Hi all! We’re rolling out Embeddings to all API users as part of a public beta. Our Embeddings offering combines a new endpoint and set of models to address more advanced search, clustering, and classification tasks. The /embeddings endpoint returns a vector representation of the given input that …

This is cool! I appreciate the Use Cases provided…seed has been planted in the field of possibility.

What does “embedding” mean in openai context? Why this choice of naming for this? What is difference between “embedding” and “non-embedding”? Can you tell what would be the opposite of “embedding”? I don’t understand the name for this, what should I think under this term. Is it only a property/metho…

Embedding is a term of trade in the AI/ML field. In simple terms, an Embedding is a multi-dimensional numeric representation of a concept, that contains a distillation of all its semantics(properties). For example, the redness, roundness, sweetness of an apple are 3 properties that can be numerica…

Excellent explanation. The idea of “concept” being a synonym of “embedding” is genius, but only in this context. In general, it may not be so. As an example of the top of my head, in a collaborative filtering context for recommendations, the users’ embeddings may be synonymous with preferences. In …

Hi when i tried the snippet def get_embedding(text, engine=“davinci-similarity”): text = text.replace("\n", " ") return openai.Engine(id=engine).embeddings(input = [text])[‘data’][0][‘embedding’] get_embedding(‘Its a car’) i got an error saying /usr/local/lib/python3.7/dist-packages/openai/ap…

Welcome to the OpenAI community @rramachandra93 !! Interesting, the code looks correct. A little more information is needed here. What operating system are you using and what terminal/editor are you using? Did you copy & paste the code in directly?

Hi Thanks for ur reply. I has copied the code directly from documentation. I m using colab in google chrome with win10 home edition OS. Before running the above code i also set the api key from my profile. so it doesnt look like an authetication problem. Also i got the response from compilation.cre…

Thanks for the quick response and providing that information! The reason why I asked those questions is because when you copy and paste code from the documentation, there can be an encoding issue specifically with Windows since Windows default encoding is CP1252 ( See here for more detail ) and so th…

Your code is correct. We temporarily rolled back default unlimited access to everyone. We’ll message on this soon, and will work on quickly making it available to everyone again.

Hi yeah i tried by entirely typing the code to new cell including api key, but the problem persists. Do it need to download the model before using, like in the case of sentence transformers? Im not sure. But the same error raising again after typing the code.

Introducing Embeddings

Announcements

Topic		Replies	Views
Why are similarity scores lower with text-embedding-3-small? API embedding	5	338	April 2, 2026
Question on text-embedding-ada-002 API	11	6639	July 27, 2023
Semantic search using uploaded files (only performs lexical search for me) API	18	2824	December 11, 2022
Quality of embeddings using davinci-001 embeddings model vs. ada-002 model API embeddings	14	4599	December 11, 2023
Reducing Cost of GPT 4 by using embeddings Prompting	23	11092	May 4, 2023

Introducing Embeddings

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