISTER_LOADER_NODE and REGISTER_NODE macros for automatic node registration
Extends EnumRegistry with runtime enum conversion capabilities from integer values
Updates loader node classes to properly override get_loader_module() method

Reviewed Changes

Copilot reviewed 14 out of 14 changed files in this pull request and generated 12 comments.

Show a summary per file

File	Description
rocAL/include/pipeline/node.h	Introduces NodeFactory singleton pattern, registration macros, and virtual get_loader_module() method for deserialization support
rocAL/include/pipeline/enum_registry.h	Adds convertIntToEnum() method and name-to-converter mapping for runtime enum conversion
rocAL/include/loaders/loader_module.h	Updates include to use specific metadata reader header
rocAL/include/loaders/video/node_video_loader_single_shard.h	Adds override specifier to get_loader_module()
rocAL/include/loaders/video/node_video_loader.h	Adds override specifier to get_loader_module()
rocAL/include/loaders/image/node_numpy_loader_single_shard.h	Adds override specifier to get_loader_module()
rocAL/include/loaders/image/node_numpy_loader.h	Adds override specifier to get_loader_module()
rocAL/include/loaders/image/node_image_loader_single_shard.h	Adds override specifier to get_loader_module()
rocAL/include/loaders/image/node_image_loader.h	Adds override specifier to get_loader_module() and registers node with REGISTER_LOADER_NODE macro
rocAL/include/loaders/image/node_fused_jpeg_crop_single_shard.h	Adds override specifier to get_loader_module()
rocAL/include/loaders/image/node_fused_jpeg_crop.h	Adds override specifier to get_loader_module()
rocAL/include/loaders/image/node_cifar10_loader_single_shard.h	Adds override specifier to get_loader_module()
rocAL/include/loaders/image/node_cifar10_loader.h	Adds override specifier to get_loader_module()
rocAL/include/augmentations/color_augmentations/node_brightness.h	Registers BrightnessNode using REGISTER_NODE macro

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Copilot

Pull Request Overview

Copilot reviewed 15 out of 15 changed files in this pull request and generated 3 comments.

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Pull Request Overview

Copilot reviewed 16 out of 17 changed files in this pull request and generated 2 comments.

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Copilot · 2025-11-19T11:26:12Z

+#include "loaders/loader_module.h"
 #include "pipeline/tensor.h"
 #include "pipeline/argument.h"
+#include "pipeline/node_factory.h"


This include appears unnecessary. The Node class doesn't use NodeFactory in its declaration, and the registration macros (REGISTER_LOADER_NODE, REGISTER_NODE) are used in .cpp files, not headers. Including node_factory.h here creates a circular dependency risk (node_factory.h forward-declares Node, and node.h includes node_factory.h). Consider removing this include and only including node_factory.h in the source files that use the registration macros.

Suggested change

#include "pipeline/node_factory.h"

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

…ocs/sphinx (ROCm#418) Bumps [rocm-docs-core[api_reference]](https://github.com/ROCm/rocm-docs-core) from 1.29.0 to 1.30.0. - [Release notes](https://github.com/ROCm/rocm-docs-core/releases) - [Changelog](https://github.com/ROCm/rocm-docs-core/blob/develop/CHANGELOG.md) - [Commits](ROCm/rocm-docs-core@v1.29.0...v1.30.0) --- updated-dependencies: - dependency-name: rocm-docs-core[api_reference] dependency-version: 1.30.0 dependency-type: direct:production update-type: version-update:semver-minor ... Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

…ocs/sphinx (ROCm#423) Bumps [rocm-docs-core[api_reference]](https://github.com/ROCm/rocm-docs-core) from 1.30.0 to 1.30.1. - [Release notes](https://github.com/ROCm/rocm-docs-core/releases) - [Changelog](https://github.com/ROCm/rocm-docs-core/blob/develop/CHANGELOG.md) - [Commits](ROCm/rocm-docs-core@v1.30.0...v1.30.1) --- updated-dependencies: - dependency-name: rocm-docs-core[api_reference] dependency-version: 1.30.1 dependency-type: direct:production update-type: version-update:semver-patch ... Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

