diff --git a/plugins/huggingface/modelgauge/suts/huggingface_sut_factory.py b/plugins/huggingface/modelgauge/suts/huggingface_sut_factory.py new file mode 100644 index 000000000..bb20f2aae --- /dev/null +++ b/plugins/huggingface/modelgauge/suts/huggingface_sut_factory.py @@ -0,0 +1,128 @@ +import logging + +import huggingface_hub as hfh +from modelgauge.auth.huggingface_inference_token import HuggingFaceInferenceToken +from modelgauge.dynamic_sut_factory import ( + DynamicSUTFactory, + ModelNotSupportedError, + ProviderNotFoundError, + UnknownSUTProviderError, +) + +from modelgauge.dynamic_sut_metadata import DynamicSUTMetadata +from modelgauge.secret_values import InjectSecret +from modelgauge.suts.huggingface_chat_completion import ( + HuggingFaceChatCompletionDedicatedSUT, + HuggingFaceChatCompletionServerlessSUT, +) + +DRIVER_NAME = "hfrelay" + + +def make_sut(sut_name: str, *args, **kwargs) -> tuple | None: + sut_metadata: DynamicSUTMetadata = DynamicSUTMetadata.parse_sut_uid(sut_name) + if sut_metadata.is_proxied(): + if sut_metadata.driver != DRIVER_NAME: + raise UnknownSUTProviderError(f"Unknown proxy '{sut_metadata.driver}'") + return HuggingFaceChatCompletionServerlessSUTFactory.make_sut(sut_metadata) + else: + return HuggingFaceChatCompletionDedicatedSUTFactory.make_sut(sut_metadata) + + +def find_inference_provider_for(model_name) -> dict | None: + try: + inference_providers = hfh.model_info(model_name, expand="inferenceProviderMapping") + providers = inference_providers.inference_provider_mapping + if not providers: + raise ProviderNotFoundError(f"No provider found for {model_name}") + return providers + except hfh.errors.RepositoryNotFoundError as mexc: + logging.error(f"Huggingface doesn't know model {model_name}, or you need credentials for its repo: {mexc}") + raise ModelNotSupportedError from mexc + + +class HuggingFaceSUTFactory(DynamicSUTFactory): + + @staticmethod + def get_secrets() -> InjectSecret: + hf_token = InjectSecret(HuggingFaceInferenceToken) + return hf_token + + +class HuggingFaceChatCompletionServerlessSUTFactory(HuggingFaceSUTFactory): + + @staticmethod + def find(model_name, provider: str = "", find_alternative: bool = False) -> str | None: + sut_metadata: DynamicSUTMetadata = DynamicSUTMetadata.parse_sut_uid(model_name) + if not provider: + provider = sut_metadata.provider + + found_provider = None + try: + inference_providers = find_inference_provider_for(sut_metadata.external_model_name()) + found = inference_providers.get(provider, None) # type: ignore + if found: + found_provider = provider + else: + if find_alternative: + for alt_provider, _ in inference_providers.inference_provider_mapping.items(): # type: ignore + found_provider = str(alt_provider) + break # we just grab the first one; is that the right choice? + if not found_provider: + if provider: + msg = f"{model_name} is not available on {provider} via Huggingface" + else: + msg = f"No provider found for {model_name}" + raise ProviderNotFoundError(msg) + except Exception as e: + logging.error(f"Error looking up inference providers for {model_name} and provider {provider}: {e}") + raise + return found_provider + + @staticmethod + def make_sut(sut_metadata: DynamicSUTMetadata) -> tuple | None: + logging.info( + f"Looking up serverless inference endpoints for {sut_metadata.model} on {sut_metadata.provider}..." + ) + model_name = sut_metadata.external_model_name() + found_provider = HuggingFaceChatCompletionServerlessSUTFactory.find(model_name, sut_metadata.provider) + if found_provider: + sut_uid = DynamicSUTMetadata.make_sut_uid(sut_metadata) + return ( + HuggingFaceChatCompletionServerlessSUT, + sut_uid, + model_name, + found_provider, + HuggingFaceSUTFactory.get_secrets(), + ) + else: + logging.error(f"{sut_metadata.model} on {sut_metadata.provider} not found") + return None + + +class HuggingFaceChatCompletionDedicatedSUTFactory(HuggingFaceSUTFactory): + + @staticmethod + def find(model_name) -> str | None: + try: + endpoints = hfh.list_inference_endpoints() + for e in endpoints: + if e.repository == model_name and e.status != "running": + try: + e.resume() + except Exception as ie: + logging.error( + f"Found endpoint for {model_name} but unable to start it. Check your token's permissions. {ie}" + ) + return e.name + except Exception as oe: + logging.error(f"Error looking up dedicated endpoints for {model_name}: {oe}") + return None + + @staticmethod + def make_sut(sut_metadata: DynamicSUTMetadata) -> tuple | None: + model_name = HuggingFaceChatCompletionDedicatedSUTFactory.find(sut_metadata.external_model_name()) + if model_name: + sut_uid = DynamicSUTMetadata.make_sut_uid(sut_metadata) + return (HuggingFaceChatCompletionDedicatedSUT, sut_uid, model_name, HuggingFaceSUTFactory.get_secrets()) + return None diff --git a/plugins/huggingface/pyproject.toml b/plugins/huggingface/pyproject.toml index 178700b52..791c9b662 100644 --- a/plugins/huggingface/pyproject.toml +++ b/plugins/huggingface/pyproject.toml @@ -8,7 +8,7 @@ packages = [{include = "modelgauge"}] [tool.poetry.dependencies] python = "^3.10" -huggingface-hub = "^0.29.0" +huggingface-hub = "^0.30.2" [build-system] requires = ["poetry-core"] diff --git a/plugins/huggingface/tests/test_huggingface_chat_completion.py b/plugins/huggingface/tests/test_huggingface_chat_completion.py index 040ecda58..b50819c5c 100644 --- a/plugins/huggingface/tests/test_huggingface_chat_completion.py +++ b/plugins/huggingface/tests/test_huggingface_chat_completion.py @@ -1,3 +1,6 @@ +from typing import Optional +from unittest.mock import Mock, patch + import pytest from huggingface_hub import ( ChatCompletionOutput, @@ -10,8 +13,6 @@ InferenceEndpointStatus, ) # type: ignore from huggingface_hub.utils import HfHubHTTPError # type: ignore -from typing import Optional -from unittest.mock import Mock, patch from modelgauge.auth.huggingface_inference_token import HuggingFaceInferenceToken from modelgauge.prompt import TextPrompt, ChatPrompt, ChatRole @@ -19,9 +20,9 @@ from modelgauge.sut import SUTOptions, SUTResponse, TokenProbability, TopTokens from modelgauge.suts.huggingface_chat_completion import ( ChatMessage, + HuggingFaceChatCompletionDedicatedSUT, HuggingFaceChatCompletionOutput, HuggingFaceChatCompletionRequest, - HuggingFaceChatCompletionDedicatedSUT, ) @@ -224,7 +225,7 @@ def test_huggingface_chat_completion_evaluate_transforms_response_correctly(mock { "finish_reason": "stop", "index": 0, - "message": {"role": "assistant", "content": "response", "tool_calls": None}, + "message": {"role": "assistant", "content": "response", "tool_call_id": None, "tool_calls": None}, "logprobs": None, } ], diff --git a/plugins/huggingface/tests/test_huggingface_sut_factory.py b/plugins/huggingface/tests/test_huggingface_sut_factory.py new file mode 100644 index 000000000..7d3927d0f --- /dev/null +++ b/plugins/huggingface/tests/test_huggingface_sut_factory.py @@ -0,0 +1,50 @@ +from unittest.mock import patch + +import huggingface_hub as hfh + +import pytest + +from modelgauge.dynamic_sut_factory import ( + ModelNotSupportedError, + ProviderNotFoundError, + UnknownSUTProviderError, +) + +from plugins.huggingface.modelgauge.suts.huggingface_sut_factory import make_sut + + +def test_make_sut(): + with patch( + "plugins.huggingface.modelgauge.suts.huggingface_sut_factory.HuggingFaceChatCompletionServerlessSUTFactory.find", + return_value="cohere", + ): + assert make_sut(sut_name="google/gemma:cohere:hfrelay") is not None + + with patch( + "plugins.huggingface.modelgauge.suts.huggingface_sut_factory.HuggingFaceChatCompletionServerlessSUTFactory.find", + return_value=None, + ): + assert make_sut(sut_name="google/gemma:cohere:hfrelay") is None + + +def test_make_sut_bad_proxy(): + with pytest.raises(UnknownSUTProviderError): + make_sut("google/gemma:cohere:bogus") + + +def test_make_sut_bad_provider(): + with patch( + "plugins.huggingface.modelgauge.suts.huggingface_sut_factory.find_inference_provider_for", + return_value={"example": ""}, + ): + with pytest.raises(ProviderNotFoundError): + _ = make_sut(sut_name="google/gemma:bogus:hfrelay") + + +def test_make_sut_bad_model(): + 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= "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e"}, + {file = "zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166"}, ] [package.extras] @@ -4607,7 +4591,7 @@ 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"] 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"] +test = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more_itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"] type = ["pytest-mypy"] [[package]] diff --git a/src/modelbench/run.py b/src/modelbench/run.py index e628523e5..a1057d79f 100644 --- a/src/modelbench/run.py +++ b/src/modelbench/run.py @@ -1,3 +1,4 @@ +import datetime import faulthandler import io import json @@ -9,18 +10,15 @@ import random import signal import sys -import time -import warnings from collections import defaultdict from datetime import datetime, timezone from typing import List import click -import modelgauge import termcolor from click import echo -from modelgauge.command_line import check_secrets, validate_uid +from modelgauge.command_line import check_secrets, compact_sut_list, make_suts, validate_uid from modelgauge.config import load_secrets_from_config, write_default_config from modelgauge.load_plugins import load_plugins from modelgauge.locales import DEFAULT_LOCALE, LOCALES, PUBLISHED_LOCALES, validate_locale @@ -29,6 +27,7 @@ from modelgauge.sut import SUT from modelgauge.sut_decorator import modelgauge_sut from modelgauge.sut_registry import SUTS + from rich.console import Console from rich.table import Table @@ -79,6 +78,12 @@ def at_end(result, **kwargs): PROMETHEUS.push_metrics() +@cli.command(help="List known suts") +@local_plugin_dir_option +def list_suts(): + print(compact_sut_list()) + + @cli.command(help="run a benchmark") @click.option( "--output-dir", @@ -144,10 +149,11 @@ def benchmark( locale.lower(), ] - # Check and load objects. - suts = get_suts(sut_uids) - benchmarks = [get_benchmark(version, l, prompt_set, evaluator) for l in locales] + # SUT UIDs are validated in the callback function, so we don't need to validate here + suts = make_suts(sut_uids) + # benchmark(s) + benchmarks = [get_benchmark(version, l, prompt_set, evaluator) for l in locales] run = run_benchmarks_for_suts( benchmarks, suts, max_instances, debug=debug, json_logs=json_logs, thread_count=threads ) @@ -215,7 +221,7 @@ def ensure_ensemble_annotators_loaded(): return True except Exception as e: - warnings.warn(f"Can't load private ensemble annotators: {e}") + logging.warning(f"Can't load private ensemble annotators: {e}") return False @@ -241,16 +247,6 @@ def get_benchmark(version: str, locale: str, prompt_set: str, evaluator: str = " return benchmark -def get_suts(sut_uids: List[str]): - """Checks that user has all required secrets and returns instantiated SUT list.""" - secrets = load_secrets_from_config() - check_secrets(secrets, sut_uids=sut_uids) - suts = [] - for sut_uid in sut_uids: - suts.append(SUTS.make_instance(sut_uid, secrets=secrets)) - return suts - - def score_benchmarks(run): benchmark_scores = [] for _, score_dict in run.benchmark_scores.items(): @@ -348,7 +344,7 @@ def calibrate(update: bool, file) -> None: def update_standards_to(standards_file): reference_sut_uids = ["gemma-2-9b-it-hf", "llama-3.1-8b-instruct-turbo-together"] - reference_suts = get_suts(reference_sut_uids) + reference_suts = make_suts(reference_sut_uids) benchmarks = [] for locale in PUBLISHED_LOCALES: diff --git a/src/modelgauge/command_line.py b/src/modelgauge/command_line.py index 019ee117a..b32eb5da9 100644 --- a/src/modelgauge/command_line.py +++ b/src/modelgauge/command_line.py @@ -5,10 +5,11 @@ import click from modelgauge.annotator_registry import ANNOTATORS -from modelgauge.config import raise_if_missing_from_config, write_default_config +from modelgauge.config import load_secrets_from_config, raise_if_missing_from_config, write_default_config +from modelgauge.dynamic_sut_finder import make_dynamic_sut_for from modelgauge.load_plugins import load_plugins from modelgauge.secret_values import MissingSecretValues -from modelgauge.sut import SUTOptions +from modelgauge.sut import SUTNotFoundException, SUTOptions from modelgauge.sut_registry import SUTS from modelgauge.test_registry import TESTS @@ -44,6 +45,12 @@ def load_local_plugins(_, __, path: pathlib.Path): __import__(plugin.name) +def compact_sut_list(registry) -> str: + valid_uids = sorted(registry.keys(), key=lambda x: x.lower()) + valid_uids_str = "\n\t".join(valid_uids) + return "\t" + valid_uids_str + + # Define some reusable options DATA_DIR_OPTION = click.option( "--data-dir", @@ -97,17 +104,56 @@ def