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Manager" optional = false python-versions = ">=3.8" files = [ - {file = "s3transfer-0.10.2-py3-none-any.whl", hash = "sha256:eca1c20de70a39daee580aef4986996620f365c4e0fda6a86100231d62f1bf69"}, - {file = "s3transfer-0.10.2.tar.gz", hash = "sha256:0711534e9356d3cc692fdde846b4a1e4b0cb6519971860796e6bc4c7aea00ef6"}, + {file = "s3transfer-0.10.3-py3-none-any.whl", hash = "sha256:263ed587a5803c6c708d3ce44dc4dfedaab4c1a32e8329bab818933d79ddcf5d"}, + {file = "s3transfer-0.10.3.tar.gz", hash = "sha256:4f50ed74ab84d474ce614475e0b8d5047ff080810aac5d01ea25231cfc944b0c"}, ] [package.dependencies] @@ -3164,13 +3208,13 @@ test = ["pytest", "ruff"] [[package]] name = "tomli" -version = "2.0.1" +version = "2.0.2" description = "A lil' TOML parser" optional = false -python-versions = ">=3.7" +python-versions = ">=3.8" files = [ - {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"}, - {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"}, + {file = "tomli-2.0.2-py3-none-any.whl", hash = "sha256:2ebe24485c53d303f690b0ec092806a085f07af5a5aa1464f3931eec36caaa38"}, + {file = "tomli-2.0.2.tar.gz", hash = "sha256:d46d457a85337051c36524bc5349dd91b1877838e2979ac5ced3e710ed8a60ed"}, ] [[package]] @@ -3245,6 +3289,17 @@ rich = ">=10.11.0" shellingham = ">=1.3.0" typing-extensions = ">=3.7.4.3" +[[package]] +name = "types-aiofiles" +version = "24.1.0.20240626" +description = "Typing stubs for aiofiles" +optional = false +python-versions = ">=3.8" +files = [ + {file = "types-aiofiles-24.1.0.20240626.tar.gz", hash = "sha256:48604663e24bc2d5038eac05ccc33e75799b0779e93e13d6a8f711ddc306ac08"}, + {file = "types_aiofiles-24.1.0.20240626-py3-none-any.whl", hash = "sha256:7939eca4a8b4f9c6491b6e8ef160caee9a21d32e18534a57d5ed90aee47c66b4"}, +] + [[package]] name = "types-pyyaml" version = "6.0.12.20240917" @@ -3430,13 +3485,13 @@ test = ["Cython (>=0.29.36,<0.30.0)", "aiohttp (==3.9.0b0)", "aiohttp (>=3.8.1)" [[package]] name = "virtualenv" -version = "20.26.5" +version = "20.26.6" description = "Virtual Python Environment builder" optional = false python-versions = ">=3.7" files = [ - {file = "virtualenv-20.26.5-py3-none-any.whl", hash = "sha256:4f3ac17b81fba3ce3bd6f4ead2749a72da5929c01774948e243db9ba41df4ff6"}, - {file = "virtualenv-20.26.5.tar.gz", hash = "sha256:ce489cac131aa58f4b25e321d6d186171f78e6cb13fafbf32a840cee67733ff4"}, + {file = "virtualenv-20.26.6-py3-none-any.whl", hash = "sha256:7345cc5b25405607a624d8418154577459c3e0277f5466dd79c49d5e492995f2"}, + {file = "virtualenv-20.26.6.tar.gz", hash = "sha256:280aede09a2a5c317e409a00102e7077c6432c5a38f0ef938e643805a7ad2c48"}, ] [package.dependencies] @@ -3636,4 +3691,4 @@ type = ["pytest-mypy"] [metadata] lock-version = "2.0" python-versions = ">=3.8,<3.13" -content-hash = "8cfa9ff8f8d18516424e8a14865303e97356d8968c09308f8d71663c6285f130" +content-hash = "5fce459cdf66cb0ffea1c4076cf745398f007ba4c21db78835d2afc1823cde78" diff --git a/pyproject.toml b/pyproject.toml index e6b31bd3f..4410500fa 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "truss" -version = "0.9.44" +version = "0.9.45rc009" description = "A seamless bridge from model development to model delivery" license = "MIT" readme = "README.md" @@ -27,6 +27,7 @@ packages = [ "Baseten" = "https://baseten.co" [tool.poetry.dependencies] +aiofiles = "^24.1.0" blake3 = "^0.3.3" boto3 = "^1.34.85" fastapi = ">=0.109.1" @@ -96,6 +97,7 @@ pytest = "7.2.0" pytest-cov = "^3.0.0" types-PyYAML = "^6.0.12.12" types-setuptools = "^69.0.0.0" +types-aiofiles = "^24.1.0.20240626" [tool.poetry.scripts] truss = 'truss.cli:truss_cli' diff --git a/truss-chains/truss_chains/definitions.py b/truss-chains/truss_chains/definitions.py index 23924ca65..c8c912273 100644 --- a/truss-chains/truss_chains/definitions.py +++ b/truss-chains/truss_chains/definitions.py @@ -24,6 +24,7 @@ import pydantic from truss import truss_config +from truss.constants import PRODUCTION_ENVIRONMENT_NAME from truss.remote import baseten as baseten_remote from truss.remote import remote_cli, remote_factory @@ -609,22 +610,27 @@ class PushOptions(SafeModelNonSerializable): class PushOptionsBaseten(PushOptions): remote_provider: baseten_remote.BasetenRemote publish: bool - promote: bool + environment: Optional[str] @classmethod def create( cls, chain_name: str, publish: bool, - promote: bool, + promote: Optional[bool], only_generate_trusses: bool, user_env: Mapping[str, str], remote: Optional[str] = None, + environment: Optional[str] = None, ) -> "PushOptionsBaseten": if not remote: remote = remote_cli.inquire_remote_name( remote_factory.RemoteFactory.get_available_config_names() ) + if promote and not environment: + environment = PRODUCTION_ENVIRONMENT_NAME + if environment: + publish = True remote_provider = cast( baseten_remote.BasetenRemote, remote_factory.RemoteFactory.create(remote=remote), @@ -633,9 +639,9 @@ def create( remote_provider=remote_provider, chain_name=chain_name, publish=publish, - promote=promote, only_generate_trusses=only_generate_trusses, user_env=user_env, + environment=environment, ) diff --git a/truss-chains/truss_chains/framework.py b/truss-chains/truss_chains/framework.py index d12bc75c7..3563f6f09 100644 --- a/truss-chains/truss_chains/framework.py +++ b/truss-chains/truss_chains/framework.py @@ -11,6 +11,7 @@ import pprint import sys import types +import warnings from typing import ( Any, Callable, @@ -268,6 +269,25 @@ def _validate_and_describe_endpoint( is_async = False is_generator = inspect.isgeneratorfunction(endpoint_method) + if not is_async: + warnings.warn( + "`run_remote` must be an async (coroutine) function in future releases. " + "Replace `def run_remote(...