Add setup_environment to truss

pyproject.toml

@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "truss"
-version = "0.9.44"
+version = "0.9.45rc008"
 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'

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:

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"

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 +446,71 @@ 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._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 new 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:
+                    logging.error(
+                        f"An error occurred while polling for environment updates: {e}"
+                    )
+
     async def preprocess(
         self,
         inputs: serialization.InputType,

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

truss/templates/server/truss_server.py

@@ -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(

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

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

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