The xRtm Framework (Generative Forecasting).

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Project description

XRTM v0.9.1 — AI for Event Forecasting

PyPI License

XRTM runs event-forecasting workflows from the command line. Uses any OpenAI-compatible endpoint.

Install

pip install xrtm

Python >=3.11,<3.14.

Quick Start

export OPENAI_API_KEY="sk-..."
xrtm start

With a specific model:

xrtm start --model deepseek-v4-pro --base-url https://api.deepseek.com --limit 10

Commands

Command What it does
xrtm start Run forecasts (requires OPENAI_API_KEY)
xrtm doctor Check Python, packages, imports
xrtm runs show --latest Inspect the most recent run

Run Artifacts

Each run produces these files in runs/<run-id>/: run.json, eval.json, train.json, forecasts.jsonl, report.html, provider.json, questions.jsonl

XRTM Ecosystem

Package Role
xrtm-data Schemas & question sources
xrtm-eval Scoring (Brier, ECE, LogScore)
xrtm-forecast Runtime engine (agents, providers, topologies)
xrtm-train Backtesting & optimization
xrtm Product CLI (this package)

License

Apache 2.0

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0.10.0

This version

0.9.2

0.9.1

0.9.0

0.8.8

0.8.7

0.8.6

0.8.5

0.8.4

0.8.3

0.8.2

0.8.0

0.7.1

0.7.0

0.3.3

0.3.2

0.3.1

0.3.0

0.2.1

0.2.0

0.1.2

0.1.1

0.1.0

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