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OpenGRIS Scaler

Efficient, lightweight, and reliable distributed computation.

FINOS Incubating Documentation License PyPI OpenSSF Scorecard

Documentation: https://finos.github.io/opengris-scaler/

Start there for installation options, command reference, worker manager guides, scaling policies, and examples.

What Is Scaler?

OpenGRIS Scaler is a distributed computing framework for running Python tasks across local machines or remote infrastructure.

It provides:

  • A Python client API similar to multiprocessing patterns such as submit(), map(), and starmap().
  • A centralized scheduler that dispatches work and balances load across workers.
  • Worker managers for local execution and cloud-backed capacity.
  • Support for graph/DAG execution, monitoring, and task recovery.

Architecture

Scaler architecture

  • Clients submit tasks to a scheduler.
  • The scheduler tracks state, applies scaling/allocation policies, and dispatches work.
  • Worker managers provision workers locally or on external infrastructure.
  • Workers execute tasks and return results.
  • An object storage service stores task inputs and outputs used by the cluster.

Local Quickstart

Install the package:

pip install opengris-scaler

Create config.toml:

[object_storage_server]
bind_address = "tcp://127.0.0.1:8517"

[scheduler]
bind_address = "tcp://127.0.0.1:8516"
object_storage_address = "tcp://127.0.0.1:8517"

[[worker_manager]]
type = "baremetal_native"
scheduler_address = "tcp://127.0.0.1:8516"
worker_manager_id = "wm-native"

Start a fully local stack:

scaler config.toml

Submit tasks from Python:

from scaler import Client


def square(value: int) -> int:
    return value * value


with Client(address="tcp://127.0.0.1:8516") as client:
    results = client.map(square, range(10))

print(results)

Learn More

Metadata

Release files for opengris-scaler 2.9.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for opengris-scaler 2.9.0
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opengris_scaler-2.9.0.tar.gz 19.2 MB Details

Built distributions (wheels)