` with `async def run_remote(...`. " + "Local testing and execution can be done with " + "`asyncio.run(my_chainlet.run_remote(...))`.\n" + "Note on concurrency: previously sync functions were run in threads by the " + "Truss server.\bn" + "For some frameworks this was **unsafe** (e.g. in torch the CUDA context " + "is not thread-safe).\n" + "Additionally, python threads hold the GIL and therefore might not give " + "actual throughput gains.\n" + "To achieve safe and performant concurrency, use framework-specific async " + "APIs (e.g. AsyncLLMEngine for vLLM) or generic async batching like such " + "as https://github.com/hussein-awala/async-batcher.", + DeprecationWarning, + stacklevel=1, + ) + return definitions.EndpointAPIDescriptor( input_args=input_args, output_types=output_types, diff --git a/truss-chains/truss_chains/public_api.py b/truss-chains/truss_chains/public_api.py index 300b0b36e..1b503fa72 100644 --- a/truss-chains/truss_chains/public_api.py +++ b/truss-chains/truss_chains/public_api.py @@ -125,6 +125,7 @@ def push( user_env: Optional[Mapping[str, str]] = None, only_generate_trusses: bool = False, remote: Optional[str] = None, + environment: Optional[str] = None, ) -> chains_remote.BasetenChainService: """ Deploys a chain remotely (with all dependent chainlets). @@ -144,6 +145,7 @@ def push( ``/tmp/.chains_generated``. remote: name of a remote config in `.trussrc`. If not provided, it will be inquired. + environment: The name of an environment to promote deployment into. Returns: A chain service handle to the deployed chain. @@ -156,6 +158,7 @@ def push( user_env=user_env or {}, only_generate_trusses=only_generate_trusses, remote=remote, + environment=environment, ) service = chains_remote.push(entrypoint, options) assert isinstance(service, chains_remote.BasetenChainService) # Per options above. diff --git a/truss-chains/truss_chains/remote.py b/truss-chains/truss_chains/remote.py index 383e041c4..34ce3b895 100644 --- a/truss-chains/truss_chains/remote.py +++ b/truss-chains/truss_chains/remote.py @@ -49,11 +49,8 @@ def _push_to_baseten( model_name = truss_handle.spec.config.model_name assert model_name is not None assert bool(_MODEL_NAME_RE.match(model_name)) - if options.promote and not options.publish: - logging.info("`promote=True` overrides `publish` to `True`.") logging.info( - f"Pushing chainlet `{model_name}` as a truss model on Baseten " - f"(publish={options.publish}, promote={options.promote})." + f"Pushing chainlet `{model_name}` as a truss model on Baseten (publish={options.publish})" ) # Models must be trusted to use the API KEY secret. service = options.remote_provider.push( @@ -61,7 +58,6 @@ def _push_to_baseten( model_name=model_name, trusted=True, publish=options.publish, - promote=options.promote, origin=b10_types.ModelOrigin.CHAINS, ) return cast(b10_service.BasetenService, service) @@ -327,7 +323,7 @@ def _create_baseten_chain( chain_name=baseten_options.chain_name, chainlets=chainlet_data, publish=baseten_options.publish, - promote=baseten_options.promote, + environment=baseten_options.environment, ) return BasetenChainService( baseten_options.chain_name, diff --git a/truss-chains/truss_chains/utils.py b/truss-chains/truss_chains/utils.py index fb683f27e..038382fbe 100644 --- a/truss-chains/truss_chains/utils.py +++ b/truss-chains/truss_chains/utils.py @@ -134,7 +134,7 @@ def override_chainlet_to_service_metadata( chainlet_to_service: Mapping[str, definitions.ServiceDescriptor], ): # Override predict_urls in chainlet_to_service ServiceDescriptors if dynamic_chainlet_config exists - dynamic_chainlet_config_str = dynamic_config_resolver.get_dynamic_config_value( + dynamic_chainlet_config_str = dynamic_config_resolver.get_dynamic_config_value_sync( definitions.DYNAMIC_CHAINLET_CONFIG_KEY ) if dynamic_chainlet_config_str: diff --git a/truss/cli/cli.py b/truss/cli/cli.py index ec73bc3b3..d505ed41b 100644 --- a/truss/cli/cli.py +++ b/truss/cli/cli.py @@ -410,7 +410,13 @@ def chains(): """Subcommands for truss chains""" -def _make_chains_curl_snippet(run_remote_url: str) -> str: +def _make_chains_curl_snippet(run_remote_url: str, environment: Optional[str]) -> str: + if environment: + idx = run_remote_url.find("deployment") + if idx != -1: + run_remote_url = ( + run_remote_url[:idx] + f"environments/{environment}/run_remote" + ) return ( f"curl -X POST '{run_remote_url}' \\\n" ' -H "Authorization: Api-Key $BASETEN_API_KEY" \\\n' @@ -505,6 +511,15 @@ def _create_chains_table(service) -> Tuple[rich.table.Table, List[str]]: default=False, help="Replace production chainlets with newly deployed chainlets.", ) +@click.option( + "--environment", + type=str, + required=False, + help=( + "Deploy the chain as a published deployment to the specified environment." + "If specified, --publish is implied and the supplied value of --promote will be ignored." + ), +) @click.option( "--wait/--no-wait", type=bool, @@ -557,6 +572,7 @@ def push_chain( dryrun: bool, user_env: Optional[str], remote: Optional[str], + environment: Optional[str], ) -> None: """ Deploys a chain remotely. @@ -597,6 +613,10 @@ def push_chain( else: user_env_parsed = {} + if promote and environment: + promote_warning = "`promote` flag and `environment` flag were both specified. Ignoring the value of `promote`" + console.print(promote_warning, style="yellow") + with framework.import_target(source, entrypoint) as entrypoint_cls: chain_name = name or entrypoint_cls.__name__ options = chains_def.PushOptionsBaseten.create( @@ -606,6 +626,7 @@ def push_chain( only_generate_trusses=dryrun, user_env=user_env_parsed, remote=remote, + environment=environment, ) service = chains_remote.push(entrypoint_cls, options) @@ -614,7 +635,9 @@ def push_chain( return assert isinstance(service, chains_remote.BasetenChainService) - curl_snippet = _make_chains_curl_snippet(service.run_remote_url) + curl_snippet = _make_chains_curl_snippet( + service.run_remote_url, options.environment + ) table, statuses = _create_chains_table(service) status_check_wait_sec = 2 @@ -647,7 +670,10 @@ def push_chain( for log in intercepted_logs: console.print(f"\t{log}") if success: - console.print("Deployment succeeded.", style="bold green") + deploy_success_text = "Deployment succeeded." + if environment: + deploy_success_text = f"Your chain has been deployed into the {options.environment} environment." + console.print(deploy_success_text, style="bold green") console.print(f"You can run the chain with:\n{curl_snippet}") if watch: # Note that this command will print a startup message. chains_remote.watch( diff --git a/truss/local/local_config_handler.py b/truss/local/local_config_handler.py index 14f316614..6ec2a6151 100644 --- a/truss/local/local_config_handler.py +++ b/truss/local/local_config_handler.py @@ -75,6 +75,18 @@ def bptr_data_resolution_dir_path(): bptr_data_dir.mkdir(exist_ok=True, parents=True) return bptr_data_dir + @staticmethod + def dynamic_config_path(): + dynamic_config_dir = LocalConfigHandler.TRUSS_CONFIG_DIR / "b10_dynamic_config" + dynamic_config_dir.mkdir(exist_ok=True, parents=True) + return dynamic_config_dir + + @staticmethod + def set_dynamic_config(key: str, value: str): + key_path = LocalConfigHandler.dynamic_config_path() / key + with key_path.open("w") as key_file: + key_file.write(value) + @staticmethod def _signatures_dir_path(): return LocalConfigHandler.TRUSS_CONFIG_DIR / "signatures" diff --git a/truss/remote/baseten/api.py b/truss/remote/baseten/api.py index 5a31cb5f8..1e2b15411 100644 --- a/truss/remote/baseten/api.py +++ b/truss/remote/baseten/api.py @@ -235,7 +235,10 @@ def deploy_draft_chain( return resp["data"]["deploy_draft_chain"] def deploy_chain_deployment( - self, chain_id: str, chainlet_data: List[b10_types.ChainletData], promote: bool + self, + chain_id: str, + chainlet_data: List[b10_types.ChainletData], + environment: Optional[str] = None, ): chainlet_data_strings = [ _chainlet_data_to_graphql_mutation(chainlet) for chainlet in chainlet_data @@ -243,14 +246,14 @@ def deploy_chain_deployment( chainlets_string = ", ".join(chainlet_data_strings) query_string = f""" mutation {{ - deploy_chain_deployment( - chain_id: "{chain_id}", - chainlets: [{chainlets_string}], - promote_after_deploy: {'true' if promote else 'false'}, - ) {{ - chain_id - chain_deployment_id - }} + deploy_chain_deployment( + chain_id: "{chain_id}", + chainlets: [{chainlets_string}], + {f'environment_name: "{environment}"' if environment else ""} + ) {{ + chain_id + chain_deployment_id + }} }} """ resp = self._post_graphql_query(query_string) diff --git a/truss/remote/baseten/core.py b/truss/remote/baseten/core.py index e6df30b87..a25e3f8e9 100644 --- a/truss/remote/baseten/core.py +++ b/truss/remote/baseten/core.py @@ -84,7 +84,7 @@ def create_chain( chain_name: str, chainlets: List[b10_types.ChainletData], is_draft: bool, - promote: bool, + environment: Optional[str], ) -> ChainDeploymentHandle: if is_draft: response = api.deploy_draft_chain(chain_name, chainlets) @@ -93,8 +93,20 @@ def create_chain( # if there is no chain already, the first deployment will # already be production, and only published deployments can # be promoted. - response = api.deploy_chain_deployment(chain_id, chainlets, promote) + try: + response = api.deploy_chain_deployment(chain_id, chainlets, environment) + except ApiError as e: + if ( + e.graphql_error_code + == BasetenApi.GraphQLErrorCodes.RESOURCE_NOT_FOUND.value + ): + raise ValueError( + f'Environment "{environment}" does not