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github-actions[bot] edited this page Mar 25, 2025 · 1 revision

Configuration for csp-gateway classes is driven by ccflow. ccflow leverages Pydantic for type validation, and combines it with Hydra / OmegaConf for config-driven initialization. The ccflow examples provide a nice overview of its functionality.

In the context of csp-gateway, this means that we can control many things via yaml-based configuration.

Here is an example of a yaml-based configuration for the example Gateway instance in the Overview wiki page:

# @package _global_
defaults:
  - /gateway: demo
  - _self_
port: 8000

This configuration comes directly from Hydra, but its a little opaque due to the use of defaults. Lets see what it looks like fully elaborated:

# @package _global_
defaults:
  - _self_

modules:
  example_module:
    _target_: csp_gateway.server.demo.simple.ExampleModule
  mount_perspective_tables:
    _target_: csp_gateway.MountPerspectiveTables
    update_interval: 00:00:01
  mount_rest_routes:
    _target_: csp_gateway.MountRestRoutes
    force_mount_all: True

gateway:
  _target_: csp_gateway.Gateway
  settings:
    PORT: ${port}
    UI: True
  modules:
    - /modules/example_module
    - /modules/mount_perspective_tables
    - /modules/mount_rest_routes
  cha
EC65
nnels:
    _target_: csp_gateway.server.demo.simple.ExampleGatewayChannels

hydra:
  run:
    dir: outputs/${oc.env:HOSTNAME,localhost}_${hydra.job.name}/${now:%Y-%m-%d}/${now:%H-%M-%S}

port: 8000

If you're unfamiliar with Hydra/OmegaConf syntax, there are only a few things you need to know.

  • _target_ is the Python module path to a class
  • Sections can be references by path, e.g. /modules/example_module in the gateway section references the ExampleModule instance defined in the modules section above it
  • ${} delineates Interpolation

Let's break down the key parts one by one.

# @package _global_
defaults:
  - _self_

This is hydra internals, we can skip.

modules:
  example_module:
    _target_: csp_gateway.server.demo.simple.ExampleModule
  mount_perspective_tables:
    _target_: csp_gateway.MountPerspectiveTables
    update_interval: 00:00:01
  mount_rest_routes:
    _target_: csp_gateway.MountRestRoutes
    force_mount_all: True

Here we register 3 classes to be instantiated: ExampleModule, MountPerspectiveTables, and MountRestRoutes. We provide Pydantic-validated attributes for these classes, and we could have arbitrarily nested configuration. This provides our dependency injection so that we can configure any layer of any module directly.

Tip

Hydra allows for overriding any of these via CLI. This is incredibly powerful, for any yaml configuration, we can extend/override any part from the command line!

gateway:
  _target_: csp_gateway.Gateway
  settings:
    PORT: ${port}
    UI: True
  modules:
    - /modules/example_module
    - /modules/mount_perspective_tables
    - /modules/mount_rest_routes
  channels:
    _target_: csp_gateway.server.demo.simple.ExampleGatewayChannels

Here we instantiate our Gateway instance, providing the arguments outlined in Overview#Gateway:

  • GatewaySettings values for PORT and UI, with PORT being interpolated by a global yaml value (port: at the left-most indentiation level)
  • The list of GatewayModule instances, here referencing the modules instantiated previously in the leftmost module block
  • The GatewayChannels instance
hydra:
  run:
    dir: outputs/${oc.env:HOSTNAME,localhost}_${hydra.job.name}/${now:%Y-%m-%d}/${now:%H-%M-%S}

Here we override Hydra's default output location so that our log files are unique for each run.

Tip

Hydra will also output a fully elaborated configuration yaml, so we can arbitrarily compose our config files as well! In the demo, we have a local (short) demo.yaml that overrides some values (e.g. port) from a provided full demo.yaml. Like CLI-based overloading, this allows for composition of components in discrete derived application instances.

port: 8000

The final piece is configuring the port value, which is interpolated into gateway.settings.PORT. If we go back to our local demo.yaml:

# @package _global_
defaults:
  - /gateway: demo
  - _self_
port: 8000

We see that we are extending the example demo.yaml and setting the port value. You can see the local demo.yaml and the template demo.yaml in the codebase.

Putting it all together

What is the point of all this configuration? There are a number of key benefits.

First, instantiation of applications is driven via config and overrideable/extendable via other configs and CLI. You can easily provide a "base" application to be customized further by other configurations, something like an abstract class of an application configuration. You can extend/modify/overload arbitrarily nested objects and parameters via config file or CLI.

Finally you can compose applications in a modular fashion. With configuration files for Module One, Module Two, and Module Three, you can build arbitrary combinations purely from config/CLI.

graph TB
    subgraph Application C
    m4[Module One]
    m5[Module Three]
    end
    subgraph Application B
    m1[Module One]
    m2[Module Two]
    m3[Module Three]
    end
    subgraph Application A
    m6[Module Two]
    m7[Module Three]
    end
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