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HyperDX

Mirascope provides out-of-the-box integration with HyperDX.

You can install the necessary packages directly or using the hyperdx extras flag:

pip install "mirascope[hyperdx]"

You can then use the with_hyperdx decorator to automatically log calls:

from mirascope.core import anthropic
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@anthropic.call(model="claude-3-5-sonnet-20240620")
def recommend_book(genre: str) -> str:
    return f"Recommend a {genre} book."


print(recommend_book("fantasy"))

from mirascope.core import anthropic
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@anthropic.call("claude-3-5-sonnet-20240620")
def recommend_book(genre: str) -> str:
    return f"Recommend a {genre} book"


print(recommend_book("fantasy"))

from mirascope.core import mistral
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@mistral.call("mistral-large-latest")
def recommend_book(genre: str) -> str:
    return f"Recommend a {genre} book"


print(recommend_book("fantasy"))

from mirascope.core import gemini
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@gemini.call("gemini-1.5-flash")
def recommend_book(genre: str) -> str:
    return f"Recommend a {genre} book"


print(recommend_book("fantasy"))

from mirascope.core import groq
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@groq.call("llama-3.1-70b-versatile")
def recommend_book(genre: str) -> str:
    return f"Recommend a {genre} book"


print(recommend_book("fantasy"))

from mirascope.core import cohere
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@cohere.call("command-r-plus")
def recommend_book(genre: str) -> str:
    return f"Recommend a {genre} book"


print(recommend_book("fantasy"))

from mirascope.core import litellm
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@litellm.call("gpt-4o-mini")
def recommend_book(genre: str) -> str:
    return f"Recommend a {genre} book"


print(recommend_book("fantasy"))

from mirascope.core import azure
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@azure.call("gpt-4o-mini")
def recommend_book(genre: str) -> str:
    return f"Recommend a {genre} book"


print(recommend_book("fantasy"))

from mirascope.core import vertex
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@vertex.call("gemini-1.5-flash")
def recommend_book(genre: str) -> str:
    return f"Recommend a {genre} book"


print(recommend_book("fantasy"))

from mirascope.core import anthropic
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@anthropic.call(model="claude-3-5-sonnet-20240620")
def recommend_book(genre: str) -> str:
    return f"Recommend a {genre} book."


print(recommend_book("fantasy"))

from mirascope.core import Messages, anthropic
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@anthropic.call(model="claude-3-5-sonnet-20240620")
def recommend_book(genre: str) -> Messages.Type:
    return Messages.User(f"Recommend a {genre} book.")


print(recommend_book("fantasy"))

from mirascope.core import Messages, anthropic
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@anthropic.call("claude-3-5-sonnet-20240620")
def recommend_book(genre: str) -> Messages.Type:
    return Messages.User(f"Recommend a {genre} book")


print(recommend_book("fantasy"))

from mirascope.core import Messages, mistral
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@mistral.call("mistral-large-latest")
def recommend_book(genre: str) -> Messages.Type:
    return Messages.User(f"Recommend a {genre} book")


print(recommend_book("fantasy"))

from mirascope.core import Messages, gemini
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@gemini.call("gemini-1.5-flash")
def recommend_book(genre: str) -> Messages.Type:
    return Messages.User(f"Recommend a {genre} book")


print(recommend_book("fantasy"))

from mirascope.core import Messages, groq
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@groq.call("llama-3.1-70b-versatile")
def recommend_book(genre: str) -> Messages.Type:
    return Messages.User(f"Recommend a {genre} book")


print(recommend_book("fantasy"))

from mirascope.core import Messages, cohere
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@cohere.call("command-r-plus")
def recommend_book(genre: str) -> Messages.Type:
    return Messages.User(f"Recommend a {genre} book")


print(recommend_book("fantasy"))

from mirascope.core import Messages, litellm
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@litellm.call("gpt-4o-mini")
def recommend_book(genre: str) -> Messages.Type:
    return Messages.User(f"Recommend a {genre} book")


print(recommend_book("fantasy"))

from mirascope.core import Messages, azure
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@azure.call("gpt-4o-mini")
def recommend_book(genre: str) -> Messages.Type:
    return Messages.User(f"Recommend a {genre} book")


print(recommend_book("fantasy"))

from mirascope.core import Messages, vertex
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@vertex.call("gemini-1.5-flash")
def recommend_book(genre: str) -> Messages.Type:
    return Messages.User(f"Recommend a {genre} book")


print(recommend_book("fantasy"))

from mirascope.core import Messages, anthropic
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@anthropic.call(model="claude-3-5-sonnet-20240620")
def recommend_book(genre: str) -> Messages.Type:
    return Messages.User(f"Recommend a {genre} book.")


print(recommend_book("fantasy"))

from mirascope.core import anthropic, prompt_template
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@anthropic.call(model="claude-3-5-sonnet-20240620")
@prompt_template("Recommend a {genre} book")
def recommend_book(genre: str): ...


