diff --git a/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/shared/__init__.py b/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/shared/__init__.py index 68860e8aa4..1d88ada50e 100644 --- a/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/shared/__init__.py +++ b/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/shared/__init__.py @@ -370,6 +370,12 @@ def get_token_count_from_string(string: str, model_name: str): f"Failed to get tiktoken encoding for model_name {model_name}, error: {str(ex)}" ) return None + except Exception as ex: + # Other exceptions in tiktok + logger.warning( + f"Failed to get tiktoken encoding for model_name {model_name}, error: {str(ex)}" + ) + return None tiktoken_encodings[model_name] = encoding else: diff --git a/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/shared/chat_wrappers.py b/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/shared/chat_wrappers.py index 7e3e188183..ba135e7487 100644 --- a/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/shared/chat_wrappers.py +++ b/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/shared/chat_wrappers.py @@ -516,43 +516,45 @@ def _set_completions(span, choices): def _set_streaming_token_metrics( request_kwargs, complete_response, span, token_counter, shared_attributes ): - # use tiktoken calculate token usage if not should_record_stream_token_usage(): return - # kwargs={'model': 'gpt-3.5', 'messages': [{'role': 'user', 'content': '...'}], 'stream': True} prompt_usage = -1 completion_usage = -1 - # prompt_usage - if request_kwargs and request_kwargs.get("messages"): - prompt_content = "" - # setting the default model_name as gpt-4. As this uses the embedding "cl100k_base" that - # is used by most of the other model. + # First, try to get usage from API response + if complete_response.get("usage"): + usage = complete_response["usage"] + if usage.get("prompt_tokens"): + prompt_usage = usage["prompt_tokens"] + if usage.get("completion_tokens"): + completion_usage = usage["completion_tokens"] + + # If API response doesn't have usage, fallback to tiktoken calculation + if prompt_usage == -1 or completion_usage == -1: model_name = ( complete_response.get("model") or request_kwargs.get("model") or "gpt-4" ) - for msg in request_kwargs.get("messages"): - if msg.get("content"): - prompt_content += msg.get("content") - if model_name: - prompt_usage = get_token_count_from_string(prompt_content, model_name) - - # completion_usage - if complete_response.get("choices"): - completion_content = "" - # setting the default model_name as gpt-4. As this uses the embedding "cl100k_base" that - # is used by most of the other model. - model_name = complete_response.get("model") or "gpt-4" - - for choice in complete_response.get("choices"): - if choice.get("message") and choice.get("message").get("content"): - completion_content += choice["message"]["content"] - - if model_name: - completion_usage = get_token_count_from_string( - completion_content, model_name - ) + + # Calculate prompt tokens if not available from API + if prompt_usage == -1 and request_kwargs and request_kwargs.get("messages"): + prompt_content = "" + for msg in request_kwargs.get("messages"): + if msg.get("content"): + prompt_content += msg.get("content") + if model_name and should_record_stream_token_usage(): + prompt_usage = get_token_count_from_string(prompt_content, model_name) + + # Calculate completion tokens if not available from API + if completion_usage == -1 and complete_response.get("choices"): + completion_content = "" + for choice in complete_response.get("choices"): + if choice.get("message") and choice.get("message").get("content"): + completion_content += choice["message"]["content"] + if model_name and should_record_stream_token_usage(): + completion_usage = get_token_count_from_string( + completion_content, model_name + ) # span record _set_span_stream_usage(span, prompt_usage, completion_usage) @@ -971,6 +973,13 @@ def _accumulate_stream_items(item, complete_response): complete_response["model"] = item.get("model") complete_response["id"] = item.get("id") + # capture usage information from the last stream chunks + if item.get("usage"): + complete_response["usage"] = item.get("usage") + elif item.get("choices") and item["choices"][0].get("usage"): + # Some LLM providers like moonshot mistakenly place token usage information within choices[0], handle this. + complete_response["usage"] = item["choices"][0].get("usage") + # prompt filter results if item.get("prompt_filter_results"): complete_response["prompt_filter_results"] = item.get("prompt_filter_results") diff --git a/packages/opentelemetry-instrumentation-openai/poetry.lock b/packages/opentelemetry-instrumentation-openai/poetry.lock index 74a423ab49..91215ec6eb 100644 --- a/packages/opentelemetry-instrumentation-openai/poetry.lock +++ b/packages/opentelemetry-instrumentation-openai/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 2.1.