Quantiles Python SDK
Python SDK for the quantiles local AI workload observability server.
Installation
uv pip install quantiles
Usage
To build a custom eval with Python, use the below code. To ensure this eval is runnable with qt run, set up a quantiles.toml configuration file. See ../CONFIG.md for details.
import asyncio
from quantiles import workflow, step, emit, entrypoint
async def handler(input_value, ctx):
result = await ctx.step(
"fetch-data",
{"url": "https://example.com"},
lambda: {"status": 200}
)
await ctx.emit("latency_ms", 50, "ms")
return result
my_workflow = workflow("demo", handler)
if __name__ == "__main__":
entrypoint(my_workflow)
In local development, the SDK executes user code locally. The qt server deduplicates steps, triggers workflows, owns durable state, stored outputs, observability records, and metrics.
Development
Run tests:
mise run test
Run linter:
mise run lint
Metadata
Release files for quantiles 0.1.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| quantiles-0.1.0.tar.gz | 16.4 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| quantiles-0.1.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 36.4 kB
Release files / quantiles-0.1.0.tar.gz
| Download URL | quantiles-0.1.0.tar.gz |
|---|---|
| Size | 16.4 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
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|
Release files / quantiles-0.1.0-py3-none-any.whl
| Download URL | quantiles-0.1.0-py3-none-any.whl |
|---|---|
| Size | 20.0 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
uv/0.11.21 {"installer":{"name":"uv","version":"0.11.21","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"macOS","version":null,"id":null,"libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}
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