…OCm#411) * Use enums present in commons.h Remove the usage of API enums in internal node files * Remove unused include rocal_api_types.h * Introduce EnumRegistry Add support to register all internal enums * Introduce Argument class Creates an argument instance for each arg passed in the Node Handles different argument types i.e parameters, vectors, enums and predefined types * Introduce PipelineOperator class * Add support to create and return node name and tensor name * Add support in MasterGraph to store details of PipelineOperators * Add support to store the argument details in the node for brightness and ImageLoaderNode * Introduce PipelineSerializer Add support to serialize the args and pipeline details Add support to serialize the tensors. * Introduce external rocalSerialize API * Add support to serialize parameter arguments * Remove redundant static cast Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Remove semicolon for enum macro * Modify name of macro * Change enums to scoped enums in commons.h * Code reorganization Create single constructor with check for different data types in Argument class * Minor fix * Remove unused includes * Add compiler keywords * Update rocAL/include/pipeline/argument.h Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Update rocAL/include/pipeline/argument.h Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Minor change * Update rocAL/include/pipeline/argument.h Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Update rocAL/include/pipeline/argument.h Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Minor change * Fix shared pointer fetching * Minor fix * Minor fix * Apply suggestions from code review Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Update CHANGELOG.md * Update CHANGELOG.md * Add all serialization code to pipeline serializer Remove the use of pipeline operator * Revert fix * Update CHANGELOG.md * Update CHANGELOG.md * Update CHANGELOG.md * Add comments and doc description * Support to serialize to file * Update CMakeLists version for rocAL * Update CHANGELOG * Update CHANGELOG.md * Minor change * Minor changes * Update CHANGELOG.md Co-authored-by: spolifroni-amd <Sandra.Polifroni@amd.com> * Add const qualifier * Add const correctness to get args list * Add const correctness to get args list * Minor change * Add const correctness to get args list * Minor change * Return serialized string reference from MasterGraph * Apply suggestions from code review Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Obtain serialized string size as ptr * Minor change * Add reset for pipeline serializer * Add cstring include * Minor change * Update CHANGELOG * Apply suggestions from code review Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Minor changes * Add empty lines in between functions * Remove Params proto * Add params proto * Apply suggestions from code review Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Minor changes * Update CHANGELOG * Update CHANGELOG * Change rocal proto file to proto2 features * Generate UID for tensors from MasterGraph * Minor change * Resolve copilot review comments * Minor change * Resolve copilot review comments * Use uint64 in proto for pipeline members * Resolve review comments * Minor changes - review comments * Add error check statements * Revert input and outputs * Use uint64 in proto for pipeline members * Revert "Revert input and outputs" This reverts commit 72ff657. * Minor changes * Return tensor name as reference * Remove type string from InputOutput proto * Add support to store and fetch seed value in proto * Remove serialize to file * Update CHANGELOG * Add period in throw statements --------- Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> Co-authored-by: Fiona Gladwin <121928245+fgladwin@users.noreply.github.com> Co-authored-by: Sundar Rajan Vaithiyanathan <99159823+SundarRajan28@users.noreply.github.com> Co-authored-by: Kiriti Gowda <kiritigowda@gmail.com> Co-authored-by: spolifroni-amd <Sandra.Polifroni@amd.com> Co-authored-by: Lakshmi Kumar <lakshmi.kumar@amd.com>

…ocs/sphinx (ROCm#428) Bumps [rocm-docs-core[api_reference]](https://github.com/ROCm/rocm-docs-core) from 1.31.0 to 1.31.1. - [Release notes](https://github.com/ROCm/rocm-docs-core/releases) - [Changelog](https://github.com/ROCm/rocm-docs-core/blob/develop/CHANGELOG.md) - [Commits](ROCm/rocm-docs-core@v1.31.0...v1.31.1) --- updated-dependencies: - dependency-name: rocm-docs-core[api_reference] dependency-version: 1.31.1 dependency-type: direct:production update-type: version-update:semver-patch ... Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Kiriti Gowda <kiritigowda@gmail.com>

This reverts commit f821ce6.

