Ukraine: A Data Science Toolkit
Project description
Ukraine
Ukraine is a deep learning toolkit that includes research models, approaches and utils.
Installation
pip install -U ukraine[langchain_llama]
from ukraine.agents.rag import PDFLlamaRAGAgent
agent = PDFLlamaRAGAgent(
file_path="PATH_TO_PDF",
system_prompt="""Provide answers based on the document."{context}"""
)
result = agent.chat("What is this document about?")
print(result["answer"])
View this example in the cookbook
🧠 Introducing Complex AI Agents
A new file has been added: ukraine/agents/complex.py
Includes the OpenAIJiraNoteAgent class for automated conversion of audio file that contains meeting recording into Jira tasks using OpenAI + LangChain integrations.
Capabilities:
- Transcribes audio to text using
whisper-1 - Breaks down transcribed instructions into actionable tasks
- Creates structured Jira tickets via LangChain
JiraToolkit
Installation
pip install -U ukraine[jira]
Example usage
from ukraine.agents.complex import OpenAIJiraNoteAgent
agent = OpenAIJiraNoteAgent()
transcription = agent.transcribe_audio("audio.ogg")
tasks = agent.convert_text_to_tasks(transcription, max_tokens=368)
agent.create_jira_tickets(tasks, project_key="KAN", language="ukrainian")
Environment variables required
OPENAI_API_KEY=<your_openai_key>
JIRA_API_TOKEN=<your_jira_token>
JIRA_USERNAME=<your_email>
JIRA_INSTANCE_URL=https://yourproject.atlassian.net
JIRA_CLOUD=True
Project details
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