dw

The Doubleword Batch Inference CLI. Upload JSONL files, run batches, stream results, and send real-time inference requests — all from the terminal.

Features

• Batch processing — upload files, create batches, watch progress, download results
• Streaming — dw stream goes from JSONL file to piped results in one command
• Real-time inference — one-shot streaming requests via dw realtime
• Local file tools — validate, prepare, stats, sample, merge, split, and diff JSONL files without uploading
• Project scaffolding — dw project init creates ready-to-run project templates
• Multi-account — manage multiple accounts and organizations, switch between them like kubectl contexts
• Output formats — table for interactive use, JSON for scripts, auto-detected from TTY
• Shell completions — bash, zsh, and fish
• Self-update — dw update downloads the latest release

Quick Example

# Authenticate
dw login

# See available models
dw models list

# Run a batch and stream results (prints "Batch: <id>" to stderr)
dw stream batch.jsonl > results.jsonl

# One-shot inference
dw realtime Qwen/Qwen3-VL-30B-A3B-Instruct-FP8 "Explain batch inference"

# Check what the batch cost (use the batch ID from dw stream output)
dw batches analytics <batch-id>