Table of built distributions (wheels) for opengris-scaler 2.9.0
File
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opengris_scaler-2.9.0-cp315-cp315t-musllinux_1_2_x86_64.whl CPython 3.15 CPython 3.15 free-threading Linux musl 1.2+ x86-64 Details
opengris_scaler-2.9.0-cp315-cp315t-musllinux_1_2_aarch64.whl CPython 3.15 CPython 3.15 free-threading Linux musl 1.2+ ARM64 Details
opengris_scaler-2.9.0-cp315-cp315t-manylinux_2_28_x86_64.whl CPython 3.15 CPython 3.15 free-threading Linux glibc 2.28+ x86-64 Details
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opengris_scaler-2.9.0-cp315-cp315t-macosx_15_0_arm64.whl CPython 3.15 CPython 3.15 free-threading macOS 15.0+ ARM64 Details
opengris_scaler-2.9.0-cp315-cp315-win_amd64.whl CPython 3.15 CPython 3.15 Windows x86-64 Details
opengris_scaler-2.9.0-cp315-cp315-musllinux_1_2_x86_64.whl CPython 3.15 CPython 3.15 Linux musl 1.2+ x86-64 Details
opengris_scaler-2.9.0-cp315-cp315-musllinux_1_2_aarch64.whl CPython 3.15 CPython 3.15 Linux musl 1.2+ ARM64 Details
opengris_scaler-2.9.0-cp315-cp315-manylinux_2_28_x86_64.whl CPython 3.15 CPython 3.15 Linux glibc 2.28+ x86-64 Details
opengris_scaler-2.9.0-cp315-cp315-manylinux_2_28_aarch64.whl CPython 3.15 CPython 3.15 Linux glibc 2.28+ ARM64 Details
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opengris_scaler-2.9.0-cp314-cp314t-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 Details
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opengris_scaler-2.9.0-cp314-cp314-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-64 Details
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opengris_scaler-2.9.0-cp314-cp314-manylinux_2_28_aarch64.whl CPython 3.14 CPython 3.14 Linux glibc 2.28+ ARM64 Details
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opengris_scaler-2.9.0-cp313-cp313-musllinux_1_2_x86_64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details
opengris_scaler-2.9.0-cp313-cp313-musllinux_1_2_aarch64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ ARM64 Details
opengris_scaler-2.9.0-cp313-cp313-manylinux_2_28_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.28+ x86-64 Details
opengris_scaler-2.9.0-cp313-cp313-manylinux_2_28_aarch64.whl CPython 3.13 CPython 3.13 Linux glibc 2.28+ ARM64 Details
opengris_scaler-2.9.0-cp313-cp313-macosx_15_0_x86_64.whl CPython 3.13 CPython 3.13 macOS 15.0+ x86-64 Details
opengris_scaler-2.9.0-cp313-cp313-macosx_15_0_arm64.whl CPython 3.13 CPython 3.13 macOS 15.0+ ARM64 Details
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opengris_scaler-2.9.0-cp312-cp312-musllinux_1_2_x86_64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details
opengris_scaler-2.9.0-cp312-cp312-musllinux_1_2_aarch64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ ARM64 Details
opengris_scaler-2.9.0-cp312-cp312-manylinux_2_28_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.28+ x86-64 Details
opengris_scaler-2.9.0-cp312-cp312-manylinux_2_28_aarch64.whl CPython 3.12 CPython 3.12 Linux glibc 2.28+ ARM64 Details
opengris_scaler-2.9.0-cp312-cp312-macosx_15_0_x86_64.whl CPython 3.12 CPython 3.12 macOS 15.0+ x86-64 Details
opengris_scaler-2.9.0-cp312-cp312-macosx_15_0_arm64.whl CPython 3.12 CPython 3.12 macOS 15.0+ ARM64 Details
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opengris_scaler-2.9.0-cp311-cp311-musllinux_1_2_x86_64.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details
opengris_scaler-2.9.0-cp311-cp311-musllinux_1_2_aarch64.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ ARM64 Details
opengris_scaler-2.9.0-cp311-cp311-manylinux_2_28_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.28+ x86-64 Details
opengris_scaler-2.9.0-cp311-cp311-manylinux_2_28_aarch64.whl CPython 3.11 CPython 3.11 Linux glibc 2.28+ ARM64 Details
opengris_scaler-2.9.0-cp311-cp311-macosx_15_0_x86_64.whl CPython 3.11 CPython 3.11 macOS 15.0+ x86-64 Details
opengris_scaler-2.9.0-cp311-cp311-macosx_15_0_arm64.whl CPython 3.11 CPython 3.11 macOS 15.0+ ARM64 Details
opengris_scaler-2.9.0-cp310-cp310-win_amd64.whl CPython 3.10 CPython 3.10 Windows x86-64 Details
opengris_scaler-2.9.0-cp310-cp310-musllinux_1_2_x86_64.whl CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-64 Details
opengris_scaler-2.9.0-cp310-cp310-musllinux_1_2_aarch64.whl CPython 3.10 CPython 3.10 Linux musl 1.2+ ARM64 Details
opengris_scaler-2.9.0-cp310-cp310-manylinux_2_28_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.28+ x86-64 Details
opengris_scaler-2.9.0-cp310-cp310-manylinux_2_28_aarch64.whl CPython 3.10 CPython 3.10 Linux glibc 2.28+ ARM64 Details
opengris_scaler-2.9.0-cp310-cp310-macosx_15_0_x86_64.whl CPython 3.10 CPython 3.10 macOS 15.0+ x86-64 Details
opengris_scaler-2.9.0-cp310-cp310-macosx_15_0_arm64.whl CPython 3.10 CPython 3.10 macOS 15.0+ ARM64 Details

Total release size: 461.9 MB

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Release files / opengris_scaler-2.9.0-cp310-cp310-macosx_15_0_arm64.whl

Download URL opengris_scaler-2.9.0-cp310-cp310-macosx_15_0_arm64.whl
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Tags CPython 3.10 macOS 15.0+ ARM64
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This release

2.9.0 This release

58 release files

2.8.0

58 release files

2.6.0

44 release files

2.5.5

44 release files

2.5.0

43 release files

2.4.6

43 release files

2.3.5

31 release files

2.3.3

31 release files

2.3.1

31 release files

2.3.0

31 release files

2.1.8

31 release files

2.1.7

31 release files

2.1.6

35 release files

2.1.5

35 release files

2.1.4

29 release files

2.1.2

29 release files

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