|
| 1 | +from __future__ import annotations |
| 2 | + |
| 3 | +from dataclasses import dataclass |
| 4 | +from typing import Any |
| 5 | +from uuid import uuid4 |
| 6 | + |
| 7 | +from opentelemetry.instrumentation.langchain.callback_handler import ( |
| 8 | + OpenTelemetryLangChainCallbackHandler, |
| 9 | +) |
| 10 | +from opentelemetry.sdk.trace import TracerProvider |
| 11 | +from opentelemetry.sdk.trace.export import SimpleSpanProcessor |
| 12 | +from opentelemetry.sdk.trace.export.in_memory_span_exporter import ( |
| 13 | + InMemorySpanExporter, |
| 14 | +) |
| 15 | +from opentelemetry.semconv._incubating.attributes import ( |
| 16 | + gen_ai_attributes as GenAI, |
| 17 | +) |
| 18 | +from opentelemetry.semconv._incubating.attributes.azure_attributes import ( |
| 19 | + AZURE_RESOURCE_PROVIDER_NAMESPACE, |
| 20 | +) |
| 21 | +from opentelemetry.semconv._incubating.attributes.openai_attributes import ( |
| 22 | + OPENAI_REQUEST_SERVICE_TIER, |
| 23 | + OPENAI_RESPONSE_SERVICE_TIER, |
| 24 | + OPENAI_RESPONSE_SYSTEM_FINGERPRINT, |
| 25 | +) |
| 26 | + |
| 27 | + |
| 28 | +def _create_handler(): |
| 29 | + exporter = InMemorySpanExporter() |
| 30 | + provider = TracerProvider() |
| 31 | + provider.add_span_processor(SimpleSpanProcessor(exporter)) |
| 32 | + handler = OpenTelemetryLangChainCallbackHandler( |
| 33 | + tracer=provider.get_tracer(__name__) |
| 34 | + ) |
| 35 | + return handler, exporter |
| 36 | + |
| 37 | + |
| 38 | +def test_provider_and_server_metadata_extracted(): |
| 39 | + handler, exporter = _create_handler() |
| 40 | + run_id = uuid4() |
| 41 | + |
| 42 | + handler.on_chat_model_start( |
| 43 | + serialized={"name": "CustomLLM"}, |
| 44 | + messages=[], |
| 45 | + run_id=run_id, |
| 46 | + tags=None, |
| 47 | + parent_run_id=None, |
| 48 | + metadata={ |
| 49 | + "ls_provider": "azure", |
| 50 | + "ls_model_name": "gpt-4o", |
| 51 | + }, |
| 52 | + invocation_params={ |
| 53 | + "params": { |
| 54 | + "model": "gpt-4o", |
| 55 | + "base_url": "https://example.openai.azure.com/openai/deployments/demo", |
| 56 | + "n": 2, |
| 57 | + } |
| 58 | + }, |
| 59 | + ) |
| 60 | + |
| 61 | + handler.span_manager.end_span(run_id) |
| 62 | + |
| 63 | + span = exporter.get_finished_spans()[0] |
| 64 | + assert span.name == "chat gpt-4o" |
| 65 | + assert ( |
| 66 | + span.attributes[GenAI.GEN_AI_PROVIDER_NAME] == "azure.ai.openai" |
| 67 | + ) |
| 68 | + assert ( |
| 69 | + span.attributes[AZURE_RESOURCE_PROVIDER_NAMESPACE] |
| 70 | + == "Microsoft.CognitiveServices" |
| 71 | + ) |
| 72 | + assert span.attributes["server.address"] == "example.openai.azure.com" |
| 73 | + assert span.attributes["server.port"] == 443 |
| 74 | + assert span.attributes[GenAI.GEN_AI_REQUEST_CHOICE_COUNT] == 2 |
| 75 | + |
| 76 | + |
| 77 | +@dataclass |
| 78 | +class _DummyLLMResult: |
| 79 | + generations: list[Any] |
| 80 | + llm_output: dict[str, Any] |
| 81 | + |
| 82 | + |
| 83 | +def test_llm_end_sets_response_metadata(): |
| 84 | + handler, exporter = _create_handler() |
| 85 | + run_id = uuid4() |
| 86 | + |
| 87 | + handler.on_chat_model_start( |
| 88 | + serialized={"name": "ChatOpenAI"}, |
| 89 | + messages=[], |
| 90 | + run_id=run_id, |
| 91 | + tags=None, |
| 92 | + parent_run_id=None, |
| 93 | + metadata={"ls_model_name": "gpt-4"}, |
| 94 | + invocation_params={"params": {"model": "gpt-4"}}, |
| 95 | + ) |
| 96 | + |
| 97 | + handler.on_llm_end( |
| 98 | + _DummyLLMResult( |
| 99 | + generations=[], |
| 100 | + llm_output={ |
| 101 | + "model_name": "gpt-4-0125", |
| 102 | + "service_tier": "premium", |
| 103 | + "system_fingerprint": "fp-test", |
| 104 | + "id": "chatcmpl-test", |
| 105 | + }, |
| 106 | + ), |
| 107 | + run_id=run_id, |
| 108 | + parent_run_id=None, |
| 109 | + ) |
| 110 | + |
| 111 | + span = exporter.get_finished_spans()[0] |
| 112 | + assert span.attributes[GenAI.GEN_AI_RESPONSE_MODEL] == "gpt-4-0125" |
| 113 | + assert span.attributes[GenAI.GEN_AI_RESPONSE_ID] == "chatcmpl-test" |
| 114 | + assert span.attributes[OPENAI_RESPONSE_SERVICE_TIER] == "premium" |
| 115 | + assert ( |
| 116 | + span.attributes[OPENAI_RESPONSE_SYSTEM_FINGERPRINT] == "fp-test" |
| 117 | + ) |
| 118 | + |
| 119 | + |
| 120 | +def test_choice_count_not_set_when_one(): |
| 121 | + handler, exporter = _create_handler() |
| 122 | + run_id = uuid4() |
| 123 | + |
| 124 | + handler.on_chat_model_start( |
| 125 | + serialized={"name": "ChatOpenAI"}, |
| 126 | + messages=[], |
| 127 | + run_id=run_id, |
| 128 | + tags=None, |
| 129 | + parent_run_id=None, |
| 130 | + metadata={"ls_model_name": "gpt-4"}, |
| 131 | + invocation_params={ |
| 132 | + "params": { |
| 133 | + "model": "gpt-4", |
| 134 | + "n": 1, |
| 135 | + } |
| 136 | + }, |
| 137 | + ) |
| 138 | + |
| 139 | + handler.span_manager.end_span(run_id) |
| 140 | + span = exporter.get_finished_spans()[0] |
| 141 | + assert ( |
| 142 | + GenAI.GEN_AI_REQUEST_CHOICE_COUNT not in span.attributes |
| 143 | + ) |
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