---
title: Serving a model on your own GPU
emoji: 🧭
colorFrom: blue
colorTo: gray
sdk: static
app_file: index.html
pinned: false
license: apache-2.0
short_description: Five questions between a model page and a model that runs
---

# Serving a model on your own GPU

Five questions stand between a model page and a model that runs, and
every one of them has an answer already sitting in the repo's metadata.
This page is the index of the tools that read it — in the visitor's
browser, without downloading weights and without running anything.

| The question | The tool |
|---|---|
| Which model should I even try? | [Find a model that fits](https://huggingface.co/spaces/aleada/model-search-that-answers) |
| How much context can I actually serve? | [What context will actually fit?](https://huggingface.co/spaces/aleada/what-context-fits) |
| How do I run it correctly? | [Does this model need a reasoning parser?](https://huggingface.co/spaces/aleada/reasoning-parser-advisor) |
| What did this quantized pack really compress? | [How much of this pack is actually 4-bit?](https://huggingface.co/spaces/aleada/pack-precision-map) |
| Is the pack what it claims to be? | [Does this pack keep what it claims?](https://huggingface.co/spaces/aleada/pack-integrity-check) |

Put a model in the box and every step opens with it already filled in —
`?repo=owner/model` is read by each tool, so a model travels with you
through the chain instead of being retyped five times.

## Why metadata is enough

A model repo publishes its architecture, its attention topology, its
tensor index and its chat template before you download a byte of
weights. Almost every serving failure — it will not fit, the context is
too long, the answers come back empty, the pack is not what its name
says — is decidable from that alone.

None of these tools loads a model, so none of them can tell you how
*good* it is. They tell you whether it will work, and what it will cost.

## Development

The list of tools lives once, in `space-shared/tools.js`, and is copied
into each Space at deploy time. This page renders from that same
registry rather than from its own copy — a landing page listing tools
from a private list is the first place a rename goes stale, and the one
page where a dead link costs the most.

```bash
./stage-shared.sh
./deploy.sh aleada/start-here
```

Built from the tooling behind the
[aleada](https://huggingface.co/aleada) W4A16 packs.