Setup using Phoenix OTEL

phoenix.otel is a lightweight wrapper around OpenTelemetry primitives with Phoenix-aware defaults.

pip install arize-phoenix-otel

These defaults are aware of environment variables you may have set to configure Phoenix:

• PHOENIX_COLLECTOR_ENDPOINT

• PHOENIX_PROJECT_NAME

• PHOENIX_CLIENT_HEADERS

• PHOENIX_API_KEY

• PHOENIX_GRPC_PORT

Quickstart: phoenix.otel.register

The phoenix.otel module provides a high-level register function to configure OpenTelemetry tracing by setting a global TracerProvider. The register function can also configure headers and whether or not to process spans one by one or by batch.

from phoenix.otel import register
tracer_provider = register(
    project_name="default", # sets a project name for spans
    batch=True, # uses a batch span processor
    auto_instrument=True, # uses all installed OpenInference instrumentors
)

Phoenix Authentication

If the PHOENIX_API_KEY environment variable is set, register will automatically add an authorization header to each span payload.

Configuring the collector endpoint

There are two ways to configure the collector endpoint:

• Using environment variables

• Using the endpoint keyword argument

Using environment variables

If you're setting the PHOENIX_COLLECTOR_ENDPOINT environment variable, register will automatically try to send spans to your Phoenix server using gRPC.

GRPC

# export PHOENIX_COLLECTOR_ENDPOINT=https://your-phoenix.com:6006

from phoenix.otel import register

# sends traces to https://your-phoenix.com:4317
tracer_provider = register()

HTTP

# export PHOENIX_COLLECTOR_ENDPOINT=https://your-phoenix.com:6006

from phoenix.otel import register

# sends traces to https://your-phoenix.com/v1/traces
tracer_provider = register(
    protocol="http/protobuf",
)

Specifying the endpoint directly

When passing in the endpoint argument, you must specify the fully qualified endpoint. If the PHOENIX_GRPC_PORT environment variable is set, it will override the default gRPC port.

HTTP

The HTTP transport protocol is inferred from the endpoint

from phoenix.otel import register
tracer_provider = register(endpoint="http://localhost:6006/v1/traces")

GRPC

The GRPC transport protocol is inferred from the endpoint

from phoenix.otel import register
tracer_provider = register(endpoint="http://localhost:4317")

Custom GRPC Port

Additionally, the protocol argument can be used to enforce the OTLP transport protocol regardless of the endpoint. This might be useful in cases such as when the GRPC endpoint is bound to a different port than the default (4317). The valid protocols are: "http/protobuf", and "grpc".

from phoenix.otel import register
tracer_provider = register(
    endpoint="http://localhost:9999",
    protocol="grpc", # use "http/protobuf" for http transport
)

Additional configuration

register can be configured with different keyword arguments:

• project_name: The Phoenix project name

  • or use PHOENIX_PROJECT_NAME env. var

• headers: Headers to send along with each span payload

  • or use PHOENIX_CLIENT_HEADERS env. var

• batch: Whether or not to process spans in batch

from phoenix.otel import register
tracer_provider = register(
    project_name="otel-test",
    headers={"Authorization": "Bearer TOKEN"},
    batch=True,
)

Instrumentation

Once you've connected your application to your Phoenix instance using phoenix.otel.register, you need to instrument your application. You have a few options to do this:

1. Using OpenInference auto-instrumentors. If you've used the auto_instrument flag above, then any instrumentor packages in your environment will be called automatically. For a full list of OpenInference packages, see https://arize.com/docs/phoenix/integrations

2. Using Phoenix Decorators.

3. Using Base OTEL.