Update gpt4all_python_embedding.md

Signed-off-by: Andriy Mulyar <andriy.mulyar@gmail.com>
1 year ago · 89e277bb3c
parent f543affa9a
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--- a/gpt4all-bindings/python/docs/gpt4all_python_embedding.md
+++ b/gpt4all-bindings/python/docs/gpt4all_python_embedding.md
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-# GPT4All Python Embedding API
-GPT4All includes a super simple means of generating embeddings for your text documents.
+# Embeddings
+GPT4All supports generating high quality embeddings of arbitrary length documents of text using a CPU optimized contrastively trained [Sentence Transformer](https://www.sbert.net/). These embeddings are comparable in quality for many tasks with OpenAI.

 ## Quickstart

@ -25,7 +25,7 @@ The embedding model will automatically be downloaded if not installed.
 ### Speed of embedding generation
 The following table lists the generation speed for text documents of N tokens captured on an Intel i913900HX CPU with DDR5 5600 running with 8 threads under stable load.

-| Tokens          | 2^7  | 2^9  | 2^11 | 2^13 | 2^14 |
+| Tokens          | 128  | 512  | 2048 | 8129 | 2^14 |
 | --------------- | ---- | ---- | ---- | ---- | ---- |
 | Wall time (s)   | .02  | .08  | .24  | .96  | 1.9  |
 | Tokens / Second | 6508 | 6431 | 8622 | 8509 | 8369 |