Embedding Providers

from praisonaiagents import embedding

# OpenAI (default)
result = embedding("Hello world", model="text-embedding-3-small")

# Cohere
result = embedding("Hello world", model="cohere/embed-english-v3.0")

# Voyage AI
result = embedding("Hello world", model="voyage/voyage-3")

# Azure OpenAI
result = embedding("Hello world", model="azure/text-embedding-ada-002")

print(f"Dimensions: {len(result.embeddings[0])}")

# OpenAI
praisonai embed "Hello world" --model text-embedding-3-small

# Cohere
praisonai embed "Hello world" --model cohere/embed-english-v3.0

# Any provider
praisonai embedding "Hello world" --model voyage/voyage-3

# OpenAI
export OPENAI_API_KEY="sk-..."

# Azure OpenAI
export AZURE_API_KEY="..."
export AZURE_API_BASE="https://your-resource.openai.azure.com"

# Cohere
export COHERE_API_KEY="..."

# Voyage AI
export VOYAGE_API_KEY="..."

# Google
export GOOGLE_API_KEY="..."  # or GEMINI_API_KEY

# AWS Bedrock
export AWS_ACCESS_KEY_ID="..."
export AWS_SECRET_ACCESS_KEY="..."
export AWS_REGION_NAME="us-east-1"

EmbeddingResult(
    embeddings=[[0.1, 0.2, ...]],  # List of embedding vectors
    model="text-embedding-3-small",
    usage={"prompt_tokens": 4, "total_tokens": 4}
)