Instructions to use DriptoBhattacharyya/astranexus-mm-encoder with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use DriptoBhattacharyya/astranexus-mm-encoder with PEFT:
Task type is invalid.
- sentence-transformers
How to use DriptoBhattacharyya/astranexus-mm-encoder with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("DriptoBhattacharyya/astranexus-mm-encoder") sentences = [ "The weather is lovely today.", "It's so sunny outside!", "He drove to the stadium." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [3, 3] - Notebooks
- Google Colab
- Kaggle
| { | |
| "agent": "AstraNexus", | |
| "started": "2026-06-14T21:08:30.129791+00:00", | |
| "finished": "2026-06-14T21:12:01.632546+00:00", | |
| "graph": [ | |
| "fetch", | |
| "embed", | |
| "cluster", | |
| "label", | |
| "serialize" | |
| ], | |
| "steps": [ | |
| { | |
| "node": "fetch", | |
| "ts": "2026-06-14T21:08:30.135879+00:00", | |
| "duration_ms": 2.4, | |
| "summary": { | |
| "n_emails": 200, | |
| "accounts": [ | |
| "alice.deals@gmail.com", | |
| "alice.personal@gmail.com", | |
| "alice@gmail.com", | |
| "alice@startup.io" | |
| ] | |
| } | |
| }, | |
| { | |
| "node": "embed", | |
| "ts": "2026-06-14T21:11:26.620498+00:00", | |
| "duration_ms": 176483.8, | |
| "summary": { | |
| "shape": [ | |
| 200, | |
| 256 | |
| ] | |
| } | |
| }, | |
| { | |
| "node": "cluster", | |
| "ts": "2026-06-14T21:12:01.628038+00:00", | |
| "duration_ms": 35006.7, | |
| "summary": { | |
| "n_clusters": 7, | |
| "noise": 49 | |
| } | |
| }, | |
| { | |
| "node": "label", | |
| "ts": "2026-06-14T21:12:01.630534+00:00", | |
| "duration_ms": 1.0, | |
| "summary": { | |
| "names": [ | |
| "Cosmic Dust", | |
| "Weekly Digest", | |
| "Our Latest", | |
| "Invoice Thanks", | |
| "Let Interview", | |
| "Deploy Failed", | |
| "Payment Due", | |
| "Won Limited" | |
| ] | |
| } | |
| }, | |
| { | |
| "node": "serialize", | |
| "ts": "2026-06-14T21:12:01.632103+00:00", | |
| "duration_ms": 1.1, | |
| "summary": { | |
| "nodes": 200, | |
| "wormholes": 16 | |
| } | |
| } | |
| ] | |
| } |