Summarize. Chunk. Embed.
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with PartioClient("http://localhost:8400", "partioadmin") as client:
    # Chunk without embedding — fast, deterministic, no provider call
    result = client.chunk({
        "Type": "Text",
        "Text": "Long document text to split into token-bounded chunks...",
        "ChunkingConfiguration": {
            "Strategy": "FixedTokenCount",
            "FixedTokenCount": 256,
            "OverlapCount": 32
        }
    })

    print(f"{result['Count']} chunks (no embeddings)")

// Chunk without embedding — fast, deterministic, no provider call
const result = await client.chunk({
  Type: 'Text',
  Text: 'Long document text to split into token-bounded chunks...',
  ChunkingConfiguration: { Strategy: 'FixedTokenCount', FixedTokenCount: 256, OverlapCount: 32 }
});

console.log(`${result.Count} chunks`);

// Chunk without embedding — fast, deterministic, no provider call
var result = await client.ChunkAsync(new ChunkRequest
{
    Type = "Text",
    Text = "Long document text to split into token-bounded chunks...",
    ChunkingConfiguration = new ChunkingConfiguration
    {
        Strategy = "FixedTokenCount",
        FixedTokenCount = 256,
        OverlapCount = 32
    }
});

with PartioClient("http://localhost:8400", "partioadmin") as client:
    # Embed a batch of strings as-is (each input embedded in order)
    result = client.embed({
        "EndpointId": "eep_default",
        "Input": ["first passage to embed", "second passage to embed"],
        "L2Normalization": False
    })

    print(f"{result['Count']} vectors x {result['Dimensions']} dims")

// Embed a batch of strings as-is (each input embedded in order)
const result = await client.embed({
  EndpointId: 'eep_default',
  Input: ['first passage to embed', 'second passage to embed'],
  L2Normalization: false
});

console.log(`${result.Count} vectors x ${result.Dimensions} dims`);

// Embed a batch of strings as-is (each input embedded in order)
var result = await client.EmbedAsync(new EmbedRequest
{
    EndpointId = "eep_default",
    Input = new List<string> { "first passage to embed", "second passage to embed" },
    L2Normalization = false
});

with PartioClient("http://localhost:8400", "partioadmin") as client:
    # Summarize text without chunking or embedding
    result = client.summarize({
        "Text": "A long article that needs to be condensed...",
        "SummarizationConfiguration": {
            "CompletionEndpointId": "cep_default",
            "Order": "BottomUp",
            "MaxSummaryTokens": 1024
        }
    })

    print(result["Summary"])

// Summarize text without chunking or embedding
const result = await client.summarize({
  Text: 'A long article that needs to be condensed...',
  SummarizationConfiguration: {
    CompletionEndpointId: 'cep_default',
    Order: 'BottomUp',
    MaxSummaryTokens: 1024
  }
});

console.log(result.Summary);

// Summarize text without chunking or embedding
var result = await client.SummarizeAsync(new SummarizeRequest
{
    Text = "A long article that needs to be condensed...",
    SummarizationConfiguration = new SummarizationConfiguration
    {
        CompletionEndpointId = "cep_default",
        Order = "BottomUp",
        MaxSummaryTokens = 1024
    }
});