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a/src/connectors/snowflake/trulens/connectors/snowflake/utils/server_side_evaluation_artifacts.py b/src/connectors/snowflake/trulens/connectors/snowflake/utils/server_side_evaluation_artifacts.py index 85b47f57a..da57b6c2a 100644 --- a/src/connectors/snowflake/trulens/connectors/snowflake/utils/server_side_evaluation_artifacts.py +++ b/src/connectors/snowflake/trulens/connectors/snowflake/utils/server_side_evaluation_artifacts.py @@ -18,6 +18,7 @@ "trulens-core", "trulens-feedback", "trulens-providers-cortex", + "trulens-semconv", ] _TRULENS_EXTRA_STAGED_PACKAGES = [ @@ -33,6 +34,8 @@ "nest-asyncio", "nltk", "numpy", + "opentelemetry-api", + "opentelemetry-sdk", "packaging", "pandas", "pip", diff --git a/src/core/pyproject.toml b/src/core/pyproject.toml index 1d61734ec..f30718e51 100644 --- a/src/core/pyproject.toml +++ b/src/core/pyproject.toml @@ -45,6 +45,9 @@ alembic = "^1.8.1" nest-asyncio = "^1.5" python-dotenv = ">=0.21,<2.0" importlib-resources = "^6.0" +trulens-semconv = { version = "^1.0.0", optional = true } +opentelemetry-api = { version = "^1.0.0", optional = true } +opentelemetry-sdk = { version = "^1.0.0", optional = true } [tool.poetry.group.tqdm] optional = true @@ -52,9 +55,8 @@ optional = true [tool.poetry.group.tqdm.dependencies] tqdm = { version = ">=4.2.0", optional = true } -[tool.poetry.group.otel] +[tool.poetry.group.dev] optional = true -[tool.poetry.group.otel.dependencies] -opentelemetry-api = { version = ">=1", optional = true } -opentelemetry-sdk = { version = ">=1", optional = true } +[tool.poetry.group.dev.dependencies] +trulens-semconv = { path = "../semconv" } diff --git a/src/semconv/README.md b/src/semconv/README.md new file mode 100644 index 000000000..55ae79158 --- /dev/null +++ b/src/semconv/README.md @@ -0,0 +1,3 @@ +# Semantic Conventions for TruLens Spans + +This package describes the conventions for attribute names and some attribute values present in spans produced or interpreted by TruLens. diff --git a/src/semconv/pyproject.toml b/src/semconv/pyproject.toml new file mode 100644 index 000000000..eba2d0f46 --- /dev/null +++ b/src/semconv/pyproject.toml @@ -0,0 +1,34 @@ +[build-system] +build-backend = "poetry.core.masonry.api" +requires = [ + "poetry-core", +] + +[tool.poetry] +name = "trulens-semconv" +version = "1.2.8" +description = "Semantic conventions for spans produced by TruLens." +authors = [ + "Snowflake Inc. ", +] +license = "MIT" +readme = "README.md" +packages = [ + { include = "trulens" }, +] +homepage = "https://trulens.org/" +documentation = "https://trulens.org/getting_started/" +repository = "https://github.com/truera/trulens" +classifiers = [ + "Programming Language :: Python :: 3", + "Operating System :: OS Independent", + "Development Status :: 3 - Alpha", + "License :: OSI Approved :: MIT License", +] + +[tool.poetry.dependencies] +python = "^3.8.1,!=3.9.7" +# This package only has pre-releases: +opentelemetry-semantic-conventions = { version = ">=0.48b0", allow-prereleases = true } +# This package requires python 3.9 so we are avoiding using it for now: +# opentelemetry-semantic-conventions-ai = { version = ">=0.4.2", allow-prereleases=true } diff --git a/src/semconv/trulens/semconv/__init__.py b/src/semconv/trulens/semconv/__init__.py new file mode 100644 index 000000000..5d556a1a9 --- /dev/null +++ b/src/semconv/trulens/semconv/__init__.py @@ -0,0 +1,7 @@ +from importlib.metadata import version + +from trulens.core.utils import imports as import_utils + +__version__ = version( + import_utils.safe_importlib_package_name(__package__ or __name__) +) diff --git a/src/semconv/trulens/semconv/trace.py b/src/semconv/trulens/semconv/trace.py new file mode 100644 index 000000000..5b55f0bca --- /dev/null +++ b/src/semconv/trulens/semconv/trace.py @@ -0,0 +1,439 @@ +"""Semantic conventions for TruLens spans. + +This file should not have any dependencies except possibly other semantic +conventions packages so it can be easily imported by tools that want to read +TruLens data but not use TruLens otherwise. + +Relevant links: + +- [OTEL Semantic Conventions](https://opentelemetry.io/docs/specs/semconv/). + +- [OTEL