Skip to main content

Helper functions for building AI Tools as IVCAP services

Project description

ivcap_ai_tool: A python library for building AI tools for the IVCAP platform

Coverity Scan Build Status

A python library containing various helper and middleware functions to simplify developing AI tools to be deployed on IVCAP.

Note: A template git repositiory using this library can be found on github ivcap-works/ivcap-python-ai-tool-template. You may clone that and start from there.

Content

Register a Tool Function

class Request(BaseModel):
    jschema: str = Field("urn:sd:schema:some_tool.request.1", alias="$schema")
    ...

class Result(BaseModel):
    jschema: str = Field("urn:sd:schema:some_tool.1", alias="$schema")
    ...

def some_tool(req: Request) -> Result:
    """
    Here should go a quite extensive description of what the tool can be
    used for so that an agent can work out if this tool is useful in
    a specific context.

    DO NOT ADD PARAMTER AND RETURN DECRIPTIONS -
       DESCRIBE THEM IN THE `Request` MODEL
    """
    ...

    return Result(...)

add_tool_api_route(app, "/", some_tool, opts=ToolOptions(tags=["Great Tool"]))

Start the Service

app = FastAPI(
  ..
)

if __name__ == "__main__":
    start_tool_server(app, some_tool)

JSON-RPC Middleware

This middleware will convert any POST / with a payload following the JSON-RPC specification to an internal POST /{method} and will return the result formatted according to the JSON-RPC spec.

from ivcap_fastapi import use_json_rpc_middleware

app = FastAPI(
  ..
)

use_json_rpc_middleware(app)

Try-Later Middleware

This middleware is supporting the use case where the execution of a requested service is taking longer than the caller is willing to wait. A typical use case is where the service is itself outsourcing the execution to some other long-running service but may immediately receive a reference to the eventual result.

In this case, raising a TryLaterException will return with a 204 status code and additional information on how to later check back for the result.

from ivcap_fastapi import TryLaterException, use_try_later_middleware
use_try_later_middleware(app)

@app.post("/big_job")
def big_job(req: Request) -> Response:
    jobID, expected_exec_time = scheduling_big_job(req)
    raise TryLaterException(f"/big_job/jobs/{jobID}", expected_exec_time)

@app.get("/big_job/jobs/{jobID}")
def get_job(jobID: str) -> Response:
    resp = find_result_for(job_id)
    return resp

Specifically, raising TryLaterException(location, delay) will return an HTTP response with a 204 status code with the additional HTTP headers Location and Retry-Later set to location and delay respectively.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

ivcap_ai_tool-0.7.7.tar.gz (16.1 kB view details)

Uploaded Source

Built Distribution

ivcap_ai_tool-0.7.7-py3-none-any.whl (21.3 kB view details)

Uploaded Python 3

File details

Details for the file ivcap_ai_tool-0.7.7.tar.gz.

File metadata

  • Download URL: ivcap_ai_tool-0.7.7.tar.gz
  • Upload date:
  • Size: 16.1 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: poetry/2.1.2 CPython/3.10.10 Darwin/24.3.0

File hashes

Hashes for ivcap_ai_tool-0.7.7.tar.gz
Algorithm Hash digest
SHA256 bfcb8e472c9183be6265b3675c5fe8c6ee4201d1f5cdfb648c50bf3dda24eb44
MD5 641dd337e1033251bcf95f6c653eab6d
BLAKE2b-256 e79bb8a8f77844111bc00cc56f5946f98683eca96508e5d4a4b047ded28b6732

See more details on using hashes here.

File details

Details for the file ivcap_ai_tool-0.7.7-py3-none-any.whl.

File metadata

  • Download URL: ivcap_ai_tool-0.7.7-py3-none-any.whl
  • Upload date:
  • Size: 21.3 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: poetry/2.1.2 CPython/3.10.10 Darwin/24.3.0

File hashes

Hashes for ivcap_ai_tool-0.7.7-py3-none-any.whl
Algorithm Hash digest
SHA256 e2b490961ea92ab205504fc21fd4f4dfac85d3f77bb021528d90e03aa8b3a902
MD5 44af269acb712e3e959b2d201926bd6a
BLAKE2b-256 2d4072d4d828b4195795fdca0cbeee30d60500a29f6ba123d6b20a8876cb3415

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page