---
title: Embedding Fleet
emoji: 🛰️
colorFrom: blue
colorTo: gray
sdk: gradio
sdk_version: "5.49.1"
app_file: app.py
pinned: false
---

# Embedding Fleet — Jobs control plane

Run-level dashboard for a fan-out embedding run launched with
[`launch-embedding-fleet.py`](https://huggingface.co/datasets/uv-scripts/embeddings/blob/main/launch-embedding-fleet.py)
from [uv-scripts/embeddings](https://huggingface.co/datasets/uv-scripts/embeddings):
documents-processed progress, tokens, live ~$ cost vs the hard timeout ceiling, ETA,
GPU utilization, replica health, and a per-worker table.

Data sources: the run bucket (manifest + worker heartbeats, polled) and the Jobs API
(stages, durations, one metrics sample per running job per tick).

Config (Space variables): `FLEET_BUCKET` (default `davanstrien/embedding-runs`),
`FLEET_NAMESPACE`, `FLEET_POLL_SECS`. Secret: `HF_TOKEN` with read access to jobs +
the bucket. Deep-link a run with `?run=<run-id>`.