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139 changes: 139 additions & 0 deletions
139
...pentelemetry-instrumentation-vertexai/src/opentelemetry/instrumentation/vertexai/utils.py
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# Copyright The OpenTelemetry Authors | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
|
||
from __future__ import annotations | ||
|
||
import re | ||
from dataclasses import dataclass | ||
from os import environ | ||
from typing import ( | ||
TYPE_CHECKING, | ||
Mapping, | ||
Sequence, | ||
) | ||
|
||
from opentelemetry.semconv._incubating.attributes import ( | ||
gen_ai_attributes as GenAIAttributes, | ||
) | ||
from opentelemetry.util.types import AttributeValue | ||
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if TYPE_CHECKING: | ||
from google.cloud.aiplatform_v1.types import content, tool | ||
from google.cloud.aiplatform_v1beta1.types import ( | ||
content as content_v1beta1, | ||
) | ||
from google.cloud.aiplatform_v1beta1.types import ( | ||
tool as tool_v1beta1, | ||
) | ||
|
||
|
||
@dataclass(frozen=True) | ||
class GenerateContentParams: | ||
model: str | ||
contents: ( | ||
Sequence[content.Content] | Sequence[content_v1beta1.Content] | None | ||
) = None | ||
system_instruction: content.Content | content_v1beta1.Content | None = None | ||
tools: Sequence[tool.Tool] | Sequence[tool_v1beta1.Tool] | None = None | ||
tool_config: tool.ToolConfig | tool_v1beta1.ToolConfig | None = None | ||
labels: Mapping[str, str] | None = None | ||
safety_settings: ( | ||
Sequence[content.SafetySetting] | ||
| Sequence[content_v1beta1.SafetySetting] | ||
| None | ||
) = None | ||
generation_config: ( | ||
content.GenerationConfig | content_v1beta1.GenerationConfig | None | ||
) = None | ||
|
||
|
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def get_genai_request_attributes( | ||
params: GenerateContentParams, | ||
operation_name: GenAIAttributes.GenAiOperationNameValues = GenAIAttributes.GenAiOperationNameValues.CHAT, | ||
): | ||
model = _get_model_name(params.model) | ||
generation_config = params.generation_config | ||
attributes: dict[str, AttributeValue] = { | ||
GenAIAttributes.GEN_AI_OPERATION_NAME: operation_name.value, | ||
GenAIAttributes.GEN_AI_SYSTEM: GenAIAttributes.GenAiSystemValues.VERTEX_AI.value, | ||
GenAIAttributes.GEN_AI_REQUEST_MODEL: model, | ||
} | ||
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if not generation_config: | ||
return attributes | ||
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# Check for optional fields | ||
# https://proto-plus-python.readthedocs.io/en/stable/fields.html#optional-fields | ||
if "temperature" in generation_config: | ||
attributes[GenAIAttributes.GEN_AI_REQUEST_TEMPERATURE] = ( | ||
generation_config.temperature | ||
) | ||
if "top_p" in generation_config: | ||
attributes[GenAIAttributes.GEN_AI_REQUEST_TOP_P] = ( | ||
generation_config.top_p | ||
) | ||
if "max_output_tokens" in generation_config: | ||
attributes[GenAIAttributes.GEN_AI_REQUEST_MAX_TOKENS] = ( | ||
generation_config.max_output_tokens | ||
) | ||
if "presence_penalty" in generation_config: | ||
attributes[GenAIAttributes.GEN_AI_REQUEST_PRESENCE_PENALTY] = ( | ||
generation_config.presence_penalty | ||
) | ||
if "frequency_penalty" in generation_config: | ||
attributes[GenAIAttributes.GEN_AI_REQUEST_FREQUENCY_PENALTY] = ( | ||
generation_config.frequency_penalty | ||
) | ||
# Uncomment once GEN_AI_REQUEST_SEED is released in 1.30 | ||
# https://github.com/open-telemetry/semantic-conventions/pull/1710 | ||
# if "seed" in generation_config: | ||
# attributes[GenAIAttributes.GEN_AI_REQUEST_SEED] = ( | ||
# generation_config.seed | ||
# ) | ||
if "stop_sequences" in generation_config: | ||
attributes[GenAIAttributes.GEN_AI_REQUEST_STOP_SEQUENCES] = ( | ||
generation_config.stop_sequences | ||
) | ||
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return attributes | ||
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_MODEL_STRIP_RE = re.compile( | ||
r"^projects/(.*)/locations/(.*)/publishers/google/models/" | ||
) | ||
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def _get_model_name(model: str) -> str: | ||
return _MODEL_STRIP_RE.sub("", model) | ||
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OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT = ( | ||
"OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT" | ||
) | ||
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def is_content_enabled() -> bool: | ||
capture_content = environ.get( | ||
OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT, "false" | ||
) | ||
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return capture_content.lower() == "true" | ||
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def get_span_name(span_attributes: Mapping[str, AttributeValue]) -> str: | ||
name = span_attributes[GenAIAttributes.GEN_AI_OPERATION_NAME] | ||
model = span_attributes[GenAIAttributes.GEN_AI_REQUEST_MODEL] | ||
if not model: | ||
return f"{name}" | ||
return f"{name} {model}" |
70 changes: 70 additions & 0 deletions
70
...n-genai/opentelemetry-instrumentation-vertexai/tests/cassettes/test_generate_content.yaml
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interactions: | ||
- request: | ||
body: |- | ||
{ | ||
"contents": [ | ||
{ | ||
"role": "user", | ||
"parts": [ | ||
{ | ||
"text": "Say this is a test" | ||
} | ||
] | ||
} | ||
] | ||
} | ||
headers: | ||
Accept: | ||
- '*/*' | ||
Accept-Encoding: | ||
- gzip, deflate | ||
Connection: | ||
- keep-alive | ||
Content-Length: | ||
- '141' | ||
Content-Type: | ||
- application/json | ||
User-Agent: | ||
- python-requests/2.32.3 | ||
method: POST | ||
uri: https://us-central1-aiplatform.googleapis.com/v1/projects/fake-project/locations/us-central1/publishers/google/models/gemini-1.5-flash-002:generateContent?%24alt=json%3Benum-encoding%3Dint | ||
response: | ||
body: | ||
string: |- | ||
{ | ||
"candidates": [ | ||
{ | ||
"content": { | ||
"role": "model", | ||
"parts": [ | ||
{ | ||
"text": "Okay, I understand. I'm ready for your test. Please proceed.\n" | ||
} | ||
] | ||
}, | ||
"finishReason": 1, | ||
"avgLogprobs": -0.005692833348324424 | ||
} | ||
], | ||
"usageMetadata": { | ||
"promptTokenCount": 5, | ||
"candidatesTokenCount": 19, | ||
"totalTokenCount": 24 | ||
}, | ||
"modelVersion": "gemini-1.5-flash-002" | ||
} | ||
headers: | ||
Content-Type: | ||
- application/json; charset=UTF-8 | ||
Transfer-Encoding: | ||
- chunked | ||
Vary: | ||
- Origin | ||
- X-Origin | ||
- Referer | ||
content-length: | ||
- '453' | ||
status: | ||
code: 200 | ||
message: OK | ||
version: 1 |
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