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand. [[package]] name = "annotated-types" @@ -213,7 +213,7 @@ description = "Backport of PEP 654 (exception groups)" optional = false python-versions = ">=3.7" groups = ["test"] -markers = "python_version <= \"3.10\" or python_version < \"3.11\" and platform_python_implementation == \"PyPy\"" +markers = "python_version < \"3.11\"" files = [ {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"}, {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"}, @@ -713,14 +713,14 @@ files = [ [[package]] name = "packaging" -version = "24.1" +version = "25.0" description = "Core utilities for Python packages" optional = false python-versions = ">=3.8" groups = ["main", "test"] files = [ - {file = "packaging-24.1-py3-none-any.whl", hash = "sha256:5b8f2217dbdbd2f7f384c41c628544e6d52f2d0f53c6d0c3ea61aa5d1d7ff124"}, - {file = "packaging-24.1.tar.gz", hash = "sha256:026ed72c8ed3fcce5bf8950572258698927fd1dbda10a5e981cdf0ac37f4f002"}, + {file = "packaging-25.0-py3-none-any.whl", hash = "sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484"}, + {file = "packaging-25.0.tar.gz", hash = "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f"}, ] [[package]] @@ -777,9 +777,9 @@ files = [ [package.dependencies] numpy = [ + {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, {version = ">=1.22.4", markers = "python_version < \"3.11\""}, {version = ">=1.23.2", markers = "python_version == \"3.11\""}, - {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, ] python-dateutil = ">=2.8.2" pytz = ">=2020.1" @@ -978,8 +978,8 @@ files = [ annotated-types = ">=0.6.0" pydantic-core = "2.23.4" typing-extensions = [ - {version = ">=4.6.1", markers = "python_version < \"3.13\""}, {version = ">=4.12.2", markers = "python_version >= \"3.13\""}, + {version = ">=4.6.1", markers = "python_version < \"3.13\""}, ] [package.extras] @@ -1492,7 +1492,7 @@ description = "A lil' TOML parser" optional = false python-versions = ">=3.8" groups = ["dev", "test"] -markers = "python_version <= \"3.10\" or python_version < \"3.11\" and platform_python_implementation == \"PyPy\"" +markers = "python_version < \"3.11\"" files = [ {file = "tomli-2.0.2-py3-none-any.whl", hash = "sha256:2ebe24485c53d303f690b0ec092806a085f07af5a5aa1464f3931eec36caaa38"}, {file = "tomli-2.0.2.tar.gz", hash = "sha256:d46d457a85337051c36524bc5349dd91b1877838e2979ac5ced3e710ed8a60ed"}, @@ -1562,7 +1562,7 @@ description = "HTTP library with thread-safe connection pooling, file post, and optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7" groups = ["main", "test"] -markers = "platform_python_implementation == \"PyPy\" or python_version < \"3.10\"" +markers = "platform_python_implementation == \"PyPy\" or python_version == \"3.9\"" files = [ {file = "urllib3-1.26.20-py2.py3-none-any.whl", hash = "sha256:0ed14ccfbf1c30a9072c7ca157e4319b70d65f623e91e7b32fadb2853431016e"}, {file = "urllib3-1.26.20.tar.gz", hash = "sha256:40c2dc0c681e47eb8f90e7e27bf6ff7df2e677421fd46756da1161c39ca70d32"}, diff --git a/packages/opentelemetry-instrumentation-openai/tests/traces/cassettes/test_streaming_with_api_usage/test_streaming_with_api_usage_and_events.yaml b/packages/opentelemetry-instrumentation-openai/tests/traces/cassettes/test_streaming_with_api_usage/test_streaming_with_api_usage_and_events.yaml new file mode 100644 index 0000000000..70004c0f73 --- /dev/null +++ b/packages/opentelemetry-instrumentation-openai/tests/traces/cassettes/test_streaming_with_api_usage/test_streaming_with_api_usage_and_events.yaml @@ -0,0 +1,775 @@ +interactions: +- request: + body: '{"messages": [{"role": "user", "content": "What is OpenTelemetry?"