Python examples

from biosimulant import Client
 
with Client() as client:
    result = client.run("demi/microbiology-hello-world-growth@1.0.0", timeout=300)

import asyncio
from biosimulant import AsyncClient
 
async def main():
    async with AsyncClient() as client:
        result = await client.run(
            "demi/microbiology-hello-world-growth@1.0.0",
            timeout=300,
        )
        print(result.outputs)
 
asyncio.run(main())

from biosimulant import Client
 
with Client() as client:
    run = client.runs.create(
        ref="demi/microbiology-hello-world-growth@1.0.0",
        metadata={"batch": "2026-07-19"},
    )
    save_run_id(run.id)

with Client() as client:
    run = client.runs.retrieve(load_run_id())
    run.cancel()

from biosimulant import Client, RunTimeout
 
with Client() as client:
    run = client.runs.create(ref="demi/microbiology-hello-world-growth@1.0.0")
    try:
        result = run.wait(timeout=10)
    except RunTimeout as exc:
        save_run_id(exc.run.id)  # the server job was not cancelled

import asyncio
from biosimulant import AsyncClient
 
async def main():
    async with AsyncClient() as client:
        results = await asyncio.gather(*[
            client.run(
                "demi/microbiology-hello-world-growth@1.0.0",
                inputs={"initial_cells": cells},
                timeout=300,
            )
            for cells in (10, 20, 40)
        ])
        return [result.outputs for result in results]

from biosimulant import verify_webhook_signature
 
def receive_webhook(raw_body: bytes, signature: str) -> None:
    verify_webhook_signature(
        raw_body,
        signature,
        secret_from_your_secret_manager(),
    )
    process_event(raw_body)