create_sut_options(max_tokens, temp, top_p, top_k): return options +def _validate_sut_uid(ctx, param, value): + if "--sut" not in param.opts: + raise ValueError(f"This function validates SUT UIDs, not {param.opts}") + # A blank sut uid is OK for some invocations of modelgauge. + # Commands where a non-blank sut uid is required must enforce that with required=True + if not value: + return value + + # This function handles multi-values and single values. + if isinstance(value, str): + sut_uids = [value] + else: + sut_uids = value + + requested_sut_ids = classify_sut_ids(sut_uids) + + valid_sut_uids = requested_sut_ids["known"] + for sut_name in requested_sut_ids["dynamic"]: + dynamic_sut = make_dynamic_sut_for(sut_name) # a tuple that can be splatted for SUTS.register + if dynamic_sut: + SUTS.register(*dynamic_sut) + valid_sut_uids.append(dynamic_sut[1]) + else: + requested_sut_ids["unknown"].append(sut_name) + + # We don't raise click exceptions, because those aren't caught by pytest.raises in unit tests + if len(requested_sut_ids["unknown"]) > 0: + raise SUTNotFoundException(f"Invalid SUT UIDs found in {', '.join(requested_sut_ids['unknown'])}") + + valid_sut_uids = list(set(valid_sut_uids)) # dedupe + if not valid_sut_uids: + raise SUTNotFoundException(f'No valid SUT UIDs found in "{value}"') + + if isinstance(value, str): + return valid_sut_uids[0] + return valid_sut_uids + + def validate_uid(ctx, param, value): """Callback function for click.option UID validation. Raises a BadParameter exception if the user-supplied arg(s) are not valid UIDs. - Applicable for parameters '--sut', '--test', and '--annotator'. + Applicable for parameters '--test', '--sut', and '--annotator'. + SUT IDs are validated in _validate_sut_uid via this function. If no UID is provided (e.g. an empty list or `None`), the value is returned as-is. """ if not value: return value # Identify what object we are validating UIDs for. if "--sut" in param.opts: - registry = SUTS + return _validate_sut_uid(ctx, param, value) elif "--test" in param.opts: registry = TESTS elif "--annotator" in param.opts: @@ -128,14 +174,8 @@ def validate_uid(ctx, param, value): if len(unknown_uids) == 0: return value - # Raise exception if any unknown UIDs were found. - valid_uids = sorted(registry.keys(), key=lambda x: x.lower()) - valid_uids_str = "\n\t".join(valid_uids) plurality = "s" if len(unknown_uids) > 1 else "" - raise click.BadParameter( - f"Unknown uid{plurality}: '{unknown_uids}'.\nValid options are:\n\t{valid_uids_str}", - param_hint=param.opts, - ) + _bad_uid_error(registry, f"Unknown uid{plurality}: '{unknown_uids}'", hint=param.opts) def get_missing_secrets(secrets, registry, uids): @@ -160,3 +200,39 @@ def check_secrets(secrets, sut_uids=None, test_uids=None, annotator_uids=None): missing_secrets.extend(get_missing_secrets(secrets, ANNOTATORS, annotator_uids)) raise_if_missing_from_config(missing_secrets) return True + + +def classify_sut_ids(uids): + """The CLI now accepts dynamic SUT ids (e.g. "deepseek-ai/DeepSeek-V3:together:hfrelay") in addition to + pre-registered SUT ids (e.g. "phi-3.5-moe-instruct"). SUT creation and validation is different + between those two types. This function returns the SUT ids organized by type.""" + if len(uids) < 1: + _bad_uid_error(SUTS, "Please provide at least one SUT uid.") + identified = {"known": [], "dynamic": [], "unknown": []} + for uid in uids: + if uid.lower() in SUTS.keys(): + identified["known"].append(uid.lower()) + elif ":" in uid: + identified["dynamic"].append(uid) + else: + identified["unknown"].append(uid) + return identified + + +# TODO: this this really belong in a module named command_line? +def make_suts(sut_uids: List[str]): + """Checks that user has all required secrets and returns instantiated SUT list.""" + secrets = load_secrets_from_config() + check_secrets(secrets, sut_uids=sut_uids) + suts = [] + for sut_uid in sut_uids: + suts.append(SUTS.make_instance(sut_uid, secrets=secrets)) + return suts + + +# this is used for all types of UIDs, not just SUTs +def _bad_uid_error(registry, message, hint=""): + raise click.BadParameter( + f"{message}.\nValid options are:\n{compact_sut_list(registry)}", + param_hint=hint, + ) diff --git a/src/modelgauge/dynamic_sut_factory.py b/src/modelgauge/dynamic_sut_factory.py new file mode 100644 index 000000000..53f34cae4 --- /dev/null +++ b/src/modelgauge/dynamic_sut_factory.py @@ -0,0 +1,44 @@ +from abc import ABC, abstractmethod + +from modelgauge.secret_values import InjectSecret + +SEPARATOR = ":" + + +class ModelNotSupportedError(Exception): + """Use when requesting a dynamic SUT from a correct proxy (e.g. Huggingface) + and/or a correct provider (e.g. nebius, cohere) that doesn't support that model.""" + + pass + + +class ProviderNotFoundError(Exception): + """Use when requesting a dynamic SUT from a correct proxy (e.g. Huggingface) + with an unknown or inactive provider (e.g. nebius, cohere).""" + + pass + + +class UnknownSUTProviderError(Exception): + """Use when requesting a dynamic SUT that can't be created because the proxy + isn't known, or the requested provider is unknown""" + + pass + + +class DynamicSUTFactory(ABC): + + @staticmethod + @abstractmethod + def get_secrets() -> InjectSecret: + pass + + @staticmethod + @abstractmethod + def find(name: str): + pass + + @staticmethod + @abstractmethod + def make_sut(name: str): + pass diff --git a/src/modelgauge/dynamic_sut_finder.py b/src/modelgauge/dynamic_sut_finder.py new file mode 100644 index 000000000..d91d2c404 --- /dev/null +++ b/src/modelgauge/dynamic_sut_finder.py @@ -0,0 +1,33 @@ +# Handles creating a dynamic SUT from its name. E.g. "google:gemma-3-27b-it:nebius:hfrelay:20250507" +# will create a gemma SUT hosted by nebius and proxied by huggingface. +# This is so the client code (e.g. modelbench benchmark run) doesn't need to know +# anything other than the SUT name/identifier passed by the user. + + +# Import the dynamic SUT builder modules here. +# Eventually, if we have more kinds, we should discover and auto-load those +# from the plugins directory like the load_plugins function auto-loads plugins +import modelgauge.suts.huggingface_sut_factory as hsf + +from modelgauge.dynamic_sut_factory import UnknownSUTProviderError +from modelgauge.dynamic_sut_metadata import DynamicSUTMetadata +from modelgauge.suts.together_sut_factory import TogetherSUTFactory + +# Maps a string to