README.md

metadata

title: MiPLM Inference
emoji: 🧬
colorFrom: indigo
colorTo: blue
sdk: docker
pinned: false
app_port: 7860

MiPLM inference API

FastAPI service that serves the MiPLM ESM-2 8M variants as a small REST API.

Endpoints

Method	Path	Body	Returns
GET	/	—	model list, device, max length
GET	/health	—	liveness + which models are loaded
POST	/predict	{sequence, model}	per-position 20-AA softmax [L, 20]
POST	/embed	{sequence, model}	mean-pooled last-layer embedding
POST	/mutation	{sequence, model}	wildtype-marginal Δlog-likelihood [L, 20]

model is one of miplm-ce (the cross-entropy 8M variant we trained, surfaced in the demo as the "ESM-2" baseline) or miplm-blosum (BLOSUM soft-label 8M variant, surfaced as "MiPLM"). The MSA variant is not trained yet. Sequences must be [A-Za-z]+ and ≤ 1024 residues.

Example

curl -X POST $SPACE_URL/predict \
  -H "Content-Type: application/json" \
  -d '{"sequence": "MKTAYIAKQRQISFVKSHFSRQLEERLGLIE", "model": "miplm-blosum"}'