From 0936c2a9524c0f3e5c13e4fcb6328721c407121e Mon Sep 17 00:00:00 2001 From: Piotr Mardziel Date: Mon, 26 Aug 2024 14:07:11 -0700 Subject: [PATCH 1/8] first --- examples/experimental/auto_example.ipynb | 163 + poetry.lock | 210 +- pyproject.toml | 3 + src/auto/README.md | 0 src/auto/poetry.lock | 4483 ++++++++++++++++++ src/auto/pyproject.toml | 39 + src/auto/trulens/auto/__init__.py | 139 + src/auto/trulens/auto/_utils/auto.py | 217 + src/auto/trulens/auto/dashboard/__init__.py | 28 + src/auto/trulens/auto/feedback/__init__.py | 109 + src/auto/trulens/auto/instrument/__init__.py | 49 + src/auto/trulens/auto/providers/__init__.py | 74 + src/benchmark/poetry.lock | 98 +- src/connectors/snowflake/poetry.lock | 106 +- src/core/poetry.lock | 106 +- src/core/trulens/core/utils/python.py | 16 + src/feedback/poetry.lock | 100 +- src/instrument/langchain/poetry.lock | 26 +- src/instrument/llamaindex/poetry.lock | 26 +- src/instrument/nemo/poetry.lock | 48 +- src/providers/bedrock/poetry.lock | 114 +- src/providers/cortex/poetry.lock | 108 +- src/providers/huggingface/poetry.lock | 110 +- src/providers/langchain/poetry.lock | 120 +- src/providers/litellm/poetry.lock | 128 +- src/providers/openai/poetry.lock | 26 +- src/trulens_eval/poetry.lock | 142 +- 27 files changed, 6072 insertions(+), 716 deletions(-) create mode 100644 examples/experimental/auto_example.ipynb create mode 100644 src/auto/README.md create mode 100644 src/auto/poetry.lock create mode 100644 src/auto/pyproject.toml create mode 100644 src/auto/trulens/auto/__init__.py create mode 100644 src/auto/trulens/auto/_utils/auto.py create mode 100644 src/auto/trulens/auto/dashboard/__init__.py create mode 100644 src/auto/trulens/auto/feedback/__init__.py create mode 100644 src/auto/trulens/auto/instrument/__init__.py create mode 100644 src/auto/trulens/auto/providers/__init__.py diff --git a/examples/experimental/auto_example.ipynb b/examples/experimental/auto_example.ipynb new file mode 100644 index 000000000..50d04132e --- /dev/null +++ b/examples/experimental/auto_example.ipynb @@ -0,0 +1,163 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Auto\n", + "\n", + "Demonstrations of the `trulens-auto` package features." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from pathlib import Path\n", + "import sys\n", + "\n", + "# Add base dir to path to be able to access test folder.\n", + "base_dir = Path().cwd().parent.parent.resolve()\n", + "if str(base_dir) not in sys.path:\n", + " print(f\"Adding {base_dir} to sys.path\")\n", + " sys.path.append(str(base_dir))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from trulens import auto\n", + "\n", + "auto" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from trulens.auto import providers\n", + "\n", + "providers" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from trulens.auto import instrument\n", + "\n", + "instrument" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from trulens.auto import Feedback\n", + "from trulens.auto import HuggingfaceDummy\n", + "from trulens.auto import TruCustomApp\n", + "from trulens.auto import TruSession\n", + "from trulens.auto import run_dashboard\n", + "\n", + "from examples.dev.dummy_app.app import DummyApp" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "tru = TruSession()\n", + "tru.reset_database()\n", + "\n", + "provider = HuggingfaceDummy()\n", + "\n", + "run_dashboard(tru, force=True, _dev=base_dir)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "tru.get_records_and_feedback(limit=10)[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "f_dummy1 = Feedback(provider.language_match).on_input_output()\n", + "\n", + "f_dummy2 = Feedback(\n", + " provider.positive_sentiment, name=\"output sentiment\"\n", + ").on_output()\n", + "\n", + "# Create custom app:\n", + "ca = DummyApp(delay=0.0, alloc=0)\n", + "\n", + "# Create trulens wrapper:\n", + "ta = TruCustomApp(\n", + " ca,\n", + " app_name=\"customapp\",\n", + " feedbacks=[f_dummy1, f_dummy2],\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "with ta as recorder:\n", + " res = ca.respond_to_query(\"hello there\")\n", + "res" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ta.wait_for_feedback_results(feedback_timeout=5)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "trulens-Hw0Dq8Lu-py3.11", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/poetry.lock b/poetry.lock index 478e62f06..bd2cde0d4 100644 --- a/poetry.lock +++ b/poetry.lock @@ -510,17 +510,17 @@ files = [ [[package]] name = "boto3" -version = "1.35.4" +version = "1.35.6" description = "The AWS SDK for Python" optional = false python-versions = ">=3.8" files = [ - {file = "boto3-1.35.4-py3-none-any.whl", hash = "sha256:96c39593afb7b55ebb74d08c8e3201041d105b557c8c8536c9054c9f13da5f2a"}, - {file = "boto3-1.35.4.tar.gz", hash = "sha256:d997b82c468bd5c2d5cd29810d47079b66b178d2b5ae021aebe262c4d78d4c94"}, + {file = "boto3-1.35.6-py3-none-any.whl", hash = "sha256:c35c560ef0cb0f133b6104bc374d60eeb7cb69c1d5d7907e4305a285d162bef0"}, + {file = "boto3-1.35.6.tar.gz", hash = "sha256:b41deed9ca7e0a619510a22e256e3e38b5f532624b4aff8964a1e870877b37bc"}, ] [package.dependencies] -botocore = ">=1.35.4,<1.36.0" +botocore = ">=1.35.6,<1.36.0" jmespath = ">=0.7.1,<2.0.0" s3transfer = ">=0.10.0,<0.11.0" @@ -529,13 +529,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"] [[package]] name = "botocore" -version = "1.35.4" +version = "1.35.6" description = "Low-level, data-driven core of boto 3." optional = false python-versions = ">=3.8" files = [ - {file = "botocore-1.35.4-py3-none-any.whl", hash = "sha256:10195e5ca764745f02b9a51df048b996ddbdc1899a44a2caf35dfb225dfea489"}, - {file = "botocore-1.35.4.tar.gz", hash = "sha256:4cc51a6a486915aedc140f9d027b7e156646b7a0f7b33b1000762c81aff9a12f"}, + {file = "botocore-1.35.6-py3-none-any.whl", hash = "sha256:8378c6cfef2dee15eb7b3ebbb55ba9c1de959f231292039b81eb35b72c50ad59"}, + {file = "botocore-1.35.6.tar.gz", hash = "sha256:93ef31b80b05758db4dd67e010348a05b9ff43f82839629b7ac334f2a454996e"}, ] [package.dependencies] @@ -1261,13 +1261,13 @@ tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipyth [[package]] name = "faker" -version = "27.4.0" +version = "28.0.0" description = "Faker is a Python package that generates fake data for you." optional = false python-versions = ">=3.8" files = [ - {file = "Faker-27.4.0-py3-none-any.whl", hash = "sha256:1c44d4bdcad7237516c9a829b6a0bcb031c6a4cb0506207c480c79f74d8922bf"}, - {file = "faker-27.4.0.tar.gz", hash = "sha256:4ce108fc96053bbba3abf848e3a2885f05faa938deb987f97e4420deaec541c4"}, + {file = "Faker-28.0.0-py3-none-any.whl", hash = "sha256:6a3a08be54c37e05f7943d7ba5211d252c1de737687a46ad6f29209d8d5db11f"}, + {file = "faker-28.0.0.tar.gz", hash = "sha256:0d3c0399204aaf8205cc1750db443474ca0436f177126b2c27b798e8336cc74f"}, ] [package.dependencies] @@ -1275,13 +1275,13 @@ python-dateutil = ">=2.4" [[package]] name = "fastapi" -version = "0.112.1" +version = "0.112.2" description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production" optional = false python-versions = ">=3.8" files = [ - {file = "fastapi-0.112.1-py3-none-any.whl", hash = "sha256:bcbd45817fc2a1cd5da09af66815b84ec0d3d634eb173d1ab468ae3103e183e4"}, - {file = "fastapi-0.112.1.tar.gz", hash = "sha256:b2537146f8c23389a7faa8b03d0bd38d4986e6983874557d95eed2acc46448ef"}, + {file = "fastapi-0.112.2-py3-none-any.whl", hash = "sha256:db84b470bd0e2b1075942231e90e3577e12a903c4dc8696f0d206a7904a7af1c"}, + {file = "fastapi-0.112.2.tar.gz", hash = "sha256:3d4729c038414d5193840706907a41839d839523da6ed0c2811f1168cac1798c"}, ] [package.dependencies] @@ -1290,18 +1290,18 @@ starlette = ">=0.37.2,<0.39.0" typing-extensions = ">=4.8.0" [package.extras] -all = ["email_validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=2.11.2)", "orjson (>=3.2.1)", "pydantic-extra-types 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description = "Fast, light, accurate library built for retrieval embedding generation" optional = false python-versions = "<3.13,>=3.8.0" files = [ - {file = "fastembed-0.3.4-py3-none-any.whl", hash = "sha256:4c159e89b0c0b56519451b1d8f4d68f028648538ff1c1b303584ba38e3a20e70"}, - {file = "fastembed-0.3.4.tar.gz", hash = "sha256:b8ad37692ec6776d6b0f5816eb85bda2c490825c50d13b8dabd30160500998f3"}, + {file = "fastembed-0.3.6-py3-none-any.whl", hash = "sha256:2bf70edae28bb4ccd9e01617098c2075b0ba35b88025a3d22b0e1e85b2c488ce"}, + {file = "fastembed-0.3.6.tar.gz", hash = "sha256:c93c8ec99b8c008c2d192d6297866b8d70ec7ac8f5696b34eb5ea91f85efd15f"}, ] [package.dependencies] @@ -1739,13 +1739,13 @@ test = ["objgraph", "psutil"] [[package]] name = "griffe" -version = "1.1.1" +version = "1.2.0" description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API." optional = false python-versions = ">=3.8" files = [ - {file = "griffe-1.1.1-py3-none-any.whl", hash = "sha256:0c469411e8d671a545725f5c0851a746da8bd99d354a79fdc4abd45219252efb"}, - {file = "griffe-1.1.1.tar.gz", hash = "sha256:faeb78764c0b2bd010719d6e015d07709b0f260258b5d4dd6c88343d9702aa30"}, + {file = "griffe-1.2.0-py3-none-any.whl", hash = "sha256:a8b2fcb1ecdc5a412e646b0b4375eb20a5d2eac3a11dd8c10c56967a4097663c"}, + {file = "griffe-1.2.0.tar.gz", hash = "sha256:1c9f6ef7455930f3f9b0c4145a961c90385d1e2cbc496f7796fbff560ec60d31"}, ] [package.dependencies] @@ -1887,13 +1887,13 @@ license = ["ukkonen"] [[package]] name = "idna" -version = "3.7" +version = "3.8" description = "Internationalized Domain Names in Applications (IDNA)" optional = false -python-versions = ">=3.5" +python-versions = ">=3.6" files = [ - {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"}, - 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000000000..37d8fb0ed --- /dev/null +++ b/src/auto/pyproject.toml @@ -0,0 +1,39 @@ +[build-system] +build-backend = "poetry.core.masonry.api" +requires = [ + "poetry-core", +] + +[tool.poetry] +name = "trulens-auto" +version = "1.0.1a0" +description = "Interactive/notebook interfaces for trulens." +authors = [ + "Truera Inc ", +] +license = "MIT" +readme = "README.md" +packages = [ + { include = "trulens" }, +] +homepage = "https://trulens.org/" +documentation = "https://trulens.org/trulens/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 = "^3.9" +trulens = { version = "^1.0.0", allow-prereleases = true } +trulens-core = { version = "^1.0.0", allow-prereleases = true } +trulens-feedback = { version = "^1.0.0", allow-prereleases = true } +trulens-dashboard = { version = "^1.0.0", allow-prereleases = true, python = "!=3.9.7" } + +[tool.poetry.group.dev.dependencies] +trulens-core = { path = "../core", develop = true } +trulens-feedback = { path = "../feedback", develop = true } +trulens-dashboard = { path = "../dashboard", develop = true, python = "!=3.9.7" } diff --git a/src/auto/trulens/auto/__init__.py b/src/auto/trulens/auto/__init__.py new file mode 100644 index 000000000..c6cb79236 --- /dev/null +++ b/src/auto/trulens/auto/__init__.py @@ -0,0 +1,139 @@ +# ruff: noqa: E402, F822 + +from importlib.metadata import version + +from trulens.core.utils.imports import safe_importlib_package_name + +__version__ = version(safe_importlib_package_name(__package__ or __name__)) + +from typing import TYPE_CHECKING + +if TYPE_CHECKING: + # This is needed for static tools like mypy and mkdocstrings to figure out + # content of this module. + + # Common classes: + from trulens.core.feedback.feedback import Feedback + from trulens.core.feedback.provider import Provider + + # Enums: + from trulens.core.schema import feedback as feedback_schema + + # Schema enums: + from trulens.core.tru import TruSession + from trulens.core.utils.threading import TP + + FeedbackMode = feedback_schema.FeedbackMode + FeedbackResultStatus = feedback_schema.FeedbackResultStatus + FeedbackOnMissingParameters = feedback_schema.FeedbackOnMissingParameters + FeedbackCombinations = feedback_schema.FeedbackCombinations + + # Dashboard utils + from trulens.dashboard.run import run_dashboard + from trulens.dashboard.run import stop_dashboard + + # Schema classes: + FeedbackResult = feedback_schema.FeedbackResult + FeedbackCall = feedback_schema.FeedbackCall + FeedbackDefinition = feedback_schema.FeedbackDefinition + + # Recorders: + from trulens.core.app.basic import TruBasicApp + from trulens.core.app.custom import TruCustomApp + from trulens.core.app.virtual import TruVirtual + from trulens.core.schema import Select + from trulens.instrument.langchain.tru_chain import TruChain + from trulens.instrument.llamaindex.tru_llama import TruLlama + from trulens.instrument.nemo.tru_rails import TruRails + + # Providers: + from trulens.providers.bedrock.provider import Bedrock + from trulens.providers.cortex.provider import Cortex + from trulens.providers.huggingface.provider import Huggingface + from trulens.providers.huggingface.provider import HuggingfaceLocal + from trulens.providers.langchain.provider import Langchain + from trulens.providers.litellm.provider import LiteLLM + from trulens.providers.openai.provider import AzureOpenAI + from trulens.providers.openai.provider import OpenAI + +_CLASSES = { + # **mod_feedback._CLASSES, # these are too specific to be included here + "TruSession": ("trulens-core", "trulens.core.session"), + "TP": ("trulens-core", "trulens.core.utils.threading"), + "Feedback": ("trulens-core", "trulens.core.feedback.feedback"), + "Provider": ("trulens-core", "trulens.core.feedback.provider"), +} + +from trulens.auto import dashboard as mod_dashboard +from trulens.auto import feedback as mod_feedback +from trulens.auto import instrument as mod_instrument +from trulens.auto import providers as mod_providers +from trulens.auto._utils import auto as auto_utils + + +def set_no_install(val: bool = True) -> None: + """Sets the NO_INSTALL flag to make sure optional packages are not + automatically installed.""" + auto_utils.NO_INSTALL = val + + +_UTILITIES = { + **mod_feedback._UTILITIES, + "set_no_install": ("trulens-auto", "trulens.auto"), + "__version__": ("trulens-auto", "trulens.auto"), +} + +_KINDS = { + "provider": mod_providers._PROVIDERS, + "recorder": mod_instrument._RECORDERS, + "class": _CLASSES, + "enum": mod_feedback._ENUMS, + "utility": _UTILITIES, + "schema": mod_feedback._SCHEMAS, + "dashboard": mod_dashboard._FUNCTIONS, +} + +help, help_str = auto_utils.make_help_str(_KINDS) + +__getattr__ = auto_utils.make_getattr_override(_KINDS, help_str=help_str) + +__all__ = [ + # recorders types + "TruBasicApp", + "TruCustomApp", + "TruVirtual", + "TruChain", + "TruLlama", + "TruRails", + # dashboard utils, + "run_dashboard", + "stop_dashboard", + # enums + "FeedbackMode", + "FeedbackResultStatus", + "FeedbackOnMissingParameters", + "FeedbackCombinations", + # schema classes + "FeedbackResult", + "FeedbackCall", + "FeedbackDefinition", + # selector utilities + "Select", + # classes + "Feedback", + "Provider", + "TruSession", + # providers + "AzureOpenAI", + "OpenAI", + "Langchain", + "LiteLLM", + "Bedrock", + "Huggingface", + "HuggingfaceLocal", + "Cortex", + # misc utility + "TP", + "set_no_install", + "__version__", +] diff --git a/src/auto/trulens/auto/_utils/auto.py b/src/auto/trulens/auto/_utils/auto.py new file mode 100644 index 000000000..c457d0714 --- /dev/null +++ b/src/auto/trulens/auto/_utils/auto.py @@ -0,0 +1,217 @@ +"""Auto utilities. + +These are for the various interactive use convenience capabilities of the +trulens-auto package. +""" + +import importlib +import logging +from pprint import PrettyPrinter +import subprocess +import sys +from typing import ( + Any, + Callable, + Dict, + Optional, + Tuple, + Union, +) + +from trulens.core.utils import imports as import_utils +from trulens.core.utils import python as python_utils + +# import caller_frame +# from trulens.core.utils.python import caller_module + +logger = logging.getLogger(__name__) +pp = PrettyPrinter() + +NO_INSTALL: bool = False +"""If set, will not automatically install any optional trulens modules and fail +in the typical way if a module is missing.""" + + +def pip(*args) -> subprocess.CompletedProcess: + """Execute pip with the given arguments.""" + + logger.debug("Running pip", *args) + + return subprocess.run( + [sys.executable, "-m", "pip", *args], capture_output=True, check=True + ) + + +def install(package_name: str): + """Install a package with pip.""" + + package_name = import_utils.safe_importlib_package_name(package_name) + + logger.info("Installing package %s", package_name) + + pip("install", package_name) + + return import_utils.get_package_version(package_name) + + +def make_help_str( + kinds: Dict[str, Dict], +) -> Tuple[Callable[[], None], Callable[[], str]]: + """Create a help string that lists all available classes and their installation status.""" + + mod = sys.modules[python_utils.caller_frame(offset=1).f_locals["__name__"]] + + def help_str() -> str: + ret = f"Module '{mod.__name__}' from '{mod.__file__} contains:\n" + for kind, items in kinds.items(): + ret += f"{kind}: \n" # TODO: pluralize + for class_, temp in items.items(): + if len(temp) == 2: + package_name, _ = temp + else: + package_name, _, _ = temp + version = import_utils.get_package_version(package_name) + ret += ( + f" {class_}\t[{package_name}]\t[" + + (str(version) if version is not None else "not installed") + + "]\n" + ) + + if NO_INSTALL: + ret += "\nYou can enable automatic installs by calling `trulens.auto.set_no_install(False)`." + else: + ret += "\nImporting from this module will install the required package. You can disable this by calling `trulens.auto.set_no_install()`." + + return ret + + def help() -> None: + """Print a help message that lists all available classes and their installation status.""" + + print(help_str()) + + return help, help_str + + +def make_getattr_override( + kinds: Dict[str, Dict], + help_str: Union[str, Callable[[], str]], +) -> Any: + """Make a custom __getattr__ function for a module to allow automatic + installs of missing modules and better error messages.""" + + mod = sys.modules[python_utils.caller_module_name(offset=1)] + + if not isinstance(help_str, str): + help_str: str = help_str() + + if mod.