the module and factory function in that module +# that can be used to create a dynamic sut +DYNAMIC_SUT_FACTORIES: dict = { + "proxied": {"hfrelay": hsf.make_sut}, + "direct": {"together": TogetherSUTFactory.make_sut, "huggingface": hsf.make_sut, "hf": hsf.make_sut}, +} + + +def make_dynamic_sut_for(sut_name: str, *args, **kwargs): + sut_metadata: DynamicSUTMetadata = DynamicSUTMetadata.parse_sut_uid(sut_name) + + if sut_metadata.driver: + factory = DYNAMIC_SUT_FACTORIES["proxied"].get(sut_metadata.driver, None) + else: + factory = DYNAMIC_SUT_FACTORIES["direct"].get(sut_metadata.provider, None) # type: ignore + if not factory: + raise UnknownSUTProviderError(f'Don\'t know how to make dynamic sut "{sut_name}"') + return factory(sut_name, *args, **kwargs) diff --git a/src/modelgauge/dynamic_sut_metadata.py b/src/modelgauge/dynamic_sut_metadata.py new file mode 100644 index 000000000..5e4511277 --- /dev/null +++ b/src/modelgauge/dynamic_sut_metadata.py @@ -0,0 +1,92 @@ +import re +from typing import Annotated, Optional + +from pydantic import BaseModel, StringConstraints + +SEPARATOR = ":" + + +def _is_date(s: str) -> bool: + found = re.fullmatch(r"^\d{4}-?\d{2}-?\d{2}$", s) + return found is not None + + +class DynamicSUTMetadata(BaseModel): + """Elements that can be combined into a SUT UID. + [maker:]model[:provider[:driver]][:date] + [google:]gemma[:cohere[:hfrelay]][:20250701] + """ + + model: Annotated[str, StringConstraints(strip_whitespace=True)] + maker: Optional[str] = "" + provider: str = "" + driver: Optional[str] = "" + date: Optional[str] = "" + + def is_proxied(self): + return self.driver is not None and self.driver != "" + + def external_model_name(self): + if self.maker: + return f"{self.maker}/{self.model}" + return self.model + + @staticmethod + def parse_sut_uid(uid: str) -> "DynamicSUTMetadata": + # google/gemma-3-27b-it:nebius:hfrelay:20250507 + # Parsing rules: + # 1. split on colons and start at the right + # 2. remove the date if there is one + # 3. the next chunk before a colon is the driver + # 4. the driver parses the rest + + def parse_model_name(m): + if "/" in m: + maker, model = m.split("/", 2) + else: + maker = "" + model = m + return maker, model + + metadata = DynamicSUTMetadata(model="blank") + + chunks = uid.split(SEPARATOR) + if len(chunks) < 1 or len(chunks) > 4: + raise ValueError(f"{uid} is not a well-formed dynamic SUT UID.") + + # optional date suffix + if _is_date(chunks[-1]): + metadata.date = chunks[-1] + del chunks[-1] + + # model is always present + metadata.maker, metadata.model = parse_model_name(chunks[0]) + + match len(chunks): + # not proxied + case 2: + metadata.provider = chunks[1] + # proxied + case 3: + metadata.provider = chunks[1] + metadata.driver = chunks[2] + + # TODO validate the field values + return metadata + + @staticmethod + def make_sut_uid(sut_metadata: "DynamicSUTMetadata") -> str: + # google:gemma-3-27b-it:nebius:hfrelay:20250507 + head = sut_metadata.external_model_name() + + chunks = [ + chunk + for chunk in ( + head, + sut_metadata.provider, + sut_metadata.driver, + sut_metadata.date, + ) + if chunk + ] + return SEPARATOR.join(chunks) diff --git a/src/modelgauge/main.py b/src/modelgauge/main.py index 719c6f632..292da7551 100644 --- a/src/modelgauge/main.py +++ b/src/modelgauge/main.py @@ -9,7 +9,7 @@ from modelgauge.annotator import CompletionAnnotator from modelgauge.annotator_registry import ANNOTATORS from modelgauge.base_test import PromptResponseTest -from modelgauge.command_line import ( +from modelgauge.command_line import ( # usort:skip DATA_DIR_OPTION, LOCAL_PLUGIN_DIR_OPTION, MAX_TEST_ITEMS_OPTION, @@ -17,6 +17,7 @@ create_sut_options, display_header, display_list_item, + make_suts, modelgauge_cli, sut_options_options, validate_uid, @@ -26,7 +27,7 @@ from modelgauge.general import normalize_filename from modelgauge.instance_factory import FactoryEntry from modelgauge.load_plugins import list_plugins -from modelgauge.pipeline_runner import AnnotatorRunner, PromptPlusAnnotatorRunner, PromptRunner, build_runner +from modelgauge.pipeline_runner import AnnotatorRunner, build_runner, PromptPlusAnnotatorRunner, PromptRunner from modelgauge.prompt import TextPrompt from modelgauge.secret_values import get_all_secrets, RawSecrets from modelgauge.simple_test_runner import run_prompt_response_test @@ -126,7 +127,7 @@ def list_secrets() -> None: @modelgauge_cli.command() @LOCAL_PLUGIN_DIR_OPTION -@click.option("--sut", help="Which registered SUT to run.", required=True, callback=validate_uid) +@click.option("--sut", "-s", help="Which SUT to run.", required=True, callback=validate_uid) @sut_options_options @click.option("--prompt", help="The full text to send to the SUT.") @click.option( @@ -147,7 +148,12 @@ def run_sut( secrets = load_secrets_from_config() check_secrets(secrets, sut_uids=[sut]) - sut_obj = SUTS.make_instance(sut, secrets=secrets) + suts = make_suts( + [ + sut, + ] + ) + sut_obj = suts[0] # Current this only knows how to do prompt response, so assert that is what we have. assert isinstance(sut_obj, PromptResponseSUT) @@ -165,9 +171,9 @@ def run_sut( @modelgauge_cli.command() -@click.option("--test", help="Which registered TEST to run.", required=True, callback=validate_uid) +@click.option("--test", "-t", help="Which registered TEST to run.", required=True, callback=validate_uid) @LOCAL_PLUGIN_DIR_OPTION -@click.option("--sut", help="Which registered SUT to run.", required=True, callback=validate_uid) +@click.option("--sut", "-s", help="Which SUT to run.", required=True, callback=validate_uid) @DATA_DIR_OPTION @MAX_TEST_ITEMS_OPTION @click.option( @@ -203,7 +209,12 @@ def run_test( check_secrets(secrets, sut_uids=[sut], test_uids=[test]) test_obj = TESTS.make_instance(test, secrets=secrets) - sut_obj = SUTS.make_instance(sut, secrets=secrets) + suts = make_suts( + [ + sut, + ] + ) + sut_obj = suts[0] # Current this only knows how to do prompt response, so assert that is what we have. assert isinstance(sut_obj, PromptResponseSUT) @@ -241,8 +252,8 @@ def run_test( "sut_uid", "-s", "--sut", - help="Which registered SUT to run.", - multiple=False, + help="Which SUT to run.", + multiple=True, required=False, callback=validate_uid, ) @@ -282,10 +293,10 @@ def run_test( def run_job( sut_uid, annotator_uids, ensemble, workers, output_dir, tag, debug, input_path, max_tokens, temp, top_p, top_k ): - """Run rows in