Configure space for deployment

Dockerfile

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+FROM michaelf34/infinity:latest-cpu
+
+ENV INFINITY_ANONYMOUS_USAGE_STATS=0 \
+    INFINITY_MODEL_ID="jinaai/jina-embeddings-v5-text-small;jinaai/jina-reranker-v3;clapAI/modernBERT-base-multilingual-sentiment" \
+    INFINITY_SERVED_MODEL_NAME="multilingual-embed;multilingual-rerank;multilingual-classify" \
+    INFINITY_ENGINE="torch" \
+    INFINITY_DEVICE="cpu" \
+    INFINITY_PORT="7860" \
+    INFINITY_BATCH_SIZE="4;1;8"
+
+EXPOSE 7860
+
+ENTRYPOINT ["bash", "-lc"]
+CMD ["infinity_emb v2"]

README.md

@@ -1,10 +1,74 @@
 ---
-title: Multilingual Nlp
-emoji: 🏢
-colorFrom: gray
+title: multilingual-nlp
+colorFrom: indigo
 colorTo: blue
 sdk: docker
-pinned: false
+app_port: 7860
+pinned: true
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# multilingual-nlp
+
+Multilingual embedding, reranking, and classification service running on Infinity and targeted at `cpu-basic`.
+
+## Model Set
+
+- Embeddings: `jinaai/jina-embeddings-v5-text-small`
+- Reranker: `jinaai/jina-reranker-v3`
+- Classifier: `clapAI/modernBERT-base-multilingual-sentiment`
+
+The requested `tasksource/ModernBERT-base-nli` is an NLI / zero-shot model, not a direct sequence-classification checkpoint for the Infinity `/classify` contract, so it was replaced with a real multilingual classifier.
+
+## Endpoints
+
+- `GET /health`
+- `GET /models`
+- `POST /embeddings`
+- `POST /rerank`
+- `POST /classify`
+- `GET /openapi.json`
+
+## Example Requests
+
+### Embeddings
+
+```bash
+curl -X POST "$SPACE_URL/embeddings" \
+  -H "Content-Type: application/json" \
+  -d '{
+    "model": "multilingual-embed",
+    "input": ["A beautiful sunset over the beach"]
+  }'
+```
+
+### Reranking
+
+```bash
+curl -X POST "$SPACE_URL/rerank" \
+  -H "Content-Type: application/json" \
+  -d '{
+    "model": "multilingual-rerank",
+    "query": "best way to reset an account password",
+    "documents": [
+      "Use the password reset form and confirm the email link.",
+      "Green tea contains antioxidants."
+    ],
+    "return_documents": true
+  }'
+```
+
+### Classification
+
+```bash
+curl -X POST "$SPACE_URL/classify" \
+  -H "Content-Type: application/json" \
+  -d '{
+    "model": "multilingual-classify",
+    "input": ["This support experience was disappointing."]
+  }'
+```
+
+## Notes
+
+- This Space keeps the same Infinity-style API contract as the source service.
+- The embedding and reranking models are under `CC BY-NC 4.0`; verify that license for your use case.

requirements.txt

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+# Docker Space. Dependencies are provided by the container image.