__doc__ is None: + mod.__doc__ = help_str + else: + mod.__doc__ += "\n\n" + help_str + + def getattr_(attr): + nonlocal mod + nonlocal help_str + + if attr == "_ipython_display_": + return lambda: print(help_str) + + if attr in [ + "_ipython_canary_method_should_not_exist_", + "_ipython_display_", + "__warningregistry__", + ]: + raise AttributeError() + + for kind, options in kinds.items(): + if attr in options: + if len(options[attr]) == 2: + package_name, module_name = options[attr] + attr_name = attr + else: + package_name, module_name, attr_name = options[attr] + + try: + mod = import_module( + package_name=package_name, + module_name=module_name, + purpose=f"using the {attr} {kind}", + ) + return getattr(mod, attr_name) + + except ImportError as e: + raise ImportError( + f"""Could not import the {attr} {kind}. You might need to re-install {package_name}: + ```bash + pip uninstall -y {package_name} + pip install {package_name} + ``` + """ + ) from e + + # We also need to the case of an import of a sub-module instead of + # something in __all__ (enumerated in kinds) so we try that here. + try: + submod = importlib.import_module(mod.__name__ + "." + attr) + return submod + except Exception: + # Use the same error message as the below. + pass + + raise AttributeError( + f"Module {mod.__name__} has no attribute {attr}.\n" + help_str + ) + + return getattr_ + + +def import_module( + package_name: str, module_name: str, purpose: Optional[str] = None +): + """Import a module of the given package but install it if it is not already + installed. + If purpose is given, will use that for the message printed before the + installation if it does happen. + """ + + package_name = import_utils.safe_importlib_package_name(package_name) + + if purpose is None: + purpose = f"using {module_name}" + + try: + if (package := import_utils.get_package_version(package_name)) is None: + if NO_INSTALL: + # Throwing RuntimeError as I don't want this to be caught by the + # importing try blocks. Needs this to be the final error. + raise RuntimeError( + f"Package {package_name} is not installed. Enable automatic installation by calling `trulens.auto.set_no_install(False)` or install it manually with pip: \n\t```bash\n\tpip install '{package_name}'\n\t```" + ) + + if sys.version_info >= (3, 12) and package_name in [ + "trulens-providers-cortex", + "trulens-instrument-nemo", + ]: + # These require python < 3.12 . + # RuntimeError here on purpose. See above. + raise RuntimeError( + f"Package {package_name} required for {purpose} does not support python >= 3.12." + ) + + else: + print( + f"Installing package {package_name} required for {purpose} ..." + ) + + package = install(package_name) + + except subprocess.CalledProcessError as e: + # ImportError here on purpose. Want this to be caught in importing try + # blocks to give additional information. + raise ImportError(f"Could not install {package_name}.") from e + + if package is None: + # Same + raise ImportError(f"Could not install {package_name}.") + + return importlib.import_module(module_name) diff --git a/src/auto/trulens/auto/dashboard/__init__.py b/src/auto/trulens/auto/dashboard/__init__.py new file mode 100644 index 000000000..1ffe3519d --- /dev/null +++ b/src/auto/trulens/auto/dashboard/__init__.py @@ -0,0 +1,28 @@ +# ruff: noqa: E402, F822 + +from typing import TYPE_CHECKING + +from trulens.auto._utils import auto as auto_utils + +if TYPE_CHECKING: + # Needed for static tools to resolve submodules: + from trulens.dashboard.run import run_dashboard + from trulens.dashboard.run import stop_dashboard + +_FUNCTIONS = { + "run_dashboard": ("trulens-dashboard", "trulens.dashboard.run"), + "stop_dashboard": ("trulens-dashboard", "trulens.dashboard.run"), +} + +_KINDS = { + "function": _FUNCTIONS, +} + +help, help_str = auto_utils.make_help_str(_KINDS) + +__getattr__ = auto_utils.make_getattr_override(_KINDS, help_str=help_str) + +__all__ = [ + "run_dashboard", + "stop_dashboard", +] diff --git a/src/auto/trulens/auto/feedback/__init__.py b/src/auto/trulens/auto/feedback/__init__.py new file mode 100644 index 000000000..87cb9171f --- /dev/null +++ b/src/auto/trulens/auto/feedback/__init__.py @@ -0,0 +1,109 @@ +# ruff: noqa: E402, F822 + +from typing import TYPE_CHECKING + +from trulens.auto._utils import auto as auto_utils + +if TYPE_CHECKING: + # Needed for static tools: + + # feedback type aliases + from trulens.core.feedback.feedback import AggCallable + + # feedback classes + from trulens.core.feedback.feedback import Feedback + from trulens.core.feedback.feedback import ImpCallable + from trulens.core.feedback.feedback import InvalidSelector + from trulens.core.feedback.feedback import SkipEval + + # selector utilities + from trulens.core.schema import Select + from trulens.core.schema.feedback import FeedbackCall + from trulens.core.schema.feedback import FeedbackCombinations + from trulens.core.schema.feedback import FeedbackDefinition + + # schema enums + from trulens.core.schema.feedback import FeedbackMode + from trulens.core.schema.feedback import FeedbackOnMissingParameters + + # schema classes + from trulens.core.schema.feedback import FeedbackResult + from trulens.core.schema.feedback import FeedbackResultStatus + from trulens.feedback.embeddings import Embeddings + from trulens.feedback.groundtruth import GroundTruthAggregator + from trulens.feedback.groundtruth import GroundTruthAgreement + from trulens.feedback.llm_provider import LLMProvider + + +_CLASSES = { + "Embeddings": ("trulens-feedback", "trulens.feedback.embeddings"), + "GroundTruthAggregator": ( + "trulens-feedback", + "trulens.feedback.groundtruth", + ), + "GroundTruthAgreement": ( + "trulens-feedback", + "trulens.feedback.llm_provider", + ), + "LLMProvider": ("trulens-feedback", "trulens.feedback.llm_provider"), + "Feedback": ("trulens-core", "trulens.feedback.feedback"), + "InvalidSelector": ("trulens-core", "trulens.feedback.feedback"), + "SkipEval": ("trulens-core", "trulens.feedback.feedback"), +} + +_TYPES = { + "ImpCallable": ("trulens-core", "trulens.feedback.feedback"), + "AggCallable": ("trulens-core", "trulens.feedback.feedback"), +} + +_ENUMS = { + "FeedbackMode": ("trulens-core", "trulens.core.schema.feedback"), + "FeedbackResultStatus": ("trulens-core", "trulens.core.schema.feedback"), + "FeedbackOnMissingParameters": ( + "trulens-core", + "trulens.core.schema.feedback", + ), + "FeedbackCombinations": ("trulens-core", "trulens.core.schema.feedback"), +} + +_SCHEMAS = { + "FeedbackResult": ("trulens-core", "trulens.core.schema.feedback"), + "FeedbackCall": ("trulens-core", "trulens.core.schema.feedback"), + "FeedbackDefinition": ("trulens-core", "trulens.core.schema.feedback"), +} + +_UTILITIES = { + "Select": ("trulens-core", "trulens.core.schema"), +} + +_KINDS = { + "class": _CLASSES, + "type": _TYPES, + "enum": _ENUMS, + "schema": _SCHEMAS, + "utility": _UTILITIES, +} + +help, help_str = auto_utils.make_help_str(_KINDS) + +__getattr__ = auto_utils.make_getattr_override(_KINDS, help_str=help_str) + +__all__ = [ + "Embeddings", + "GroundTruthAgreement", + "GroundTruthAggregator", + "LLMProvider", + "Feedback", + "FeedbackMode", + "FeedbackResult", + "FeedbackResultStatus", + "FeedbackCall", + "FeedbackDefinition", + "FeedbackOnMissingParameters", + "FeedbackCombinations", + "InvalidSelector", + "SkipEval", + "Select", + "ImpCallable", + "AggCallable", +] diff --git a/src/auto/trulens/auto/instrument/__init__.py b/src/auto/trulens/auto/instrument/__init__.py new file mode 100644 index 000000000..ea864dd96 --- /dev/null +++ b/src/auto/trulens/auto/instrument/__init__.py @@ -0,0 +1,49 @@ +# ruff: noqa: E402, F822 + +from typing import TYPE_CHECKING + +from trulens.auto._utils import auto as auto_utils + +if TYPE_CHECKING: + # Needed for static tools to resolve submodules: + from trulens.core.app.basic import TruBasicApp + from trulens.core.app.custom import TruCustomApp + from trulens.core.app.virtual import TruVirtual + from trulens.instrument.langchain.tru_chain import TruChain + from trulens.instrument.llamaindex.tru_llama import TruLlama + from trulens.instrument.nemo.tru_rails import TruRails + +_RECORDERS = { + "TruBasicApp": ("trulens-core", "trulens.core.app.basic"), + "TruCustomApp": ("trulens-core", "trulens.core.app.custom"), + "TruVirtual": ("trulens-core", "trulens.core.app.virtual"), + "TruChain": ( + "trulens-instrument-langchain", + "trulens.instrument.langchain.tru_chain", + ), + "TruLlama": ( + "trulens-instrument-llamaindex", + "trulens.instrument.llamaindex.tru_llama", + ), + "TruRails": ( + "trulens-instrument-nemo", + "trulens.instrument.nemo.tru_rails", + ), +} + +_KINDS = { + "recorder": _RECORDERS, +} + +help, help_str = auto_utils.make_help_str(_KINDS) + +__getattr__ = auto_utils.make_getattr_override(_KINDS, help_str=help_str) + +__all__ = [ + "TruBasicApp", + "TruCustomApp", + "TruVirtual", + "TruChain", + "TruLlama", + "TruRails", +] diff --git a/src/auto/trulens/auto/providers/__init__.py b/src/auto/trulens/auto/providers/__init__.py new file mode 100644 index 000000000..749b3b562 --- /dev/null +++ b/src/auto/trulens/auto/providers/__init__.py @@ -0,0 +1,74 @@ +# ruff: noqa: E402 + +from typing import TYPE_CHECKING + +from trulens.auto._utils import auto as auto_utils + +if TYPE_CHECKING: + # Needed for static tools: + from trulens.feedback.dummy.provider import DummyProvider + from trulens.providers.bedrock.provider import Bedrock + from trulens.providers.cortex.provider import Cortex + from trulens.providers.huggingface.provider import Dymmy as HuggingfaceDummy + from trulens.providers.huggingface.provider import Huggingface + from trulens.providers.huggingface.provider import HuggingfaceLocal + from trulens.providers.langchain.provider import Langchain + from trulens.providers.litellm.provider import LiteLLM + from trulens.providers.openai.provider import AzureOpenAI + from trulens.providers.openai.provider import OpenAI + +# Providers: +_PROVIDERS = { + "DummyProvider": ("trulens-feedback", "trulens.feedback.dummy.provider"), + "Bedrock": ( + "trulens-providers-bedrock", + "trulens.providers.bedrock.provider", + ), + "Cortex": ("trulens-providers-cortex", "trulens.providers.cortex.provider"), + "Huggingface": ( + "trulens-providers-huggingface", + "trulens.providers.huggingface.provider", + ), + "HuggingfaceLocal": ( + "trulens-providers-huggingface", + "trulens.providers.huggingface.provider", + ), + "HuggingfaceDummy": ( + "trulens-providers-huggingface", + "trulens.providers.huggingface.provider", + "Dummy", + ), + "Langchain": ( + "trulens-providers-langchain", + "trulens.providers.langchain.provider", + ), + "LiteLLM": ( + "trulens-providers-litellm", + "trulens.providers.litellm.provider", + ), + "OpenAI": ("trulens-providers-openai", "trulens.providers.openai.provider"), + "AzureOpenAI": ( + "trulens-providers-openai", + "trulens.providers.openai.provider", + ), +} + +_KINDS = {"provider": _PROVIDERS} + +help, help_str = auto_utils.make_help_str(_KINDS) + +__getattr__ = auto_utils.make_getattr_override(_KINDS, help_str) + +# This has to be statically assigned though we would prefer to use _OPTIONAL_PROVIDERS.keys(): +__all__ = [ + "DummyProvider", + "Bedrock", + "Cortex", + "Huggingface", + "HuggingfaceLocal", + "HuggingfaceDummy", + "Langchain", + "LiteLLM", + "OpenAI", + "AzureOpenAI", +] diff --git a/src/benchmark/poetry.lock b/src/benchmark/poetry.lock index 93832fd37..3fec36a3a 100644 --- a/src/benchmark/poetry.lock +++ b/src/benchmark/poetry.lock @@ -270,56 +270,56 @@ files = [ [[package]] name = "numpy" -version = "2.0.1" +version = "2.0.2" description = "Fundamental package for array computing in Python" optional = false 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Easy to code. 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"sha256:4edbae314f59eb482f54e9e30bf00d33350aaa94f4bfcd4e9e3110e64d0d7222"}, - {file = "rich-13.7.1.tar.gz", hash = "sha256:9be308cb1fe2f1f57d67ce99e95af38a1e2bc71ad9813b0e247cf7ffbcc3a432"}, + {file = "rich-13.8.0-py3-none-any.whl", hash = "sha256:2e85306a063b9492dffc86278197a60cbece75bcb766022f3436f567cae11bdc"}, + {file = "rich-13.8.0.tar.gz", hash = "sha256:a5ac1f1cd448ade0d59cc3356f7db7a7ccda2c8cbae9c7a90c28ff463d3e91f4"}, ] [package.dependencies] @@ -4729,18 +4729,22 @@ files = [ [[package]] name = "zipp" -version = "3.20.0" +version = "3.20.1" description = "Backport of pathlib-compatible object wrapper for zip files" optional = false python-versions = ">=3.8" files = [ - {file = "zipp-3.20.0-py3-none-any.whl", hash = "sha256:58da6168be89f0be59beb194da1250516fdaa062ccebd30127ac65d30045e10d"}, - {file = "zipp-3.20.0.tar.gz", hash = "sha256:0145e43d89664cfe1a2e533adc75adafed82fe2da404b4bbb6b026c0157bdb31"}, + {file = "zipp-3.20.1-py3-none-any.whl", hash = "sha256:9960cd8967c8f85a56f920d5d507274e74f9ff813a0ab8889a5b5be2daf44064"}, + {file = "zipp-3.20.1.tar.gz", hash = "sha256:c22b14cc4763c5a5b04134207736c107db42e9d3ef2d9779d465f5f1bcba572b"}, ] [package.extras] +check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"] +cover = ["pytest-cov"] doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] -test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"] +enabler = ["pytest-enabler (>=2.2)"] +test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"] +type = ["pytest-mypy"] [metadata] lock-version = "2.0" From 6f61e1509727883babbf5e79aaa0fba352ae0ed6 Mon Sep 17 00:00:00 2001 From: Piotr Mardziel Date: Mon, 26 Aug 2024 17:40:36 -0700 Subject: [PATCH 2/8] adjust contents of auto modules and refine example notebook --- examples/experimental/auto_example.ipynb | 136 ++++++++-- src/auto/trulens/auto/__init__.py | 78 +++--- src/auto/trulens/auto/_utils/auto.py | 247 ++++++++++++++----- src/auto/trulens/auto/connectors/__init__.py | 34 +++ src/auto/trulens/auto/dashboard/__init__.py | 6 +- src/auto/trulens/auto/feedback/__init__.py | 101 +++----- src/auto/trulens/auto/instrument/__init__.py | 26 +- src/auto/trulens/auto/providers/__init__.py | 41 ++- 8 files changed, 481 insertions(+), 188 deletions(-) create mode 100644 src/auto/trulens/auto/connectors/__init__.py diff --git a/examples/experimental/auto_example.ipynb b/examples/experimental/auto_example.ipynb index 50d04132e..1b8dc78d7 100644 --- a/examples/experimental/auto_example.ipynb +++ b/examples/experimental/auto_example.ipynb @@ -25,6 +25,15 @@ " sys.path.append(str(base_dir))" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Main import\n", + "\n", + "The `auto` module contains everything to get started with __TruLens__. It can be displayed in a notebook to list its contents:" + ] + }, { "cell_type": "code", "execution_count": null, @@ -36,15 +45,41 @@ "auto" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Error handling\n", + "\n", + "Accessing `auto` attributes that do not correspond to any member will also produce the above index." + ] + }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "from trulens.auto import providers\n", + "auto.TruChains # typo" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Submodules\n", "\n", - "providers" + "Submodules of `auto` feature a subsets of `auto` content with a few additions each to delve deeper.\n", + "\n", + "- `instrument` contains recorders, enums for configuring recorders, and the interface classes that recorders inherit from.\n", + "\n", + "- `providers` contains providers.\n", + "\n", + "- `feedback` contains everything needed to define feedback functions or feedback function implementations.\n", + "\n", + "- `dashboard` contains dashboard functions.\n", + "\n", + "- `connectors` contains connectors." ] }, { @@ -53,6 +88,7 @@ "metadata": {}, "outputs": [], "source": [ + "### Instruments\n", "from trulens.auto import instrument\n", "\n", "instrument" @@ -64,13 +100,10 @@ "metadata": {}, "outputs": [], "source": [ - "from trulens.auto import Feedback\n", - "from trulens.auto import HuggingfaceDummy\n", - "from trulens.auto import TruCustomApp\n", - "from trulens.auto import TruSession\n", - "from trulens.auto import run_dashboard\n", + "### Providers\n", + "from trulens.auto import providers\n", "\n", - "from examples.dev.dummy_app.app import DummyApp" + "providers" ] }, { @@ -79,12 +112,10 @@ "metadata": {}, "outputs": [], "source": [ - "tru = TruSession()\n", - "tru.reset_database()\n", - "\n", - "provider = HuggingfaceDummy()\n", + "#\n", + "from trulens.auto import providers\n", "\n", - "run_dashboard(tru, force=True, _dev=base_dir)" + "providers" ] }, { @@ -93,7 +124,11 @@ "metadata": {}, "outputs": [], "source": [ - "tru.get_records_and_feedback(limit=10)[0]" + "### feedback-related\n", + "\n", + "from trulens.auto import feedback\n", + "\n", + "feedback" ] }, { @@ -102,21 +137,20 @@ "metadata": {}, "outputs": [], "source": [ - "f_dummy1 = Feedback(provider.language_match).on_input_output()\n", + "### dashboard functions\n", "\n", - "f_dummy2 = Feedback(\n", - " provider.positive_sentiment, name=\"output sentiment\"\n", - ").on_output()\n", + "from trulens.auto import dashboard\n", "\n", - "# Create custom app:\n", - "ca = DummyApp(delay=0.0, alloc=0)\n", + "dashboard" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Minimal Example\n", "\n", - "# Create trulens wrapper:\n", - "ta = TruCustomApp(\n", - " ca,\n", - " app_name=\"customapp\",\n", - " feedbacks=[f_dummy1, f_dummy2],\n", - ")" + "Minimal usage requires only the import of the recorder class." ] }, { @@ -125,6 +159,16 @@ "metadata": {}, "outputs": [], "source": [ + "from trulens.auto import TruCustomApp\n", + "\n", + "from examples.dev.dummy_app.app import DummyApp\n", + "\n", + "# Create custom app:\n", + "ca = DummyApp()\n", + "\n", + "# Create trulens wrapper:\n", + "ta = TruCustomApp(ca)\n", + "\n", "with ta as recorder:\n", " res = ca.respond_to_query(\"hello there\")\n", "res" @@ -136,7 +180,45 @@ "metadata": {}, "outputs": [], "source": [ - "ta.wait_for_feedback_results(feedback_timeout=5)" + "# To add dashboard:\n", + "from trulens.auto import run_dashboard\n", + "\n", + "run_dashboard()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# To add feedback:\n", + "from trulens.auto import Feedback\n", + "from trulens.auto import HuggingfaceDummy\n", + "\n", + "# Create provider\n", + "provider = HuggingfaceDummy()\n", + "\n", + "# Create feedback functions.