a CSV through a SUT and/or a set of annotators. + """Run rows in a CSV through (a) SUT(s) and/or a set of annotators. - If running a SUT, the file must have 'UID' and 'Text' columns. The output will be saved to a CSV file. - If running ONLY annotators, the file must have 'UID', 'Prompt', 'SUT', and 'Response' columns. The output will be saved to a json lines file. + If running SUTs, the file must have 'UID' and 'Text' columns. The output will be saved to a CSV file. + If running ONLY annotators, the file must have 'UID', 'Prompt', 'SUT', and 'Response' columns. The output will be saved to a json lines file. """ logging.basicConfig(level=logging.DEBUG if debug else logging.INFO) if ensemble: @@ -300,18 +311,21 @@ def run_job( annotator_uids = annotator_uids + tuple(ensemble.annotators) else: ensemble = None + # Check all objects for missing secrets. secrets = load_secrets_from_config() if sut_uid: - check_secrets(secrets, sut_uids=[sut_uid], annotator_uids=annotator_uids) + check_secrets(secrets, sut_uids=sut_uid, annotator_uids=annotator_uids) else: check_secrets(secrets, annotator_uids=annotator_uids) + suts = {} if sut_uid: - sut = SUTS.make_instance(sut_uid, secrets=secrets) - if AcceptsTextPrompt not in sut.capabilities: - raise click.BadParameter(f"{sut_uid} does not accept text prompts") - suts = {sut_uid: sut} + all_suts = make_suts(sut_uid) + for sut in all_suts: + if AcceptsTextPrompt not in sut.capabilities: + raise click.BadParameter(f"{sut.uid} does not accept text prompts") + suts[sut.uid] = sut else: suts = None if max_tokens is not None or temp is not None or top_p is not None or top_k is not None: @@ -365,7 +379,7 @@ def show_progress(data): "sut_uids", "-s", "--sut", - help="Which registered SUT(s) to run.", + help="Which SUT(s) to run.", multiple=True, required=False, callback=validate_uid, @@ -425,7 +439,7 @@ def run_csv_items( """Run rows in a CSV through some SUTs and/or annotators. If running SUTs, the file must have 'UID' and 'Text' columns. The output will be saved to a CSV file. - If running ONLY annotators, the file must have 'UID', 'Prompt', 'SUT', and 'Response' columns. The output will be saved to a json lines file. + If running ONLY annotators, the file must have 'UID', 'Prompt', 'SUT', and 'Response' columns. The output will be saved to a json lines file. """ logging.basicConfig(level=logging.DEBUG if debug else logging.INFO) # Add ensemble annotators to the list of annotators if requested. @@ -446,12 +460,12 @@ def run_csv_items( check_secrets(secrets, sut_uids=sut_uids, annotator_uids=annotator_uids) if len(sut_uids): + all_suts = make_suts(sut_uids) suts = {} - for sut_uid in sut_uids: - sut = SUTS.make_instance(sut_uid, secrets=secrets) + for sut in all_suts: if AcceptsTextPrompt not in sut.capabilities: - raise click.BadParameter(f"{sut_uid} does not accept text prompts") - suts[sut_uid] = sut + raise click.BadParameter(f"{sut.uid} does not accept text prompts") + suts[sut.uid] = sut else: suts = None if max_tokens is not None or temp is not None or top_p is not None or top_k is not None: diff --git a/src/modelgauge/sut.py b/src/modelgauge/sut.py index 8938c9fa6..ae6376876 100644 --- a/src/modelgauge/sut.py +++ b/src/modelgauge/sut.py @@ -1,11 +1,12 @@ from abc import ABC, abstractmethod +from typing import Generic, List, Optional, Sequence, Type, TypeVar + from modelgauge.not_implemented import not_implemented from modelgauge.prompt import ChatPrompt, TextPrompt from modelgauge.record_init import InitializationRecord from modelgauge.sut_capabilities import SUTCapability from modelgauge.tracked_object import TrackedObject from pydantic import BaseModel -from typing import Generic, List, Optional, Sequence, Type, TypeVar RequestType = TypeVar("RequestType") ResponseType = TypeVar("ResponseType") @@ -13,6 +14,10 @@ REFUSAL_RESPONSE = "" +class SUTNotFoundException(Exception): + pass + + class SUTOptions(BaseModel): """ An exhaustive set of options that could potentially be desired by a SUT. diff --git a/src/modelgauge/suts/together_sut_factory.py b/src/modelgauge/suts/together_sut_factory.py new file mode 100644 index 000000000..5d9a616fd --- /dev/null +++ b/src/modelgauge/suts/together_sut_factory.py @@ -0,0 +1,59 @@ +import os + +import together # type: ignore +from modelgauge.auth.together_key import TogetherApiKey +from modelgauge.config import load_secrets_from_config +from modelgauge.dynamic_sut_factory import DynamicSUTFactory, ModelNotSupportedError +from modelgauge.dynamic_sut_metadata import DynamicSUTMetadata +from modelgauge.secret_values import InjectSecret +from modelgauge.suts.together_client import TogetherApiKey, TogetherChatSUT + + +class TogetherSUTFactory(DynamicSUTFactory): + + @staticmethod + def get_secrets() -> InjectSecret: + api_key = InjectSecret(TogetherApiKey) + return api_key + + @staticmethod + def find(name: str): + clean_up = False + env_key = os.environ.get("TOGETHER_API_KEY", None) + + if not env_key: + secrets = load_secrets_from_config() + env_key = TogetherApiKey.make(secrets).value + os.environ["TOGETHER_API_KEY"] = env_key + clean_up = True + + found = None + + try: + metadata = DynamicSUTMetadata.parse_sut_uid(name) + model_list = together.Models.list() + found = [ + model["id"] for model in model_list if model["id"].lower() == metadata.external_model_name().lower() + ][0] + except Exception as e: + raise ModelNotSupportedError(f"Model {name} not found or not available on together: {e}") + + if clean_up: + del os.environ["TOGETHER_API_KEY"] + + return found + + @staticmethod + def make_sut(name: str): + model_name = TogetherSUTFactory.find(name) + if not model_name: + raise ModelNotSupportedError(f"Model {name} not found or not available on together.") + + metadata = DynamicSUTMetadata.parse_sut_uid(name) + assert metadata.provider == "together" + return ( + TogetherChatSUT, + DynamicSUTMetadata.make_sut_uid(metadata), + metadata.external_model_name(), + TogetherSUTFactory.get_secrets(), + ) diff --git a/tests/modelbench_tests/test_run.py b/tests/modelbench_tests/test_run.py index 8fed019c0..3fcd18ff6 100644 --- a/tests/modelbench_tests/test_run.py +++ b/tests/modelbench_tests/test_run.py @@ -4,26 +4,28 @@ import pathlib from datetime import datetime from typing import List, Mapping, Sequence -from unittest.mock import MagicMock +from unittest.mock import MagicMock, patch + +import modelbench import pytest from