From 06d0d16943c74107485f7c23c75567887928e51b Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Wed, 5 Nov 2025 14:51:25 +0000 Subject: [PATCH 01/30] chore: Add .python-version to .gitignore Signed-off-by: Phoevos Kalemkeris --- .gitignore | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index f885344..ac90787 100644 --- a/.gitignore +++ b/.gitignore @@ -85,7 +85,7 @@ ipython_config.py # pyenv # For a library or package, you might want to ignore these files since the code is # intended to run in multiple environments; otherwise, check them in: -# .python-version +.python-version # pipenv # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. From c3935cd9ed61b423e2f1f960a89bb894ddaf9eb6 Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Wed, 12 Nov 2025 09:14:00 +0000 Subject: [PATCH 02/30] feat: Revamp configuration logic Revamp configuration logic using Pydantic models for better validation and maintainability and extend settings with options related to model deployment through the gateway. Signed-off-by: Phoevos Kalemkeris --- cogstack_model_gateway/common/config.py | 112 - .../common/config/__init__.py | 144 + .../common/config/models.py | 383 ++ cogstack_model_gateway/common/containers.py | 8 - cogstack_model_gateway/gateway/core/models.py | 23 +- cogstack_model_gateway/gateway/main.py | 50 +- cogstack_model_gateway/ripper/Dockerfile | 4 +- cogstack_model_gateway/ripper/main.py | 30 +- cogstack_model_gateway/scheduler/main.py | 44 +- config.example.json | 80 + config.json | 30 +- poetry.lock | 4405 ++++++++++------- pyproject.toml | 7 - tests/unit/common/test_config.py | 382 +- tests/unit/ripper/test_main.py | 28 +- 15 files changed, 3605 insertions(+), 2125 deletions(-) delete mode 100644 cogstack_model_gateway/common/config.py create mode 100644 cogstack_model_gateway/common/config/__init__.py create mode 100644 cogstack_model_gateway/common/config/models.py create mode 100644 config.example.json diff --git a/cogstack_model_gateway/common/config.py b/cogstack_model_gateway/common/config.py deleted file mode 100644 index 89131e2..0000000 --- a/cogstack_model_gateway/common/config.py +++ /dev/null @@ -1,112 +0,0 @@ -import json -import logging -import os - -from dotenv import load_dotenv - -log = logging.getLogger("cmg.common") - -CONFIG_FILE = os.getenv("CONFIG_FILE", "config.json") -ACCEPTED_ENVIRONMENT_VARIABLES = { - "cms": { - "CMS_HOST_URL": "", - "CMS_PROJECT_NAME": "cms", - "CMS_SERVER_PORT": "8000", - }, - "cmg": { - "CMG_DB_USER": "admin", - "CMG_DB_PASSWORD": "admin", - "CMG_DB_NAME": "cmg_tasks", - "CMG_DB_HOST": "postgres", - "CMG_DB_PORT": "5432", - "CMG_OBJECT_STORE_HOST": "minio", - "CMG_OBJECT_STORE_PORT": "9000", - "CMG_OBJECT_STORE_ACCESS_KEY": "admin", - "CMG_OBJECT_STORE_SECRET_KEY": "admin123", - "CMG_OBJECT_STORE_BUCKET_TASKS": "cmg-tasks", - "CMG_OBJECT_STORE_BUCKET_RESULTS": "cmg-results", - "CMG_QUEUE_USER": "admin", - "CMG_QUEUE_PASSWORD": "admin", - "CMG_QUEUE_NAME": "cmg_tasks", - "CMG_QUEUE_HOST": "rabbitmq", - "CMG_QUEUE_PORT": "5672", - "CMG_SCHEDULER_METRICS_PORT": "8001", - "CMG_SCHEDULER_MAX_CONCURRENT_TASKS": "1", - "CMG_RIPPER_METRICS_PORT": "8002", - }, -} - - -# FIXME: Add validation -class Config: - def __init__(self, config: dict): - for key, value in config.items(): - if isinstance(value, dict): - value = Config(value) - setattr(self, key, value) - - def __repr__(self): - return f"{self.__class__.__name__}({self.__dict__})" - - def __bool__(self): - return bool(self.__dict__) - - def __contains__(self, key): - return key in self.__dict__ - - def __len__(self): - return len(self.__dict__) - - def __iter__(self): - return iter(self.__dict__) - - def __eq__(self, other): - if isinstance(other, Config): - return self.__dict__ == other.__dict__ - return False - - def set(self, key: str, value): - if isinstance(value, dict): - value = Config(value) - setattr(self, key, value) - - def to_dict(self): - return { - key: value.to_dict() if isinstance(value, Config) else value - for key, value in self.__dict__.items() - } - - -_config_instance: Config = None - - -def load_config() -> Config: - """Load configuration from the provided JSON file and environment variables.""" - global _config_instance - if _config_instance is None: - try: - with open(CONFIG_FILE) as f: - config = json.load(f) - except FileNotFoundError: - log.warning(f"Config file {CONFIG_FILE} not found.") - config = {} - except json.JSONDecodeError: - log.error(f"Config file {CONFIG_FILE} is not a valid JSON file.") - raise - - load_dotenv() - for key, env_vars in ACCEPTED_ENVIRONMENT_VARIABLES.items(): - config[key] = { - var.replace(f"{key.upper()}_", "", 1).lower(): os.getenv(var, default) - for var, default in env_vars.items() - } - log.info(f"Loaded config: {config}") - _config_instance = Config(config) - return _config_instance - - -def get_config() -> Config: - """Get the current configuration instance.""" - if _config_instance is None: - raise RuntimeError("Config not initialized. Call load_config() first.") - return _config_instance diff --git a/cogstack_model_gateway/common/config/__init__.py b/cogstack_model_gateway/common/config/__init__.py new file mode 100644 index 0000000..0a2b321 --- /dev/null +++ b/cogstack_model_gateway/common/config/__init__.py @@ -0,0 +1,144 @@ +import json +import logging +import os + +from dotenv import load_dotenv +from pydantic import ValidationError + +from cogstack_model_gateway.common.config.models import Config + +log = logging.getLogger("cmg.common") + +CONFIG_FILE = os.getenv("CONFIG_FILE", "config.json") + +_config_instance: Config | None = None + + +def _load_json_config() -> dict: + """Load configuration from JSON file.""" + try: + with open(CONFIG_FILE) as f: + config = json.load(f) + log.info(f"Loaded configuration from {CONFIG_FILE}") + return config + except FileNotFoundError: + log.warning(f"Config file {CONFIG_FILE} not found, using defaults.") + return {} + except json.JSONDecodeError: + log.error(f"Config file {CONFIG_FILE} is not a valid JSON file.") + raise + + +def _add_from_env_vars(target: dict, mapping: dict) -> None: + """Recursively construct configuration dict from environment variables. + + Recursively populate `target` from `mapping` where mapping leaf values are environment variable + names. If the env var is present, the corresponding key is set in `target`. + + Example mapping: + { + "db": {"user": "CMG_DB_USER", "host": "CMG_DB_HOST"}, + "cms": {"host_url": "CMS_HOST_URL"} + } + """ + for key, val in mapping.items(): + if isinstance(val, dict): + sub = target.setdefault(key, {}) + _add_from_env_vars(sub, val) + else: + if (env_val := os.getenv(val)) is not None: + target[key] = env_val + + +def _create_config_from_env_vars(env_map: dict) -> dict: + """Create a configuration dictionary from environment variables.""" + config: dict = {} + _add_from_env_vars(config, env_map) + return config + + +def _load_env_vars() -> dict: + """Load configuration dict from environment variables, skipping None values.""" + load_dotenv() + + env_map = { + "cms": { + "host_url": "CMS_HOST_URL", + "project_name": "CMS_PROJECT_NAME", + "server_port": "CMS_SERVER_PORT", + }, + "db": { + "user": "CMG_DB_USER", + "password": "CMG_DB_PASSWORD", + "name": "CMG_DB_NAME", + "host": "CMG_DB_HOST", + "port": "CMG_DB_PORT", + }, + "object_store": { + "host": "CMG_OBJECT_STORE_HOST", + "port": "CMG_OBJECT_STORE_PORT", + "access_key": "CMG_OBJECT_STORE_ACCESS_KEY", + "secret_key": "CMG_OBJECT_STORE_SECRET_KEY", + "bucket_tasks": "CMG_OBJECT_STORE_BUCKET_TASKS", + "bucket_results": "CMG_OBJECT_STORE_BUCKET_RESULTS", + }, + "queue": { + "user": "CMG_QUEUE_USER", + "password": "CMG_QUEUE_PASSWORD", + "name": "CMG_QUEUE_NAME", + "host": "CMG_QUEUE_HOST", + "port": "CMG_QUEUE_PORT", + }, + "scheduler": { + "max_concurrent_tasks": "CMG_SCHEDULER_MAX_CONCURRENT_TASKS", + "metrics_port": "CMG_SCHEDULER_METRICS_PORT", + }, + "ripper": {"interval": "CMG_RIPPER_INTERVAL", "metrics_port": "CMG_RIPPER_METRICS_PORT"}, + } + + return _create_config_from_env_vars(env_map) + + +def load_config() -> Config: + """Load and validate configuration from JSON file and environment variables. + + This function: + 1. Loads JSON configuration for tasks and models + 2. Loads environment variables for runtime services + 3. Merges them into a unified structure + 4. Validates everything with Pydantic schema + 5. Caches the result for subsequent calls + + Returns: + Config: Fully validated configuration object + + Raises: + ValidationError: If configuration doesn't match schema + JSONDecodeError: If config file is not valid JSON + """ + global _config_instance + + if _config_instance is None: + json_config, env_config = _load_json_config(), _load_env_vars() + + merged_config = { + **env_config, + "models": json_config.get("models", {}), + "labels": json_config.get("labels", {}), + } + + try: + _config_instance = Config.model_validate(merged_config) + log.debug(f"Loaded config: {_config_instance.model_dump_json()}") + except ValidationError as e: + log.error(f"Configuration validation failed: {e}") + raise + + return _config_instance + + +def get_config() -> Config: + """Get the current configuration instance.""" + if _config_instance is None: + raise RuntimeError("Config not initialized. Call load_config() first.") + return _config_instance diff --git a/cogstack_model_gateway/common/config/models.py b/cogstack_model_gateway/common/config/models.py new file mode 100644 index 0000000..a97ef1c --- /dev/null +++ b/cogstack_model_gateway/common/config/models.py @@ -0,0 +1,383 @@ +import re + +from pydantic import BaseModel, Field, field_validator + + +class ResourceLimits(BaseModel): + """Resource limits for Docker containers. + + Follows Docker Compose resource specification format. + """ + + memory: str | None = Field( + None, + description="Memory limit (e.g., '4g', '512m')", + examples=["4g", "512m", "2048m"], + ) + cpus: str | None = Field( + None, + description="CPU limit as string (e.g., '2.0', '0.5')", + gt=0, + examples=["2.0", "1.5", "0.5"], + ) + + @field_validator("memory") + @classmethod + def validate_memory_format(cls, v: str | None) -> str | None: + """Validate memory format matches Docker specification.""" + if v is None: + return v + if not re.match(r"^\d+(\.\d+)?[kmgKMG]?