Commit 75c110a
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cmg: Implement CogStack Model Gateway & Scheduler
This commit introduces the CogStack Model Gateway and Scheduler
services, along with a common package for managing external components,
including a database, an object store, and a message queue. More
specifically, the project is deployed through a docker-compose file and
consists of the following core services:
* Gateway: A FastAPI server that receives requests from the user
targetting a deployed model server. These are submitted as tasks to
be executed by the downstream services. It also exposes endpoints
for listing the available model services, as well as fetching
information about previously submitted tasks.
* Database: A PostgreSQL database for storing information about the
submitted tasks, most importantly their status, IDs for tracking
them across different services (e.g. other stores deployed as part
of the CogStack Model Gateway as well as the model tracking server),
and references to their results.
* Queue: A RabbitMQ message queue for managing the tasks submitted to
the system. The queue is used to distribute the tasks to the
scheduler, which is in turn responsible for executing them.
* Object Store: A MinIO object store for serialising larger user
requests (e.g. attached files or request bodies) that will be picked
up an reconstructed by the scheduler, as well as for storing task
results. The results are stored as objects with a prefix that
corresponds to the corresponding task's UUID.
* Scheduler: A Python application that listens to the message queue for
new tasks and executes them by forwarding them to the appropriate
model server for execution. Currently, it is also responsible for
monitoring the execution of long-running tasks and updating all
relevant stores with the task's status and results.
The E2E workflow looks something like this:
* The user submits a task to the Gateway, specifying the desired model
server and action as part of the request (i.e. path parameters)
* The Gateway receives the task and creates an entry in the database,
generating a UUID that can be used to track the task across the CMG
components and setting its status to "PENDING".
* The Gateway deconstructs the request, extracting information like the
target endpoint and action, the content type, query params, body, and
attached files. The request body and the attached files are serialised
and stored in the object store.
* The Gateway creates a message containing all data necessary for
reconstructing the request and sends it to the queue. For objects
stored in the object store, it includes a reference instead, so that
the queue isn't cluttered with large payloads. While all messages are
assigned the same priority at the moment, we intend to extend the
Gateway to calculate an appropriate value based on the information
received.
* The Scheduler listens to the queue for new messages and picks them up
as they come.
* The Scheduler reconstructs the request and forwards it to the
appropriate model server for execution, setting its status in the
database to "SCHEDULED" and acknowledging the message delivery.
* The model server executes the task and returns a response.
* If the server signifies the completion of the task (i.e. short-running
task that completes synchronously), the Scheduler stores the result in
the object store, updates the task's status to "SUCCEEDED" or "FAILED"
depending on the response, and adds a reference to the results in a
bucket in the object store.
* If the server signifies the task was accepted (i.e. long-running task)
the Scheduler updates the task's status to "RUNNING" and starts
periodically checking its status by monitoring the model tracking
server (MLflow). Once the task is completed, the MLflow UI URL is
serialised and uploaded to MinIO, while the task's status is updated
to "SUCCEEDED" or "FAILED" depending on the response.
* In the future we will extend this service to send a notification to
the user that requested the task execution. Monitoring the task
execution will likely be moved out of th scheduler and into a separate
service altogether. In the meantime, the user can query the Gateway
for the task's status and results and even ask for a URL to directly
download the file containing the results from the object store.
Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk.com>0 parents commit 75c110a
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- common
- gateway
- core
- routers
- scheduler
- tests
- unit/common
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