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Fix Lens Correction API * Fix Webdataset python unit test * Fix Vignette python test case * Mark Fog as random augmentation * Add COCO test case for ResizeMirrorNormalize * Fix the error statements * Apply suggestions from code review Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Revert change * Add Fog to randomised augmentation --------- Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> Co-authored-by: Kiriti Gowda <kiritigowda@gmail.com> Co-authored-by: Lakshmi Kumar <lakshmi.kumar@amd.com>

* Use enums present in commons.h Remove the usage of API enums in internal node files * Remove unused include rocal_api_types.h * Introduce EnumRegistry Add support to register all internal enums * Introduce Argument class Creates an argument instance for each arg passed in the Node Handles different argument types i.e parameters, vectors, enums and predefined types * Introduce PipelineOperator class * Add support to create and return node name and tensor name * Add support in MasterGraph to store details of PipelineOperators * Add support to store the argument details in the node for brightness and ImageLoaderNode * Introduce PipelineSerializer Add support to serialize the args and pipeline details Add support to serialize the tensors. * Introduce external rocalSerialize API * Add support to serialize parameter arguments * Introduce serialize tests * Remove redundant static cast Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Add support to dump images using OpenCV * Update CMakeLists * Update copyright * Remove semicolon for enum macro * Modify name of macro * Change enums to scoped enums in commons.h * Code reorganization Create single constructor with check for different data types in Argument class * Minor fix * Remove unused includes * Add compiler keywords * Update rocAL/include/pipeline/argument.h Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Update rocAL/include/pipeline/argument.h Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Minor change * Update rocAL/include/pipeline/argument.h Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Update rocAL/include/pipeline/argument.h Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Minor change * Fix shared pointer fetching * Minor fix * Minor fix * Apply suggestions from code review Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Update CHANGELOG.md * Update CHANGELOG.md * Add all serialization code to pipeline serializer Remove the use of pipeline operator * Revert fix * Update CHANGELOG.md * Update CHANGELOG.md * Update CHANGELOG.md * Add comments and doc description * Support to serialize to file * Update CMakeLists version for rocAL * Update CHANGELOG * Update CHANGELOG.md * Minor change * Minor changes * Update CHANGELOG.md Co-authored-by: spolifroni-amd <Sandra.Polifroni@amd.com> * Add const qualifier * Add const correctness to get args list * Add const correctness to get args list * Minor change * Add const correctness to get args list * Minor change * Return serialized string reference from MasterGraph * Apply suggestions from code review Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Obtain serialized string size as ptr * Minor change * Add reset for pipeline serializer * Add cstring include * Minor change * Update CHANGELOG * Apply suggestions from code review Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Minor changes * Add empty lines in between functions * Remove Params proto * Add params proto * Apply suggestions from code review Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Minor changes * Fix serialize test * Add CMakeLists for serialization tests * Use random brightness API * Add support to build serialization tests in CMakeLists * Update CHANGELOG * Update CHANGELOG * Update CHANGELOG.md * Change rocal proto file to proto2 features * Generate UID for tensors from MasterGraph * Minor change * Resolve copilot review comments * Minor change * Resolve copilot review comments * Use uint64 in proto for pipeline members * Resolve review comments * Minor changes - review comments * Add error check statements * Revert input and outputs * Use uint64 in proto for pipeline members * Revert "Revert input and outputs" This reverts commit 72ff657. * Minor change * Minor changes * Return tensor name as reference * Remove type string from InputOutput proto * Add support to store and fetch seed value in proto * Remove serialize to file * Update CHANGELOG * Add period in throw statements * Fix opencv include in serialize test * Remove OpenCV 3 usage in serialization test * Update README with prerequisites * Remove Opencv4 definitions * Minor changes * Remove extra lines * Minor change * Revert "Minor change" This reverts commit f821ce6. * Minor change * Fix CMake * Remove compression params in serialization tests --------- Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> Co-authored-by: Fiona Gladwin <121928245+fgladwin@users.noreply.github.com> Co-authored-by: Sundar Rajan Vaithiyanathan <99159823+SundarRajan28@users.noreply.github.com> Co-authored-by: Kiriti Gowda <kiritigowda@gmail.com> Co-authored-by: spolifroni-amd <Sandra.Polifroni@amd.com> Co-authored-by: Lakshmi Kumar <lakshmi.kumar@amd.com>

