Summarize. Chunk. Embed.
Ship Faster.

from partio_sdk import PartioClient

# Connect to Partio
with PartioClient("http://localhost:8400", "partioadmin") as client:

    # Check server health
    health = client.health()
    print(f"Server: {health['Status']} v{health['Version']}")

    # Summarize, chunk, and embed a text document
    result = client.process({
        "Type": "Text",
        "Text": "RAG improves LLM responses by grounding them...",
        "SummarizationConfiguration": {
            "CompletionEndpointId": "cep_default",
            "Order": "TopDown"
        },
        "ChunkingConfiguration": { "Strategy": "SentenceBased" },
        "EmbeddingConfiguration": { "EmbeddingEndpointId": "eep_default" }
    })

    # Access chunks and embeddings
    for chunk in result["Chunks"]:
        print(f"Chunk: {chunk['Text'][:50]}...")
        print(f"Embedding dims: {len(chunk['Embeddings'])}")

import { PartioClient } from './partio-sdk.js';

// Connect to Partio (zero dependencies, native fetch)
const client = new PartioClient('http://localhost:8400', 'partioadmin');

// Summarize, chunk, and embed a text document
const result = await client.process({
  Type: 'Text',
  Text: 'RAG improves LLM responses by grounding them...',
  SummarizationConfiguration: {
    CompletionEndpointId: 'cep_default',
    Order: 'TopDown'
  },
  ChunkingConfiguration: { Strategy: 'FixedTokenCount', FixedTokenCount: 256 },
  EmbeddingConfiguration: { EmbeddingEndpointId: 'eep_default' }
});

console.log(`Chunks: ${result.Chunks.length}`);

using Partio.Sdk;
using Partio.Sdk.Models;

// Connect to Partio
using var client = new PartioClient("http://localhost:8400", "partioadmin");

// Summarize, chunk, and embed a text document
var response = await client.ProcessAsync(new SemanticCellRequest
{
    Type = "Text",
    Text = "RAG improves LLM responses...",
    SummarizationConfiguration = new SummarizationConfiguration
    {
        CompletionEndpointId = "cep_default",
        Order = "TopDown"
    },
    ChunkingConfiguration = new ChunkingConfiguration
    {
        Strategy = "SentenceBased"
    },
    EmbeddingConfiguration = new EmbeddingConfiguration
    {
        EmbeddingEndpointId = "eep_default"
    }
});