Last active
April 28, 2023 09:19
-
-
Save buhrmann/8532d00f3e2c2599f1ad17caa5f5c573 to your computer and use it in GitHub Desktop.
Basic dimensionally-reduced text embedding in Graphext
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| fetch_openreview(ds.conference) => (ds) | |
| embed_text_with_model(ds.abstract, { | |
| "collection": "SBERT", | |
| "name": "paraphrase-multilingual-MiniLM-L12-v2" | |
| }) => (ds.embedding) | |
| embed_dataset(ds[["embedding"]], {"n_components": 10}) -> (ds.embedding_10d) | |
| cluster_embeddings(ds.embedding_10d) -> (ds.cluster) | |
| layout_dataset(ds[["embedding"]]) -> (ds.x, ds.y) | |
| make_constant(ds.abstract, {"value": "en", "out_type": "category"}) => (ds.lang) | |
| extract_ngrams(ds.abstract, ds.lang) => (ds.ngrams) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment