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-0.7.19.tar.gz (17.2 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-0.7.19-py3-none-any.whl (23.3 kB view details)

Uploaded Python 3

File details

Details for the file ivcap_ai_tool-0.7.19.tar.gz.

File metadata

  • Download URL: ivcap_ai_tool-0.7.19.tar.gz
  • Upload date:
  • Size: 17.2 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: poetry/2.1.3 CPython/3.10.10 Darwin/24.6.0

File hashes

Hashes for ivcap_ai_tool-0.7.19.tar.gz
Algorithm Hash digest
SHA256 e7475bbf9616a7381232c2381b8a97f90a8d08da8b30fa448ce18185f79622d3
MD5 88c4e75e01e70382ef9dc682a73bb05d
BLAKE2b-256 4a7a379d010b38ac065a0faf3c06c2dc48077f7375958e8f9f3e4979be1fbcc3

See more details on using hashes here.

File details

Details for the file ivcap_ai_tool-0.7.19-py3-none-any.whl.

File metadata

  • Download URL: ivcap_ai_tool-0.7.19-py3-none-any.whl
  • Upload date:
  • Size: 23.3 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: poetry/2.1.3 CPython/3.10.10 Darwin/24.6.0

File hashes

Hashes for ivcap_ai_tool-0.7.19-py3-none-any.whl
Algorithm Hash digest
SHA256 fb782371d356c3885c20ad32a5cc30512798a0edf46ecc163aa95f1adb89b131
MD5 40d016c068d0e873add7c3c206167a1c
BLAKE2b-256 2ea0ad5941133ccce657cc94a18aaf178a58d1134f3d9048cbadb99d91b7951c

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