Collinear Python SDK
Persona‑driven chat simulation for OpenAI‑compatible endpoints.
Requires Python 3.10+.
Install (uv)
uv venv && source .venv/bin/activate # Windows: .venv\Scripts\activate
uv add collinear
uv sync
Quickstart
import os
from collinear.client import Client
client = Client(
assistant_model_url="https://api.openai.com/v1",
assistant_model_api_key=os.environ["OPENAI_API_KEY"],
assistant_model_name="gpt-4o-mini",
collinear_api_key=os.environ.get("COLLINEAR_API_KEY"),
)
traitmix_config = {
"ages": ["25-34"],
"genders": ["woman"],
"occupations": ["Employed"],
"intents": ["Resolve billing issue"],
"traits": {"impatience": ["low", "medium", "high"]},
"locations": ["United States"],
"languages": ["English"],
"tasks": ["telecom support"],
}
results = client.simulate(
traitmix_config,
k=1,
num_exchanges=2,
traitmix_temperature=0.7,
traitmix_max_tokens=256,
)
assessment = client.assess(results)
for row in assessment.evaluation_result:
for score in row.values():
print("score=", score.score, "rationale=", score.rationale)
3 maintainers
Metadata
3 maintainers
Release files for collinear 1.0.26
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Source distribution (sdist)
| File | Size | Uploaded | |
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| collinear-1.0.26.tar.gz | 73.9 kB | Details |
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| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| collinear-1.0.26-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 121.3 kB
Release files / collinear-1.0.26.tar.gz
| Download URL | collinear-1.0.26.tar.gz |
|---|---|
| Size | 73.9 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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| Download URL | collinear-1.0.26-py3-none-any.whl |
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| Size | 47.5 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
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| Uploaded via |
twine/6.1.0 CPython/3.13.7
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