\n", + "lang_match = Feedback(provider.language_match).on_input_output()\n", + "sentiment = Feedback(provider.positive_sentiment).on_output()\n", + "\n", + "# Create custom app:\n", + "ca = DummyApp()\n", + "\n", + "# Create trulens wrapper:\n", + "ta = TruCustomApp(\n", + " ca,\n", + " app_name=\"customapp\",\n", + " feedbacks=[lang_match, sentiment],\n", + ")\n", + "\n", + "with ta as recorder:\n", + " res = ca.respond_to_query(\"hello there\")\n", + "res\n", + "\n", + "for fdef, fres in recorder.get().feedback_and_future_results:\n", + " print(fdef.name, fres.result().result)" ] } ], diff --git a/src/auto/trulens/auto/__init__.py b/src/auto/trulens/auto/__init__.py index c6cb79236..95cf27104 100644 --- a/src/auto/trulens/auto/__init__.py +++ b/src/auto/trulens/auto/__init__.py @@ -12,36 +12,38 @@ # This is needed for static tools like mypy and mkdocstrings to figure out # content of this module. - # Common classes: + # Feedback specification schemas/classes/enums + ## Main class from trulens.core.feedback.feedback import Feedback - from trulens.core.feedback.provider import Provider - - # Enums: from trulens.core.schema import feedback as feedback_schema - # Schema enums: - from trulens.core.tru import TruSession - from trulens.core.utils.threading import TP + ## Schemas + FeedbackResult = feedback_schema.FeedbackResult + FeedbackCall = feedback_schema.FeedbackCall + FeedbackDefinition = feedback_schema.FeedbackDefinition + ## Enums FeedbackMode = feedback_schema.FeedbackMode FeedbackResultStatus = feedback_schema.FeedbackResultStatus FeedbackOnMissingParameters = feedback_schema.FeedbackOnMissingParameters FeedbackCombinations = feedback_schema.FeedbackCombinations - # Dashboard utils - from trulens.dashboard.run import run_dashboard - from trulens.dashboard.run import stop_dashboard - - # Schema classes: - FeedbackResult = feedback_schema.FeedbackResult - FeedbackCall = feedback_schema.FeedbackCall - FeedbackDefinition = feedback_schema.FeedbackDefinition + # Sessions + from trulens.connectors.snowflake.connector import SnowflakeDBConnector # Recorders: from trulens.core.app.basic import TruBasicApp from trulens.core.app.custom import TruCustomApp from trulens.core.app.virtual import TruVirtual + + # Connectors + from trulens.core.database.connector.base import DefaultDBConnector from trulens.core.schema import Select + from trulens.core.tru import TruSession + + # Dashboard + from trulens.dashboard.run import run_dashboard + from trulens.dashboard.run import stop_dashboard from trulens.instrument.langchain.tru_chain import TruChain from trulens.instrument.llamaindex.tru_llama import TruLlama from trulens.instrument.nemo.tru_rails import TruRails @@ -56,14 +58,11 @@ from trulens.providers.openai.provider import AzureOpenAI from trulens.providers.openai.provider import OpenAI -_CLASSES = { - # **mod_feedback._CLASSES, # these are too specific to be included here +_SESSION = { "TruSession": ("trulens-core", "trulens.core.session"), - "TP": ("trulens-core", "trulens.core.utils.threading"), - "Feedback": ("trulens-core", "trulens.core.feedback.feedback"), - "Provider": ("trulens-core", "trulens.core.feedback.provider"), } +from trulens.auto import connectors as mod_connectors from trulens.auto import dashboard as mod_dashboard from trulens.auto import feedback as mod_feedback from trulens.auto import instrument as mod_instrument @@ -78,24 +77,30 @@ def set_no_install(val: bool = True) -> None: _UTILITIES = { - **mod_feedback._UTILITIES, "set_no_install": ("trulens-auto", "trulens.auto"), "__version__": ("trulens-auto", "trulens.auto"), } _KINDS = { - "provider": mod_providers._PROVIDERS, "recorder": mod_instrument._RECORDERS, - "class": _CLASSES, - "enum": mod_feedback._ENUMS, - "utility": _UTILITIES, - "schema": mod_feedback._SCHEMAS, + "provider": {**mod_providers._PROVIDERS, **mod_providers._CONSTRUCTORS}, + "feedback": {**mod_feedback._SPECS, **mod_feedback._CONFIGS}, "dashboard": mod_dashboard._FUNCTIONS, + "configuration": {**_SESSION, **_UTILITIES}, + "connector": mod_connectors._CONNECTORS, } -help, help_str = auto_utils.make_help_str(_KINDS) - -__getattr__ = auto_utils.make_getattr_override(_KINDS, help_str=help_str) +__getattr__ = auto_utils.make_getattr_override( + doc="TruLens notebook utilities.", + kinds=_KINDS, + kinds_docs={ + "provider": "Providers are also available in `trulens.auto.providers`.", + "recorder": "Recorders are also available in `trulens.auto.instrument`.", + "dashboard": "Dashboard functions are also available in `trulens.auto.dashboard`.", + "connector": "Connectors are also available in `trulens.auto.connectors`.", + "feedback": "Feedback definition/configuration/result classes are also available in `trulens.auto.feedback`.", + }, +) __all__ = [ # recorders types @@ -108,21 +113,23 @@ def set_no_install(val: bool = True) -> None: # dashboard utils, "run_dashboard", "stop_dashboard", - # enums + # feedback specification enums "FeedbackMode", "FeedbackResultStatus", "FeedbackOnMissingParameters", "FeedbackCombinations", - # schema classes + # feedback schemas + "Feedback", "FeedbackResult", "FeedbackCall", "FeedbackDefinition", - # selector utilities + # feedback specification utilities "Select", - # classes - "Feedback", - "Provider", + # session "TruSession", + # connectors + "DefaultDBConnector", + "SnowflakeDBConnector", # providers "AzureOpenAI", "OpenAI", @@ -133,7 +140,6 @@ def set_no_install(val: bool = True) -> None: "HuggingfaceLocal", "Cortex", # misc utility - "TP", "set_no_install", "__version__", ] diff --git a/src/auto/trulens/auto/_utils/auto.py b/src/auto/trulens/auto/_utils/auto.py index c457d0714..e5230bb64 100644 --- a/src/auto/trulens/auto/_utils/auto.py +++ b/src/auto/trulens/auto/_utils/auto.py @@ -9,15 +9,10 @@ from pprint import PrettyPrinter import subprocess import sys -from typing import ( - Any, - Callable, - Dict, - Optional, - Tuple, - Union, -) +from types import ModuleType +from typing import Any, Dict, Optional +from IPython.lib import pretty from trulens.core.utils import imports as import_utils from trulens.core.utils import python as python_utils @@ -31,6 +26,9 @@ """If set, will not automatically install any optional trulens modules and fail in the typical way if a module is missing.""" +DOC_NO_INSTALLS = "You can enable automatic installs by calling `trulens.auto.set_no_install(False)`." +DOC_INSTALLS = "Importing from this module will install the required package. You can disable this by calling `trulens.auto.set_no_install()`." + def pip(*args) -> subprocess.CompletedProcess: """Execute pip with the given arguments.""" @@ -54,67 +52,202 @@ def install(package_name: str): return import_utils.get_package_version(package_name) -def make_help_str( - kinds: Dict[str, Dict], -) -> Tuple[Callable[[], None], Callable[[], str]]: +def make_help_ipython( + doc: Optional[str] = None, + kinds: Optional[Dict[str, Dict]] = None, + kinds_docs: Optional[Dict[str, str]] = None, + mod: Optional[ModuleType] = None, +) -> pretty.Printable: """Create a help string that lists all available classes and their installation status.""" - mod = sys.modules[python_utils.caller_frame(offset=1).f_locals["__name__"]] + if mod is None: + mod: ModuleType = sys.modules[ + python_utils.caller_frame(offset=1).f_locals["__name__"] + ] - def help_str() -> str: - ret = f"Module '{mod.__name__}' from '{mod.__file__} contains:\n" - for kind, items in kinds.items(): - ret += f"{kind}: \n" # TODO: pluralize - for class_, temp in items.items(): - if len(temp) == 2: - package_name, _ = temp - else: - package_name, _, _ = temp - version = import_utils.get_package_version(package_name) - ret += ( - f" {class_}\t[{package_name}]\t[" - + (str(version) if version is not None else "not installed") - + "]\n" - ) + if kinds_docs is None: + kinds_docs = {} + + class _PrettyModule(pretty.Printable): + def help(self) -> None: + print(self.