ukraine 0.4.0

Ukraine: A Data Science Toolkit

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

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Installation

pip install -U ukraine[jira]

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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")

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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