Unified LLM data management
Project description
log10
⚡ Unified LLM data management ⚡
Quick Install
pip install log10-io
🤔 What is this?
A one-line Python integration to manage your LLM data.
import openai
from log10.load import log10
log10(openai)
# all your openai calls are now logged
Access your LLM data at log10.io
🚀 What can this help with?
🔍🐞 Prompt chain debugging
Prompt chains such as those in Langchain can be difficult to debug. Log10 provides prompt provenance, session tracking and call stack functionality to help debug chains.
📝📊 Logging
Log all your OpenAI calls to compare and find the best prompts, store feedback, collect latency and usage metrics, and perform analytics and compliance monitoring of LLM powered features.
💿🧩 Flexible data store
log10 provides a managed data store, but if you'd prefer to manage data in your own environment, you can use data stores like google big query.
Install the big query client library with:
pip install log10-io[bigquery]
And provide the following configuration in either a .env file, or as environment variables:
| Name | Description |
|---|---|
LOG10_DATA_STORE |
Either log10 or bigquery |
LOG10_BQ_PROJECT_ID |
Your google cloud project id |
LOG10_BQ_DATASET_ID |
The big query dataset id |
LOG10_BQ_COMPLETIONS_TABLE_ID |
The name of the table to store completions in |
Note that your environment should have been setup with google cloud credentials. Read more here about authenticating.
🧠🔁 Readiness for RLHF & self hosting
Use your data and feedback from users to fine-tune custom models with RLHF with the option of building and deploying more reliable, accurate and efficient self-hosted models.
👥🤝 Collaboration
Create flexible groups to share and collaborate over all of the above features
⚙️ Setup
- Create a free account at log10.io
- Set the following environment variables:
LOG10_URL=https://log10.ioLOG10_TOKEN: From the Settings tab in log10.ioLOG10_ORG_ID: From the Organization tab in log10.ioOPENAI_API_KEY: OpenAI API key
💬 Community
We welcome community participation and feedback. Please leave an issue, submit a PR or join our Discord.
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