}], "model": + "deepseek-chat", "stream": true}' + headers: + accept: + - application/json + accept-encoding: + - gzip, deflate + connection: + - keep-alive + content-length: + - '111' + content-type: + - application/json + host: + - api.deepseek.com + traceparent: + - 00-c8937592443d99813a40e4d7d8dbd9c6-92e2d3b5113e5870-01 + user-agent: + - OpenAI/Python 1.93.0 + x-stainless-arch: + - arm64 + x-stainless-async: + - 'false' + x-stainless-lang: + - python + x-stainless-os: + - MacOS + x-stainless-package-version: + - 1.93.0 + x-stainless-read-timeout: + - '600' + x-stainless-retry-count: + - '0' + x-stainless-runtime: + - CPython + x-stainless-runtime-version: + - 3.12.1 + method: POST + uri: https://api.deepseek.com/beta/chat/completions + response: + body: + string: "data: {\"id\":\"25fe6563-3767-4cc0-8ca1-c90bb873b714\",\"object\":\"chat.completion.chunk\",\"created\":1752602186,\"model\":\"deepseek-chat\",\"system_fingerprint\":\"fp_8802369eaa_prod0623_fp8_kvcache\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\"\"},\"logprobs\":null,\"finish_reason\":null}]}\n\ndata: + {\"id\":\"25fe6563-3767-4cc0-8ca1-c90bb873b714\",\"object\":\"chat.completion.chunk\",\"created\":1752602186,\"model\":\"deepseek-chat\",\"system_fingerprint\":\"fp_8802369eaa_prod0623_fp8_kvcache\",\"choices\":[{\"index\":0,\"delta\":{\"content\":\"**\"},\"logprobs\":null,\"finish_reason\":null}]}\n\ndata: + {\"id\":\"25fe6563-3767-4cc0-8ca1-c90bb873b714\",\"object\":\"chat.completion.chunk\",\"created\":1752602186,\"model\":\"deepseek-chat\",\"system_fingerprint\":\"fp_8802369eaa_prod0623_fp8_kvcache\",\"choices\":[{\"index\":0,\"delta\":{\"content\":\"Open\"},\"logprobs\":null,\"finish_reason\":null}]}\n\ndata: + {\"id\":\"25fe6563-3767-4cc0-8ca1-c90bb873b714\",\"object\":\"chat.completion.chunk\",\"created\":1752602186,\"model\":\"deepseek-chat\",\"system_fingerprint\":\"fp_8802369eaa_prod0623_fp8_kvcache\",\"choices\":[{\"index\":0,\"delta\":{\"content\":\"Tele\"},\"logprobs\":null,\"finish_reason\":null}]}\n\ndata: + 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+ - HWWAFSESID=5db4285bd035aacfce; path=/ + - HWWAFSESTIME=1752602173196; path=/ + Strict-Transport-Security: + - max-age=31536000; includeSubDomains; preload + Transfer-Encoding: + - chunked + X-Content-Type-Options: + - nosniff + access-control-allow-credentials: + - 'true' + cache-control: + - no-cache + vary: + - origin, access-control-request-method, access-control-request-headers + x-ds-trace-id: + - 88b824431188b08b7c138f56801ba1ca + status: + code: 200 + message: OK +version: 1 diff --git a/packages/opentelemetry-instrumentation-openai/tests/traces/test_streaming_with_api_usage.py b/packages/opentelemetry-instrumentation-openai/tests/traces/test_streaming_with_api_usage.py new file mode 100644 index 0000000000..9aef31547c --- /dev/null +++ b/packages/opentelemetry-instrumentation-openai/tests/traces/test_streaming_with_api_usage.py @@ -0,0 +1,72 @@ +import pytest +from openai import OpenAI +from opentelemetry.semconv_ai import SpanAttributes + + +@pytest.fixture +def api_usage_provider_client(): + """Client for testing API providers that include usage information in streaming responses, use deepseek here""" + return OpenAI( + api_key="test-api-key", + base_url="https://api.deepseek.com/beta" + ) + + +@pytest.mark.vcr +def test_streaming_with_api_usage_capture( + instrument_legacy, span_exporter, api_usage_provider_client +): + """Test that streaming responses with API usage information are properly captured""" + response = api_usage_provider_client.chat.completions.create( + model="deepseek-chat", + messages=[{"role": "user", "content": "Tell me a joke about opentelemetry"}], + stream=True, + ) + + response_content = "" + for chunk in response: + if chunk.choices and chunk.choices[0].delta.content: + response_content += chunk.choices[0].delta.content + + spans = span_exporter.get_finished_spans() + assert len(spans) == 1 + + span = spans[0] + assert span.name == "openai.chat" + + # Check that token usage is captured from API response + assert span.attributes.get(SpanAttributes.LLM_USAGE_PROMPT_TOKENS) > 0 + assert span.attributes.get(SpanAttributes.LLM_USAGE_COMPLETION_TOKENS) > 0 + assert span.attributes.get(SpanAttributes.LLM_USAGE_TOTAL_TOKENS) > 0 + + # Verify that the response content is meaningful + assert len(response_content) > 0 + assert span.attributes.get(SpanAttributes.LLM_RESPONSE_MODEL) == "deepseek-chat" + + +@pytest.mark.vcr +def test_streaming_with_api_usage_and_events( + instrument_with_content, span_exporter, log_exporter, api_usage_provider_client +): + """Test that streaming responses with API usage work with event logging""" + response = api_usage_provider_client.chat.completions.create( + model="deepseek-chat", + messages=[{"role": "user", "content": "What is OpenTelemetry?"}], + stream=True, + ) + + for chunk in response: + pass # Just consume the stream + + spans = span_exporter.get_finished_spans() + assert len(spans) == 1 + + span = spans[0] + + # Check that usage metrics are captured from API response + assert span.attributes.get(SpanAttributes.LLM_USAGE_PROMPT_TOKENS) > 0 + assert span.attributes.get(SpanAttributes.LLM_USAGE_COMPLETION_TOKENS) > 0 + + # Check event logs + logs = log_exporter.get_finished_logs() + assert len(logs) >= 2 # At least user message and assistant choice