Skip to content

Commit

Permalink
[Docs] Add Async agent create job process and exception delete cas.
Browse files Browse the repository at this point in the history
Signed-off-by: SZL741023 <[email protected]>
  • Loading branch information
SZL741023 committed Nov 20, 2024
1 parent b04cba3 commit b660f2c
Showing 1 changed file with 39 additions and 28 deletions.
67 changes: 39 additions & 28 deletions docs/user_guide/flyte_agents/developing_agents.md
Original file line number Diff line number Diff line change
Expand Up @@ -7,6 +7,7 @@ jupytext:
---

(developing_agents)=

# Developing agents

The Flyte agent framework enables rapid agent development, since agents are decoupled from the core FlytePropeller engine. Rather than building a complete gRPC service from scratch, you can implement an agent as a Python class, easing development. Agents can be tested independently and deployed privately, making maintenance easier and giving you more flexibility and control over development.
Expand All @@ -20,8 +21,9 @@ We strongly encourage you to contribute your agent to the Flyte community. To do
```

There are two types of agents: **async** and **sync**.
* **Async agents** enable long-running jobs that execute on an external platform over time. They communicate with external services that have asynchronous APIs that support `create`, `get`, and `delete` operations. The vast majority of agents are async agents.
* **Sync agents** enable request/response services that return immediate outputs (e.g. calling an internal API to fetch data or communicating with the OpenAI API).

- **Async agents** enable long-running jobs that execute on an external platform over time. They communicate with external services that have asynchronous APIs that support `create`, `get`, and `delete` operations. The vast majority of agents are async agents.
- **Sync agents** enable request/response services that return immediate outputs (e.g. calling an internal API to fetch data or communicating with the OpenAI API).

```{note}
Expand All @@ -41,6 +43,15 @@ To create a new async agent, extend the [`AsyncAgentBase`](https://github.com/fl
- `get`: This method retrieves the job resource (jobID or output literal) associated with the task, such as a BigQuery job ID or Databricks task ID.
- `delete`: Invoking this method will send a request to delete the corresponding job.

```{note}
When users use create method to create a new job, with its job ID, they can use get method and job ID to check the execution state, if it is succeed or not.
Exceptional delete case:
If users interrupt task during it's running, FlytePropeller will invoke delete method to corresponding job.
```

```python
from typing import Optional
from dataclasses import dataclass
Expand Down Expand Up @@ -113,6 +124,7 @@ AgentRegistry.register(OpenAIAgent())
```

#### Sensor interface specification

With the agent framework, you can easily build a custom sensor in Flyte to watch certain events or monitor the bucket in your workflow.

To create a new sensor, extend the `[BaseSensor](https://github.com/flyteorg/flytekit/blob/master/flytekit/sensor/base_sensor.py#L43)` class and implement the `poke` method, which checks whether a specific condition is met.
Expand All @@ -130,7 +142,6 @@ class FileSensor(BaseSensor):
return fs.exists(path)
```


### 2. Test the agent

You can test your agent in a {ref}`local Python environment <testing_agents_locally>` or in a {ref}`local development cluster <testing_agents_in_a_local_development_cluster>`.
Expand Down Expand Up @@ -181,29 +192,29 @@ By default, all agent requests will be sent to the default agent service. Howeve
you can route particular task requests to designated agent services by adjusting the FlytePropeller configuration.

```yaml
plugins:
agent-service:
# By default, all requests will be sent to the default agent.
defaultAgent:
endpoint: "dns:///flyteagent.flyte.svc.cluster.local:8000"
insecure: true
timeouts:
# CreateTask, GetTask and DeleteTask are for async agents.
# ExecuteTaskSync is for sync agents.
CreateTask: 5s
GetTask: 5s
DeleteTask: 5s
ExecuteTaskSync: 10s
defaultTimeout: 10s
agents:
custom_agent:
endpoint: "dns:///custom-flyteagent.flyte.svc.cluster.local:8000"
insecure: false
defaultServiceConfig: '{"loadBalancingConfig": [{"round_robin":{}}]}'
timeouts:
GetTask: 5s
defaultTimeout: 10s
agentForTaskTypes:
# It will override the default agent for custom_task, which means propeller will send the request to this agent.
- custom_task: custom_agent
plugins:
agent-service:
# By default, all requests will be sent to the default agent.
defaultAgent:
endpoint: "dns:///flyteagent.flyte.svc.cluster.local:8000"
insecure: true
timeouts:
# CreateTask, GetTask and DeleteTask are for async agents.
# ExecuteTaskSync is for sync agents.
CreateTask: 5s
GetTask: 5s
DeleteTask: 5s
ExecuteTaskSync: 10s
defaultTimeout: 10s
agents:
custom_agent:
endpoint: "dns:///custom-flyteagent.flyte.svc.cluster.local:8000"
insecure: false
defaultServiceConfig: '{"loadBalancingConfig": [{"round_robin":{}}]}'
timeouts:
GetTask: 5s
defaultTimeout: 10s
agentForTaskTypes:
# It will override the default agent for custom_task, which means propeller will send the request to this agent.
- custom_task: custom_agent
```

0 comments on commit b660f2c

Please sign in to comment.