|
| 1 | +"""Phoenix-backed tracer integration for Agent Lightning. |
| 2 | +
|
| 3 | +This tracer bridges Agent Lightning's tracing interface with Arize Phoenix by |
| 4 | +leveraging the ``arize-phoenix-otel`` package. It registers a Phoenix-aware |
| 5 | +``TracerProvider`` for each worker process and reuses the built-in |
| 6 | +``LightningSpanProcessor`` to capture spans so that they can be stored or |
| 7 | +inspected inside Agent Lightning. |
| 8 | +""" |
| 9 | + |
| 10 | +from __future__ import annotations |
| 11 | + |
| 12 | +import inspect |
| 13 | +import logging |
| 14 | +import os |
| 15 | +from collections.abc import AsyncGenerator, Iterator |
| 16 | +from contextlib import asynccontextmanager, contextmanager |
| 17 | +from typing import Any |
| 18 | + |
| 19 | +from agentlightning.store.base import LightningStore |
| 20 | +from agentlightning.tracer.agentops import LightningSpanProcessor |
| 21 | +from agentlightning.tracer.base import Tracer |
| 22 | +from opentelemetry import trace as trace_api |
| 23 | +from opentelemetry.sdk.trace import ReadableSpan, TracerProvider |
| 24 | +from phoenix.otel import register as phoenix_register |
| 25 | + |
| 26 | +logger = logging.getLogger(__name__) |
| 27 | + |
| 28 | + |
| 29 | +class PhoenixTracer(Tracer): |
| 30 | + """Tracer implementation that sends spans to Arize Phoenix. |
| 31 | +
|
| 32 | + Parameters are primarily thin wrappers around ``phoenix.otel.register``. By |
| 33 | + default, configuration is read from the standard Phoenix environment |
| 34 | + variables so that existing deployments keep working without code changes. |
| 35 | +
|
| 36 | + Note: This tracer will set its own global OpenTelemetry TracerProvider. |
| 37 | + If you have already called ``setup_otel_tracing()`` from this module, |
| 38 | + there may be conflicts. Choose one approach: |
| 39 | +
|
| 40 | + - For Agent Lightning training: Use PhoenixTracer with Trainer |
| 41 | + - For general agent tracing: Use setup_otel_tracing() |
| 42 | + """ |
| 43 | + |
| 44 | + def __init__( |
| 45 | + self, |
| 46 | + *, |
| 47 | + endpoint: str | None = None, |
| 48 | + project_name: str | None = None, |
| 49 | + api_key: str | None = None, |
| 50 | + auto_instrument: bool = True, |
| 51 | + use_batch_processor: bool = False, |
| 52 | + headers: dict[str, str] | None = None, |
| 53 | + register_kwargs: dict[str, Any] | None = None, |
| 54 | + ) -> None: |
| 55 | + super().__init__() |
| 56 | + self.endpoint = endpoint or os.getenv("PHOENIX_ENDPOINT") |
| 57 | + self.project_name = project_name or os.getenv("PHOENIX_PROJECT_NAME") |
| 58 | + self.api_key = api_key or os.getenv("PHOENIX_API_KEY") |
| 59 | + self.auto_instrument = auto_instrument |
| 60 | + self.use_batch_processor = use_batch_processor |
| 61 | + self.headers = headers |
| 62 | + self.register_kwargs = register_kwargs.copy() if register_kwargs else {} |
| 63 | + |
| 64 | + self._tracer_provider: TracerProvider | None = None |
| 65 | + self._lightning_span_processor: LightningSpanProcessor | None = None |
| 66 | + self._initialized = False |
| 67 | + |
| 68 | + def init(self, *args: Any, **kwargs: Any) -> None: # noqa: D401 - hook required by interface |
| 69 | + """Main-process initialization hook (no-op for Phoenix).""" |
| 70 | + logger.debug("PhoenixTracer main-process init invoked.") |
| 71 | + |
| 72 | + def teardown(self, *args: Any, **kwargs: Any) -> None: |
| 73 | + logger.debug("PhoenixTracer main-process teardown invoked.") |
| 74 | + |
| 75 | + def init_worker(self, worker_id: int, *args: Any, **kwargs: Any) -> None: |
| 76 | + super().init_worker(worker_id, *args, **kwargs) |
| 77 | + if self._initialized: |
| 78 | + logger.warning( |
| 79 | + "PhoenixTracer already initialized in worker %s; skipping re-registration.", |
| 80 | + worker_id, |
| 81 | + ) |
| 82 | + return |
| 83 | + |
| 84 | + logger.info("[Worker %s] Configuring Phoenix tracer provider...", worker_id) |
| 85 | + |
| 86 | + register_options: dict[str, Any] = { |
| 87 | + "endpoint": self.endpoint, |
| 88 | + "project_name": self.project_name, |
| 89 | + "headers": self.headers, |
| 90 | + "batch": self.use_batch_processor, |
| 91 | + "set_global_tracer_provider": False, # Don't override existing global provider |
| 92 | + "auto_instrument": self.auto_instrument, |
| 93 | + } |
| 94 | + if self.api_key: |
| 95 | + register_options["api_key"] = self.api_key |
