arcee-py 0.0.14

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DALM by Arcee

The Arcee client for executing domain-adpated language model routines

Installation

pip install arcee-py

Authenticating

Your Arcee API key is obtained at app.arcee.ai

In bash:

export ARCEE_API_KEY=********

In notebook:

import os
os.environ["ARCEE_API_KEY"] = "********"

Upload Context

Upload context for your domain adapted langauge model to draw from.

import arcee
arcee.upload_doc("pubmed", doc_name="doc1", doc_text="whoa")
# or
# arcee.upload_docs("pubmed", docs=[{"doc_name": "doc1", "doc_text": "foo"}, {"doc_name": "doc2", "doc_text": "bar"}]

Train DALM

Train a DALM with the context you have uploaded.

import arcee
dalm = arcee.train_dalm("medical_dalm", context="pubmed")
# Wait for training to complete
arcee.get_dalm_status("medical_dalm")

The DALM training procedure trains your model in context and stands up an index for your model to draw from.

DALM Generation

import arcee
med_dalm = arcee.get_dalm("medical_dalm")
med_dalm.generate("What are the components of Scoplamine?")

DALM Retrieval

Retrieve documents for a given query and to view them or plug into a different LLM.

import arcee
med_dalm = arcee.get_dalm("medical_dalm")
med_dalm.retrieve("my query")

Contributing

We use invoke to manage this repo. You don't need to use it, but it simplifies the workflow.

Set up the repo

git clone https://github.com/arcee-ai/arcee-python && cd arcee-python
# optionally setup your virtual environment (recommended)
python -m venv .venv && source .venv/bin/activate
# install repo
pip install invoke
inv install

Format, lint, test

inv format  # run black and ruff
inv lint    # black check, ruff check, mypy
inv test    # pytest

Publishing

We publish in this repo by creating a new release/tag in github. On release, a github action will publish the __version__ of arcee-py that is in arcee/__init__.py

So you need to increase that version before releasing, otherwise it will fail

To create a new release

1. Open a PR increasing the __version__ of arcee-py. You can manually edit it or run inv uv
2. Create a new release, with the name being the __version__ of arcee-py

Manual release [not recommended]

We do not recommend this. If you need to, please make the version number an alpha or beta release.
If you need to create a manual release, you can run inv build && inv publish