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[Feature]: Use pydantic validation in observability.py config (#26637)
Signed-off-by: Samuel Wu <cernunnos1710@gmail.com> Signed-off-by: Sam/Samuel <57896620+cern1710@users.noreply.github.com> Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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@ -5,6 +5,8 @@ import hashlib
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from functools import cached_property
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from typing import Any, Literal, cast
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from packaging.version import parse
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from pydantic import field_validator, model_validator
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from pydantic.dataclasses import dataclass
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from vllm import version
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@ -79,25 +81,43 @@ class ObservabilityConfig:
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hash_str = hashlib.md5(str(factors).encode(), usedforsecurity=False).hexdigest()
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return hash_str
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def __post_init__(self):
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if (
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self.collect_detailed_traces is not None
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and len(self.collect_detailed_traces) == 1
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and "," in self.collect_detailed_traces[0]
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):
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self._parse_collect_detailed_traces()
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@field_validator("show_hidden_metrics_for_version")
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@classmethod
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def _validate_show_hidden_metrics_for_version(cls, value: str | None) -> str | None:
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if value is not None:
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# Raises an exception if the string is not a valid version.
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parse(value)
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return value
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from vllm.tracing import is_otel_available, otel_import_error_traceback
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@field_validator("otlp_traces_endpoint")
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@classmethod
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def _validate_otlp_traces_endpoint(cls, value: str | None) -> str | None:
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if value is not None:
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from vllm.tracing import is_otel_available, otel_import_error_traceback
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if not is_otel_available() and self.otlp_traces_endpoint is not None:
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if not is_otel_available():
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raise ValueError(
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"OpenTelemetry is not available. Unable to configure "
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"'otlp_traces_endpoint'. Ensure OpenTelemetry packages are "
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f"installed. Original error:\n{otel_import_error_traceback}"
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)
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return value
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@field_validator("collect_detailed_traces")
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@classmethod
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def _validate_collect_detailed_traces(
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cls, value: list[DetailedTraceModules] | None
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) -> list[DetailedTraceModules] | None:
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"""Handle the legacy case where users might provide a comma-separated
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string instead of a list of strings."""
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if value is not None and len(value) == 1 and "," in value[0]:
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value = cast(list[DetailedTraceModules], value[0].split(","))
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return value
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@model_validator(mode="after")
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def _validate_tracing_config(self):
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if self.collect_detailed_traces and not self.otlp_traces_endpoint:
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raise ValueError(
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"OpenTelemetry is not available. Unable to configure "
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"'otlp_traces_endpoint'. Ensure OpenTelemetry packages are "
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f"installed. Original error:\n{otel_import_error_traceback}"
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"collect_detailed_traces requires `--otlp-traces-endpoint` to be set."
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)
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def _parse_collect_detailed_traces(self):
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assert isinstance(self.collect_detailed_traces, list)
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self.collect_detailed_traces = cast(
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list[DetailedTraceModules], self.collect_detailed_traces[0].split(",")
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)
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return self
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