click.testing import CliRunner -from modelgauge_tests.fake_sut import FakeSUT - from modelbench import hazards from modelbench.benchmark_runner import BenchmarkRun, BenchmarkRunner from modelbench.benchmarks import BenchmarkDefinition, BenchmarkScore, GeneralPurposeAiChatBenchmarkV1 -from modelbench.hazards import HazardDefinition, HazardScore, SafeHazardV1 -from modelbench.hazards import Standards -from modelbench.run import benchmark, cli, get_benchmark, get_suts +from modelbench.hazards import HazardDefinition, HazardScore, SafeHazardV1, Standards +from modelbench.run import benchmark, cli, get_benchmark from modelbench.scoring import ValueEstimate from modelgauge.base_test import PromptResponseTest +from modelgauge.command_line import make_suts from modelgauge.config import SECRETS_PATH +from modelgauge.dynamic_sut_factory import ModelNotSupportedError, ProviderNotFoundError, UnknownSUTProviderError from modelgauge.locales import DEFAULT_LOCALE, EN_US, FR_FR, LOCALES from modelgauge.prompt_sets import PROMPT_SETS from modelgauge.records import TestRecord from modelgauge.secret_values import RawSecrets -from modelgauge.sut import PromptResponseSUT +from modelgauge.sut import PromptResponseSUT, SUTNotFoundException +from modelgauge_tests.fake_sut import FakeSUT TEST_SECRETS_PATH = os.path.join("tests", "config", "secrets.toml") @@ -66,11 +68,11 @@ def _make_hazards(self) -> Sequence[HazardDefinition]: def test_find_suts(sut): # key from modelbench gets a known SUT - found_sut = get_suts([sut.uid])[0] + found_sut = make_suts([sut.uid])[0] assert isinstance(found_sut, FakeSUT) with pytest.raises(KeyError): - get_suts(["something nonexistent"]) + make_suts(["something nonexistent"]) class TestCli: @@ -133,24 +135,18 @@ def wrapper(*args, **kwargs): @pytest.fixture(autouse=False) def mock_run_benchmarks(self, sut, monkeypatch, tmp_path): - import modelbench - mock = MagicMock(return_value=fake_benchmark_run(AHazard(), sut, tmp_path)) monkeypatch.setattr(modelbench.run, "run_benchmarks_for_suts", mock) return mock @pytest.fixture(autouse=False) def mock_score_benchmarks(self, sut, monkeypatch): - import modelbench - mock = MagicMock(return_value=[self.mock_score(sut)]) monkeypatch.setattr(modelbench.run, "score_benchmarks", mock) return mock @pytest.fixture(autouse=True) def do_print_summary(self, monkeypatch): - import modelbench - monkeypatch.setattr(modelbench.run, "print_summary", MagicMock()) @pytest.fixture @@ -165,8 +161,7 @@ def runner(self): ("1.0", EN_US, "practice"), ("1.0", EN_US, "official"), ], - # TODO reenable when we re-add more languages: - # "version,locale", [("0.5", None), ("1.0", "en_US"), ("1.0", "fr_FR"), ("1.0", "hi_IN"), ("1.0", "zh_CN")] + # TODO add more locales as we add support for them ) @manage_test_secrets def test_benchmark_basic_run_produces_json( @@ -203,15 +198,19 @@ def test_benchmark_basic_run_produces_json( @pytest.mark.parametrize( "version,locale,prompt_set", - [("1.0", None, None), ("1.0", EN_US, None), ("1.0", EN_US, "official")], - # TODO: reenable when we re-add more languages - # [("0.5", None), ("1.0", EN_US), ("1.0", FR_FR), ("1.0", HI_IN), ("1.0", ZH_CN)], + [ + ("1.0", None, None), + ("1.0", EN_US, None), + ("1.0", EN_US, "official"), + ("1.0", FR_FR, "practice"), + ("1.0", FR_FR, "official"), + ], + # TODO add more locales as we add support for them ) @manage_test_secrets def test_benchmark_multiple_suts_produces_json( self, mock_run_benchmarks, runner, version, locale, prompt_set, sut_uid, tmp_path, monkeypatch ): - import modelbench benchmark_options = ["--version", version] if locale is not None: @@ -269,6 +268,83 @@ def test_benchmark_anonymous_run_produces_json( assert result.exit_code == 0, result.stdout assert (tmp_path / f"benchmark_record-{GeneralPurposeAiChatBenchmarkV1(EN_US, 'practice').uid}.json").exists + def test_benchmark_bad_sut_errors_out(self, runner, tmp_path): + benchmark_options = ["--version", "1.0"] + benchmark_options.extend(["--locale", "en_us"]) + benchmark_options.extend(["--prompt-set", "practice"]) + + with pytest.raises(SUTNotFoundException): + _ = runner.invoke( + cli, + [ + "benchmark", + "-m", + "1", + "--sut", + "bogus", + "--output-dir", + str(tmp_path.absolute()), + *benchmark_options, + ], + catch_exceptions=False, + ) + + with pytest.raises(UnknownSUTProviderError): + _ = runner.invoke( + cli, + [ + "benchmark", + "-m", + "1", + "--sut", + "google/gemma:cohere:bogus", + "--output-dir", + str(tmp_path.absolute()), + *benchmark_options, + ], + catch_exceptions=False, + ) + + with patch( + "modelgauge.suts.huggingface_sut_factory.HuggingFaceChatCompletionServerlessSUTFactory.find", + side_effect=ProviderNotFoundError("bad provider"), + ): + with pytest.raises(ProviderNotFoundError): + _ = runner.invoke( + cli, + [ + "benchmark", + "-m", + "1", + "--sut", + "google/gemma:bogus:hfrelay", + "--output-dir", + str(tmp_path.absolute()), + *benchmark_options, + ], + catch_exceptions=False, + ) + + with patch( + "modelgauge.suts.huggingface_sut_factory.hfh.model_info", + side_effect=ModelNotSupportedError("bad model"), + ): + with pytest.raises(ModelNotSupportedError): + _ = runner.invoke( + cli, + [ + "benchmark", + "-m", + "1", + "--sut", + "google/bogus:cohere:hfrelay", + "--output-dir", + str(tmp_path.absolute()), + *benchmark_options, + ], + catch_exceptions=False, + ) + @pytest.mark.parametrize("version", ["0.0", "0.5"]) def test_invalid_benchmark_versions_can_not_be_called(self, version, runner): result = runner.invoke(cli, ["benchmark", "--version", "0.0"]) @@ -318,16 +394,6 @@ def test_nonexistent_benchmark_prompt_sets_can_not_be_called(self, runner, sut_u assert result.exit_code == 2 assert "Invalid value for '--prompt-set'" in result.output - def test_nonexistent_sut_uid_raises_exception(self, runner): - result = runner.invoke(cli, ["benchmark", "--sut", "unknown-uid"]) - assert result.exit_code == 2 - assert "Invalid value for '--sut' / '-s': Unknown uid: '['unknown-uid']'" in result.output - - def test_multiple_nonexistent_sut_uids_raises_exception(self, runner): - result = runner.invoke(cli, ["benchmark", "--sut", "unknown-uid1", "--sut", "unknown-uid2"]) - assert result.exit_code == 2 - assert "Invalid value for '--sut' / '-s': Unknown uids: '['unknown-uid1', 'unknown-uid2']'" in result.output - @pytest.mark.parametrize("prompt_set", PROMPT_SETS.keys()) @manage_test_secrets def