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-0.6.5.tar.gz (18.5 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

ivcap_ai_tool-0.6.5-py3-none-any.whl (21.8 kB view details)

Uploaded Python 3

File details

Details for the file ivcap_ai_tool-0.6.5.tar.gz.

File metadata

  • Download URL: ivcap_ai_tool-0.6.5.tar.gz
  • Upload date:
  • Size: 18.5 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: poetry/1.8.3 CPython/3.10.13 Darwin/24.3.0

File hashes

Hashes for ivcap_ai_tool-0.6.5.tar.gz
Algorithm Hash digest
SHA256 7b9474b80e0991ecf4a0e24235d4487b0c25f8707b4e27efa2d3054894fa8f19
MD5 9666d9cdf0869893ca34686b5c93e941
BLAKE2b-256 91c4ec99f8f1ceb7abc9f46687955691b785b59eb47b519c95eb6dafe31a2994

See more details on using hashes here.

File details

Details for the file ivcap_ai_tool-0.6.5-py3-none-any.whl.

File metadata

  • Download URL: ivcap_ai_tool-0.6.5-py3-none-any.whl
  • Upload date:
  • Size: 21.8 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: poetry/1.8.3 CPython/3.10.13 Darwin/24.3.0

File hashes

Hashes for ivcap_ai_tool-0.6.5-py3-none-any.whl
Algorithm Hash digest
SHA256 f690176ac5cd5718ceb285ef90a11e7d56790070dff143ec89ca00fbd033efa8
MD5 fca4c325185be3e7f9636c9ff40f6b0f
BLAKE2b-256 306e146f643acf03b5d59591ffd78a3f912f13533c8620ff5985da96d8330583

See more details on using hashes here.

Supported by

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