exist. You can create environments in the Chains UI.' + ) from e + raise e else: + if environment and environment != PRODUCTION_ENVIRONMENT_NAME: + raise ValueError(NO_ENVIRONMENTS_EXIST_ERROR_MESSAGING) response = api.deploy_chain(chain_name, chainlets) return ChainDeploymentHandle( @@ -299,7 +311,10 @@ def create_truss_service( environment=environment, ) except ApiError as e: - if "Environment matching query does not exist" in e.message: + if ( + e.graphql_error_code + == BasetenApi.GraphQLErrorCodes.RESOURCE_NOT_FOUND.value + ): raise ValueError( f'Environment "{environment}" does not exist. You can create environments in the Baseten UI.' ) from e diff --git a/truss/remote/baseten/remote.py b/truss/remote/baseten/remote.py index 3caffdf2a..9fcc1f41c 100644 --- a/truss/remote/baseten/remote.py +++ b/truss/remote/baseten/remote.py @@ -67,10 +67,10 @@ def create_chain( chain_name: str, chainlets: List[custom_types.ChainletData], publish: bool = False, - promote: bool = False, + environment: Optional[str] = None, ) -> ChainDeploymentHandle: - if promote: - # If we are promoting a model after deploy, it must be published. + if environment: + # If we are promoting a model to an environment after deploy, it must be published. # Draft models cannot be promoted. publish = True # Returns tuple of (chain_id, chain_deployment_id) @@ -81,7 +81,7 @@ def create_chain( chain_name=chain_name, chainlets=chainlets, is_draft=not publish, - promote=promote, + environment=environment, ) def get_chainlets( diff --git a/truss/templates/server/common/errors.py b/truss/templates/server/common/errors.py index 90392b617..a5ebea2a7 100644 --- a/truss/templates/server/common/errors.py +++ b/truss/templates/server/common/errors.py @@ -1,6 +1,7 @@ import contextlib import logging import sys +import textwrap from http import HTTPStatus from types import TracebackType from typing import ( @@ -13,6 +14,7 @@ ) import fastapi +import pydantic import starlette.responses from fastapi import HTTPException from fastapi.responses import JSONResponse @@ -171,3 +173,44 @@ def intercept_exceptions( "Internal Server Error", exc_info=filter_traceback(model_file_name) ) raise UserCodeError(str(exc)) + + +def _loc_to_dot_sep(loc: Tuple[Union[str, int], ...]) -> str: + # From https://docs.pydantic.dev/latest/errors/errors/#customize-error-messages. + # Chained field access is stylized with `.`-notation (corresponding to str parts) + # and array indexing is stylized with `[i]`-notation (corresponding to int parts). + # E.g. ('items', 1, 'value') -> items[1].value. + parts = [] + for i, x in enumerate(loc): + if isinstance(x, str): + if i > 0: + parts.append(".") + parts.append(x) + elif isinstance(x, int): + parts.append(f"[{x}]") + else: + raise TypeError(f"Unexpected type: {x}.") + return "".join(parts) + + +def format_pydantic_validation_error(exc: pydantic.ValidationError) -> str: + if exc.error_count() == 1: + parts = ["Input Parsing Error:"] + else: + parts = ["Input Parsing Errors:"] + + try: + for error in exc.errors(include_url=False, include_input=False): + loc = _loc_to_dot_sep(error["loc"]) + if error["msg"]: + msg = error["msg"] + else: + error_no_loc = dict(error) + error_no_loc.pop("loc") + msg = str(error_no_loc) + parts.append(textwrap.indent(f"`{loc}`: {msg}.", " ")) + except: # noqa: E722 + # Fallback in case any of the fields cannot be processed as expected. + return f"Input Parsing Error, {str(exc)}" + + return "\n".join(parts) diff --git a/truss/templates/server/model_wrapper.py b/truss/templates/server/model_wrapper.py index c077f7661..0e3abae0c 100644 --- a/truss/templates/server/model_wrapper.py +++ b/truss/templates/server/model_wrapper.py @@ -4,6 +4,7 @@ import importlib import importlib.util import inspect +import json import logging import os import pathlib @@ -35,7 +36,7 @@ from common.schema import TrussSchema from opentelemetry import trace from pydantic import BaseModel -from shared import serialization +from shared import dynamic_config_resolver, serialization from shared.lazy_data_resolver import LazyDataResolver from shared.secrets_resolver import SecretsResolver @@ -53,6 +54,7 @@ EXTENSION_CLASS_NAME = "Extension" EXTENSION_FILE_NAME = "extension" TRT_LLM_EXTENSION_NAME = "trt_llm" +POLL_FOR_ENVIRONMENT_UPDATES_TIMEOUT_SECS = 30 @asynccontextmanager @@ -191,6 +193,7 @@ class ModelDescriptor: predict: MethodDescriptor postprocess: Optional[MethodDescriptor] truss_schema: Optional[TrussSchema] + setup_environment: Optional[MethodDescriptor] @cached_property def skip_input_parsing(self) -> bool: @@ -243,11 +246,19 @@ def from_model(cls, model) -> "ModelDescriptor": else: return_annotation = inspect.signature(model.predict).return_annotation + if hasattr(model, "setup_environment"): + setup_environment = MethodDescriptor.from_method( + model.setup_environment, "setup_environment" + ) + else: + setup_environment = None + return cls( preprocess=preprocess, predict=predict, postprocess=postprocess, truss_schema=TrussSchema.from_signature(parameters, return_annotation), + setup_environment=setup_environment, ) @@ -259,6 +270,8 @@ class ModelWrapper: _logger: logging.Logger _status: "ModelWrapper.Status" _predict_semaphore: Semaphore + _poll_for_environment_updates_task: Optional[asyncio.Task] + _environment: Optional[dict] class Status(Enum): NOT_READY = 0 @@ -280,6 +293,8 @@ def __init__(self, config: Dict, tracer: sdk_trace.Tracer): "predict_concurrency", DEFAULT_PREDICT_CONCURRENCY ) ) + self._poll_for_environment_updates_task = None + self._environment = None @property def _model(self) -> Any: @@ -419,6 +434,9 @@ def _load_impl(self): self._maybe_model_descriptor = ModelDescriptor.from_model(self._model) + if self._maybe_model_descriptor.setup_environment: + self._initialize_environment_before_load() + if hasattr(self._model, "load"): retry( self._model.load, @@ -428,6 +446,76 @@ def _load_impl(self): gap_seconds=1.0, ) + def setup_polling_for_environment_updates(self): + self._poll_for_environment_updates_task = asyncio.create_task( + self.poll_for_environment_updates() + ) + + def _initialize_environment_before_load(self): + environment_str = dynamic_config_resolver.get_dynamic_config_value_sync( + dynamic_config_resolver.ENVIRONMENT_DYNAMIC_CONFIG_KEY + ) + if environment_str: + environment_json = json.loads(environment_str) + self._logger.info( + f"Executing model.setup_environment with environment: {environment_json}" + ) + # TODO: Support calling an async setup_environment() here once we support async load() + self._model.setup_environment(environment_json) + self._environment = environment_json + + async def setup_environment(self, environment: Optional[dict]): + descriptor = self.model_descriptor.setup_environment + if not descriptor: + return + self._logger.info( + f"Executing model.setup_environment with environment: {environment}" + ) + if descriptor.is_async: + return await self._model.setup_environment(environment) + else: + return await to_thread.run_sync(self._model.setup_environment, environment) + + async def poll_for_environment_updates(self) -> None: + last_modified_time = None + environment_config_filename = ( + dynamic_config_resolver.get_dynamic_config_file_path( + dynamic_config_resolver.ENVIRONMENT_DYNAMIC_CONFIG_KEY + ) + ) + + while True: + # Give control back to the event loop while waiting for environment updates + await asyncio.sleep(POLL_FOR_ENVIRONMENT_UPDATES_TIMEOUT_SECS) + + # Wait for load to finish before checking for environment updates + if not self.ready: + continue + + # Skip polling if no setup_environment implementation provided + if not self.model_descriptor.setup_environment: + break + + if environment_config_filename.exists(): + try: + current_mtime = os.path.getmtime(environment_config_filename) + if not last_modified_time or last_modified_time != current_mtime: + environment_str = await dynamic_config_resolver.get_dynamic_config_value_async( + dynamic_config_resolver.ENVIRONMENT_DYNAMIC_CONFIG_KEY + ) + if environment_str: + last_modified_time = current_mtime + environment_json = json.loads(environment_str) + # Avoid rerunning `setup_environment` with the same environment + if self._environment != environment_json: + await self.setup_environment(environment_json) + self._environment = environment_json + except Exception as e: + self._logger.exception( + "Exception while setting up environment: " + str(e), + exc_info=errors.filter_traceback(self._model_file_name), + ) + async def preprocess( self, inputs: serialization.InputType, diff --git a/truss/templates/server/requirements.txt b/truss/templates/server/requirements.txt index 77694eeaf..328a99149 100644 --- a/truss/templates/server/requirements.txt +++ b/truss/templates/server/requirements.txt @@ -17,3 +17,4 @@ pyyaml==6.0.0 requests==2.31.0 uvicorn==0.24.0 uvloop==0.19.0 +aiofiles==24.1.0 diff --git a/truss/templates/server/truss_server.py b/truss/templates/server/truss_server.py index 776849f89..6cc5fad9a 100644 --- a/truss/templates/server/truss_server.py +++ b/truss/templates/server/truss_server.py @@ -141,7 +141,7 @@ async def _parse_body( inputs = truss_schema.input_type.parse_obj(inputs) except pydantic.ValidationError as e: raise errors.InputParsingError( - f"Request Validation Error, {str(e)}" + errors.format_pydantic_validation_error(e) ) from e else: if truss_schema: @@ -151,7 +151,7 @@ async def _parse_body( inputs = truss_schema.input_type.parse_raw(body_raw) except pydantic.ValidationError as e: raise errors.InputParsingError( - f"Request Validation Error, {str(e)}" + errors.format_pydantic_validation_error(e) ) from e else: try: @@ -281,6 +281,7 @@ def on_startup(self): if self._setup_json_logger: setup_logging() self._model.start_load_thread() + self._model.setup_polling_for_environment_updates() def create_application(self): app = FastAPI( diff --git a/truss/templates/shared/dynamic_config_resolver.py b/truss/templates/shared/dynamic_config_resolver.py index 3377c1fb1..2d5efd39a 100644 --- a/truss/templates/shared/dynamic_config_resolver.py +++ b/truss/templates/shared/dynamic_config_resolver.py @@ -1,13 +1,28 @@ from pathlib import Path