Respan SDK

respan.ai | Documentation | PyPI

Light weight library for Respan type definitions and API payload preprocessing

Features:

  • Definition of types, what data structure Respan expects to receive in API calls.
  • Preprocessing, separating Respan-specific parameters from LLM-specific parameters
  • Conversion, converting input types from Anthropic API format into OpenAI API format.
  • Filter types — typed vocabulary for the Respan filter system, shared across BE and SDKs.

For tracing, please go to Respan Tracing instead.

Filter Types

The SDK exports the full Respan filter vocabulary so every package (backend, tracing, exporters) uses the same typed definitions instead of raw dicts.

from respan_sdk import (
    # TypedDict versions (lightweight, no validation)
    FilterParamDict,      # Dict[str, MetricFilterParam | List[MetricFilterParam] | FilterBundle]
    MetricFilterParam,    # Single filter condition (operator + value)
    FilterBundle,         # Nested group with connector (AND/OR)

    # Pydantic versions (with validation)
    FilterParamDictPydantic,
    MetricFilterParamPydantic,
    FilterBundlePydantic,

    # Value type
    MetricFilterValueType,  # Union[str, int, float, bool, List[...]]
)

Operators — the full operator vocabulary available in operator field:

Category Operators
Equality "", "=", "==", "eq", "equals"
Negation "not"
Numeric "gt", "gte", "lt", "lte"
String "contains", "icontains", "startswith", "endswith", "ilike", "regex"
Membership "in"
Null/Empty "isnull", "empty", "notEmpty", "not_empty"
Search "trigram_word_similar", "full_text_search"

Example — filter spans by status:

export_filter: FilterParamDict = {
    "status_code": {"operator": "", "value": "ERROR"},
}

Example — numeric range:

export_filter: FilterParamDict = {
    "latency": {"operator": "gte", "value": 1000},
}

Example — nested bundle with OR:

export_filter: FilterParamDict = {
    "model": {"operator": "in", "value": ["gpt-4", "claude-3"]},
    "filter_bundle": {
        "connector": "OR",
        "filter_params": {
            "status_code": {"operator": "", "value": "ERROR"},
            "latency": {"operator": "gte", "value": 5000},
        },
    },
}

Project links

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Credits

Author: Respan

GitHub Statistics

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License

MIT License (MIT)

Requires

Python <4.0, >3.9

Provides Extra

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