print(recommend_book("fantasy"))

from mirascope.core import anthropic, prompt_template
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@anthropic.call("claude-3-5-sonnet-20240620")
@prompt_template("Recommend a {genre} book")
def recommend_book(genre: str): ...


print(recommend_book("fantasy"))

from mirascope.core import mistral, prompt_template
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@mistral.call("mistral-large-latest")
@prompt_template("Recommend a {genre} book")
def recommend_book(genre: str): ...


print(recommend_book("fantasy"))

from mirascope.core import gemini, prompt_template
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@gemini.call("gemini-1.5-flash")
@prompt_template("Recommend a {genre} book")
def recommend_book(genre: str): ...


print(recommend_book("fantasy"))

from mirascope.core import groq, prompt_template
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@groq.call("llama-3.1-70b-versatile")
@prompt_template("Recommend a {genre} book")
def recommend_book(genre: str): ...


print(recommend_book("fantasy"))

from mirascope.core import cohere, prompt_template
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@cohere.call("command-r-plus")
@prompt_template("Recommend a {genre} book")
def recommend_book(genre: str): ...


print(recommend_book("fantasy"))

from mirascope.core import litellm, prompt_template
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@litellm.call("gpt-4o-mini")
@prompt_template("Recommend a {genre} book")
def recommend_book(genre: str): ...


print(recommend_book("fantasy"))

from mirascope.core import azure, prompt_template
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@azure.call("gpt-4o-mini")
@prompt_template("Recommend a {genre} book")
def recommend_book(genre: str): ...


print(recommend_book("fantasy"))

from mirascope.core import prompt_template, vertex
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@vertex.call("gemini-1.5-flash")
@prompt_template("Recommend a {genre} book")
def recommend_book(genre: str): ...


print(recommend_book("fantasy"))

from mirascope.core import anthropic, prompt_template
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@anthropic.call(model="claude-3-5-sonnet-20240620")
@prompt_template("Recommend a {genre} book")
def recommend_book(genre: str): ...


print(recommend_book("fantasy"))

from mirascope.core import BaseMessageParam, anthropic
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@anthropic.call(model="claude-3-5-sonnet-20240620")
def recommend_book(genre: str) -> list[BaseMessageParam]:
    return [BaseMessageParam(role="user", content=f"Recommend a {genre} book.")]


print(recommend_book("fantasy"))

from mirascope.core import BaseMessageParam, anthropic
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@anthropic.call("claude-3-5-sonnet-20240620")
def recommend_book(genre: str) -> list[BaseMessageParam]:
    return [BaseMessageParam(role="user", content=f"Recommend a {genre} book")]


print(recommend_book("fantasy"))

from mirascope.core import BaseMessageParam, mistral
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@mistral.call("mistral-large-latest")
def recommend_book(genre: str) -> list[BaseMessageParam]:
    return [BaseMessageParam(role="user", content=f"Recommend a {genre} book")]


print(recommend_book("fantasy"))

from mirascope.core import BaseMessageParam, gemini
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@gemini.call("gemini-1.5-flash")
def recommend_book(genre: str) -> list[BaseMessageParam]:
    return [BaseMessageParam(role="user", content=f"Recommend a {genre} book")]


print(recommend_book("fantasy"))

from mirascope.core import BaseMessageParam, groq
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@groq.call("llama-3.1-70b-versatile")
def recommend_book(genre: str) -> list[BaseMessageParam]:
    return [BaseMessageParam(role="user", content=f"Recommend a {genre} book")]


print(recommend_book("fantasy"))

from mirascope.core import BaseMessageParam, cohere
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@cohere.call("command-r-plus")
def recommend_book(genre: str) -> list[BaseMessageParam]:
    return [BaseMessageParam(role="user", content=f"Recommend a {genre} book")]


print(recommend_book("fantasy"))

from mirascope.core import BaseMessageParam, litellm
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@litellm.call("gpt-4o-mini")
def recommend_book(genre: str) -> list[BaseMessageParam]:
    return [BaseMessageParam(role="user", content=f"Recommend a {genre} book")]


print(recommend_book("fantasy"))

from mirascope.core import BaseMessageParam, azure
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@azure.call("gpt-4o-mini")
def recommend_book(genre: str) -> list[BaseMessageParam]:
    return [BaseMessageParam(role="user", content=f"Recommend a {genre} book")]


print(recommend_book("fantasy"))

from mirascope.core import BaseMessageParam, vertex
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@vertex.call("gemini-1.5-flash")
def recommend_book(genre: str) -> list[BaseMessageParam]:
    return [BaseMessageParam(role="user", content=f"Recommend a {genre} book")]


print(recommend_book("fantasy"))

from mirascope.core import BaseMessageParam, bedrock
from mirascope.integrations.otel import with_hyperdx


@with_hyperdx()
@bedrock.call(model="claude-3-5-sonnet-20240620")
def recommend_book(genre: str) -> list[BaseMessageParam]:
    return [BaseMessageParam(role="user", content=f"Recommend a {genre} book.")]


print(recommend_book("fantasy"))

This decorator is a simple wrapper on top of our OpenTelemetry integration