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

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-0.5.4.tar.gz (15.5 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-0.5.4-py3-none-any.whl (19.2 kB view details)

Uploaded Python 3

File details

Details for the file ivcap_ai_tool-0.5.4.tar.gz.

File metadata

  • Download URL: ivcap_ai_tool-0.5.4.tar.gz
  • Upload date:
  • Size: 15.5 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: poetry/2.1.1 CPython/3.10.16 Darwin/24.3.0

File hashes

Hashes for ivcap_ai_tool-0.5.4.tar.gz
Algorithm Hash digest
SHA256 df249878cea426a1f527a2bfe0e41de7acb33cf12be510908fc1f912b7ccace4
MD5 84bc42a7fbbc187a6f04218aec112b1f
BLAKE2b-256 4b9567960d64cc62ec87e580f1260f6d903def3b26ea13dd6f59f36a6a7692e4

See more details on using hashes here.

File details

Details for the file ivcap_ai_tool-0.5.4-py3-none-any.whl.

File metadata

  • Download URL: ivcap_ai_tool-0.5.4-py3-none-any.whl
  • Upload date:
  • Size: 19.2 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: poetry/2.1.1 CPython/3.10.16 Darwin/24.3.0

File hashes

Hashes for ivcap_ai_tool-0.5.4-py3-none-any.whl
Algorithm Hash digest
SHA256 89304ed44ba1bcb39612d9014805e3765d44bb5b2f1a035c5c348168aae58519
MD5 4d72fd2fa253a4daa5d4f8454c5eb3bc
BLAKE2b-256 ba7aedff474c2fa725bf5b9d93861b2445e9450794281623c5212d41f8edc095

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