$", v): + raise ValueError( + f"Invalid memory format: {v}. Expected format like '4g', '512m', '2048m'" + ) + return v + + +class DeployResources(BaseModel): + """Resource constraints for container deployment. + + Mirrors Docker Compose deploy.resources specification. + """ + + limits: ResourceLimits | None = Field( + None, description="Maximum resources the container can use" + ) + reservations: ResourceLimits | None = Field( + None, description="Minimum resources guaranteed for the container" + ) + + +class DeploySpec(BaseModel): + """Deployment specification for model containers. + + Currently supports resource constraints, but can be extended to include + other Docker Compose deploy options like restart_policy, labels, placement, etc. + """ + + resources: DeployResources | None = Field(None, description="Resource limits and reservations") + + +class OnDemandModel(BaseModel): + """Configuration for an on-demand model that can be auto-deployed.""" + + service_name: str = Field( + ..., + description="Docker service/container name for the model", + examples=["medcat-snomed-large", "medcat-umls-small"], + ) + model_uri: str = Field( + ..., + description="URI pointing to the model artifact (e.g., MLflow model URI)", + examples=[ + "s3://models/medcat/snomed_large_v1.0", + "models:/medcat-snomed/Production", + "runs:/abc123/model", + ], + ) + idle_ttl: int | None = Field( + None, + description="Time in seconds after which an idle model is removed (overrides default)", + gt=0, + examples=[3600, 7200, 86400], + ) + description: str | None = Field( + None, + description="Human-readable description of the model", + examples=["Large SNOMED CT model for clinical NLP"], + ) + deploy: DeploySpec = Field( + default_factory=DeploySpec, + description="Deployment specification including resource constraints", + ) + + @field_validator("service_name") + @classmethod + def validate_service_name(cls, v: str) -> str: + """Validate service name follows Docker naming constraints. + + Docker container names must: + - Start with alphanumeric character + - Contain only alphanumeric, underscore, period, or hyphen + """ + if not re.match(r"^[a-zA-Z0-9][a-zA-Z0-9_.-]*$", v): + raise ValueError( + f"Invalid service name: {v}. Must start with alphanumeric and contain " + "only alphanumeric, underscore, period, or hyphen characters" + ) + if len(v) > 255: + raise ValueError(f"Service name too long: {v}. Maximum length is 255 characters") + return v + + @field_validator("model_uri") + @classmethod + def validate_model_uri(cls, v: str) -> str: + """Validate model URI format.""" + if not v or not v.strip(): + raise ValueError("Model URI cannot be empty") + # Basic validation - just ensure it's not empty + # More specific validation (s3://, models:/, runs:/) can be added if needed + return v.strip() + + +class AutoDeploymentConfig(BaseModel): + """Configuration for automatic model deployment behaviour.""" + + health_check_timeout: int = Field( + 300, + description="Max time in seconds to wait for a model to become healthy after deployment", + gt=0, + examples=[300, 600], + ) + default_idle_ttl: int = Field( + 3600, + description="Default idle TTL in seconds (if not specified per-model)", + gt=0, + examples=[3600, 7200, 86400], + ) + max_concurrent_deployments: int | None = Field( + None, + description="Maximum number of models that can be deployed concurrently (None = unlimited)", + gt=0, + examples=[3, 5, 10], + ) + deployment_retry_attempts: int = Field( + 2, + description="Number of times to retry a failed deployment", + ge=0, + examples=[0, 1, 2, 3], + ) + + +class AutoDeployment(BaseModel): + """Auto-deployment configuration including behaviour and on-demand models.""" + + config: AutoDeploymentConfig = Field( + default_factory=AutoDeploymentConfig, + description="Auto-deployment behaviour configuration", + ) + on_demand: list[OnDemandModel] = Field( + default_factory=list, + description="List of models available for on-demand deployment", + ) + + @field_validator("on_demand") + @classmethod + def validate_unique_service_names(cls, v: list[OnDemandModel]) -> list[OnDemandModel]: + """Ensure all service names are unique.""" + service_names = [model.service_name for model in v] + duplicates = [name for name in service_names if service_names.count(name) > 1] + if duplicates: + raise ValueError( + f"Duplicate service names found in on_demand models: {set(duplicates)}" + ) + return v + + +class ManualDeployment(BaseModel): + """Configuration for manual model deployments via POST /models API.""" + + default_ttl: int = Field( + 86400, + description="Default TTL in seconds for manually deployed models (1 day)", + gt=0, + examples=[3600, 86400, 604800], + ) + allow_ttl_override: bool = Field( + True, + description="Whether users can override the default TTL when deploying models", + ) + max_ttl: int | None = Field( + None, + description="Maximum allowed TTL in seconds (None = unlimited)", + gt=0, + examples=[604800, 2592000], # 1 week, 30 days + ) + require_model_uri_validation: bool = Field( + False, + description="Whether to validate that the model URI exists before deployment", + ) + + +class StaticDeployment(BaseModel): + """Configuration for static/always-on models from CMS stack.""" + + pass + + +class ModelsDeployment(BaseModel): + """Complete deployment configuration for all model types.""" + + auto: AutoDeployment = Field( + default_factory=AutoDeployment, + description="Auto-deployment configuration for on-demand models", + ) + manual: ManualDeployment = Field( + default_factory=ManualDeployment, + description="Configuration for manual model deployments", + ) + static: StaticDeployment = Field( + default_factory=StaticDeployment, + description="Configuration for static model management", + ) + + +class ModelsConfig(BaseModel): + """Model-related configuration.""" + + deployment: ModelsDeployment = Field( + default_factory=ModelsDeployment, + description="Deployment configuration for all model types", + ) + + +class CMSConfig(BaseModel): + """CogStack ModelServe related configuration.""" + + host_url: str = Field("", description="CMS host URL (for proxy scenarios)") + project_name: str = Field("cms", description="CMS Docker Compose project name") + server_port: int = Field(8000, description="CMS server port") + + +class DatabaseConfig(BaseModel): + """Database configuration.""" + + user: str = Field("admin", description="Database username") + password: str = Field("admin", description="Database password") + name: str = Field("cmg_tasks", description="Database name") + host: str = Field("postgres", description="Database host") + port: int = Field(5432, description="Database port") + + +class ObjectStoreConfig(BaseModel): + """Object store configuration.""" + + host: str = Field("minio", description="Object store host") + port: int = Field(9000, description="Object store port") + access_key: str = Field("admin", description="Object store access key") + secret_key: str = Field("admin123", description="Object store secret key") + bucket_tasks: str = Field("cmg-tasks", description="Bucket for task payloads") + bucket_results: str = Field("cmg-results", description="Bucket for task results") + + +class QueueConfig(BaseModel): + """Message queue configuration.""" + + user: str = Field("admin", description="Queue username") + password: str = Field("admin", description="Queue password") + name: str = Field("cmg_tasks", description="Queue name") + host: str = Field("rabbitmq", description="Queue host") + port: int = Field(5672, description="Queue port") + + +class SchedulerConfig(BaseModel): + """Scheduler service configuration.""" + + max_concurrent_tasks: int = Field(1, description="Max concurrent tasks") + metrics_port: int = Field(8001, description="Prometheus metrics port") + + +class RipperConfig(BaseModel): + """Ripper service configuration.""" + + interval: int = Field(60, description="Ripper interval in seconds") + metrics_port: int = Field(8002, description="Prometheus metrics port") + + +class LabelsConfig(BaseModel): + """Docker labels used by CogStack Model Gateway. + + These labels are used for: + - Identifying CogStack ModelServe containers (CMS labels) + - Marking containers as managed by the gateway (CMG labels) + - Tracking TTL and other metadata + """ + + # CMS-related labels (for discovering static models) + cms_model_label: str = Field( + "org.cogstack.model-serve", + description="Label to identify CogStack ModelServe containers", + ) + cms_model_uri_label: str = Field( + "org.cogstack.model-serve.uri", + description="Label storing the model URI on CMS containers", + ) + + # CMG-related labels (for managing models deployed through the gateway) + deployment_type_label: str = Field( + "org.cogstack.model-gateway.deployment-type", + description="Label storing deployment type (auto/manual/static)", + ) + managed_by_label: str = Field( + "org.cogstack.model-gateway.managed-by", + description="Label to identify which system manages a container", + ) + managed_by_value: str = Field( + "cmg", + description="Value for managed_by_label for CMG-managed containers", + ) + ttl_label: str = Field( + "org.cogstack.model-gateway.ttl", + description="Label storing TTL (time-to-live) in seconds for auto-deployed models", + ) + + +class Config(BaseModel): + """Root configuration schema for CogStack Model Gateway.""" + + cms: CMSConfig = Field(default_factory=CMSConfig, description="CogStack ModelServe config") + + db: DatabaseConfig = Field(default_factory=DatabaseConfig, description="Database configuration") + object_store: ObjectStoreConfig = Field( + default_factory=ObjectStoreConfig, description="Object store configuration" + ) + queue: QueueConfig = Field( + default_factory=QueueConfig, description="Message queue configuration" + ) + scheduler: SchedulerConfig = Field( + default_factory=SchedulerConfig, description="Scheduler configuration" + ) + ripper: RipperConfig = Field(default_factory=RipperConfig, description="Ripper configuration") + + models: ModelsConfig = Field( + default_factory=ModelsConfig, description="Model deployment and discovery configuration" + ) + labels: LabelsConfig = Field( + default_factory=LabelsConfig, description="Docker labels configuration" + ) + + # Runtime managers (populated after initialization) + database_manager: object | None = Field( + None, description="Database manager instance", exclude=True + ) + task_object_store_manager: object | None = Field( + None, description="Task object store manager instance", exclude=True + ) + results_object_store_manager: object | None = Field( + None, description="Results object store manager instance", exclude=True + ) + queue_manager: object | None = Field(None, description="Queue manager instance", exclude=True) + task_manager: object | None = Field(None, description="Task manager instance", exclude=True) + + def get_on_demand_model(self, service_name: str) -> OnDemandModel | None: + """Get configuration for a specific on-demand model by service name.""" + for model in self.models.deployment.auto.on_demand: + if model.service_name == service_name: + return model + return None + + def list_on_demand_models(self) -> list[OnDemandModel]: + """Get list of all configured on-demand models.""" + return self.models.deployment.auto.on_demand + + def get_auto_deployment_config(self) -> AutoDeploymentConfig: + """Get auto-deployment behaviour configuration.""" + return self.models.deployment.auto.config + + def get_manual_deployment_config(self) -> ManualDeployment: + """Get manual deployment configuration.""" + return self.models.deployment.manual + + def get_static_deployment_config(self) -> StaticDeployment: + """Get static model discovery configuration.""" + return self.models.deployment.static diff --git a/cogstack_model_gateway/common/containers.py b/cogstack_model_gateway/common/containers.py index f2fb0a5..722273b 100644 --- a/cogstack_model_gateway/common/containers.py +++ b/cogstack_model_gateway/common/containers.py @@ -1,10 +1,2 @@ -IS_MODEL_LABEL = "org.cogstack.model-serve" -MODEL_URI_LABEL = "org.cogstack.model-serve.uri" - -TTL_LABEL = "org.cogstack.model-gateway.ttl" -MANAGED_BY_LABEL = "org.cogstack.model-gateway.managed-by" - PROJECT_NAME_LABEL = "com.docker.compose.project" SERVICE_NAME_LABEL = "com.docker.compose.service" - -MANAGED_BY_LABEL_VALUE = "cmg" diff --git a/cogstack_model_gateway/gateway/core/models.py b/cogstack_model_gateway/gateway/core/models.py index 3f21306..2720ccd 100644 --- a/cogstack_model_gateway/gateway/core/models.py +++ b/cogstack_model_gateway/gateway/core/models.py @@ -3,14 +3,10 @@ import docker from docker.models.containers import Container +from cogstack_model_gateway.common.config import get_config from cogstack_model_gateway.common.containers import ( - IS_MODEL_LABEL, - MANAGED_BY_LABEL, - MANAGED_BY_LABEL_VALUE, - MODEL_URI_LABEL, PROJECT_NAME_LABEL, SERVICE_NAME_LABEL, - TTL_LABEL, ) CMS_PROJECT_ENV_VAR = "CMS_PROJECT_NAME" @@ -19,6 +15,7 @@ def get_running_models(cms_project: str) -> list[dict]: """Get a list of running containers corresponding to model servers.""" + config = get_config() client = docker.from_env() if not cms_project: raise ValueError( @@ -29,11 +26,14 @@ def get_running_models(cms_project: str) -> list[dict]: containers = client.containers.list( filters={ "status": "running", - "label": [IS_MODEL_LABEL, f"{PROJECT_NAME_LABEL}={cms_project}"], + "label": [config.labels.cms_model_label, f"{PROJECT_NAME_LABEL}={cms_project}"], } ) return [ - {"name": c.labels.get(SERVICE_NAME_LABEL, c.name), "uri": c.labels.get(MODEL_URI_LABEL)} + { + "name": c.labels.get(SERVICE_NAME_LABEL, c.name), + "uri": c.labels.get(config.labels.cms_model_uri_label), + } for c in containers ] @@ -48,6 +48,7 @@ def run_model_container(model_name: str, model_uri: str, ttl: int, cms_project: expiration time. Apart from that, it's configured in the same way as the services included in the CogStack Model Serve stack. """ + config = get_config() client = docker.from_env() if not cms_project: raise ValueError( @@ -60,10 +61,10 @@ def run_model_container(model_name: str, model_uri: str, ttl: int, cms_project: # set it explicitly here to ensure that model servers deployed through the gateway can be # identified/listed/deleted in the same way as the ones deployed through Docker compose. PROJECT_NAME_LABEL: cms_project, - IS_MODEL_LABEL: model_name, - MODEL_URI_LABEL: model_uri, - TTL_LABEL: str(ttl), - MANAGED_BY_LABEL: MANAGED_BY_LABEL_VALUE, + config.labels.cms_model_label: model_name, + config.labels.cms_model_uri_label: model_uri, + config.labels.ttl_label: str(ttl), + config.labels.managed_by_label: config.labels.managed_by_value, } base_cmd = "python cli/cli.py serve" diff --git a/cogstack_model_gateway/gateway/main.py b/cogstack_model_gateway/gateway/main.py index 82486f3..76c8c37 100644 --- a/cogstack_model_gateway/gateway/main.py +++ b/cogstack_model_gateway/gateway/main.py @@ -35,46 +35,46 @@ async def lifespan(app: FastAPI): config = load_config() dbm = DatabaseManager( - user=config.cmg.db_user, - password=config.cmg.db_password, - host=config.cmg.db_host, - port=config.cmg.db_port, - db_name=config.cmg.db_name, + user=config.db.user, + password=config.db.password, + host=config.db.host, + port=config.db.port, + db_name=config.db.name, ) dbm.init_db() task_osm = ObjectStoreManager( - host=config.cmg.object_store_host, - port=config.cmg.object_store_port, - access_key=config.cmg.object_store_access_key, - secret_key=config.cmg.object_store_secret_key, - default_bucket=config.cmg.object_store_bucket_tasks, + host=config.object_store.host, + port=config.object_store.port, + access_key=config.object_store.access_key, + secret_key=config.object_store.secret_key, + default_bucket=config.object_store.bucket_tasks, ) results_osm = ObjectStoreManager( - host=config.cmg.object_store_host, - port=config.cmg.object_store_port, - access_key=config.cmg.object_store_access_key, - secret_key=config.cmg.object_store_secret_key, - default_bucket=config.cmg.object_store_bucket_results, + host=config.object_store.host, + port=config.object_store.port, + access_key=config.object_store.access_key, + secret_key=config.object_store.secret_key, + default_bucket=config.object_store.bucket_results, ) qm = QueueManager( - user=config.cmg.queue_user, - password=config.cmg.queue_password, - host=config.cmg.queue_host, - port=config.cmg.queue_port, - queue_name=config.cmg.queue_name, + user=config.queue.user, + password=config.queue.password, + host=config.queue.host, + port=config.queue.port, + queue_name=config.queue.name, ) qm.init_queue() tm = TaskManager(db_manager=dbm) - config.set("database_manager", dbm) - config.set("task_object_store_manager", task_osm) - config.set("results_object_store_manager", results_osm) - config.set("queue_manager", qm) - config.set("task_manager", tm) + config.database_manager = dbm + config.task_object_store_manager = task_osm + config.results_object_store_manager = results_osm + config.queue_manager = qm + config.task_manager = tm yield diff --git a/cogstack_model_gateway/ripper/Dockerfile b/cogstack_model_gateway/ripper/Dockerfile index deddfcf..0b81834 100644 --- a/cogstack_model_gateway/ripper/Dockerfile +++ b/cogstack_model_gateway/ripper/Dockerfile @@ -20,12 +20,12 @@ RUN curl -sSL https://install.python-poetry.org | python3 - WORKDIR /app COPY pyproject.toml poetry.lock ./ -RUN poetry install --only ripper --no-root --no-directory +RUN poetry install --only main --no-root --no-directory COPY cogstack_model_gateway/common ./cogstack_model_gateway/common COPY cogstack_model_gateway/ripper ./cogstack_model_gateway/ripper COPY config.json README.md ./ -RUN poetry install --only ripper +RUN poetry install --only main CMD ["poetry", "run", "python3", "cogstack_model_gateway/ripper/main.py"] diff --git a/cogstack_model_gateway/ripper/main.py b/cogstack_model_gateway/ripper/main.py index 1437124..fc43c16 100644 --- a/cogstack_model_gateway/ripper/main.py +++ b/cogstack_model_gateway/ripper/main.py @@ -1,5 +1,4 @@ import logging -import os import sys import time from concurrent.futures import ThreadPoolExecutor, as_completed @@ -10,18 +9,10 @@ from docker.models.containers import Container from prometheus_client import start_http_server -from cogstack_model_gateway.common.containers import ( - IS_MODEL_LABEL, - MANAGED_BY_LABEL, - MANAGED_BY_LABEL_VALUE, - TTL_LABEL, -) +from cogstack_model_gateway.common.config import load_config from cogstack_model_gateway.common.logging import configure_logging from cogstack_model_gateway.ripper.prometheus.metrics import containers_purged_total -PURGE_INTERVAL = int(os.getenv("CMG_RIPPER_INTERVAL") or 60) -METRICS_PORT = int(os.getenv("CMG_RIPPER_METRICS_PORT") or 8002) - log = logging.getLogger("cmg.ripper") @@ -33,7 +24,7 @@ def stop_and_remove_container(container: Container): containers_purged_total.inc() -def purge_expired_containers(): +def purge_expired_containers(config): """Run periodically and purge Docker containers that have exceeded their TTL. List Docker containers and fetch the ones managed by the CogStack Model Gateway that correspond @@ -48,14 +39,19 @@ def purge_expired_containers(): now = datetime.now(UTC) containers = client.containers.list( - filters={"label": [f"{MANAGED_BY_LABEL}={MANAGED_BY_LABEL_VALUE}", IS_MODEL_LABEL]}, + filters={ + "label": [ + f"{config.labels.managed_by_label}={config.labels.managed_by_value}", + config.labels.cms_model_label, + ] + }, ) with ThreadPoolExecutor() as executor: futures = [] for container in containers: container: Container - ttl = int(container.labels.get(TTL_LABEL, -1)) + ttl = int(container.labels.get(config.labels.ttl_label, -1)) if ttl == -1: continue # Skip containers with TTL set to -1 @@ -69,16 +65,18 @@ def purge_expired_containers(): for future in as_completed(futures): future.result() - time.sleep(PURGE_INTERVAL) + time.sleep(config.ripper.interval) def main(): """Run the ripper service.""" configure_logging() + config = load_config() - start_http_server(METRICS_PORT) + start_http_server(config.ripper.metrics_port) - purge_expired_containers() + log.info(f"Starting ripper with interval={config.ripper.interval}s") + purge_expired_containers(config) if __name__ == "__main__": diff --git a/cogstack_model_gateway/scheduler/main.py b/cogstack_model_gateway/scheduler/main.py index dfe8d74..af3b438 100644 --- a/cogstack_model_gateway/scheduler/main.py +++ b/cogstack_model_gateway/scheduler/main.py @@ -20,37 +20,37 @@ def initialize_connections( """Initialize database, object store, queue, and task manager connections for the scheduler.""" log.info("Initializing database and queue