* Use enums present in commons.h Remove the usage of API enums in internal node files * Remove unused include rocal_api_types.h * Introduce EnumRegistry Add support to register all internal enums * Introduce Argument class Creates an argument instance for each arg passed in the Node Handles different argument types i.e parameters, vectors, enums and predefined types * Introduce PipelineOperator class * Add support to create and return node name and tensor name * Add support in MasterGraph to store details of PipelineOperators * Add support to store the argument details in the node for brightness and ImageLoaderNode * Introduce PipelineSerializer Add support to serialize the args and pipeline details Add support to serialize the tensors. * Introduce external rocalSerialize API * Add support to serialize parameter arguments * Introduce serialize tests * Remove redundant static cast Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Add support to dump images using OpenCV * Update CMakeLists * Update copyright * Remove semicolon for enum macro * Modify name of macro * Change enums to scoped enums in commons.h * Code reorganization Create single constructor with check for different data types in Argument class * Minor fix * Remove unused includes * Add compiler keywords * Update rocAL/include/pipeline/argument.h Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Update rocAL/include/pipeline/argument.h Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Minor change * Update rocAL/include/pipeline/argument.h Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Update rocAL/include/pipeline/argument.h Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Minor change * Fix shared pointer fetching * Minor fix * Minor fix * Apply suggestions from code review Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Update CHANGELOG.md * Update CHANGELOG.md * Add all serialization code to pipeline serializer Remove the use of pipeline operator * Revert fix * Update CHANGELOG.md * Update CHANGELOG.md * Update CHANGELOG.md * Add comments and doc description * Support to serialize to file * Update CMakeLists version for rocAL * Update CHANGELOG * Update CHANGELOG.md * Minor change * Minor changes * Update CHANGELOG.md Co-authored-by: spolifroni-amd <Sandra.Polifroni@amd.com> * Add const qualifier * Add const correctness to get args list * Add const correctness to get args list * Minor change * Add const correctness to get args list * Minor change * Return serialized string reference from MasterGraph * Apply suggestions from code review Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Obtain serialized string size as ptr * Minor change * Add reset for pipeline serializer * Add cstring include * Minor change * Update CHANGELOG * Apply suggestions from code review Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Minor changes * Add empty lines in between functions * Remove Params proto * Add params proto * Apply suggestions from code review Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Minor changes * Fix serialize test * Add CMakeLists for serialization tests * Use random brightness API * Add support to build serialization tests in CMakeLists * Update CHANGELOG * Update CHANGELOG * Update CHANGELOG.md * Change rocal proto file to proto2 features * Generate UID for tensors from MasterGraph * Minor change * Resolve copilot review comments * Minor change * Resolve copilot review comments * Use uint64 in proto for pipeline members * Resolve review comments * Minor changes - review comments * Add error check statements * Revert input and outputs * Use uint64 in proto for pipeline members * Revert "Revert input and outputs" This reverts commit 72ff657. * Minor change * Minor changes * Return tensor name as reference * Remove type string from InputOutput proto * Add python support for rocAL serialize * Accept filename as input * Introduce python serialization test file * Add support to store and fetch seed value in proto * Remove serialize to file * Register copy node * Add serialization support for ImageLoaderSingleShardNode * Revert "Register copy node" This reverts commit f904406. * Update python test file * Minor changes * Fix the size of char buffer and other minor fixes * Update CHANGELOG * Add period in throw statements * Update CHANGELOG.md * Fix opencv include in serialize test * Apply suggestions from code review Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Remove OpenCV 3 usage in serialization test * Update README with prerequisites * Remove Opencv4 definitions * Minor changes * Remove extra lines * Minor change * Revert "Minor change" This reverts commit f821ce6. * Minor change * Minor change --------- Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> Co-authored-by: Fiona Gladwin <121928245+fgladwin@users.noreply.github.com> Co-authored-by: Sundar Rajan Vaithiyanathan <99159823+SundarRajan28@users.noreply.github.com> Co-authored-by: Kiriti Gowda <kiritigowda@gmail.com> Co-authored-by: spolifroni-amd <Sandra.Polifroni@amd.com> Co-authored-by: Lakshmi Kumar <lakshmi.kumar@amd.com>

