Weavel Python SDK
Prompt Optimization & Evaluation for LLM Applications
Installation
pip install weavel
Documentation
You can find our full documentation here.
How to use
Option 1: Using OpenAI wrapper
from weavel import WeavelOpenAI as OpenAI
openai = OpenAI()
response = openai.chat.completions.create(
model="gpt-4o",
messages=[
{"role": "user", "content": "Hello, world!"}
],
headers={
"generation_name": "hello",
}
)
Option 2: Logging inputs/outputs of LLM calls
from weavel import Weavel
from openai import OpenAI
from pydantic import BaseModel
openai = OpenAI()
# initialize Weavel
weavel = Weavel()
class Answer(BaseModel):
reasoning: str
answer: str
question = "What is x if x + 2 = 4?"
response = openai.beta.chat.completions.parse(
model="gpt-4o-2024-08-06",
messages=[
{"role": "system", "content": "You are a math teacher."},
{"role": "user", "content": question}
],
response_format=Answer
).choices[0].message.parsed
# log the generation
weavel.generation(
name="solve-math", # optional
inputs={"question": question},
outputs=response.model_dump()
)
Option 3 (Advanced Usage): OTEL-compatible trace logging
from weavel import Weavel
weavel = Weavel()
session = weavel.session(user_id = "UNIQUE_USER_ID")
session.message(
role="user",
content="Nice to meet you!"
)
session.track(
name="Main Page Viewed"
)
trace = session.trace(
name="retrieval_module"
)
trace.log(
name="google_search"
)
Release files for weavel 1.11.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| weavel-1.11.0.tar.gz | 28.0 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| weavel-1.11.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 60.7 kB
Release files / weavel-1.11.0.tar.gz
| Download URL | weavel-1.11.0.tar.gz |
|---|---|
| Size | 28.0 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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|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / weavel-1.11.0-py3-none-any.whl
| Download URL | weavel-1.11.0-py3-none-any.whl |
|---|---|
| Size | 32.7 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
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|
|
BLAKE2b-256 checksum How to use checksums |
d95677881b451e9ad509c1645eb294cb406df95c554e7a154096ad65984710dc
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