Trace Semantic + Conventions](https://opentelemetry.io/docs/specs/semconv/general/trace/). + +- [OTEL Semantic Conventions for Generative AI + Systems](https://opentelemetry.io/docs/specs/semconv/gen-ai/). +""" + +from enum import Enum + +from opentelemetry.semconv.resource import ( + ResourceAttributes as otel_ResourceAttributes, +) +from opentelemetry.semconv.trace import SpanAttributes as otel_SpanAttributes + + +class ResourceAttributes: + # TODO: Some Span attributes should be moved here. + pass + + +class SpanAttributes: + """Names of keys in the attributes field of a span. + + In some cases below, we also include span name or span name prefix. + """ + + SPAN_TYPES = "trulens.span_types" + + class SpanType(str, Enum): + """Span type attribute values. + + The root types indicate the process that initiating the tracking of + spans (either app tracing or feedback evaluation). Call indicates a + method/function call. App indicates a call by an app method. Cost + indicates a call with cost tracking. All others are semantic types. + + The first three classes are exclusive but the others can be mixed in + with each other. + + Attributes relevant to each span type follow. + """ + + # Exclusive types. + + UNKNOWN = "unknown" + """Unknown span type.""" + + CUSTOM = "custom" + """Spans created by the user using otel api.""" + + RECORDING = "recording" + """Span encapsulating a TruLens app recording context.""" + + SEMANTIC = "semantic" + """Recognized span, at least to some degree. + + Must include at least one of the semantic mixable types below as well. + """ + + RECORD_ROOT = "record_root" + """Spans as collected by tracing system.""" + + EVAL_ROOT = "eval_root" + """Feedback function evaluation span.""" + + # Non-semantic mixable types indicate presence of common sets of attributes. + + RECORD = "record" + """A span in a record.""" + + CALL = "call" + """A function call.""" + + COST = "cost" + """A span with a cost.""" + + # Semantic mixable types. A span can have multiple of these types. + + RETRIEVAL = "retrieval" + """A retrieval.""" + + RERANKING = "reranking" + """A reranker call.""" + + GENERATION = "generation" + """A generation call to an LLM.""" + + MEMORIZATION = "memorization" + """A memory call.""" + + EMBEDDING = "embedding" + """An embedding call.""" + + TOOL_INVOCATION = "tool_invocation" + """A tool invocation.""" + + AGENT_INVOCATION = "agent_invocation" + """An agent invocation.""" + + class RECORDING: + """Attributes and span name relevant to the recording span type. + + Note that this span is created every time a TruLens app enters a + recording context even if it is not called. In such cases, there will be + a RECORDING span without a RECORD_ROOT. + """ + + base = "trulens.recording" + + SPAN_NAME_PREFIX = base + "." + """Span name will end with app name.""" + + APP_ID = base + ".app_id" + """Id of the app being recorded.""" + + class SEMANTIC: + """Attributes relevant to all semantic span types.""" + + base = "trulens.semantic" + + class UNKNOWN: + """Attributes relevant for spans that could not be categorized otherwise.""" + + base = "trulens.unknown" + + class RECORD_ROOT: + """Attributes for the root span of a record. + + Includes most fields carried over from + [trulens.core.schema.base.Record][trulens.core.schema.base.Record]. + """ + + base = "trulens.record_root" + + SPAN_NAME_PREFIX = base + "." + """Span name will end with app name.""" + + APP_NAME = base + ".app_name" + """Name of the app for whom this is the root.""" + + APP_VERSION = base + ".app_version" + """Version of the app for whom this is the root.""" + + APP_ID = base + ".app_id" + + RECORD_ID = base + ".record_id" + + TOTAL_COST = base + ".total_cost" + """Total cost of the record. + + Note that child spans might include cost type spans. This is the sum of + all those costs. + """ + + MAIN_INPUT = base + ".main_input" + """Main input to the app.""" + + MAIN_OUTPUT = base + ".main_output" + """Main output of the app.""" + + MAIN_ERROR = base + ".main_error" + """Main error of the app. + + Exclusive with main output. + """ + + class EVAL_ROOT: + """Attributes for the root span of a feedback evaluation. + + Includes