| 96 | + register_options.update(self.register_kwargs) |
| 97 | + |
| 98 | + tracer_provider = phoenix_register(**register_options) |
| 99 | + self._tracer_provider = tracer_provider |
| 100 | + |
| 101 | + # Set as global tracer provider (will override if already set) |
| 102 | + trace_api.set_tracer_provider(tracer_provider) |
| 103 | + logger.info("[Worker %s] Phoenix tracer provider set as global.", worker_id) |
| 104 | + |
| 105 | + self._lightning_span_processor = LightningSpanProcessor() |
| 106 | + span_processor_kwargs: dict[str, Any] = {} |
| 107 | + parameters = inspect.signature(tracer_provider.add_span_processor).parameters |
| 108 | + if "replace_default_processor" in parameters: |
| 109 | + span_processor_kwargs["replace_default_processor"] = False |
| 110 | + tracer_provider.add_span_processor( |
| 111 | + self._lightning_span_processor, **span_processor_kwargs |
| 112 | + ) # type: ignore[misc] |
| 113 | + |
| 114 | + self._initialized = True |
| 115 | + logger.info("[Worker %s] Phoenix tracer provider ready.", worker_id) |
| 116 | + |
| 117 | + def teardown_worker(self, worker_id: int, *args: Any, **kwargs: Any) -> None: |
| 118 | + super().teardown_worker(worker_id, *args, **kwargs) |
| 119 | + logger.info("[Worker %s] Tearing down Phoenix tracer provider...", worker_id) |
| 120 | + if self._lightning_span_processor is not None: |
| 121 | + self._lightning_span_processor.shutdown() |
| 122 | + self._lightning_span_processor = None |
| 123 | + if self._tracer_provider is not None: |
| 124 | + self._tracer_provider.shutdown() |
| 125 | + self._tracer_provider = None |
| 126 | + self._initialized = False |
| 127 | + |
| 128 | + @asynccontextmanager |
| 129 | + async def trace_context( |
| 130 | + self, |
| 131 | + name: str | None = None, |
| 132 | + *, |
| 133 | + store: LightningStore | None = None, |
| 134 | + rollout_id: str | None = None, |
| 135 | + attempt_id: str | None = None, |
| 136 | + ) -> AsyncGenerator[LightningSpanProcessor, None]: |
| 137 | + if not self._lightning_span_processor: |
| 138 | + raise RuntimeError( |
| 139 | + "LightningSpanProcessor is not initialized. Call init_worker() first." |
| 140 | + ) |
| 141 | + |
| 142 | + with self._trace_context_sync( |
| 143 | + name=name, |
| 144 | + store=store, |
| 145 | + rollout_id=rollout_id, |
| 146 | + attempt_id=attempt_id, |
| 147 | + ) as processor: |
| 148 | + yield processor |
| 149 | + |
| 150 | + @contextmanager |
| 151 | + def _trace_context_sync( |
| 152 | + self, |
| 153 | + name: str | None = None, |
| 154 | + *, |
| 155 | + store: LightningStore | None = None, |
| 156 | + rollout_id: str | None = None, |
| 157 | + attempt_id: str | None = None, |
| 158 | + ) -> Iterator[LightningSpanProcessor]: |
| 159 | + if not self._lightning_span_processor: |
| 160 | + raise RuntimeError( |
| 161 | + "LightningSpanProcessor is not initialized. Call init_worker() first." |
| 162 | + ) |
| 163 | + |
| 164 | + if store is not None and rollout_id is not None and attempt_id is not None: |
| 165 | + ctx = self._lightning_span_processor.with_context( |
| 166 | + store=store, rollout_id=rollout_id, attempt_id=attempt_id |
| 167 | + ) |
| 168 | + with ctx as processor: |
| 169 | + yield processor |
| 170 | + elif store is None and rollout_id is None and attempt_id is None: |
| 171 | + with self._lightning_span_processor: |
| 172 | + yield self._lightning_span_processor |
| 173 | + else: |
| 174 | + raise ValueError( |
| 175 | + "store, rollout_id, and attempt_id must be either all provided or all None" |
| 176 | + ) |
| 177 | + |
| 178 | + def get_last_trace(self) -> list[ReadableSpan]: |
| 179 | + if not self._lightning_span_processor: |
| 180 | + raise RuntimeError( |
| 181 | + "LightningSpanProcessor is not initialized. Call init_worker() first." |
| 182 | + ) |
| 183 | + return self._lightning_span_processor.spans() |
| 184 | + |
| 185 | + def get_config(self) -> dict[str, Any]: |
| 186 | + """Expose current Phoenix configuration for debugging or tests.""" |
| 187 | + return { |
| 188 | + "endpoint": self.endpoint, |
| 189 | + "project_name": self.project_name, |
| 190 | + "api_key": bool(self.api_key), |
| 191 | + "auto_instrument": self.auto_instrument, |
| 192 | + "use_batch_processor": self.use_batch_processor, |
| 193 | + "headers": self.headers, |
| 194 | + "register_kwargs": self.register_kwargs, |
| 195 | + } |
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