connections") dbm = DatabaseManager( - user=config.cmg.db_user, - password=config.cmg.db_password, - host=config.cmg.db_host, - port=config.cmg.db_port, - db_name=config.cmg.db_name, + user=config.db.user, + password=config.db.password, + host=config.db.host, + port=config.db.port, + db_name=config.db.name, ) dbm.init_db() task_osm = ObjectStoreManager( - host=config.cmg.object_store_host, - port=config.cmg.object_store_port, - access_key=config.cmg.object_store_access_key, - secret_key=config.cmg.object_store_secret_key, - default_bucket=config.cmg.object_store_bucket_tasks, + host=config.object_store.host, + port=config.object_store.port, + access_key=config.object_store.access_key, + secret_key=config.object_store.secret_key, + default_bucket=config.object_store.bucket_tasks, ) results_osm = ObjectStoreManager( - host=config.cmg.object_store_host, - port=config.cmg.object_store_port, - access_key=config.cmg.object_store_access_key, - secret_key=config.cmg.object_store_secret_key, - default_bucket=config.cmg.object_store_bucket_results, + host=config.object_store.host, + port=config.object_store.port, + access_key=config.object_store.access_key, + secret_key=config.object_store.secret_key, + default_bucket=config.object_store.bucket_results, ) qm = QueueManager( - user=config.cmg.queue_user, - password=config.cmg.queue_password, - host=config.cmg.queue_host, - port=config.cmg.queue_port, - queue_name=config.cmg.queue_name, - max_concurrent_tasks=int(config.cmg.scheduler_max_concurrent_tasks), + user=config.queue.user, + password=config.queue.password, + host=config.queue.host, + port=config.queue.port, + queue_name=config.queue.name, + max_concurrent_tasks=config.scheduler.max_concurrent_tasks, ) qm.init_queue() @@ -69,7 +69,7 @@ def main(): config = load_config() connections = initialize_connections(config) - start_http_server(int(config.cmg.scheduler_metrics_port)) + start_http_server(config.scheduler.metrics_port) scheduler = Scheduler( task_object_store_manager=connections[1], diff --git a/config.example.json b/config.example.json new file mode 100644 index 0000000..0bdfc29 --- /dev/null +++ b/config.example.json @@ -0,0 +1,80 @@ +{ + "models": { + "deployment": { + "auto": { + "config": { + "health_check_timeout": 300, + "default_idle_ttl": 3600, + "max_concurrent_deployments": 3, + "deployment_retry_attempts": 2 + }, + "on_demand": [ + { + "service_name": "medcat-snomed-large", + "model_uri": "models:/medcat-snomed-large/Production", + "idle_ttl": 7200, + "description": "Large SNOMED CT model for clinical NLP with full vocab", + "deploy": { + "resources": { + "limits": { + "memory": "4g", + "cpus": "2.0" + }, + "reservations": { + "memory": "3g", + "cpus": "1.0" + } + } + } + }, + { + "service_name": "medcat-umls-small", + "model_uri": "s3://models/medcat/umls_small_v2.0.zip", + "description": "Lightweight UMLS model for basic medical NER", + "deploy": { + "resources": { + "limits": { + "memory": "2g", + "cpus": "1.0" + } + } + } + }, + { + "service_name": "medcat-icd10", + "model_uri": "runs:/abc123def456/model", + "idle_ttl": 1800, + "description": "ICD-10 coding model", + "deploy": { + "resources": { + "limits": { + "memory": "3g", + "cpus": "1.5" + }, + "reservations": { + "memory": "2g", + "cpus": "0.5" + } + } + } + } + ] + }, + "manual": { + "default_ttl": 86400, + "allow_ttl_override": true, + "max_ttl": 604800, + "require_model_uri_validation": false + }, + "static": {} + } + }, + "labels": { + "cms_model_label": "org.cogstack.model-serve", + "cms_model_uri_label": "org.cogstack.model-serve.uri", + "deployment_type_label": "org.cogstack.model-gateway.deployment-type", + "managed_by_label": "org.cogstack.model-gateway.managed-by", + "managed_by_value": "cmg", + "ttl_label": "org.cogstack.model-gateway.ttl" + } +} diff --git a/config.json b/config.json index ed6dfa5..93e2ddb 100644 --- a/config.json +++ b/config.json @@ -1,7 +1,29 @@ { - "priority": { - "high": 1, - "medium": 2, - "low": 3 + "models": { + "deployment": { + "auto": { + "config": { + "health_check_timeout": 300, + "default_idle_ttl": 3600, + "max_concurrent_deployments": 3, + "deployment_retry_attempts": 2 + }, + "on_demand": [] + }, + "manual": { + "default_ttl": 86400, + "allow_ttl_override": true, + "max_ttl": 604800, + "require_model_uri_validation": false + } + } + }, + "labels": { + "cms_model_label": "org.cogstack.model-serve", + "cms_model_uri_label": "org.cogstack.model-serve.uri", + "deployment_type_label": "org.cogstack.model-gateway.deployment-type", + "managed_by_label": "org.cogstack.model-gateway.managed-by", + "managed_by_value": "cmg", + "ttl_label": "org.cogstack.model-gateway.ttl" } } diff --git a/poetry.lock b/poetry.lock index d0aa0de..bd43663 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,15 +1,15 @@ -# This file is automatically @generated by Poetry 2.1.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand. [[package]] name = "alembic" -version = "1.16.2" +version = "1.17.1" description = "A database migration tool for SQLAlchemy." optional = false -python-versions = ">=3.9" +python-versions = ">=3.10" groups = ["main", "migrations"] files = [ - {file = "alembic-1.16.2-py3-none-any.whl", hash = "sha256:5f42e9bd0afdbd1d5e3ad856c01754530367debdebf21ed6894e34af52b3bb03"}, - {file = "alembic-1.16.2.tar.gz", hash = "sha256:e53c38ff88dadb92eb22f8b150708367db731d58ad7e9d417c9168ab516cbed8"}, + {file = "alembic-1.17.1-py3-none-any.whl", hash = "sha256:cbc2386e60f89608bb63f30d2d6cc66c7aaed1fe105bd862828600e5ad167023"}, + {file = "alembic-1.17.1.tar.gz", hash = "sha256:8a289f6778262df31571d29cca4c7fbacd2f0f582ea0816f4c399b6da7528486"}, ] [package.dependencies] @@ -34,14 +34,14 @@ files = [ [[package]] name = "anyio" -version = "4.9.0" -description = "High level compatibility layer for multiple asynchronous event loop implementations" +version = "4.11.0" +description = "High-level concurrency and 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Config({}) - assert Config({"key": "value"}) +def test_config_is_pydantic_model(): + """Test that Config is a Pydantic model.""" + config = Config.model_validate({}) + assert isinstance(config, BaseModel) + assert hasattr(config, "model_dump") + assert hasattr(config, "model_validate") -def test_config_contains(): - config = Config({"key": "value"}) - assert "key" in config - assert "missing_key" not in config +def test_config_has_expected_fields(): + """Test that Config has the expected top-level fields.""" + config = Config.model_validate({}) -def test_config_len(): - assert len(Config({})) == 0 - assert len(Config({"key": "value"})) == 1 - assert len(Config({"key": "value", "nested": {"inner_key": "inner_value"}})) == 2 + assert hasattr(config, "cms") + assert hasattr(config, "db") + assert hasattr(config, "object_store") + assert hasattr(config, "queue") + assert hasattr(config, "scheduler") + assert hasattr(config, "ripper") + assert hasattr(config, "models") -def test_config_iter(): - config = Config({"key": "value", "nested": {"inner_key": "inner_value"}}) - assert set(iter(config)) == {"key", "nested"} - assert set(iter(config.nested)) == {"inner_key"} +def test_config_validation(): + """Test that Config validates input properly.""" + config = Config.model_validate({}) + assert config is not None + config = Config.model_validate( + { + "cms": {"host_url": "http://localhost:8000"}, + "db": {"user": "test_user"}, + } + ) + assert config.cms.host_url == "http://localhost:8000" + assert config.db.user == "test_user" -def test_config_eq(): - assert Config({"key": "value"}) == Config({"key": "value"}) - assert Config({"key": "value"}) != Config({"key": "other_value"}) - assert Config({"key": "value"}) != "not a Config" +def test_config_to_dict(): + """Test converting Config to dictionary.""" + config = Config.model_validate( + { + "cms": {"host_url": "http://localhost:8000"}, + "db": {"user": "test_user"}, + } + ) -def test_config_repr(): - config = Config({"key": "value"}) - assert repr(config) == "Config({'key': 'value'})" + config_dict = config.model_dump() + assert isinstance(config_dict, dict) + assert "cms" in config_dict + assert "db" in config_dict + assert config_dict["cms"]["host_url"] == "http://localhost:8000" + assert config_dict["db"]["user"] == "test_user" - config.set("nested", {"inner_key": "inner_value"}) - assert ( - repr(config) == "Config({'key': 'value', 'nested': Config({'inner_key': 'inner_value'})})" - ) +@patch("cogstack_model_gateway.common.config._config_instance", new=None) +def test_get_config_before_load(): + """Test that get_config raises error if config not loaded.""" + try: + get_config() + assert False, "Should have raised RuntimeError" + except RuntimeError as e: + assert "not initialized" in str(e).lower() -def test_config_to_dict(): - d = {"key": "value", "nested": {"inner_key": "inner_value"}} - assert Config(d).to_dict() == d +def test_get_config_after_load(): + """Test that get_config returns the cached config instance.""" + mock_config = Config.model_validate({}) -def test_config_set(): - config = Config({}) - config.set("key", "value") - assert config.key == "value" + with patch("cogstack_model_gateway.common.config._config_instance", new=mock_config): + config = get_config() + assert isinstance(config, Config) + assert config is mock_config - config.set("nested", {"inner_key": "inner_value"}) - assert isinstance(config.nested, Config) - assert config.nested.inner_key == "inner_value" +@patch("cogstack_model_gateway.common.config._config_instance", new=None) +@patch("cogstack_model_gateway.common.config.load_dotenv") +@patch("os.getenv", side_effect=lambda k, d=None: TEST_ENV_VARS.get(k, d)) +@patch( + "builtins.open", + new_callable=mock_open, + read_data='{"models": {"deployment": {"auto": {"enabled": true}}}}', +) +def test_load_config(mock_file, mock_getenv, mock_load_dotenv): + """Test loading config from JSON file and environment variables.""" + config = load_config() -@patch("cogstack_model_gateway.common.config._config_instance", new=Config({"key": "value"})) -def test_get_config(): - config = get_config() assert isinstance(config, Config) - assert config.key == "value" + assert config.cms.host_url == "http://localhost:8000" + assert config.cms.project_name == "test-project" + + assert config.db.user == "test_user" + assert