test_calls_score_benchmark_with_correct_prompt_set(self, runner, mock_run_benchmarks, prompt_set, sut_uid): diff --git a/tests/modelgauge_tests/fake_params.py b/tests/modelgauge_tests/fake_params.py new file mode 100644 index 000000000..0963019e6 --- /dev/null +++ b/tests/modelgauge_tests/fake_params.py @@ -0,0 +1,3 @@ +class FakeParams: + def __init__(self, opts=None): + self.opts = opts if opts else [] diff --git a/tests/modelgauge_tests/test_cli.py b/tests/modelgauge_tests/test_cli.py index 6671d2f4f..8f9e83ba7 100644 --- a/tests/modelgauge_tests/test_cli.py +++ b/tests/modelgauge_tests/test_cli.py @@ -1,4 +1,3 @@ -import click import csv import json import logging @@ -8,25 +7,29 @@ from pathlib import Path from unittest.mock import patch +import click + import jsonlines import pytest from click.testing import CliRunner, Result from modelgauge import main +from modelgauge.annotator_registry import ANNOTATORS from modelgauge.annotator_set import AnnotatorSet +from modelgauge.command_line import _validate_sut_uid, check_secrets, classify_sut_ids, validate_uid from modelgauge.config import MissingSecretsFromConfig -from modelgauge.command_line import check_secrets from modelgauge.secret_values import InjectSecret -from modelgauge.sut import SUT, SUTOptions +from modelgauge.sut import SUT, SUTNotFoundException, SUTOptions from modelgauge.sut_decorator import modelgauge_sut -from modelgauge.annotator_registry import ANNOTATORS from modelgauge.sut_registry import SUTS from modelgauge.test_registry import TESTS from tests.modelgauge_tests.fake_annotator import FakeAnnotator +from tests.modelgauge_tests.fake_params import FakeParams from tests.modelgauge_tests.fake_secrets import FakeRequiredSecret from tests.modelgauge_tests.fake_test import FakeTest + LOGGER = logging.getLogger(__name__) @@ -86,9 +89,8 @@ def test_run_sut_demos(sut): def test_run_sut_invalid_uid(): - result = run_cli("run-sut", "--sut", "unknown-uid", "--prompt", "Can you say Hello?") - assert result.exit_code == 2 - assert re.search(r"Invalid value for '--sut'", result.output) + with pytest.raises(SUTNotFoundException): + _ = run_cli("run-sut", "--sut", "unknown-uid", "--prompt", "Can you say Hello?") @patch("modelgauge.suts.demo_01_yes_no_sut.DemoYesNoSUT.translate_text_prompt") @@ -127,10 +129,9 @@ def test_run_test_demos(sut_uid, test): def test_run_test_invalid_sut_uid(): TESTS.register(FakeTest, "fake-test") - result = run_cli("run-test", "--sut", "unknown-uid", "--test", "fake-test") + with pytest.raises(SUTNotFoundException): + _ = run_cli("run-test", "--sut", "unknown-uid", "--test", "fake-test") del TESTS._lookup["fake-test"] - assert result.exit_code == 2 - assert re.search(r"Invalid value for '--sut'", result.output) def test_run_test_invalid_test_uid(sut_uid): @@ -185,28 +186,22 @@ def test_run_prompts_normal(caplog, tmp_path, prompts_file): @pytest.mark.parametrize("arg_name", ["--sut", "-s"]) def test_run_prompts_invalid_sut(arg_name, tmp_path, prompts_file): runner = CliRunner() - result = runner.invoke( - main.modelgauge_cli, - ["run-csv-items", arg_name, "unknown-uid", "-o", tmp_path, str(prompts_file)], - catch_exceptions=False, - ) - - assert result.exit_code == 2 - assert re.search(r"Invalid value for '-s' / '--sut': Unknown uid: '\['unknown-uid'\]'", result.output) + with pytest.raises(SUTNotFoundException): + result = runner.invoke( + main.modelgauge_cli, + ["run-csv-items", arg_name, "unknown-uid", "-o", tmp_path, str(prompts_file)], + catch_exceptions=False, + ) def test_run_prompts_multiple_invalid_suts(tmp_path, prompts_file): runner = CliRunner() - result = runner.invoke( - main.modelgauge_cli, - ["run-csv-items", "--sut", "unknown-uid1", "--sut", "unknown-uid2", "-o", tmp_path, str(prompts_file)], - catch_exceptions=False, - ) - - assert result.exit_code == 2 - assert re.search( - r"Invalid value for '-s' / '--sut': Unknown uids: '\['unknown-uid1', 'unknown-uid2'\]'", result.output - ) + with pytest.raises(SUTNotFoundException): + result = runner.invoke( + main.modelgauge_cli, + ["run-csv-items", "--sut", "unknown-uid1", "--sut", "unknown-uid2", "-o", tmp_path, str(prompts_file)], + catch_exceptions=False, + ) def test_run_prompts_invalid_annotator(tmp_path, prompts_file, sut_uid): @@ -538,3 +533,106 @@ def test_run_missing_ensemble_raises_error(tmp_path, prompt_responses_file, cmd) assert result.exit_code == 2 assert re.search(r"Invalid value: Ensemble annotators are not available.", result.output) + + +@patch("modelgauge.command_line.make_dynamic_sut_for", autospec=True) # prevents huggingface API lookups +def test_classify(patched): + SUTS.register(SUT, "known", "something") + classified = classify_sut_ids(["known", "google:gemma:nebius:hfrelay", "not-known"]) + assert classified == {"known": ["known"], "dynamic": ["google:gemma:nebius:hfrelay"], "unknown": ["not-known"]} + del SUTS._lookup["known"] + + +@patch( + "modelgauge.command_line.make_dynamic_sut_for", + autospec=True, + return_value=(SUT, "google:gemma:nebius:hfrelay", "google:gemma:nebius:hfrelay"), +) # prevents huggingface API lookups +def test_validate_sut_uid(patched): + assert _validate_sut_uid(None, FakeParams(["--sut"]), None) is None + assert _validate_sut_uid(None, FakeParams(["--sut"]), "") is "" + with pytest.raises(ValueError): + _ = _validate_sut_uid(None, FakeParams(["--bad"]), "bogus") + + SUTS.register(SUT, "known", "something") + assert _validate_sut_uid(None, FakeParams(["--sut"]), "known") == "known" + + SUTS.register(SUT, "known-2", "something-else") + returned = _validate_sut_uid(None, FakeParams(["--sut"]), ("known", "known-2")) + assert len(returned) == 2 + assert "known" in returned + assert "known-2" in returned + + assert ( + _validate_sut_uid(None, FakeParams(["--sut"]), "google:gemma:nebius:hfrelay") == "google:gemma:nebius:hfrelay" + ) + del SUTS._lookup["known"] + del SUTS._lookup["known-2"] + + +def test_validate_uid(): + assert validate_uid(None, None, None) is None + assert validate_uid(None, None, "") is "" + + with pytest.raises(ValueError): + _ = validate_uid(None, FakeParams(["--bad"]), "bogus") + + # test single argument + TESTS.register(FakeTest, "my-fake-test") + assert ( + validate_uid( + None, + FakeParams( + [ + "--test", + ] + ), + "my-fake-test", + ) + == "my-fake-test" + ) + + # test multiple arguments + # we're not testing multiples for all param types b/c the code is the same + TESTS.register(FakeTest, "my-fake-test-2") + assert