most of the fields carried over from + [trulens.core.schema.feedback.FeedbackResult][trulens.core.schema.feedback.FeedbackResult]. + """ + + base = "trulens.eval_root" + + TARGET_RECORD_ID = base + ".target_record_id" + """Record id of the record being evaluated.""" + + TARGET_TRACE_ID = base + ".target_trace_id" + """Trace id of the root span of the record being evaluated.""" + + TARGET_SPAN_ID = base + ".target_span_id" + """Span id of the root span of the record being evaluated.""" + + FEEDBACK_NAME = base + ".feedback_name" + """Name of the feedback definition being evaluated.""" + + FEEDBACK_DEFINITION_ID = base + ".feedback_definition_id" + """Id of the feedback definition being evaluated.""" + + STATUS = base + ".status" + """Status of the evaluation. + + See [trulens.core.schema.feedback.FeedbackResult.status][trulens.core.schema.feedback.FeedbackResult.status] for values. + """ + + TOTAL_COST = base + ".total_cost" + """Cost of the evaluation. + + Note that sub spans might contain cost type spans. This is the sum of + all those costs.""" + + ERROR = base + ".error" + """Error raised during evaluation.""" + + class COST: + """Attributes for spans with a cost.""" + + base = "trulens.cost" + + COST = base + ".cost" + """Cost of the span. + + JSONization of + [trulens.core.schema.base.Cost][trulens.core.schema.base.Cost]. + """ + + class RECORD: + """Attributes for spans traced as part of a recording.""" + + base = "trulens.record" + + APP_IDS = base + ".app_ids" + """Ids of apps that were tracing this span.""" + + RECORD_IDS = base + ".record_ids" + """Map of app id to record id.""" + + class CALL: + """Instrumented method call attributes.""" + + base = "trulens.call" + + SPAN_NAME_PREFIX = base + "." + """Span name will end with the function name.""" + + CALL_ID = base + ".call_id" + """Unique identifier for the call.""" + + STACK = base + ".stack" + """Call stack.""" + + SIGNATURE = base + ".signature" + """Signature of the function being tracked. + + Serialization of[inspect.Signature][inspect.Signature].""" + + FUNCTION = base + ".function" + """Function being tracked. + + Serialized from + [trulens.core.utils.pyschema.FunctionOrMethod][trulens.core.utils.pyschema.FunctionOrMethod].""" + + CLASS = base + ".class" + """Class owning this function if it is a method. + + Serialized from + [trulens.core.utils.pyschema.Class][trulens.core.utils.pyschema.Class].""" + + ARGS = base + ".args" + """Arguments of the function. + + Serialized using + [trulens.core.utils.json.jsonify][trulens.core.utils.json.jsonify]. If + the function was a method, self will NOT be included in this list. + """ + + KWARGS = base + ".kwargs" + """Keyword arguments of the function. + + Serialized using [trulens.core.utils.json.jsonify][trulens.core.utils.json.jsonify]. + """ + + BOUND_ARGUMENTS = base + ".bound_arguments" + """Bindings of the function if arguments were able to be bound. + + Self is not included. Serialized from + [trulens.core.utils.pyschema.BoundArguments][trulens.core.utils.pyschema.BoundArguments]. + """ + + RETURN = base + ".return" + """Return value of the function if it executed without error. + + Serialized using [trulens.core.utils.json.jsonify][trulens.core.utils.json.jsonify]. + """ + + ERROR = base + ".error" + """Error raised by the function if it executed with an error. + + Serialized using [str][builtins.str]. + """ + + # TODO: move to ResourceAttributes + PROCESS_ID = otel_ResourceAttributes.PROCESS_PID + """Process ID. + + Integer. + """ + + THREAD_ID = otel_SpanAttributes.THREAD_ID + """Thread ID. + + Integer. + """ + + class RETRIEVAL: + """A retrieval.""" + + base = "trulens.sem.retrieval" + + QUERY_TEXT = base + ".query_text" + """Input text whose related contexts are being retrieved.""" + + QUERY_EMBEDDING = base + ".query_embedding" + """Embedding of the input text.""" + + DISTANCE_TYPE = base + ".distance_type" + """Distance function used for ranking contexts.""" + + NUM_CONTEXTS = base + ".num_contexts" + """The number of contexts requested, not necessarily retrieved.""" + + RETRIEVED_CONTEXTS = base + ".retrieved_contexts" + """The retrieved contexts.""" + + RETRIEVED_SCORES = base + ".retrieved_scores" + """The scores of the retrieved contexts.""" + + RETRIEVED_EMBEDDINGS = base + ".retrieved_embeddings" + """The embeddings of the retrieved contexts.""" + + class RERANKING: + """A reranker call.""" + + base = "trulens.sem.reranking" + + QUERY_TEXT = base + ".query_text" + """The query text.""" + + MODEL_NAME = base + ".model_name" + """The model name of the reranker.""" + + TOP_N = base + ".top_n" + """The number of contexts to rerank.""" + + INPUT_CONTEXT_TEXTS = base + ".input_context_texts" + """The contexts being reranked.""" + + INPUT_CONTEXT_SCORES = base + ".input_context_scores" + """The scores of the input contexts.""" + + OUTPUT_RANKS = base + ".output_ranks" + """Reranked indexes into `input_context_texts`.""" + + class GENERATION: + base = "trulens.sem.generation" + + # GEN_AI_* + + MODEL_NAME = base + ".model_name" + """The model name of the LLM.""" + # GEN_AI_REQUEST_MODEL + # GEN_AI_RESPONSE_MODEL ? + + MODEL_TYPE = base + ".model_type" + """The type of model used.""" + + INPUT_TOKEN_COUNT = base + ".input_token_count" + """The number of tokens in the input.""" + # GEN_AI_USAGE_INPUT_TOKENS + + INPUT_MESSAGES = base + ".input_messages" + """The prompt given to the LLM.""" + # GEN_AI_PROMPT + + OUTPUT_TOKEN_COUNT = base + ".output_token_count" + """The number of tokens in the output.""" + # GEN_AI_USAGE_OUTPUT_TOKENS + + OUTPUT_MESSAGES = base + ".output_messages" + """The returned text.""" + + TEMPERATURE = base + ".temperature" + """The temperature used for generation.""" + # GEN_AI_REQUEST_TEMPERATURE + + COST = base + ".cost" + """The cost of the generation.""" + + class MEMORIZATION: + """A memory saving call.""" + + base = "trulens.sem.memorization" + + MEMORY_TYPE = base + ".memory_type" + """The type of memory.""" + + REMEMBERED = base + ".remembered" + """The text being integrated into the memory in this span.""" + + class EMBEDDING: + """An embedding call.""" + + base = "trulens.sem.embedding" + + INPUT_TEXT = base + ".input_text" + """The text being embedded.""" + + MODEL_NAME = base + ".model_name" + """The model name of the embedding model.""" + + EMBEDDING = base + ".embedding" + """The embedding of the input text.""" + + class TOOL_INVOCATION: + """A tool invocation.""" + + base = "trulens.sem.tool_invocation" + + DESCRIPTION = base + ".description" + """The description of the tool.""" + + class AGENT_INVOCATION: + """An agent invocation.""" + + base = "trulens.sem.agent_invocation" + + DESCRIPTION = base + ".description" + """The description of the agent.""" diff --git a/tests/e2e/data/staged_packages.ipynb b/tests/e2e/data/staged_packages.ipynb index 2cae82798..0b2bf1602 100644 --- a/tests/e2e/data/staged_packages.ipynb +++ b/tests/e2e/data/staged_packages.ipynb @@ -25,6 +25,7 @@ " \"trulens-core\",\n", " \"trulens-feedback\",\n", " \"trulens-providers-cortex\",\n", + " \"trulens-semconv\",\n", "]\n", "STAGE_NAME = \"TRULENS_PACKAGES_STAGE\"\n", "\n", @@ -109,6 +110,17 @@ "print(trulens.providers.cortex.__version__)" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import trulens.semconv\n", + "\n", + "print(trulens.semconv.__version__)" + ] + }, { "cell_type": "markdown", "metadata": {}, diff --git a/tests/e2e/test_context_variables.py b/tests/e2e/test_context_variables.py index ba29cff20..f9ce3a505 100644 --- a/tests/e2e/test_context_variables.py +++ b/tests/e2e/test_context_variables.py @@ -29,7 +29,9 @@ def setUp(self): connection_parameters ).create() connector = SnowflakeConnector( - **connection_parameters, init_server_side=True + **connection_parameters, + init_server_side=True, + init_server_side_with_staged_packages=True, ) self._session = TruSession(connector=connector) diff --git a/zip_wheels.sh b/zip_wheels.sh index d47f8b787..592e5fada 100755 --- a/zip_wheels.sh +++ b/zip_wheels.sh @@ -42,3 +42,4 @@ zip_wheel trulens-core ${OUTPUT_DIRECTORY}/trulens-core.zip zip_wheel trulens-dashboard ${OUTPUT_DIRECTORY}/trulens-dashboard.zip zip_wheel trulens-feedback ${OUTPUT_DIRECTORY}/trulens-feedback.zip zip_wheel trulens-providers-cortex ${OUTPUT_DIRECTORY}/trulens-providers-cortex.zip +zip_wheel trulens-semconv ${OUTPUT_DIRECTORY}/trulens-semconv.zip