fiona-gladwin added 7 commits November 6, 2025 02:50

Introduce NodeFactory

009d900

Add support in enum registry to fetch enum values

4c04b86

Node related changes

5b1d95f

Add support to override loader module function Add support to register Brightness and ImageLoaderNode

Minor fix

a838132

Merge branch 'fg/serialize_test' into fg/deser_pr1

803cfab

Merge branch 'fg/serialize_test' of https://github.com/fiona-gladwin/…

90cf183

…rocAL into fg/deser_pr1

Minor changes

7f068ea

fgladwin requested a review from Copilot November 19, 2025 07:28

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fiona-gladwin added 2 commits November 19, 2025 03:13

Add documentation for new classes and functions

b07493d

Introduce separate NodeFactory file

6b0e54b

fgladwin requested a review from Copilot November 19, 2025 09:44

Copilot started reviewing on behalf of fgladwin November 19, 2025 09:44 View session

Merge branch 'fg/serialize_test' into fg/deser_pr1

9609adb

Copilot finished reviewing on behalf of fgladwin November 19, 2025 09:46

Copilot AI reviewed Nov 19, 2025

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Comment thread rocAL/include/pipeline/enum_registry.h

Comment thread rocAL/include/loaders/image/node_image_loader.h Outdated

Comment thread rocAL/include/augmentations/color_augmentations/node_brightness.h Outdated

fiona-gladwin added 2 commits November 19, 2025 03:51

Minor change

3af71da

Move registration to .cpp file

7adb9eb

fgladwin requested a review from Copilot November 19, 2025 11:21

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fgladwin and others added 6 commits November 20, 2025 12:57

Update rocAL/include/pipeline/enum_registry.h

e3e1f6f

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

Merge branch 'develop' into fg/serialize_test

699eb02

Merge branch 'develop' into fg/ser3_params_serialize

addcda4

Merge branch 'develop' into fg/ser2_pipe_serialize

0aca014

fiona-gladwin and others added 30 commits December 19, 2025 11:53

Apply suggestions from code review

a1b32bf

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

Merge branch 'fg/serialize_python' into fg/deser_pr1

530fb36

Merge branch 'develop' into fg/serialize_test

65e2814

Merge branch 'develop' into fg/deser_pr1

c1075a5

Merge branch 'develop' into fg/serialize_python

14d40cb

Remove OpenCV 3 usage in serialization test

9ef6fb7

Update README with prerequisites

de3ed2e

Remove Opencv4 definitions

959b6e7

Merge branch 'develop' into fg/serialize_test

4f67a09

Minor changes

6d3d6b9

Merge branch 'fg/serialize_test' into fg/serialize_python

cfbf905

Remove extra lines

4ffff8e

Merge branch 'fg/serialize_test' into fg/serialize_python

77f3cb1

Merge branch 'develop' into fg/deser_pr1

6d17010

Minor change

f821ce6

Revert "Minor change"

aacecc2

This reverts commit f821ce6.

Minor change

33fbabb

Merge branch 'fg/serialize_test' into fg/serialize_python

467a38d

Minor change

74a346a

Apply suggestions from code review

6e0a28c

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

Merge branch 'fg/serialize_python' into fg/deser_pr1

5a4a13b

Merge branch 'develop' into fg/deser_pr1

890f8e6

Merge branch 'develop' into fg/deser_pr1

7e13d3c

Update CHANGELOG

ae296a3

Merge branch 'develop' into fg/deser_pr1

755d6dd

Provide feedback

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rocAL Deserialize PR 1#14

rocAL Deserialize PR 1#14
fiona-gladwin wants to merge 98 commits intofgladwin:gf/serialize_mergefrom
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