config.db.password == "test_password" + assert config.db.host == "localhost" + assert config.db.port == 5432 + + assert config.models is not None -@patch("builtins.open", new_callable=mock_open, read_data='{"key": "value"}') -@patch("os.getenv", side_effect=lambda k, d=None: TEST_ENV_VARS.get(k, d)) -@patch("cogstack_model_gateway.common.config.load_dotenv") @patch("cogstack_model_gateway.common.config._config_instance", new=None) -def test_load_config(mock_load_dotenv, mock_getenv, mock_open): +@patch("cogstack_model_gateway.common.config.load_dotenv") +@patch("os.getenv", side_effect=lambda k, d=None: None) +@patch("builtins.open", new_callable=mock_open, read_data='{"models": {}, "labels": {}}') +def test_load_config_no_env_vars(mock_file, mock_getenv, mock_load_dotenv): + """Test loading config with no environment variables set.""" config = load_config() + assert isinstance(config, Config) - assert config.key == "value" - assert "cmg" in config - assert len(config.cmg) == len(ACCEPTED_ENVIRONMENT_VARIABLES["cmg"]) - assert "db_user" in config.cmg - assert config.cmg.db_user == "test_user" + # Check that config uses defaults when env vars not set + assert config.cms is not None + assert config.db is not None + assert config.models is not None + + +@patch("cogstack_model_gateway.common.config._config_instance", new=None) +@patch("cogstack_model_gateway.common.config.load_dotenv") +@patch("os.getenv", side_effect=lambda k, d=None: TEST_ENV_VARS.get(k, d)) +@patch("builtins.open", side_effect=FileNotFoundError) +def test_load_config_missing_file(mock_file, mock_getenv, mock_load_dotenv): + """Test loading config when JSON file is missing (uses defaults).""" + config = load_config() + + assert isinstance(config, Config) - assert "cms" in config - assert len(config.cms) == len(ACCEPTED_ENVIRONMENT_VARIABLES["cms"]) - assert "host_url" in config.cms + # Should still have env var config assert config.cms.host_url == "http://localhost:8000" + assert config.db.user == "test_user" + assert config.models is not None -@patch("builtins.open", new_callable=mock_open, read_data='{"key": "value"}') -@patch("os.getenv", side_effect=lambda k, d=None: None) + +@patch("cogstack_model_gateway.common.config._config_instance", new=None) @patch("cogstack_model_gateway.common.config.load_dotenv") +@patch("os.getenv", return_value=None) +@patch("builtins.open", new_callable=mock_open, read_data='{"models": {}, "labels": {}}') +def test_load_config_caching(mock_file, mock_getenv, mock_load_dotenv): + """Test that load_config caches the result.""" + config1 = load_config() + config2 = load_config() + + # Should return the same instance + assert config1 is config2 + + +def test_config_runtime_managers(): + """Test that runtime managers can be assigned and accessed.""" + config = Config.model_validate({}) + + # Initially None + assert config.database_manager is None + assert config.task_manager is None + assert config.task_object_store_manager is None + assert config.results_object_store_manager is None + assert config.queue_manager is None + + # Can be assigned + class MockManager: + def __init__(self, name): + self.name = name + + config.database_manager = MockManager("DB") + config.task_manager = MockManager("Task") + + assert config.database_manager.name == "DB" + assert config.task_manager.name == "Task" + + +def test_config_models_deployment(): + """Test models deployment configuration structure.""" + config = Config.model_validate({}) + + assert hasattr(config.models.deployment, "auto") + assert hasattr(config.models.deployment.auto, "config") + assert hasattr(config.models.deployment.auto, "on_demand") + auto_config = config.models.deployment.auto.config + assert auto_config.health_check_timeout == 300 + assert auto_config.default_idle_ttl == 3600 + assert auto_config.deployment_retry_attempts == 2 + + assert hasattr(config.models.deployment, "manual") + assert config.models.deployment.manual.default_ttl == 86400 + assert config.models.deployment.manual.allow_ttl_override is True + + assert hasattr(config.models.deployment, "static") + + +def test_config_labels(): + """Test Docker labels configuration.""" + config = Config.model_validate({}) + + assert config.labels.cms_model_label == "org.cogstack.model-serve" + assert config.labels.cms_model_uri_label == "org.cogstack.model-serve.uri" + assert config.labels.deployment_type_label == "org.cogstack.model-gateway.deployment-type" + assert config.labels.managed_by_label == "org.cogstack.model-gateway.managed-by" + assert config.labels.managed_by_value == "cmg" + assert config.labels.ttl_label == "org.cogstack.model-gateway.ttl" + + +def test_config_helper_get_auto_deployment_config(): + """Test get_auto_deployment_config helper method.""" + config = Config.model_validate( + { + "models": { + "deployment": { + "auto": { + "config": { + "health_check_timeout": 500, + "default_idle_ttl": 7200, + } + } + } + } + } + ) + + auto_config = config.get_auto_deployment_config() + assert auto_config.health_check_timeout == 500 + assert auto_config.default_idle_ttl == 7200 + + +@pytest.mark.parametrize( + "config, expected", + [ + (Config.model_validate({}), []), + ( + Config.model_validate( + { + "models": { + "deployment": { + "auto": { + "on_demand": [ + { + "service_name": "medcat-snomed", + "model_uri": "cogstacksystems/medcat-snomed:latest", + "description": "MedCAT SNOMED model", + }, + { + "service_name": "custom-ner", + "model_uri": "custom/ner:v1", + "description": "Custom NER model", + }, + ] + } + } + } + } + ), + [ + OnDemandModel( + service_name="medcat-snomed", + model_uri="cogstacksystems/medcat-snomed:latest", + description="MedCAT SNOMED model", + ), + OnDemandModel( + service_name="custom-ner", + model_uri="custom/ner:v1", + description="Custom NER model", + ), + ], + ), + ], +) +def test_config_helper_list_on_demand_models(config, expected): + """Test list_on_demand_models helper method.""" + result = config.list_on_demand_models() + assert isinstance(result, list) + assert result == expected + + +def test_config_helper_get_on_demand_model(): + """Test get_on_demand_model helper method.""" + config = Config.model_validate( + { + "models": { + "deployment": { + "auto": { + "on_demand": [ + { + "service_name": "medcat-snomed", + "model_uri": "cogstacksystems/medcat-snomed:latest", + "description": "MedCAT SNOMED model", + } + ] + } + } + } + } + ) + + model = config.get_on_demand_model("medcat-snomed") + assert model is not None + assert model.service_name == "medcat-snomed" + assert model.model_uri == "cogstacksystems/medcat-snomed:latest" + + model = config.get_on_demand_model("nonexistent") + assert model is None + + @patch("cogstack_model_gateway.common.config._config_instance", new=None) -def test_load_config_no_env_vars(mock_load_dotenv, mock_getenv, mock_open): +@patch("cogstack_model_gateway.common.config.load_dotenv") +@patch("os.getenv", side_effect=lambda k, d=None: TEST_ENV_VARS.get(k, d)) +@patch("builtins.open", new_callable=mock_open, read_data='{"models": {}, "labels": {}}') +def test_config_comprehensive_structure(mock_file, mock_getenv, mock_load_dotenv): + """Test comprehensive config structure access (similar to manual test scripts).""" config = load_config() - assert isinstance(config, Config) - assert config.key == "value" - assert "cmg" in config and "cms" in config - assert len(config.cmg) == len(ACCEPTED_ENVIRONMENT_VARIABLES["cmg"]) - assert len(config.cms) == len(ACCEPTED_ENVIRONMENT_VARIABLES["cms"]) - config.set("nested", {"inner_key": "inner_value"}) - assert isinstance(config.nested, Config) - assert config.nested.inner_key == "inner_value" + + # Test all major sections exist + assert config.cms is not None + assert config.db is not None + assert config.object_store is not None + assert config.queue is not None + assert config.scheduler is not None + assert config.ripper is not None + assert config.models is not None + assert config.labels is not None + + # Test CMS config (from env vars) + assert config.cms.host_url == "http://localhost:8000" + assert config.cms.project_name == "test-project" + + # Test database config (from env vars) + assert config.db.host == "localhost" + assert config.db.port == 5432 + assert config.db.user == "test_user" + assert config.db.password == "test_password" + + # Test object store config (defaults) + assert config.object_store.host == "minio" + assert config.object_store.bucket_tasks == "cmg-tasks" + + # Test queue config (defaults) + assert config.queue.host == "rabbitmq" + assert config.queue.name == "cmg_tasks" + + # Test models config structure + assert config.models.deployment.auto is not None + assert config.models.deployment.manual is not None + assert config.models.deployment.static is not None + + # Test labels + assert "cogstack" in config.labels.cms_model_label.lower() + assert config.labels.managed_by_value == "cmg" diff --git a/tests/unit/ripper/test_main.py b/tests/unit/ripper/test_main.py index edb2ded..deb4bed 100644 --- a/tests/unit/ripper/test_main.py +++ b/tests/unit/ripper/test_main.py @@ -3,12 +3,6 @@ import pytest -from cogstack_model_gateway.common.containers import ( - IS_MODEL_LABEL, - MANAGED_BY_LABEL, - MANAGED_BY_LABEL_VALUE, - TTL_LABEL, -) from cogstack_model_gateway.ripper.main import purge_expired_containers, stop_and_remove_container @@ -24,11 +18,18 @@ def test_stop_and_remove_container(): @patch("cogstack_model_gateway.ripper.main.docker.from_env") @patch("cogstack_model_gateway.ripper.main.time.sleep", side_effect=KeyboardInterrupt) def test_purge_expired_containers(mock_sleep, mock_docker): + mock_config = MagicMock() + mock_config.labels.managed_by_label = "org.cogstack.model-gateway.managed-by" + mock_config.labels.managed_by_value = "cmg" + mock_config.labels.cms_model_label = "org.cogstack.model-serve" + mock_config.labels.ttl_label = "org.cogstack.model-gateway.ttl" + mock_config.ripper.interval = 60 + mock_container = MagicMock() mock_container.labels = { - MANAGED_BY_LABEL: MANAGED_BY_LABEL_VALUE, - IS_MODEL_LABEL: "test_model", - TTL_LABEL: "10", + "org.cogstack.model-gateway.managed-by": "cmg", + "org.cogstack.model-serve": "test_model", + "org.cogstack.model-gateway.ttl": "10", } mock_container.attrs = {"Created": f"{(datetime.now(UTC) - timedelta(seconds=20)).isoformat()}"} @@ -38,10 +39,15 @@ def test_purge_expired_containers(mock_sleep, mock_docker): mock_docker.return_value = mock_client with pytest.raises(KeyboardInterrupt): - purge_expired_containers() + purge_expired_containers(mock_config) mock_client.containers.list.assert_called_once_with( - filters={"label": [f"{MANAGED_BY_LABEL}={MANAGED_BY_LABEL_VALUE}", IS_MODEL_LABEL]}, + filters={ + "label": [ + f"{mock_config.labels.managed_by_label}={mock_config.labels.managed_by_value}", + mock_config.labels.cms_model_label, + ] + }, ) mock_container.stop.assert_called_once() mock_container.remove.assert_called_once() From f110b47d54f6b1cb7474c7a34cd5562bf88e7291 Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Wed, 12 Nov 2025 14:53:41 +0000 Subject: [PATCH 03/30] db: Introduce model records Introduce model records to keep track of deployed models, their deployment type, and idle TTLs. Signed-off-by: Phoevos Kalemkeris --- cogstack_model_gateway/common/models.py | 143 +++++++++++++ cogstack_model_gateway/migrations/env.py | 1 + .../versions/3e28878594f2_add_model_table.py | 49 +++++ tests/conftest.py | 15 ++ tests/unit/common/test_models.py | 196 ++++++++++++++++++ tests/unit/common/test_tasks.py | 18 +- 6 files changed, 406 insertions(+), 16 deletions(-) create mode 100644 cogstack_model_gateway/common/models.py create mode 100644 cogstack_model_gateway/migrations/versions/3e28878594f2_add_model_table.py create mode 100644 tests/unit/common/test_models.py diff --git a/cogstack_model_gateway/common/models.py b/cogstack_model_gateway/common/models.py new file mode 100644 index 0000000..98dc211 --- /dev/null +++ b/cogstack_model_gateway/common/models.py @@ -0,0 +1,143 @@ +import logging +from datetime import UTC, datetime +from enum import Enum +from functools import wraps + +from dateutil import parser +from sqlalchemy import Index +from sqlmodel import Field, Session, SQLModel + +from cogstack_model_gateway.common.db import DatabaseManager + +log = logging.getLogger("cmg.common") + + +class ModelDeploymentType(Enum): + AUTO = "auto" + MANUAL = "manual" + STATIC = "static" + + +class Model(SQLModel, table=True): + """Deployed model server record for lifecycle and usage management.""" + + model_name: str = Field(primary_key=True, description="Unique model service name") + deployment_type: ModelDeploymentType = Field( + description="Type of deployment: 'auto', 'manual', or 'static'" + ) + deployed_at: str = Field( + default_factory=lambda: datetime.now(UTC).isoformat(), + description="When the model was deployed (UTC, ISO format)", + ) + last_used_at: str = Field( + default_factory=lambda: datetime.now(UTC).isoformat(), + description="Last time a request for this model was received (UTC, ISO format)", + ) + idle_ttl: int | None = Field( + default=None, + description="Idle TTL in seconds", + ) + + __table_args__ = ( + Index("ix_model_usage_last_used_at", "last_used_at"), + Index("ix_model_usage_deployment_type", "deployment_type"), + ) + + +class ModelManager: + def __init__(self, db_manager: DatabaseManager): + self.db_manager = db_manager + + @staticmethod + def with_db_session(func): + """Decorator to provide a database session to a method.""" + + @wraps(func) + def wrapper(self: "ModelManager", *args, **kwargs): + with self.db_manager.get_session() as session: + return func(self, session, *args, **kwargs) + + return wrapper + + @with_db_session + def create_model( + self, + session: Session, + model_name: str, + deployment_type: ModelDeploymentType, + idle_ttl: int | None = None, + ) -> Model: + """Create a new model record. + + Args: + session: Database session + model_name: Unique model/container name + deployment_type: Either 'auto', 'manual', or 'static' + idle_ttl: Idle TTL in seconds + + Returns: + Created Model instance + """ + model = Model(model_name=model_name, deployment_type=deployment_type, idle_ttl=idle_ttl) + session.add(model) + session.commit() + session.refresh(model) + log.debug( + "Created model record: %s (type=%s, idle_ttl=%s)", + model_name, + deployment_type.value, + idle_ttl, + ) + return model + + @with_db_session + def record_model_usage(self, session: Session, model_name: str) -> Model | None: + """Update model's last used timestamp to now returning None if the model is not found.""" + model = session.get(Model, model_name) + if not model: + log.warning("Model record not found: %s", model_name) + return None + + model.last_used_at = datetime.now(UTC).isoformat() + log.debug("Updated last_used_at for model: %s", model_name) + + session.add(model) + session.commit() + session.refresh(model) + return model + + @with_db_session + def delete_model(self, session: Session, model_name: str) -> bool: + """Delete model record, returning True if deleted and False if not found.""" + model = session.get(Model, model_name) + if not model: + log.warning("Model record not found for deletion: %s", model_name) + return False + + session.delete(model) + session.commit() + log.debug("Deleted model record: %s", model_name) + return True + + @with_db_session + def is_model_idle(self, session: Session, model_name: str) -> bool: + """Check if a model has exceeded its idle TTL.""" + model = session.get(Model, model_name) + if not model: + log.warning("Model record not found: %s", model_name) + return False + + if model.idle_ttl is None: + return False + + idle_seconds = (datetime.now(UTC) - parser.isoparse(model.last_used_at)).total_seconds() + is_idle = idle_seconds >= model.idle_ttl + + log.debug( + "Model %s idle check: %s (idle_time=%.0fs, ttl=%ss)", + model_name, + is_idle, + idle_seconds, + model.idle_ttl, + ) + return is_idle diff --git a/cogstack_model_gateway/migrations/env.py b/cogstack_model_gateway/migrations/env.py index 81be386..872def1 100644 --- a/cogstack_model_gateway/migrations/env.py +++ b/cogstack_model_gateway/migrations/env.py @@ -22,6 +22,7 @@ # for 'autogenerate' support # from myapp import mymodel # target_metadata = mymodel.Base.metadata +from cogstack_model_gateway.common.models import Model # noqa: E402, F401 from cogstack_model_gateway.common.tasks import SQLModel, Task # noqa: E402, F401 target_metadata = SQLModel.metadata diff --git a/cogstack_model_gateway/migrations/versions/3e28878594f2_add_model_table.py b/cogstack_model_gateway/migrations/versions/3e28878594f2_add_model_table.py new file mode 100644 index 0000000..b183945 --- /dev/null +++ b/cogstack_model_gateway/migrations/versions/3e28878594f2_add_model_table.py @@ -0,0 +1,49 @@ +"""add_model_table + +Revision ID: 3e28878594f2 +Revises: 1859866dbf86 +Create Date: 2025-11-12 14:51:40.100475 + +""" + +from collections.abc import Sequence + +import sqlalchemy as sa +import sqlmodel +from alembic import op + +# revision identifiers, used by Alembic. +revision: str = "3e28878594f2" +down_revision: str | Sequence[str] | None = "1859866dbf86" +branch_labels: str | Sequence[str] | None = None +depends_on: str | Sequence[str] | None = None + + +def upgrade() -> None: + """Upgrade schema.""" + # ### commands auto generated by Alembic - please adjust! ### + op.create_table( + "model", + sa.Column("model_name", sqlmodel.sql.sqltypes.AutoString(), nullable=False), + sa.Column( + "deployment_type", + sa.Enum("AUTO", "MANUAL", "STATIC", name="modeldeploymenttype"), + nullable=False, + ), + sa.Column("deployed_at", sqlmodel.sql.sqltypes.AutoString(), nullable=False), + sa.Column("last_used_at", sqlmodel.sql.sqltypes.AutoString(), nullable=False), + sa.Column("idle_ttl", sa.Integer(), nullable=True), + sa.PrimaryKeyConstraint("model_name"), + ) + op.create_index("ix_model_usage_deployment_type", "model", ["deployment_type"], unique=False) + op.create_index("ix_model_usage_last_used_at", "model", ["last_used_at"], unique=False) + # ### end Alembic commands ### + + +def downgrade() -> None: + """Downgrade schema.""" + # ### commands auto generated by Alembic - please adjust! ### + op.drop_index("ix_model_usage_last_used_at", table_name="model") + op.drop_index("ix_model_usage_deployment_type", table_name="model") + op.drop_table("model") + # ### end Alembic commands ### diff --git a/tests/conftest.py b/tests/conftest.py index 6f6ac8b..049fff0 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -1,6 +1,8 @@ import logging +from collections.abc import Generator import pytest +from sqlmodel import Session, SQLModel, create_engine def pytest_addoption(parser: pytest.Parser) -> None: @@ -48,3 +50,16 @@ def setup_logging() -> None: parent_logger.addHandler(handler) logging.getLogger("cmg.tests").setLevel(logging.INFO) + + +@pytest.fixture(scope="function") +def db_manager() -> Generator[Session, None, None]: + """Create an in-memory SQLite database for testing.""" + test_engine = create_engine("sqlite:///:memory:") + SQLModel.metadata.create_all(test_engine) + + class TestDatabaseManager: + def get_session(self) -> Session: + return Session(test_engine) + + return TestDatabaseManager() diff --git a/tests/unit/common/test_models.py b/tests/unit/common/test_models.py new file mode 100644 index 0000000..1341b6e --- /dev/null +++ b/tests/unit/common/test_models.py @@ -0,0 +1,196 @@ +import time +from datetime import UTC, datetime +from unittest.mock import MagicMock, patch + +import pytest +from dateutil import parser +from sqlmodel import Session + +from cogstack_model_gateway.common.models import Model, ModelDeploymentType, ModelManager + + +@pytest.fixture +def model_manager(db_manager: Session) -> ModelManager: + """Create a ModelManager instance for testing.""" + return ModelManager(db_manager) + + +def test_create_model(model_manager: ModelManager) -> None: + """Test creating a model with different deployment types.""" + model = model_manager.create_model( + model_name="medcat-snomed", deployment_type=ModelDeploymentType.AUTO, idle_ttl=300 + ) + assert isinstance(model, Model) + assert model.model_name == "medcat-snomed" + assert model.deployment_type == ModelDeploymentType.AUTO + assert model.idle_ttl == 300 + assert model.deployed_at is not None + assert isinstance(model.deployed_at, str) + parser.isoparse(model.deployed_at) + assert model.last_used_at is not None + assert isinstance(model.last_used_at, str) + parser.isoparse(model.last_used_at) + + # Test creating a manual deployment model without idle_ttl + model = model_manager.create_model( + model_name="custom-ner", deployment_type=ModelDeploymentType.MANUAL + ) + assert model.model_name == "custom-ner" + assert model.deployment_type == ModelDeploymentType.MANUAL + assert model.idle_ttl is None + + # Test creating a static deployment model + model = model_manager.create_model( + model_name="static-classifier", deployment_type=ModelDeploymentType.STATIC + ) + assert model.model_name == "static-classifier" + assert model.deployment_type == ModelDeploymentType.STATIC + assert model.idle_ttl is None + + +def test_record_model_usage(model_manager: ModelManager) -> None: + """Test recording usage updates last_used_at timestamp.""" + model = model_manager.create_model( + model_name="api-model", deployment_type=ModelDeploymentType.AUTO, idle_ttl=300 + ) + original_last_used = parser.isoparse(model.last_used_at) + + time.sleep(0.01) + + updated_model = model_manager.record_model_usage(model.model_name) + assert updated_model is not None + updated_last_used = parser.isoparse(updated_model.last_used_at) + assert updated_last_used > original_last_used + + # Test recording usage for a non-existent model + updated_model = model_manager.record_model_usage("nonexistent-model") + assert updated_model is None + + +def test_delete_model(model_manager: ModelManager) -> None: + """Test deleting a model.""" + model_manager.create_model( + model_name="delete-me", deployment_type=ModelDeploymentType.AUTO, idle_ttl=300 + ) + result = model_manager.delete_model("delete-me") + assert result is True + + # Test deleting a non-existent model + result = model_manager.delete_model("nonexistent-model") + assert result is False + + +def test_is_model_idle(model_manager: ModelManager) -> None: + """Test is_model_idle.""" + old_time = datetime.fromtimestamp(datetime.now(UTC).timestamp() - 1000, UTC) + # Manually create model with old last_used_at (1000 seconds > 300 second TTL) + with model_manager.db_manager.get_session() as session: + model = Model( + model_name="idle-model", + deployment_type=ModelDeploymentType.AUTO, + idle_ttl=300, + last_used_at=old_time.isoformat(), + ) + session.add(model) + session.commit() + + assert model_manager.is_model_idle("idle-model") is True + + # Test is_model_idle returns False for recently used model + model = model_manager.create_model( + model_name="active-model", + deployment_type=ModelDeploymentType.AUTO, + idle_ttl=300, + ) + assert model_manager.is_model_idle("active-model") is False + + # Test is_model_idle returns False for model without TTL + with model_manager.db_manager.get_session() as session: + old_time = datetime.fromtimestamp(datetime.now(UTC).timestamp() - 1000, UTC) + model = Model( + model_name="no-ttl-model", + deployment_type=ModelDeploymentType.MANUAL, + idle_ttl=None, + last_used_at=old_time.isoformat(), + ) + session.add(model) + session.commit() + + assert model_manager.is_model_idle("no-ttl-model") is False + + # Test is_model_idle returns False for non-existent model + assert model_manager.is_model_idle("nonexistent-model") is False + + +@patch("cogstack_model_gateway.common.models.log.debug") +def test_logging_create(mock_log_debug: MagicMock, model_manager: ModelManager) -> None: + """Test logged outputs for create operation.""" + model_manager.create_model( + model_name="log-test", deployment_type=ModelDeploymentType.AUTO, idle_ttl=300 + ) + mock_log_debug.assert_called_with( + "Created model record: %s (type=%s, idle_ttl=%s)", + "log-test", + "auto", + 300, + ) + + +@patch("cogstack_model_gateway.common.models.log.debug") +def test_logging_record_model_usage(mock_log_debug: MagicMock, model_manager: ModelManager) -> None: + """Test debug logging for record_model_usage operation.""" + model_manager.create_model( + model_name="debug-test", deployment_type=ModelDeploymentType.AUTO, idle_ttl=300 + ) + mock_log_debug.reset_mock() + + model_manager.record_model_usage("debug-test") + mock_log_debug.assert_called_with("Updated last_used_at for model: %s", "debug-test") + + +@patch("cogstack_model_gateway.common.models.log.debug") +def test_logging_delete(mock_log_debug: MagicMock, model_manager: ModelManager) -> None: + """Test logged outputs for delete operation.""" + model_manager.create_model( + model_name="delete-log-test", deployment_type=ModelDeploymentType.AUTO, idle_ttl=300 + ) + mock_log_debug.reset_mock() + + model_manager.delete_model("delete-log-test") + mock_log_debug.assert_called_with("Deleted model record: %s", "delete-log-test") + + +@patch("cogstack_model_gateway.common.models.log.debug") +def test_is_model_idle_logging(mock_log_debug: MagicMock, model_manager: ModelManager) -> None: + """Test debug logging for is_model_idle operation.""" + old_time = datetime.fromtimestamp(datetime.now(UTC).timestamp() - 1000, UTC) + with model_manager.db_manager.get_session() as session: + model = Model( + model_name="idle-model-log", + deployment_type=ModelDeploymentType.AUTO, + idle_ttl=300, + last_used_at=old_time.isoformat(), + ) + session.add(model) + session.commit() + + model_manager.is_model_idle("idle-model-log") + + mock_log_debug.assert_called_once() + call_args = mock_log_debug.call_args[0] + assert call_args[0] == "Model %s idle check: %s (idle_time=%.0fs, ttl=%ss)" + assert call_args[1] == "idle-model-log" + assert call_args[2] is True + assert call_args[3] >= 1000, f"Expected idle_time >= 1000s, got {call_args[3]}" + assert call_args[4] == 300 + + +@patch("cogstack_model_gateway.common.models.log.warning") +def test_logging_warning(mock_log_warning: MagicMock, model_manager: ModelManager) -> None: + """Test logged warnings for non-existent operations.""" + model_manager.record_model_usage("nonexistent") + mock_log_warning.assert_called_with("Model record not found: %s", "nonexistent") + + mock_log_warning.reset_mock() + model_manager.delete_model("nonexistent") + mock_log_warning.assert_called_with("Model record not found for deletion: %s", "nonexistent") diff --git a/tests/unit/common/test_tasks.py b/tests/unit/common/test_tasks.py index 579a148..d2fbb71 100644 --- a/tests/unit/common/test_tasks.py +++ b/tests/unit/common/test_tasks.py @@ -1,26 +1,12 @@ -from collections.abc import Generator from datetime import UTC, datetime from unittest.mock import MagicMock, patch import pytest -from sqlmodel import Session, SQLModel, create_engine +from sqlmodel import Session from cogstack_model_gateway.common.tasks import Status, Task, TaskManager, UnexpectedStatusError -@pytest.fixture -def db_manager() -> Generator[Session, None, None]: - """Create an in-memory SQLite database for testing.""" - test_engine = create_engine("sqlite:///:memory:") - SQLModel.metadata.create_all(test_engine) - - class TestDatabaseManager: - def get_session(self) -> Session: - return Session(test_engine) - - return TestDatabaseManager() - - @pytest.fixture def task_manager(db_manager: Session) -> TaskManager: """Create a TaskManager instance for testing.""" @@ -126,7 +112,7 @@ def test_update_nonexistent_task(task_manager: TaskManager) -> None: assert task_manager.get_task(non_existent_uuid) is None -@patch("logging.Logger.info") +@patch("cogstack_model_gateway.common.tasks.log.info") def test_logging(mock_log_info: MagicMock, task_manager: TaskManager) -> None: """Test logged outputs.""" task = task_manager.create_task() From 69d3e2ab37369ba70ca8f99cdd64ac7a235a5648 Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Thu, 13 Nov 2025 15:58:26 +0000 Subject: [PATCH 04/30] gw: Add usage tracking for manual model deployments Signed-off-by: Phoevos Kalemkeris --- .../common/config/models.py | 1 + cogstack_model_gateway/gateway/core/models.py | 67 +++++++++++++++++-- cogstack_model_gateway/gateway/main.py | 3 + .../gateway/routers/models.py | 49 ++++++++++++-- docker-compose.yaml | 1 + tests/unit/common/test_config.py | 1 + 6 files changed, 113 insertions(+), 9 deletions(-) diff --git a/cogstack_model_gateway/common/config/models.py b/cogstack_model_gateway/common/config/models.py index a97ef1c..e7b1078 100644 --- a/cogstack_model_gateway/common/config/models.py +++ b/cogstack_model_gateway/common/config/models.py @@ -358,6 +358,7 @@ class Config(BaseModel): ) queue_manager: object | None = Field(None, description="Queue manager instance", exclude=True) task_manager: object | None = Field(None, description="Task manager instance", exclude=True) + model_manager: object | None = Field(None, description="Model manager instance", exclude=True) def get_on_demand_model(self, service_name: str) -> OnDemandModel | None: """Get configuration for a specific on-demand model by service name.""" diff --git a/cogstack_model_gateway/gateway/core/models.py b/cogstack_model_gateway/gateway/core/models.py index 2720ccd..9c53004 100644 --- a/cogstack_model_gateway/gateway/core/models.py +++ b/cogstack_model_gateway/gateway/core/models.py @@ -4,15 +4,36 @@ from docker.models.containers import Container from cogstack_model_gateway.common.config import get_config -from cogstack_model_gateway.common.containers import ( - PROJECT_NAME_LABEL, - SERVICE_NAME_LABEL, -) +from cogstack_model_gateway.common.containers import PROJECT_NAME_LABEL, SERVICE_NAME_LABEL +from cogstack_model_gateway.common.models import ModelDeploymentType CMS_PROJECT_ENV_VAR = "CMS_PROJECT_NAME" CMS_DOCKER_NETWORK = "cogstack-model-serve_cms" +def _parse_cpus_to_nano(cpus_str: str) -> int: + """Parse Docker CPU string (e.g., '2.0', '0.5') to nano CPUs. + + Docker API expects CPU limits as nano_cpus (1 CPU = 1e9 nano CPUs). + + Args: + cpus_str: CPU specification like '2.0', '1.5', '0.5'. + + Returns: + CPU count in nano CPUs (integer). + + Raises: + ValueError: If the CPU format is invalid. + """ + try: + cpus_float = float(cpus_str) + if cpus_float <= 0: + raise ValueError("CPU value must be positive") + return int(cpus_float * 1e9) + except (ValueError, TypeError) as e: + raise ValueError(f"Invalid CPU format: {cpus_str}. Expected a positive number.") from e + + def get_running_models(cms_project: str) -> list[dict]: """Get a list of running containers corresponding to model servers.""" config = get_config() @@ -33,12 +54,20 @@ def get_running_models(cms_project: str) -> list[dict]: { "name": c.labels.get(SERVICE_NAME_LABEL, c.name), "uri": c.labels.get(config.labels.cms_model_uri_label), + "deployment_type": c.labels.get(config.labels.deployment_type_label), } for