Embedding Models

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What are Embeddings?

Embeddings from AI/ML API quantify the similarity between text strings. These embeddings are particularly useful for:

Search: Rank search results by their relevance to a query.

Clustering: Group similar text strings together.

Recommendations: Suggest items based on related text strings.

Anomaly Detection: Identify outliers that differ significantly from the norm.

Diversity Measurement: Analyze the spread of similarities within a dataset.

Classification: Categorize text strings by comparing them to labeled examples.

An embedding is a vector (list) of floating-point numbers, where the distance between vectors indicates their relatedness. Smaller distances indicate higher similarity, while larger distances suggest lower similarity.

Example: Generating Embeddings

curl https://api.aimlapi.com/v1/embeddings \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer $AIMLAPI_API_KEY" \
  -d '{
    "input": "Your text string goes here",
    "model": "text-embedding-3-small"
  }'

The response will include the embedding vector and additional metadata:

Response

{
  "object": "list",
  "data": [
    {
      "object": "embedding",
      "index": 0,
      "embedding": [
        -0.006929283495992422,
        -0.005336422007530928,
        // ...(omitted for spacing)
        -4.547132266452536e-05,
        -0.024047505110502243
      ]
    }
  ],
  "model": "text-embedding-3-small",
  "usage": {
    "prompt_tokens": 5,
    "total_tokens": 5
  }
}

By default, the length of the embedding vector is 1536 for text-embedding-3-small or 3072 for text-embedding-3-large. You can reduce the dimensions of the embedding using the dimensions parameter without losing its ability to represent concepts. More details on embedding dimensions can be found in the embedding use case section.

Example in Python

Here's how to use the embedding API in Python:

import openai

# Initialize the API client
client = openai.OpenAI(
    base_url="https://api.aimlapi.com/v1",
    api_key="<YOUR_AIMLAPI_KEY>",
)

# Define the text for which to generate an embedding
text = "Laura is a DJ."

# Request the embedding
response = client.embeddings.create(
    input=text,
    model="text-embedding-3-large"
)

# Print the embedding
print(response)

This Python example shows how to set up an API client, send text to the embedding API, and print the response with the embedding vector. See how large a vector response the model generates from just a single short input phrase.

Response

CreateEmbeddingResponse(data=[Embedding(embedding=[0.025269029662013054, -0.04147709161043167, -0.018974199891090393, 0.022547749802470207, -0.058941133320331573, -0.00012580781185533851, -0.02275707945227623, 0.007461091969162226, -0.011236494407057762, 0.05337895452976227, -0.006036905571818352, 0.02435695193707943, -0.041417285799980164, -0.011729913763701916, -0.014600714668631554, -0.06782267242670059, -0.03971274569630623, -0.010219752788543701, 0.0009550646645948291, 0.01819669082760811, 0.020110558718442917, 0.013426975347101688, -0.010458986274898052, 0.033911336213350296, 0.016432344913482666, 0.017987363040447235, 0.007909654639661312, 0.01813688315451145, 9.81814882834442e-05, -0.01668653078377247, 0.0417761355638504, 0.011737389490008354, -0.0012793380301445723, -0.041417285799980164, -0.034270185977220535, -0.02253279648721218, 0.024865323677659035, -0.012754131108522415, -0.02476065792143345, -0.04111824184656143, -0.007180740591138601, 0.01408486720174551, 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You can find a more advanced example of using embedding vectors in our article Find Relevant Answers: Semantic Search with Text Embeddings in the Use Cases section.

Embedding Models

What are Embeddings?

Pricing

Example: Generating Embeddings

Example in Python

All Available Embedding Models