from typing import Optional +import aiofiles + DYNAMIC_CONFIG_MOUNT_DIR = "/etc/b10_dynamic_config" +ENVIRONMENT_DYNAMIC_CONFIG_KEY = "environment" -def get_dynamic_config_value(key: str) -> Optional[str]: +def get_dynamic_config_value_sync(key: str) -> Optional[str]: dynamic_config_path = Path(DYNAMIC_CONFIG_MOUNT_DIR) / key - if dynamic_config_path.exists() and dynamic_config_path.is_file(): + if dynamic_config_path.exists(): with dynamic_config_path.open() as dynamic_config_file: - dynamic_config_value = dynamic_config_file.read() - return dynamic_config_value + return dynamic_config_file.read() + return None + + +def get_dynamic_config_file_path(key: str): + dynamic_config_path = Path(DYNAMIC_CONFIG_MOUNT_DIR) / key + return dynamic_config_path + + +async def get_dynamic_config_value_async(key: str) -> Optional[str]: + dynamic_config_path = get_dynamic_config_file_path(key) + if dynamic_config_path.exists(): + async with aiofiles.open(dynamic_config_path, "r") as dynamic_config_file: + return await dynamic_config_file.read() return None diff --git a/truss/test_data/model_load_failure_test/config.yaml b/truss/test_data/model_load_failure_test/config.yaml index 2016d45a7..889596c74 100644 --- a/truss/test_data/model_load_failure_test/config.yaml +++ b/truss/test_data/model_load_failure_test/config.yaml @@ -1,2 +1,2 @@ -model_name: Test Loaf Failure +model_name: Test Load Failure python_version: py39 diff --git a/truss/tests/remote/baseten/test_api.py b/truss/tests/remote/baseten/test_api.py index d30891282..629bfea27 100644 --- a/truss/tests/remote/baseten/test_api.py +++ b/truss/tests/remote/baseten/test_api.py @@ -4,6 +4,7 @@ import requests from requests import Response from truss.remote.baseten.api import BasetenApi +from truss.remote.baseten.custom_types import ChainletData from truss.remote.baseten.error import ApiError @@ -53,6 +54,22 @@ def mock_create_model_response(): return response +def mock_deploy_chain_deployment_response(): + response = Response() + response.status_code = 200 + response.json = mock.Mock( + return_value={ + "data": { + "deploy_chain_deployment": { + "chain_id": "12345", + "chain_deployment_id": "54321", + } + } + } + ) + return response + + @pytest.fixture def baseten_api(mock_auth_service): return BasetenApi("https://app.test.com", mock_auth_service) @@ -204,3 +221,42 @@ def test_create_model_from_truss_does_not_send_deployment_name_if_not_specified( assert 'client_version: "client_version"' in gql_mutation assert "is_trusted: true" in gql_mutation assert "version_name: " not in gql_mutation + + +@mock.patch("requests.post", return_value=mock_deploy_chain_deployment_response()) +def test_deploy_chain_deployment(mock_post, baseten_api): + baseten_api.deploy_chain_deployment( + "chain_id", + [ + ChainletData( + name="chainlet-1", + oracle_version_id="some-ov-id", + is_entrypoint=True, + ) + ], + "production", + ) + + gql_mutation = mock_post.call_args[1]["data"]["query"] + assert 'chain_id: "chain_id"' in gql_mutation + assert "chainlets:" in gql_mutation + assert 'environment_name: "production"' in gql_mutation + + +@mock.patch("requests.post", return_value=mock_deploy_chain_deployment_response()) +def test_deploy_chain_deployment_no_environment(mock_post, baseten_api): + baseten_api.deploy_chain_deployment( + "chain_id", + [ + ChainletData( + name="chainlet-1", + oracle_version_id="some-ov-id", + is_entrypoint=True, + ) + ], + ) + + gql_mutation = mock_post.call_args[1]["data"]["query"] + assert 'chain_id: "chain_id"' in gql_mutation + assert "chainlets:" in gql_mutation + assert "environment_name" not in gql_mutation diff --git a/truss/tests/remote/baseten/test_remote.py b/truss/tests/remote/baseten/test_remote.py index c47b1085d..65929143e 100644 --- a/truss/tests/remote/baseten/test_remote.py +++ b/truss/tests/remote/baseten/test_remote.py @@ -314,7 +314,6 @@ def test_create_chain_with_no_publish(): ) ], publish=False, - promote=False, ) get_chains_graphql_request = m.request_history[0] @@ -433,7 +432,7 @@ def test_create_chain_no_existing_chain(): assert deployment_handle.chain_deployment_id == "new-chain-deployment-id" -def test_create_chain_with_existing_chain_promote_true_publish_false(): +def test_create_chain_with_existing_chain_promote_to_environment_publish_false(): remote = BasetenRemote(_TEST_REMOTE_URL, "api_key") with requests_mock.Mocker() as m: @@ -471,7 +470,7 @@ def test_create_chain_with_existing_chain_promote_true_publish_false(): ) ], publish=False, - promote=True, + environment="production", ) get_chains_graphql_request = m.request_history[0] @@ -487,25 +486,26 @@ def test_create_chain_with_existing_chain_promote_true_publish_false(): """.strip() match_graphql_request(get_chains_graphql_request, expected_get_chains_query) - # Note that if publish=False and promote=True, we set publish to True and create + # Note that if publish=False and environment!