Add Multi-Architecture Support (x86_64, arm64) for Benchmarks

[mcopik]

This PR replaces #192 by @prajinkhadka - we added a few simple improvements and extended support to Python 3.10 and 3.11.

The combined PRs build Python and Node.js benchmarks with ARM dependencies, create & update Lambda functions with new architecture, extend function name with architecture, extend code build & cache location with architecture suffix, and run regression tests for new architecture.

Summary by CodeRabbit

• New Features

  • Added support for multiple architectures (x64 and arm64) across various components.
  • Enhanced AWS, GCP, and Azure functions to handle architecture-specific deployments.
  • Introduced new dependencies for image processing and graph manipulation.

• Bug Fixes

  • Improved error handling and logging for API creation in AWS configurations.

• Documentation

  • Updated benchmark documentation to include architecture compatibility.

• Chores

  • Updated dependency versions for improved performance and functionality.

[coderabbitai]

Caution

Review failed

The pull request is closed.

Walkthrough

The changes in this pull request involve updates to various configuration files and scripts across multiple benchmarks and projects. Key modifications include upgrading dependency versions, adding new dependencies for image processing and graph manipulation, and enhancing scripts to support architecture-specific installations. Additionally, configuration files have been updated to specify supported architectures for cloud platforms, and several classes have been modified to handle architecture-related logic in function creation and deployment processes.

Changes

File Path	Change Summary
benchmarks/200.multimedia/210.thumbnailer/nodejs/package.json	Updated "sharp" dependency version from "^0.28" to "^0.32".
benchmarks/200.multimedia/210.thumbnailer/python/requirements.txt.arm.3.8	Added Pillow==10.0.0 dependency.
benchmarks/200.multimedia/210.thumbnailer/python/requirements.txt.arm.3.9	Added Pillow==10.0.0 dependency.
benchmarks/500.scientific/501.graph-pagerank/python/requirements.txt.arm.3.8	Added python-igraph==0.11.4 dependency.
benchmarks/500.scientific/501.graph-pagerank/python/requirements.txt.arm.3.9	Added python-igraph==0.11.4 dependency.
benchmarks/500.scientific/502.graph-mst/python/requirements.txt.arm.3.8	Added python-igraph==0.11.4 dependency.
benchmarks/500.scientific/502.graph-mst/python/requirements.txt.arm.3.9	Added python-igraph==0.11.4 dependency.
benchmarks/500.scientific/503.graph-bfs/python/requirements.txt.arm.3.8	Added python-igraph==0.11.4 dependency.
benchmarks/500.scientific/503.graph-bfs/python/requirements.txt.arm.3.9	Added python-igraph==0.11.4 dependency.
benchmarks/500.scientific/504.dna-visualisation/python/requirements.txt.arm.3.8	Added squiggle==0.3.1 dependency.
benchmarks/500.scientific/504.dna-visualisation/python/requirements.txt.arm.3.9	Added squiggle==0.3.1 dependency.
benchmarks/200.multimedia/220.video-processing/init.sh	Modified to support downloading FFmpeg based on architecture, added TARGET_ARCHITECTURE variable.
config/example.json	Updated experiments section with "architecture": "arm64" and changed runtime from Python to Node.js with version updates.
config/systems.json	Added "architecture" key to various sections with supported architectures.
dockerfiles/nodejs_installer.sh	Enhanced npm installation logic for architecture-specific installations.
dockerfiles/python_installer.sh	Updated logic for installing Python packages based on architecture.
docs/benchmarks.md	Added "Architecture" column to benchmarks table, indicating supported architectures.
sebs.py	Introduced --architecture command-line option for specifying target architecture.
sebs/aws/aws.py	Enhanced AWS class to handle function architectures in function creation and updates.
sebs/aws/config.py	Added retry logic for API creation in http_api method.
sebs/benchmark.py	Updated Benchmark class to include architecture handling in various methods.
sebs/cache.py	Modified caching methods to incorporate architecture as a parameter.
sebs/config.py	Added supported_architecture method to retrieve architecture configurations.
sebs/experiments/config.py	Introduced _architecture attribute and updated serialization logic.
sebs/faas/function.py	Updated Architecture enum and FunctionConfig class to handle architecture in configurations.
sebs/gcp/gcp.py	Enhanced GCP class to include architecture in function naming during creation and updates.
sebs/regression.py	Updated regression tests to support multiple architectures and modified test generation logic.
sebs/sebs.py	Modified get_deployment method to align with new configuration structure and added architecture validation.

Poem

In the meadow where the code does play,
New dependencies hop, brightening the day.
With architectures dancing, side by side,
Our scripts are now ready for a joyful ride!
So let's leap and bound, with no delay,
For in this code garden, we frolic and sway! 🐇✨

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