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Integrations

ASHA v0.4.2 - framework middleware and LLM wrapping.

from asha.integrations import wrap_llm
import openai

client = wrap_llm(openai.OpenAI(), mode="balanced")

Import from asha.integrations, not root.

Parameter Default Notes
mode balanced strict, lite, off
token_budget 1200 Passed to internal process()

auto_patch (use with caution)

from asha.integrations import auto_patch, disable_auto_patch

auto_patch(mode="strict")
# ... application code ...
disable_auto_patch()

Globally monkey-patches SDKs. Prefer per-client wrap_llm() in production.

Framework middleware

Install extras first:

pip install asha[integrations]
# or specific: asha[fastapi], asha[langchain], etc.
Framework Module
FastAPI asha.integrations.fastapi
Flask asha.integrations.flask
Django asha.integrations.django
LangChain asha.integrations.langchain
LlamaIndex asha.integrations.llamaindex
Instructor asha.integrations.composition_strategy
OpenTelemetry asha.integrations.otel

Middleware uses mode="balanced" or mode="off" - not the removed privacy= kwarg.

Composition helpers

from asha.integrations.composition_strategy import (
    compose_with_instructor,
    compose_with_langchain,
)

Requires optional deps (instructor, langchain).

Testing integrations locally

Integration tests skip when optional deps are missing:

pip install asha[integrations]
pytest tests/test_fastapi_integration.py -q