=None, we set publish to True and create # a non-draft deployment - expected_create_chain_mutation = """ - mutation { - deploy_chain_deployment( - chain_id: "old-chain-id", - chainlets: [ + chainlets_string = """ { name: "chainlet-1", oracle_version_id: "some-ov-id", is_entrypoint: true } - ], - promote_after_deploy: true, - ) { - chain_id - chain_deployment_id - } - } + """ + expected_create_chain_mutation = f""" + mutation {{ + deploy_chain_deployment( + chain_id: "old-chain-id", + chainlets: [{chainlets_string}], + environment_name: "production" + ) {{ + chain_id + chain_deployment_id + }} + }} """.strip() match_graphql_request( @@ -516,7 +516,7 @@ def test_create_chain_with_existing_chain_promote_true_publish_false(): assert deployment_handle.chain_deployment_id == "new-chain-deployment-id" -def test_create_chain_existing_chain_publish_true_promote_false(): +def test_create_chain_existing_chain_publish_true_no_promotion(): remote = BasetenRemote(_TEST_REMOTE_URL, "api_key") with requests_mock.Mocker() as m: @@ -554,7 +554,6 @@ def test_create_chain_existing_chain_publish_true_promote_false(): ) ], publish=True, - promote=False, ) get_chains_graphql_request = m.request_history[0] @@ -570,24 +569,25 @@ def test_create_chain_existing_chain_publish_true_promote_false(): """.strip() match_graphql_request(get_chains_graphql_request, expected_get_chains_query) - # Note promote_after_deploy is false - expected_create_chain_mutation = """ - mutation { - deploy_chain_deployment( - chain_id: "old-chain-id", - chainlets: [ + chainlets_string = """ { name: "chainlet-1", oracle_version_id: "some-ov-id", is_entrypoint: true } - ], - promote_after_deploy: false, - ) { - chain_id - chain_deployment_id - } - } + """ + environment = None + expected_create_chain_mutation = f""" + mutation {{ + deploy_chain_deployment( + chain_id: "old-chain-id", + chainlets: [{chainlets_string}], + {f'environment_name: "{environment}"' if environment else ""} + ) {{ + chain_id + chain_deployment_id + }} + }} """.strip() match_graphql_request( diff --git a/truss/tests/templates/core/server/test_dynamic_config_resolver.py b/truss/tests/templates/core/server/test_dynamic_config_resolver.py index 672464d5f..5233f1809 100644 --- a/truss/tests/templates/core/server/test_dynamic_config_resolver.py +++ b/truss/tests/templates/core/server/test_dynamic_config_resolver.py @@ -1,7 +1,8 @@ import json +import aiofiles import pytest -from truss.templates.shared.dynamic_config_resolver import get_dynamic_config_value +from truss.templates.shared import dynamic_config_resolver from truss_chains import definitions @@ -18,17 +19,108 @@ "", ], ) -def test_get_dynamic_config_value(config, tmp_path, dynamic_config_mount_dir): +def test_get_dynamic_chainlet_config_value_sync( + config, tmp_path, dynamic_config_mount_dir +): with (tmp_path / definitions.DYNAMIC_CHAINLET_CONFIG_KEY).open("w") as f: f.write(json.dumps(config)) - chainlet_service_config = get_dynamic_config_value( + chainlet_service_config = dynamic_config_resolver.get_dynamic_config_value_sync( definitions.DYNAMIC_CHAINLET_CONFIG_KEY ) assert json.loads(chainlet_service_config) == config -def test_get_missing_config_value(dynamic_config_mount_dir): - chainlet_service_config = get_dynamic_config_value( +@pytest.mark.parametrize( + "config", + [ + { + "environment_name": "production", + "foo": "bar", + }, + {}, + "", + None, + ], +) +def test_get_dynamic_config_environment_value_sync( + config, tmp_path, dynamic_config_mount_dir +): + with (tmp_path / dynamic_config_resolver.ENVIRONMENT_DYNAMIC_CONFIG_KEY).open( + "w" + ) as f: + f.write(json.dumps(config)) + environment_str = dynamic_config_resolver.get_dynamic_config_value_sync( + dynamic_config_resolver.ENVIRONMENT_DYNAMIC_CONFIG_KEY + ) + assert json.loads(environment_str) == config + + +def test_get_missing_config_value_sync(dynamic_config_mount_dir): + chainlet_service_config = dynamic_config_resolver.get_dynamic_config_value_sync( definitions.DYNAMIC_CHAINLET_CONFIG_KEY ) assert not chainlet_service_config + + +@pytest.mark.asyncio +@pytest.mark.parametrize( + "config", + [ + { + "RandInt": { + "predict_url": "https://model-id.api.baseten.co/deployment/deployment-id/predict" + } + }, + {}, + "", + ], +) +async def test_get_dynamic_chainlet_config_value_async( + config, tmp_path, dynamic_config_mount_dir +): + async with aiofiles.open( + tmp_path / definitions.DYNAMIC_CHAINLET_CONFIG_KEY, "w" + ) as f: + await f.write(json.dumps(config)) + chainlet_service_config = ( + await dynamic_config_resolver.get_dynamic_config_value_async( + definitions.DYNAMIC_CHAINLET_CONFIG_KEY + ) + ) + assert json.loads(chainlet_service_config) == config + + +@pytest.mark.asyncio +@pytest.mark.parametrize( + "config", + [ + { + "environment_name": "production", + "foo": "bar", + }, + {}, + "", + None, + ], +) +async def test_get_dynamic_config_environment_value_async( + config, tmp_path, dynamic_config_mount_dir +): + async with aiofiles.open( + tmp_path / dynamic_config_resolver.ENVIRONMENT_DYNAMIC_CONFIG_KEY, "w" + ) as f: + await f.write(json.dumps(config)) + environment_str = await dynamic_config_resolver.get_dynamic_config_value_async( + dynamic_config_resolver.ENVIRONMENT_DYNAMIC_CONFIG_KEY + ) + assert json.loads(environment_str) == config + + +@pytest.mark.asyncio +async def test_get_missing_config_value_async(dynamic_config_mount_dir): + chainlet_service_config = ( + await dynamic_config_resolver.get_dynamic_config_value_async( + definitions.DYNAMIC_CHAINLET_CONFIG_KEY + ) + ) + assert not chainlet_service_config diff --git a/truss/tests/test_model_inference.py b/truss/tests/test_model_inference.py index f499e9f3c..04db1b7fa 100644 --- a/truss/tests/test_model_inference.py +++ b/truss/tests/test_model_inference.py @@ -760,6 +760,119 @@ def _test_invocations(expected_code): _test_invocations(200) +@pytest.mark.integration +def test_setup_environment(): + # Test truss that uses setup_environment() without load() + model = """ + from typing import Optional + class Model: + def setup_environment(self, environment: Optional[dict]): + print("setup_environment called with", environment) + self.environment_name = environment.get("name") if environment else None + print(f"in {self.environment_name} environment") + + def predict(self, model_input): + return model_input + """ + config = "model_name: setup-environment-truss" + with ensure_kill_all(), temp_truss(model, config) as tr: + container = tr.docker_run( + local_port=8090, + detach=True, + wait_for_server_ready=True, + ) + # Mimic environment changing to beta + beta_env = {"name": "beta"} + beta_env_str = json.dumps(beta_env) + container.execute( + [ + "bash", + "-c", + f"echo '{beta_env_str}' > /etc/b10_dynamic_config/environment", + ] + ) + time.sleep(30) + assert ( + f"Executing model.setup_environment with environment: {beta_env}" + in container.logs() + ) + single_quote_beta_env_str = beta_env_str.replace('"', "'") + assert ( + f"setup_environment called with {single_quote_beta_env_str}" + in container.logs() + ) + assert "in beta environment" in container.logs() + container.execute( + [ + "bash", + "-c", + "rm -f /etc/b10_dynamic_config/environment", + ] + ) + + # Test a truss that uses the environment in load() + model = """ + from typing import Optional + class Model: + def setup_environment(self, environment: Optional[dict]): + print("setup_environment called with", environment) + self.environment_name = environment.get("name") if environment else None + print(f"in {self.environment_name} environment") + + def load(self): + print("loading in environment", self.environment_name) + + def predict(self, model_input): + return model_input + """ + config = "model_name: setup-environment-and-load-truss" + with ensure_kill_all(), temp_truss(model, config) as tr: + # Mimic environment changing to staging + staging_env = {"name": "staging"} + staging_env_str = json.dumps(staging_env) + LocalConfigHandler.set_dynamic_config("environment", staging_env_str) + container = tr.docker_run( + local_port=8090, + detach=True, + wait_for_server_ready=True, + ) + # Don't need to wait here because we explicitly grab the environment from dynamic_config_resolver before calling user's load() + assert ( + f"Executing model.setup_environment with environment: {staging_env}" + in container.logs() + ) + single_quote_staging_env_str = staging_env_str.replace('"', "'") + assert ( + f"setup_environment called with {single_quote_staging_env_str}" + in container.logs() + ) + assert "in staging environment" in container.logs() + assert "loading in environment staging" in container.logs() + # Set environment to None + no_env = None + no_env_str = json.dumps(no_env) + container.execute( + [ + "bash", + "-c", + f"echo '{no_env_str}' > /etc/b10_dynamic_config/environment", + ] + ) + time.sleep(30) + assert ( + f"Executing model.setup_environment with environment: {no_env}" + in container.logs() + ) + assert "setup_environment called with None" in container.logs() + container.execute( + [ + "bash", + "-c", + "rm -f /etc/b10_dynamic_config/environment", + ] + ) + + # Tracing ############################################################################## diff --git a/truss/tests/test_model_schema.py b/truss/tests/test_model_schema.py index 9457e8fa3..c786b1b6f 100644 --- a/truss/tests/test_model_schema.py +++ b/truss/tests/test_model_schema.py @@ -128,8 +128,7 @@ def test_truss_with_annotated_inputs_outputs(): assert response.status_code == 400 assert "error" in response.json() assert ( - "Request Validation Error, 1 validation error for ModelInput" - "\nprompt\n Field required [type=missing, input_value={'bad_key': 'value'}, input_type=dict]\n" + "Input Parsing Error:\n `prompt`: Field required." in response.json()["error"] ) assert response.headers["x-baseten-error-source"] == "04" diff --git a/truss/truss_handle.py b/truss/truss_handle.py index 8feffa4d5..f5ceb6f94 100644 --- a/truss/truss_handle.py +++ b/truss/truss_handle.py @@ -299,6 +299,12 @@ def _run_docker(gpus: Optional[str] = None): f"src={str(LocalConfigHandler.bptr_data_resolution_dir_path())}", "target=/bptr", ], + [ + "type=bind", + f"src={str(LocalConfigHandler.dynamic_config_path())}", + "target=/etc/b10_dynamic_config", + "readonly=false", + ], ], gpus=gpus, envs=envs,