Integ test framework for LLMs.
Project description
Michina
From the quechua word for "pasture".
Unit testing and integration testing for LLMs.
Features
- [openai] Can run in a Github Actions for workflow
Todo
- Add monitoring
Versions
v0.2.1 -> v0.2.2
Fixing typo.
v0.1.1 -> v0.2.0
This change allows you to configure the OpenAI model version to use.
The API was like this
from src.prompts import check_for_political_content, respond_to_customer
from michina.checks import ToneCheck, ConsistencyCheck
"""
This is a consistency check. It tests whether your prompt's output
is consistent with the goal of the test itself.
"""
def test_check_for_political_content_consistent():
message = "I want to buy a campaign poster for Obama."
statement = check_for_political_content(message)
response = ConsistencyCheck.check(message, statement)
assert response.judgment > 0.5
and now it's like this
from src.prompts import check_for_political_content, respond_to_customer
from michina.checks import ToneCheck, ConsistencyCheck
from os import environ as env
michina_config = {
'model': 'gpt-3.5-turbo',
'temperature': 0,
'openai_api_key': env["OPENAI_API_KEY"],
}
consistency = ConsistencyCheck(**michina_config)
def test_check_for_political_content_consistent():
message = "I want to buy a campaign poster for Obama."
statement = check_for_political_content(message)
response = consistency.check(message, statement)
assert response.judgment > 0.5
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
michina-0.2.2.tar.gz
(3.9 kB
view details)
Built Distribution
File details
Details for the file michina-0.2.2.tar.gz
.
File metadata
- Download URL: michina-0.2.2.tar.gz
- Upload date:
- Size: 3.9 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: poetry/1.5.1 CPython/3.11.4 Darwin/22.5.0
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | e5872b43b90f2a43eede21fe4871620b9bf5906d7f927707bf9446b493407a17 |
|
MD5 | 1a1b437714995a271b2c78043b313aac |
|
BLAKE2b-256 | ac8505cde11bcdc4db788c7f9fc67187244c895739f99032750897e6329503d8 |
File details
Details for the file michina-0.2.2-py3-none-any.whl
.
File metadata
- Download URL: michina-0.2.2-py3-none-any.whl
- Upload date:
- Size: 6.4 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: poetry/1.5.1 CPython/3.11.4 Darwin/22.5.0
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | e42ae2ecb676ba619a72592e70a428b37343e8f6057f7e2a6fe6b1dfe1c2691b |
|
MD5 | 2b3ea52dbac0a1dca2eca38d81021385 |
|
BLAKE2b-256 | 1a037a7f1e1c7c6dc0d895eed6d79d80345eb0c78448cc0b8487f785686bdf71 |