validate_uid( + None, + FakeParams( + [ + "--test", + ] + ), + ("my-fake-test", "my-fake-test-2"), + ) == ("my-fake-test", "my-fake-test-2") + + del TESTS._lookup["my-fake-test"] + del TESTS._lookup["my-fake-test-2"] + + SUTS.register(SUT, "my-fake-sut") + assert ( + validate_uid( + None, + FakeParams( + [ + "--sut", + ] + ), + "my-fake-sut", + ) + == "my-fake-sut" + ) + del SUTS._lookup["my-fake-sut"] + + ANNOTATORS.register(FakeAnnotator, "my-fake-annotator") + assert ( + validate_uid( + None, + FakeParams( + [ + "--annotator", + ] + ), + "my-fake-annotator", + ) + == "my-fake-annotator" + ) diff --git a/tests/modelgauge_tests/test_dynamic_sut_finder.py b/tests/modelgauge_tests/test_dynamic_sut_finder.py new file mode 100644 index 000000000..6e78f8b88 --- /dev/null +++ b/tests/modelgauge_tests/test_dynamic_sut_finder.py @@ -0,0 +1,23 @@ +from unittest.mock import patch + +import pytest +from modelgauge import dynamic_sut_finder +from modelgauge.dynamic_sut_factory import UnknownSUTProviderError +from modelgauge.suts.huggingface_chat_completion import HuggingFaceChatCompletionServerlessSUT + + +def test_make_dynamic_sut(): + with pytest.raises(UnknownSUTProviderError): + _ = dynamic_sut_finder.make_dynamic_sut_for("google/gemma:nebius:bogusproxy:20250101") + + with patch( + "modelgauge.suts.huggingface_sut_factory.HuggingFaceChatCompletionServerlessSUTFactory.find", + return_value="cohere", + ): + registrable_sut = dynamic_sut_finder.make_dynamic_sut_for("google/gemma:cohere:hfrelay") + assert registrable_sut[0:4] == ( + HuggingFaceChatCompletionServerlessSUT, + "google/gemma:cohere:hfrelay", + "google/gemma", + "cohere", + ) diff --git a/tests/modelgauge_tests/test_dynamic_sut_metadata.py b/tests/modelgauge_tests/test_dynamic_sut_metadata.py new file mode 100644 index 000000000..0a6b57862 --- /dev/null +++ b/tests/modelgauge_tests/test_dynamic_sut_metadata.py @@ -0,0 +1,140 @@ +import random + +import pytest + +from modelgauge.dynamic_sut_metadata import _is_date, DynamicSUTMetadata + +sut_uids = ( + "amazon-nova-1.0-lite", + "amazon-nova-1.0-micro", + "amazon-nova-1.0-pro", + "athene-v2-chat", + "aya-expanse-8b", + "claude-3-5-haiku-20241022", + "claude-3-5-sonnet-20241022", + "cohere-c4ai-command-a-03-2025", + "deepseek-R1", + "deepseek-v3", + "demo_always_angry", + "demo_always_sorry", + "demo_random_words", + "demo_yes_no", + "gemini-1.5-flash", + "gemini-1.5-flash-8b", + "gemini-1.5-flash-8b-safety_block_most", + "gemini-1.5-flash-8b-safety_block_none", + "gemini-1.5-flash-safety_block_most", + "gemini-1.5-flash-safety_block_none", + "gemini-1.5-pro", + "gemini-1.5-pro-safety_block_most", + "gemini-1.5-pro-safety_block_none", + "gemini-2.0-flash", + "gemini-2.0-flash-lite", + "gemini-2.0-flash-lite-safety_block_most", + "gemini-2.0-flash-lite-safety_block_none", + "gemini-2.0-flash-safety_block_most", + "gemini-2.0-flash-safety_block_none", + "gemma-2-9b-it", + "google-gemma-3-27b-it-hf-nebius", + "gpt-3.5-turbo", + "gpt-4o", + "gpt-4o-mini", + "llama-3-1-tulu-3-70b", + "llama-3-1-tulu-3-8b", + "llama-3-70b-chat", + "llama-3-70b-chat", + "llama-3.1-405b-instruct-turbo", + "llama-3.1-8b-instruct-turbo", + "llama-3.3-70b-instruct-turbo", + "meta-llama-3_1-8b-instruct-hf-nebius", + "Mistral-7B-Instruct-v0.2", + "mistral-8x22b-instruct", + "mistral-nemo-instruct-2407", + "mistralai-ministral-8b-2410", + "mistralai-ministral-8b-2410-moderated", + "mistralai-mistral-large-2411", + "mistralai-mistral-large-2411-moderated", + "Mixtral-8x7B-Instruct-v0.1", + "nvidia-llama-3-1-nemotron-nano-8b-v1", + "nvidia-llama-3.1-nemotron-70b-instruct", + "nvidia-llama-3.3-49b-nemotron-super", + "nvidia-mistral-nemo-minitron-8b-8k-instruct", + "nvidia-nemotron-4-340b-instruct", + "nvidia-nemotron-mini-4b-instruct", + "olmo-2-0325-32b-instruct", + "olmo-2-1124-7b-instruct", + "olmo-7b-0724-instruct", + "phi-3.5-mini-instruct", + "phi-3.5-moe-instruct", + "phi-4", + "qwen2-5-7b-instruct", + "qwen2.5-7B-instruct-turbo", + "qwq-32b", + "vertexai-mistral-large-2411", + "yi-1-5-34b-chat", +) + + +@pytest.mark.parametrize("model", sut_uids) +def test_good_models(model): + assert DynamicSUTMetadata(model=model, maker="meta", provider="hf") + + +def test_is_proxied(): + s = DynamicSUTMetadata(model="phi-4", maker="azure", provider="hf", driver="", date="") + assert not s.is_proxied() + + s = DynamicSUTMetadata(model="gemma-2-9b-it", maker="google", provider="cohere", driver="hfproxy", date="20250101") + assert s.is_proxied() + + +def test_external_model_name(): + s = DynamicSUTMetadata(model="phi-4", maker="azure", provider="hf", driver="", date="") + assert s.external_model_name() == "azure/phi-4" + + s = DynamicSUTMetadata(model="qwen2-5-7b-instruct", maker="", provider="", driver="", date="") + assert s.external_model_name() == "qwen2-5-7b-instruct" + + +@pytest.mark.parametrize( + "uid,maker,model,provider,driver,date", + ( + ("google/gemma-3-27b-it:nebius:hfrelay:20250507", "google", "gemma-3-27b-it", "nebius", "hfrelay", "20250507"), + ( + "google/gemini-1.5-flash-8b-safety_block_most:vertexai:20250507", + "google", + "gemini-1.5-flash-8b-safety_block_most", + "vertexai", + "", + "20250507", + ), + ("meta/llama-3.1-405b-instruct-turbo", "meta", "llama-3.1-405b-instruct-turbo", "", "", ""), + ("phi-3.5-moe-instruct", "", "phi-3.5-moe-instruct", "", "", ""), + ), +) +def test_parse_sut_uid(uid, maker, model, provider, driver, date): + assert DynamicSUTMetadata.parse_sut_uid(uid) == DynamicSUTMetadata( + model=model, maker=maker, provider=provider, driver=driver, date=date + ) + + +@pytest.mark.parametrize( + "uid,maker,model,provider,driver,date", + ( + ("gemma-3-27b-it", "", "gemma-3-27b-it", "", "", ""), + ("google/gemma-3-27b-it", "google", "gemma-3-27b-it", "", "", ""), + ("google/gemma-3-27b-it:nebius:hfrelay", "google", "gemma-3-27b-it", "nebius", "hfrelay", ""), + ("google/gemma-3-27b-it:nebius:hfrelay:20250507", "google", "gemma-3-27b-it", "nebius", "hfrelay", "20250507"), + ), +) +def test_make_sut_uid(uid, maker, model, provider, driver, date): + s = DynamicSUTMetadata(model=model, maker=maker, provider=provider, driver=driver, date=date) + assert DynamicSUTMetadata.make_sut_uid(s) == uid + + +def test__is_date(): + assert _is_date("20200101") + assert _is_date("2020-01-01") + assert not _is_date("1234567") + assert not _is_date("123456789") + assert not _is_date("not a date")