aleada/start-here

1---2title: Serving a model on your own GPU3emoji: 🧭4colorFrom: blue5colorTo: gray6sdk: static7app_file: index.html8pinned: false9license: apache-2.010short_description: Five questions between a model page and a model that runs11---12 13# Serving a model on your own GPU14 15Five questions stand between a model page and a model that runs, and16every one of them has an answer already sitting in the repo's metadata.17This page is the index of the tools that read it — in the visitor's18browser, without downloading weights and without running anything.19 20| The question | The tool |21|---|---|22| Which model should I even try? | [Find a model that fits](https://huggingface.co/spaces/aleada/model-search-that-answers) |23| How much context can I actually serve? | [What context will actually fit?](https://huggingface.co/spaces/aleada/what-context-fits) |24| How do I run it correctly? | [Does this model need a reasoning parser?](https://huggingface.co/spaces/aleada/reasoning-parser-advisor) |25| What did this quantized pack really compress? | [How much of this pack is actually 4-bit?](https://huggingface.co/spaces/aleada/pack-precision-map) |26| Is the pack what it claims to be? | [Does this pack keep what it claims?](https://huggingface.co/spaces/aleada/pack-integrity-check) |27 28Put a model in the box and every step opens with it already filled in —29`?repo=owner/model` is read by each tool, so a model travels with you30through the chain instead of being retyped five times.31 32## Why metadata is enough33 34A model repo publishes its architecture, its attention topology, its35tensor index and its chat template before you download a byte of36weights. Almost every serving failure — it will not fit, the context is37too long, the answers come back empty, the pack is not what its name38says — is decidable from that alone.39 40None of these tools loads a model, so none of them can tell you how41*good* it is. They tell you whether it will work, and what it will cost.42 43## Development44 45The list of tools lives once, in `space-shared/tools.js`, and is copied46into each Space at deploy time. This page renders from that same47registry rather than from its own copy — a landing page listing tools48from a private list is the first place a rename goes stale, and the one49page where a dead link costs the most.50 51```bash52./stage-shared.sh53./deploy.sh aleada/start-here54```55 56Built from the tooling behind the57[aleada](https://huggingface.co/aleada) W4A16 packs.58