__doc__) + + def __repr__(self) -> str: + nonlocal doc, mod, kinds, kinds_docs + + ret = f"Module '{mod.__name__}' from '{mod.__file__}\n" + if doc is not None: + ret += doc + "\n\n" + else: + ret += "\n" + + if kinds is None: + return ret + + for kind, items in kinds.items(): + ret += f"{kind.capitalize()}: \n" + if kind in kinds_docs: + ret += f"{kinds_docs[kind]}\n\n" + + for class_, temp in items.items(): + if len(temp) == 2: + package_name, _ = temp + else: + package_name, _, _ = temp + version = import_utils.get_package_version(package_name) + ret += ( + f" {class_}\t[{package_name}]\t[" + + ( + str(version) + if version is not None + else "not installed" + ) + + "]\n" + ) + + ret += "\n" + + if NO_INSTALL: + ret += DOC_NO_INSTALLS + else: + ret += DOC_INSTALLS + + return ret + + def _repr_markdown_(self) -> str: + nonlocal doc, mod, kinds, kinds_docs + + ret = f"# Module `{mod.__name__}`\n" + ret += f"from `{mod.__file__}`\n\n" + + if doc is not None: + ret += f"{doc}\n\n" + + if kinds is None: + return ret + + for kind, items in kinds.items(): + ret += f"## {kind.capitalize()}\n" + if kind in kinds_docs: + ret += f"{kinds_docs[kind]}\n\n" + + ret += f"{kind} | package | installed version\n" + ret += "--- | --- | ---\n" + for class_, temp in items.items(): + if len(temp) == 2: + package_name, _ = temp + else: + package_name, _, _ = temp + version = import_utils.get_package_version(package_name) + ret += ( + f"`{class_}` | `{package_name}` | " + + ( + str(version) + if version is not None + else "not installed" + ) + + "\n" + ) + ret += "\n" - if NO_INSTALL: - ret += "\nYou can enable automatic installs by calling `trulens.auto.set_no_install(False)`." - else: - ret += "\nImporting from this module will install the required package. You can disable this by calling `trulens.auto.set_no_install()`." + if NO_INSTALL: + ret += "\n" + DOC_INSTALLS + else: + ret += "\n" + DOC_NO_INSTALLS + + return ret + + def _repr_pretty_(self, p: pretty.PrettyPrinter, cycle: bool) -> None: + nonlocal doc, mod, kinds, kinds_docs + + p.text(f"{mod.__name__}") + p.break_() + + if doc is not None: + p.text(doc) + p.break_() + p.break_() + + if kinds is None: + return + + p.text("Contents:") + p.break_() + p.break_() + + for kind, items in kinds.items(): + p.begin_group(indent=2, open=kind.capitalize()) + p.break_() + if kind in kinds_docs: + p.text(kinds_docs[kind]) + p.break_() + p.break_() + + p.text(f"{kind} | package | installed version") + p.break_() + p.text("--- | --- | ---") + p.break_() + for class_, temp in items.items(): + if len(temp) == 2: + package_name, _ = temp + else: + package_name, _, _ = temp + version = import_utils.get_package_version(package_name) + p.text( + f"`{class_}` | `{package_name}` | " + + ( + str(version) + if version is not None + else "not installed" + ) + ) + p.break_() - return ret + p.break_() + p.end_group(dedent=2) - def help() -> None: - """Print a help message that lists all available classes and their installation status.""" + if NO_INSTALL: + p.text(DOC_NO_INSTALLS) + p.break_() + else: + p.text(DOC_INSTALLS) + p.break_() - print(help_str()) + p = _PrettyModule() + p.__doc__ = repr(p) + p.__name__ = mod.__name__ - return help, help_str + return p def make_getattr_override( - kinds: Dict[str, Dict], - help_str: Union[str, Callable[[], str]], + doc: Optional[str] = None, + kinds: Optional[Dict[str, Dict]] = None, + kinds_docs: Optional[Dict[str, str]] = None, + mod: Optional[ModuleType] = None, ) -> Any: """Make a custom __getattr__ function for a module to allow automatic installs of missing modules and better error messages.""" - mod = sys.modules[python_utils.caller_module_name(offset=1)] + if mod is None: + mod: ModuleType = sys.modules[ + python_utils.caller_frame(offset=1).f_locals["__name__"] + ] + + if kinds_docs is None: + kinds_docs = {} - if not isinstance(help_str, str): - help_str: str = help_str() + pretties = make_help_ipython( + doc=doc, kinds=kinds, kinds_docs=kinds_docs, mod=mod + ) if mod.__doc__ is None: - mod.__doc__ = help_str + mod.__doc__ = pretties.__doc__ else: - mod.__doc__ += "\n\n" + help_str + mod.__doc__ += "\n\n" + pretties.__doc__ def getattr_(attr): - nonlocal mod - nonlocal help_str - - if attr == "_ipython_display_": - return lambda: print(help_str) + nonlocal mod, pretties if attr in [ "_ipython_canary_method_should_not_exist_", @@ -151,15 +284,19 @@ def getattr_(attr): # We also need to the case of an import of a sub-module instead of # something in __all__ (enumerated in kinds) so we try that here. - try: - submod = importlib.import_module(mod.__name__ + "." + attr) - return submod - except Exception: - # Use the same error message as the below. - pass + # try: + # submod = importlib.import_module(mod.__name__ + "." + attr) + # return submod + # except Exception: + # Use the same error message as the below. + # pass + + if hasattr(pretties, attr): + # Use the represtations from the PrettyModule class. + return getattr(pretties, attr) raise AttributeError( - f"Module {mod.__name__} has no attribute {attr}.\n" + help_str + f"Module {mod.__name__} has no attribute {attr}.\n" + repr(pretties) ) return getattr_ diff --git a/src/auto/trulens/auto/connectors/__init__.py b/src/auto/trulens/auto/connectors/__init__.py new file mode 100644 index 000000000..f45d4bf7b --- /dev/null +++ b/src/auto/trulens/auto/connectors/__init__.py @@ -0,0 +1,34 @@ +# ruff: noqa: E402, F822 + +from typing import TYPE_CHECKING + +from trulens.auto._utils import auto as auto_utils + +if TYPE_CHECKING: + # Needed for static tools to resolve submodules: + from trulens.connectors.snowflake import SnowflakeDBConnector + from trulens.core.database.connector.base import DefaultDBConnector + +_CONNECTORS = { + "DefaultDBConnector": ( + "trulens-core", + "trulens.core.database.connector.base", + ), + "SnowflakeDBConnector": ( + "trulens-connector-snowflake", + "trulens.connectors.snowflake", + ), +} + +_KINDS = { + "connectors": _CONNECTORS, +} + +__getattr__ = auto_utils.make_getattr_override( + doc="TruLens database connectors.", kinds=_KINDS +) + +__all__ = [ + "DefaultDBConnector", + "SnowflakeDBConnector", +] diff --git a/src/auto/trulens/auto/dashboard/__init__.py b/src/auto/trulens/auto/dashboard/__init__.py index 1ffe3519d..7be9eb14f 100644 --- a/src/auto/trulens/auto/dashboard/__init__.py +++ b/src/auto/trulens/auto/dashboard/__init__.py @@ -18,9 +18,9 @@ "function": _FUNCTIONS, } -help, help_str = auto_utils.make_help_str(_KINDS) - -__getattr__ = auto_utils.make_getattr_override(_KINDS, help_str=help_str) +__getattr__ = auto_utils.make_getattr_override( + doc="TruLens dashboard functions.", kinds=_KINDS +) __all__ = [ "run_dashboard", diff --git a/src/auto/trulens/auto/feedback/__init__.py b/src/auto/trulens/auto/feedback/__init__.py index 87cb9171f..821c325fe 100644 --- a/src/auto/trulens/auto/feedback/__init__.py +++ b/src/auto/trulens/auto/feedback/__init__.py @@ -7,58 +7,24 @@ if TYPE_CHECKING: # Needed for static tools: - # feedback type aliases from trulens.core.feedback.feedback import AggCallable - - # feedback classes from trulens.core.feedback.feedback import Feedback from trulens.core.feedback.feedback import ImpCallable - from trulens.core.feedback.feedback import InvalidSelector from trulens.core.feedback.feedback import SkipEval - - # selector utilities + from trulens.core.feedback.provider import Provider from trulens.core.schema import Select from trulens.core.schema.feedback import FeedbackCall from trulens.core.schema.feedback import FeedbackCombinations from trulens.core.schema.feedback import FeedbackDefinition - - # schema enums from trulens.core.schema.feedback import FeedbackMode from trulens.core.schema.feedback import FeedbackOnMissingParameters - - # schema classes from trulens.core.schema.feedback import FeedbackResult from trulens.core.schema.feedback import FeedbackResultStatus - from trulens.feedback.embeddings import Embeddings - from trulens.feedback.groundtruth import GroundTruthAggregator - from trulens.feedback.groundtruth import GroundTruthAgreement from trulens.feedback.llm_provider import LLMProvider - -_CLASSES = { - "Embeddings": ("trulens-feedback", "trulens.feedback.embeddings"), - "GroundTruthAggregator": ( - "trulens-feedback", - "trulens.feedback.groundtruth", - ), - "GroundTruthAgreement": ( - "trulens-feedback", - "trulens.feedback.llm_provider", - ), - "LLMProvider": ("trulens-feedback", "trulens.feedback.llm_provider"), +_SPECS = { "Feedback": ("trulens-core", "trulens.feedback.feedback"), - "InvalidSelector": ("trulens-core", "trulens.feedback.feedback"), - "SkipEval": ("trulens-core", "trulens.feedback.feedback"), -} - -_TYPES = { - "ImpCallable": ("trulens-core", "trulens.feedback.feedback"), - "AggCallable": ("trulens-core", "trulens.feedback.feedback"), -} - -_ENUMS = { - "FeedbackMode": ("trulens-core", "trulens.core.schema.feedback"), - "FeedbackResultStatus": ("trulens-core", "trulens.core.schema.feedback"), + "Select": ("trulens-core", "trulens.core.schema"), "FeedbackOnMissingParameters": ( "trulens-core", "trulens.core.schema.feedback", @@ -66,44 +32,59 @@ "FeedbackCombinations": ("trulens-core", "trulens.core.schema.feedback"), } -_SCHEMAS = { +_CONFIGS = { + "FeedbackMode": ("trulens-core", "trulens.core.schema.feedback"), +} + +_IMPS = { + "SkipEval": ("trulens-core", "trulens.feedback.feedback"), + "ImpCallable": ("trulens-core", "trulens.feedback.feedback"), + "AggCallable": ("trulens-core", "trulens.feedback.feedback"), +} + +_RESULTS = { + "FeedbackResultStatus": ("trulens-core", "trulens.core.schema.feedback"), "FeedbackResult": ("trulens-core", "trulens.core.schema.feedback"), "FeedbackCall": ("trulens-core", "trulens.core.schema.feedback"), - "FeedbackDefinition": ("trulens-core", "trulens.core.schema.feedback"), } -_UTILITIES = { - "Select": ("trulens-core", "trulens.core.schema"), +_INTERFACES = { + "Provider": ("trulens-core", "trulens.core.feedback.provider"), + "LLMProvider": ("trulens-core", "trulens.feedback.llm_provider"), + "FeedbackDefinition": ("trulens-core", "trulens.core.schema.feedback"), } _KINDS = { - "class": _CLASSES, - "type": _TYPES, - "enum": _ENUMS, - "schema": _SCHEMAS, - "utility": _UTILITIES, + "spec": _SPECS, + "config": _CONFIGS, + "implementation": _IMPS, + "result": _RESULTS, + "interface": _INTERFACES, } -help, help_str = auto_utils.make_help_str(_KINDS) - -__getattr__ = auto_utils.make_getattr_override(_KINDS, help_str=help_str) +__getattr__ = auto_utils.make_getattr_override( + doc="TruLens feedback function specification and implementation.", + kinds=_KINDS, +) __all__ = [ - "Embeddings", - "GroundTruthAgreement", - "GroundTruthAggregator", - "LLMProvider", + # feedback specification "Feedback", - "FeedbackMode", - "FeedbackResult", - "FeedbackResultStatus", - "FeedbackCall", - "FeedbackDefinition", + "Select", "FeedbackOnMissingParameters", "FeedbackCombinations", - "InvalidSelector", + # feedback configuration + "FeedbackMode", + # feedback implementation "SkipEval", - "Select", "ImpCallable", "AggCallable", + # feedback result enums/schemas + "FeedbackResult", + "FeedbackResultStatus", + "FeedbackCall", + # interfaces + "FeedbackDefinition", + "Provider", + "LLMProvider", ] diff --git a/src/auto/trulens/auto/instrument/__init__.py b/src/auto/trulens/auto/instrument/__init__.py index ea864dd96..294e41fba 100644 --- a/src/auto/trulens/auto/instrument/__init__.py +++ b/src/auto/trulens/auto/instrument/__init__.py @@ -6,9 +6,12 @@ if TYPE_CHECKING: # Needed for static tools to resolve submodules: + from trulens.core.app.base import App from trulens.core.app.basic import TruBasicApp from trulens.core.app.custom import TruCustomApp from trulens.core.app.virtual import TruVirtual + from trulens.core.schema.app import AppDefinition + from trulens.core.schema.feedback import FeedbackMode from trulens.instrument.langchain.tru_chain import TruChain from trulens.instrument.llamaindex.tru_llama import TruLlama from trulens.instrument.nemo.tru_rails import TruRails @@ -31,19 +34,36 @@ ), } +_CONFIGS = { + "FeedbackMode": ("trulens-core", "trulens.core.schema.feedback"), +} + +_INTERFACES = { + "App": ("trulens-core", "trulens.core.app.base"), + "AppDefinition": ("trulens-core", "trulens.core.schema.app"), +} + _KINDS = { "recorder": _RECORDERS, + "config": _CONFIGS, + "interface": _INTERFACES, } -help, help_str = auto_utils.make_help_str(_KINDS) - -__getattr__ = auto_utils.make_getattr_override(_KINDS, help_str=help_str) +__getattr__ = auto_utils.make_getattr_override( + doc="TruLens app recorders.", kinds=_KINDS +) __all__ = [ + # recorders "TruBasicApp", "TruCustomApp", "TruVirtual", "TruChain", "TruLlama", "TruRails", + # recorder configuration + "FeedbackMode", + # interfaces + "App", + "AppDefinition", ] diff --git a/src/auto/trulens/auto/providers/__init__.py b/src/auto/trulens/auto/providers/__init__.py index 749b3b562..9858e9afc 100644 --- a/src/auto/trulens/auto/providers/__init__.py +++ b/src/auto/trulens/auto/providers/__init__.py @@ -6,7 +6,12 @@ if TYPE_CHECKING: # Needed for static tools: + from trulens.core.feedback.provider import Provider from trulens.feedback.dummy.provider import DummyProvider + from trulens.feedback.embeddings import Embeddings + from trulens.feedback.groundtruth import GroundTruthAggregator + from trulens.feedback.groundtruth import GroundTruthAgreement + from trulens.feedback.llm_provider import LLMProvider from trulens.providers.bedrock.provider import Bedrock from trulens.providers.cortex.provider import Cortex from trulens.providers.huggingface.provider import Dymmy as HuggingfaceDummy @@ -53,14 +58,35 @@ ), } -_KINDS = {"provider": _PROVIDERS} +_CONSTRUCTORS = { + "Embeddings": ("trulens-feedback", "trulens.feedback.embeddings"), + "GroundTruthAggregator": ( + "trulens-feedback", + "trulens.feedback.groundtruth", + ), + "GroundTruthAgreement": ( + "trulens-feedback", + "trulens.feedback.llm_provider", + ), +} -help, help_str = auto_utils.make_help_str(_KINDS) +_INTERFACES = { + "Provider": ("trulens-core", "trulens.core.feedback.provider"), + "LLMProvider": ("trulens-feedback", "trulens.feedback.llm_provider"), +} + +_KINDS = { + "provider": _PROVIDERS, + "constructor": _CONSTRUCTORS, + "interface": _INTERFACES, +} -__getattr__ = auto_utils.make_getattr_override(_KINDS, help_str) +__getattr__ = auto_utils.make_getattr_override( + doc="TruLens providers.", kinds=_KINDS +) -# This has to be statically assigned though we would prefer to use _OPTIONAL_PROVIDERS.keys(): __all__ = [ + # providers "DummyProvider", "Bedrock", "Cortex", @@ -71,4 +97,11 @@ "LiteLLM", "OpenAI", "AzureOpenAI", + # constructors + "Embeddings", + "GroundTruthAggregator", + "GroundTruthAgreement", + # interfaces + "Provider", + "LLMProvider", ] From d5a430d38ab54f776a2d4adae3a237df7560dd2f Mon Sep 17 00:00:00 2001 From: Piotr Mardziel Date: Mon, 26 Aug 2024 17:42:13 -0700 Subject: [PATCH 3/8] note --- examples/experimental/auto_example.ipynb | 2 ++ 1 file changed, 2 insertions(+) diff --git a/examples/experimental/auto_example.ipynb b/examples/experimental/auto_example.ipynb index 1b8dc78d7..7cf3b9dbb 100644 --- a/examples/experimental/auto_example.ipynb +++ b/examples/experimental/auto_example.ipynb @@ -213,10 +213,12 @@ " feedbacks=[lang_match, sentiment],\n", ")\n", "\n", + "# Invoke app\n", "with ta as recorder:\n", " res = ca.respond_to_query(\"hello there\")\n", "res\n", "\n", + "# Get feedback results; note that dummy providers return nonsensical feedback.\n", "for fdef, fres in recorder.get().feedback_and_future_results:\n", " print(fdef.name, fres.result().result)" ] From 27b5289c417375b0eae9a10d9c73414476ff1094 Mon Sep 17 00:00:00 2001 From: Piotr Mardziel Date: Mon, 26 Aug 2024 17:45:56 -0700 Subject: [PATCH 4/8] more info in example notebook --- examples/experimental/auto_example.ipynb | 25 +++++++++++++++++++++++- 1 file changed, 24 insertions(+), 1 deletion(-) diff --git a/examples/experimental/auto_example.ipynb b/examples/experimental/auto_example.ipynb index 7cf3b9dbb..cb932b3bf 100644 --- a/examples/experimental/auto_example.ipynb +++ b/examples/experimental/auto_example.ipynb @@ -31,7 +31,7 @@ "source": [ "## Main import\n", "\n", - "The `auto` module contains everything to get started with __TruLens__. It can be displayed in a notebook to list its contents:" + "The `auto` module contains everything to get started with __TruLens__. and requires installation of only one package: `trulens-auto`. It can be displayed in a notebook to list its contents." ] }, { @@ -40,11 +40,34 @@ "metadata": {}, "outputs": [], "source": [ + "# ! pip install trulens-auto\n", + "\n", "from trulens import auto\n", "\n", "auto" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Auto installation\n", + "\n", + "Requests for features that require another optional `trulens-*` to be installed will install them automatically." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# ! pip uninstall -y trulens-providers-litellm\n", + "from trulens.auto import LiteLLM\n", + "\n", + "LiteLLM" + ] + }, { "cell_type": "markdown", "metadata": {}, From e957907c8169e7e33ca13470e7957e4a5976419e Mon Sep 17 00:00:00 2001 From: Piotr Mardziel Date: Mon, 26 Aug 2024 17:48:33 -0700 Subject: [PATCH 5/8] remove unneeded --- src/auto/trulens/auto/_utils/auto.py | 3 --- 1 file changed, 3 deletions(-) diff --git a/src/auto/trulens/auto/_utils/auto.py b/src/auto/trulens/auto/_utils/auto.py index e5230bb64..bea490bb3 100644 --- a/src/auto/trulens/auto/_utils/auto.py +++ b/src/auto/trulens/auto/_utils/auto.py @@ -16,9 +16,6 @@ from trulens.core.utils import imports as import_utils from trulens.core.utils import python as python_utils -# import caller_frame -# from trulens.core.utils.python import caller_module - logger = logging.getLogger(__name__) pp = PrettyPrinter() From f8f829592caf20aab196640e8af4cb8f1a53b149 Mon Sep 17 00:00:00 2001 From: Piotr Mardziel Date: Mon, 26 Aug 2024 17:49:52 -0700 Subject: [PATCH 6/8] format --- src/auto/trulens/auto/_utils/auto.py | 10 ++++++++-- 1 file changed, 8 insertions(+), 2 deletions(-) diff --git a/src/auto/trulens/auto/_utils/auto.py b/src/auto/trulens/auto/_utils/auto.py index bea490bb3..52e65dfdc 100644 --- a/src/auto/trulens/auto/_utils/auto.py +++ b/src/auto/trulens/auto/_utils/auto.py @@ -23,8 +23,14 @@ """If set, will not automatically install any optional trulens modules and fail in the typical way if a module is missing.""" -DOC_NO_INSTALLS = "You can enable automatic installs by calling `trulens.auto.set_no_install(False)`." -DOC_INSTALLS = "Importing from this module will install the required package. You can disable this by calling `trulens.auto.set_no_install()`." +DOC_NO_INSTALLS: str = "You can enable automatic installs by calling `trulens.auto.set_no_install(False)`." +"""Instructions for enabling automatic installs.""" + +DOC_INSTALLS = ( + "Importing from this module will install the required package. " + "You can disable this by calling `trulens.auto.set_no_install()`." +) +"""Instructions for disabling automatic installs.""" def pip(*args) -> subprocess.CompletedProcess: From 16cbc03a4643c84855d8e4f726a977a091a093d9 Mon Sep 17 00:00:00 2001 From: Piotr Mardziel Date: Mon, 26 Aug 2024 17:55:16 -0700 Subject: [PATCH 7/8] get doc from module docstring --- src/auto/trulens/auto/__init__.py | 2 +- src/auto/trulens/auto/_utils/auto.py | 4 ++++ src/auto/trulens/auto/connectors/__init__.py | 5 ++--- src/auto/trulens/auto/dashboard/__init__.py | 5 ++--- src/auto/trulens/auto/feedback/__init__.py | 6 ++---- src/auto/trulens/auto/instrument/__init__.py | 1 + src/auto/trulens/auto/providers/__init__.py | 5 ++--- 7 files changed, 14 insertions(+), 14 deletions(-) diff --git a/src/auto/trulens/auto/__init__.py b/src/auto/trulens/auto/__init__.py index 95cf27104..e34f1dddb 100644 --- a/src/auto/trulens/auto/__init__.py +++ b/src/auto/trulens/auto/__init__.py @@ -1,4 +1,5 @@ # ruff: noqa: E402, F822 +"""TruLens notebook utilities.""" from importlib.metadata import version @@ -91,7 +92,6 @@ def set_no_install(val: bool = True) -> None: } __getattr__ = auto_utils.make_getattr_override( - doc="TruLens notebook utilities.", kinds=_KINDS, kinds_docs={ "provider": "Providers are also available in `trulens.auto.providers`.", diff --git a/src/auto/trulens/auto/_utils/auto.py b/src/auto/trulens/auto/_utils/auto.py index 52e65dfdc..ad6075c23 100644 --- a/src/auto/trulens/auto/_utils/auto.py +++ b/src/auto/trulens/auto/_utils/auto.py @@ -68,6 +68,10 @@ def make_help_ipython( python_utils.caller_frame(offset=1).f_locals["__name__"] ] + mod_docstring = getattr(mod, "__doc__", None) + if mod_docstring is not None: + doc = mod_docstring + "\n\n" + (doc if doc is not None else "") + if kinds_docs is None: kinds_docs = {} diff --git a/src/auto/trulens/auto/connectors/__init__.py b/src/auto/trulens/auto/connectors/__init__.py index f45d4bf7b..a3864b284 100644 --- a/src/auto/trulens/auto/connectors/__init__.py +++ b/src/auto/trulens/auto/connectors/__init__.py @@ -1,4 +1,5 @@ # ruff: noqa: E402, F822 +"""TruLens database connectors.""" from typing import TYPE_CHECKING @@ -24,9 +25,7 @@ "connectors": _CONNECTORS, } -__getattr__ = auto_utils.make_getattr_override( - doc="TruLens database connectors.", kinds=_KINDS -) +__getattr__ = auto_utils.make_getattr_override(kinds=_KINDS) __all__ = [ "DefaultDBConnector", diff --git a/src/auto/trulens/auto/dashboard/__init__.py b/src/auto/trulens/auto/dashboard/__init__.py index 7be9eb14f..5df42d683 100644 --- a/src/auto/trulens/auto/dashboard/__init__.py +++ b/src/auto/trulens/auto/dashboard/__init__.py @@ -1,4 +1,5 @@ # ruff: noqa: E402, F822 +"""TruLens dashboard functions.""" from typing import TYPE_CHECKING @@ -18,9 +19,7 @@ "function": _FUNCTIONS, } -__getattr__ = auto_utils.make_getattr_override( - doc="TruLens dashboard functions.", kinds=_KINDS -) +__getattr__ = auto_utils.make_getattr_override(kinds=_KINDS) __all__ = [ "run_dashboard", diff --git a/src/auto/trulens/auto/feedback/__init__.py b/src/auto/trulens/auto/feedback/__init__.py index 821c325fe..99fc2f29e 100644 --- a/src/auto/trulens/auto/feedback/__init__.py +++ b/src/auto/trulens/auto/feedback/__init__.py @@ -1,4 +1,5 @@ # ruff: noqa: E402, F822 +"""TruLens feedback function specification and implementation.""" from typing import TYPE_CHECKING @@ -62,10 +63,7 @@ "interface": _INTERFACES, } -__getattr__ = auto_utils.make_getattr_override( - doc="TruLens feedback function specification and implementation.", - kinds=_KINDS, -) +__getattr__ = auto_utils.make_getattr_override(kinds=_KINDS) __all__ = [ # feedback specification diff --git a/src/auto/trulens/auto/instrument/__init__.py b/src/auto/trulens/auto/instrument/__init__.py index 294e41fba..bfe960cf9 100644 --- a/src/auto/trulens/auto/instrument/__init__.py +++ b/src/auto/trulens/auto/instrument/__init__.py @@ -1,4 +1,5 @@ # ruff: noqa: E402, F822 +"""TruLens recorders and configuration.""" from typing import TYPE_CHECKING diff --git a/src/auto/trulens/auto/providers/__init__.py b/src/auto/trulens/auto/providers/__init__.py index 9858e9afc..20296b0ff 100644 --- a/src/auto/trulens/auto/providers/__init__.py +++ b/src/auto/trulens/auto/providers/__init__.py @@ -1,4 +1,5 @@ # ruff: noqa: E402 +"""TruLens providers and provider constructors.""" from typing import TYPE_CHECKING @@ -81,9 +82,7 @@ "interface": _INTERFACES, } -__getattr__ = auto_utils.make_getattr_override( - doc="TruLens providers.", kinds=_KINDS -) +__getattr__ = auto_utils.make_getattr_override(kinds=_KINDS) __all__ = [ # providers From 41ede8dad43e69cc97fca5ca23cc7d458c68e5ba Mon Sep 17 00:00:00 2001 From: Piotr Mardziel Date: Tue, 27 Aug 2024 12:05:30 -0700 Subject: [PATCH 8/8] notes from feedback chat --- examples/experimental/auto_example.ipynb | 113 +++++++++++++++++++++-- 1 file changed, 104 insertions(+), 9 deletions(-) diff --git a/examples/experimental/auto_example.ipynb b/examples/experimental/auto_example.ipynb index cb932b3bf..e61be547e 100644 --- a/examples/experimental/auto_example.ipynb +++ b/examples/experimental/auto_example.ipynb @@ -77,15 +77,6 @@ "Accessing `auto` attributes that do not correspond to any member will also produce the above index." ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "auto.TruChains # typo" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -197,6 +188,110 @@ "res" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Minimal Example Option 1 (Implementation TODO)\n", + "\n", + "- Add dashboard methods to Apps so we don't have to import session." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from trulens.auto import TruCustomApp\n", + "\n", + "from examples.dev.dummy_app.app import DummyApp\n", + "\n", + "# Create custom app:\n", + "ca = DummyApp()\n", + "\n", + "# Create trulens wrapper:\n", + "ta = TruCustomApp(ca)\n", + "\n", + "with ta as recorder:\n", + " res = ca.respond_to_query(\"hello there\")\n", + "\n", + "ta.run_dashboard() # Currently not included" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Minimal Example Option 2 (Implementation TODO)\n", + "\n", + "- Define a default session `trulens.auto.session` __instance__ so it doesn't need to be initialized." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from trulens.auto import session # \"session\" is a default session instance\n", + "\n", + "from examples.dev.dummy_app.app import DummyApp\n", + "\n", + "# Create custom app:\n", + "ca = DummyApp()\n", + "\n", + "# Create trulens wrapper:\n", + "ta = session.App(ca)\n", + "\n", + "with ta as recorder:\n", + " res = ca.respond_to_query(\"hello there\")\n", + "\n", + "session.run_dashboard() # Currently not included" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Minimal Example Option 3 (Implementation TODO)\n", + "\n", + "- Initialize session but use that to create App, either by type or automatic type guess." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from trulens.auto import TruSession\n", + "\n", + "from examples.dev.dummy_app.app import DummyApp\n", + "\n", + "session = TruSession()\n", + "\n", + "# Create custom app:\n", + "ca = DummyApp()\n", + "\n", + "# Create trulens wrapper:\n", + "ta = session.Custom(ca) # or session.App(ca) # last option preferable\n", + "\n", + "with ta as recorder:\n", + " res = ca.respond_to_query(\"hello there\")\n", + "\n", + "session.run_dashboard()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Current dashboard\n", + "\n", + "- Requires importing another thing." + ] + }, { "cell_type": "code", "execution_count": null,