c in containers ] -def run_model_container(model_name: str, model_uri: str, ttl: int, cms_project: str) -> Container: +def run_model_container( + model_name: str, + model_uri: str, + ttl: int, + cms_project: str, + deployment_type: ModelDeploymentType, + resources: dict | None = None, +) -> Container: """Run a Docker container for a model server. The container is started with the `cogstack-modelserve` image as well as the specified model @@ -47,6 +76,21 @@ def run_model_container(model_name: str, model_uri: str, ttl: int, cms_project: server managed by the CogStack Model Gateway, with the specified TTL label determining its expiration time. Apart from that, it's configured in the same way as the services included in the CogStack Model Serve stack. + + Args: + model_name: Docker service name for the model. + model_uri: URI pointing to the model artifact (e.g. MLflow model URI). + ttl: Fixed time-to-live in seconds (predominantly used for manual deployments). + cms_project: CogStack ModelServe Docker Compose project name. + deployment_type: Type of deployment (ModelDeploymentType enum). + resources: Optional resource limits/reservations dict with structure: + { + "limits": {"memory": "4g", "cpus": "2.0"}, + "reservations": {"memory": "2g"} + } + + Returns: + The created Docker container. """ config = get_config() client = docker.from_env() @@ -65,6 +109,7 @@ def run_model_container(model_name: str, model_uri: str, ttl: int, cms_project: config.labels.cms_model_uri_label: model_uri, config.labels.ttl_label: str(ttl), config.labels.managed_by_label: config.labels.managed_by_value, + config.labels.deployment_type_label: deployment_type.value, } base_cmd = "python cli/cli.py serve" @@ -74,6 +119,17 @@ def run_model_container(model_name: str, model_uri: str, ttl: int, cms_project: host_arg = "--host 0.0.0.0" port_arg = "--port 8000" + resource_kwargs = {} + if resources: + limits = resources.get("limits", {}) + reservations = resources.get("reservations", {}) + + resource_kwargs = { + **({"mem_limit": limits["memory"]} if limits.get("memory") else {}), + **({"mem_reservation": reservations["memory"]} if reservations.get("memory") else {}), + **({"nano_cpus": _parse_cpus_to_nano(limits["cpus"])} if limits.get("cpus") else {}), + } + container: Container = client.containers.run( "cogstacksystems/cogstack-modelserve:dev", command=[ @@ -125,6 +181,7 @@ def run_model_container(model_name: str, model_uri: str, ttl: int, cms_project: "retries": 3, "start_period": 60 * 1000000 * 1000, }, + **resource_kwargs, ) return container diff --git a/cogstack_model_gateway/gateway/main.py b/cogstack_model_gateway/gateway/main.py index 76c8c37..6c8ccd1 100644 --- a/cogstack_model_gateway/gateway/main.py +++ b/cogstack_model_gateway/gateway/main.py @@ -9,6 +9,7 @@ from cogstack_model_gateway.common.config import get_config, load_config from cogstack_model_gateway.common.db import DatabaseManager from cogstack_model_gateway.common.logging import configure_logging +from cogstack_model_gateway.common.models import ModelManager from cogstack_model_gateway.common.object_store import ObjectStoreManager from cogstack_model_gateway.common.queue import QueueManager from cogstack_model_gateway.common.tasks import TaskManager @@ -69,12 +70,14 @@ async def lifespan(app: FastAPI): qm.init_queue() tm = TaskManager(db_manager=dbm) + mm = ModelManager(db_manager=dbm) config.database_manager = dbm config.task_object_store_manager = task_osm config.results_object_store_manager = results_osm config.queue_manager = qm config.task_manager = tm + config.model_manager = mm yield diff --git a/cogstack_model_gateway/gateway/routers/models.py b/cogstack_model_gateway/gateway/routers/models.py index 6060796..598370c 100644 --- a/cogstack_model_gateway/gateway/routers/models.py +++ b/cogstack_model_gateway/gateway/routers/models.py @@ -8,6 +8,7 @@ from starlette.datastructures import UploadFile as StarletteUploadFile from cogstack_model_gateway.common.config import Config, get_config +from cogstack_model_gateway.common.models import ModelDeploymentType, ModelManager from cogstack_model_gateway.common.object_store import ObjectStoreManager from cogstack_model_gateway.common.queue import QueueManager from cogstack_model_gateway.common.tasks import TaskManager @@ -180,11 +181,12 @@ async def deploy_model( int | None, Body( description=( - "The deployed model will be deleted after TTL seconds (defaults to 86400, i.e. 1d)." + "The deployed model will be deleted after TTL seconds." " Set -1 as the TTL value to protect the model from being deleted." + " If not provided, uses the default from manual deployment config." ) ), - ] = 86400, + ] = None, ): """Deploy a CogStack Model Serve instance with a given model URI or tracking ID. @@ -194,20 +196,33 @@ async def deploy_model( fetch the model URI if not provided explicitly. The model is deployed as a Docker container with the specified name and the CogStack Model Serve image. The container is labelled with the model URI, the project name, and the TTL value to determine its expiration time. + + A corresponding Model database entry is created to track usage and enable lifecycle management. """ + tc = TrackingClient() + manual_config = config.get_manual_deployment_config() + if not tracking_id and not model_uri: raise HTTPException( status_code=400, detail="At least one of tracking_id or model_uri must be provided." ) if not model_uri and tracking_id: - tc = TrackingClient() model_uri = tc.get_model_uri(tracking_id) if not model_uri: raise HTTPException( status_code=404, detail=f"Model not found for tracking ID '{tracking_id}'." ) + if manual_config.require_model_uri_validation and model_uri: + model_metadata = tc.get_model_metadata(model_uri) + if model_metadata is None: + raise HTTPException( + status_code=404, + detail=f"Model URI '{model_uri}' could not be validated. Model may not exist.", + ) + log.debug(f"Validated model URI '{model_uri}': {model_metadata}") + if any(model["name"] == model_name for model in get_running_models(config.cms.project_name)): raise HTTPException( status_code=409, @@ -217,8 +232,34 @@ async def deploy_model( ), ) + if ttl is None: + ttl = manual_config.default_ttl + elif not manual_config.allow_ttl_override: + raise HTTPException( + status_code=403, + detail="TTL override is not allowed. Remove ttl parameter or contact administrator.", + ) + elif manual_config.max_ttl is not None and ttl > manual_config.max_ttl and ttl != -1: + raise HTTPException( + status_code=400, + detail=f"TTL exceeds maximum allowed value of {manual_config.max_ttl} seconds.", + ) + try: - container = run_model_container(model_name, model_uri, ttl, config.cms.project_name) + container = run_model_container( + model_name=model_name, + model_uri=model_uri, + ttl=ttl, + cms_project=config.cms.project_name, + deployment_type=ModelDeploymentType.MANUAL, + resources=None, # TODO: Add resource limits support for manual deployments + ) + + model_manager: ModelManager = config.model_manager + model_manager.create_model( + model_name=model_name, deployment_type=ModelDeploymentType.MANUAL + ) + except DockerException as e: log.error(f"Failed to deploy model '{model_name}': {str(e)}") raise HTTPException( diff --git a/docker-compose.yaml b/docker-compose.yaml index d8fa526..73c4fcc 100644 --- a/docker-compose.yaml +++ b/docker-compose.yaml @@ -100,6 +100,7 @@ services: - CMG_COMMON_LOG_LEVEL=$CMG_COMMON_LOG_LEVEL - CMG_GATEWAY_LOG_LEVEL=$CMG_GATEWAY_LOG_LEVEL - CMS_PROJECT_NAME=$CMS_PROJECT_NAME + - MLFLOW_TRACKING_URI=$MLFLOW_TRACKING_URI - PROMETHEUS_MULTIPROC_DIR=/tmp/prometheus - HTTP_PROXY=$HTTP_PROXY - HTTPS_PROXY=$HTTPS_PROXY diff --git a/tests/unit/common/test_config.py b/tests/unit/common/test_config.py index cdbbf09..c8403af 100644 --- a/tests/unit/common/test_config.py +++ b/tests/unit/common/test_config.py @@ -173,6 +173,7 @@ def test_config_runtime_managers(): # Initially None assert config.database_manager is None assert config.task_manager is None + assert config.model_manager is None assert config.task_object_store_manager is None assert config.results_object_store_manager is None assert config.queue_manager is None From b5a46af873f9d60a600262be60245ceee26afa89 Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Thu, 13 Nov 2025 16:19:35 +0000 Subject: [PATCH 05/30] gw: Update routes to record model usage Signed-off-by: Phoevos Kalemkeris --- cogstack_model_gateway/gateway/routers/models.py | 13 ++++++++++++- 1 file changed, 12 insertions(+), 1 deletion(-) diff --git a/cogstack_model_gateway/gateway/routers/models.py b/cogstack_model_gateway/gateway/routers/models.py index 598370c..acac47e 100644 --- a/cogstack_model_gateway/gateway/routers/models.py +++ b/cogstack_model_gateway/gateway/routers/models.py @@ -105,6 +105,15 @@ router = APIRouter() +def _record_model_usage(model_name: str, model_manager: ModelManager) -> None: + """Record model usage or create static model entry if not tracked.""" + if model_manager.record_model_usage(model_name) is None: + log.info(f"Model '{model_name}' not found in database, creating static deployment entry") + model_manager.create_model( + model_name=model_name, deployment_type=ModelDeploymentType.STATIC + ) + + @router.get( "/models/", response_model=list[dict], @@ -136,7 +145,7 @@ async def get_models( tags=["models"], name="Get information about a running CogStack Model Serve instance", ) -async def get_model_info(model_name: str): +async def get_model_info(model_name: str, config: Annotated[Config, Depends(get_config)]): """Get information about a running model server through its `/info` API.""" gateway_tasks_processed_total.labels(model=model_name, task="info").inc() # FIXME: Enable SSL verification when certificates are properly set up @@ -152,6 +161,7 @@ async def get_model_info(model_name: str): except requests.RequestException as e: raise HTTPException(status_code=500, detail=str(e)) + _record_model_usage(model_name, config.model_manager) return response.json() @@ -383,6 +393,7 @@ async def execute_task( qm: QueueManager = config.queue_manager qm.publish(task_dict, priority) + _record_model_usage(model_name, config.model_manager) gateway_tasks_processed_total.labels(model=model_name, task=task).inc() return {"uuid": task_uuid, "status": "Task submitted successfully"} From 52b974a6af3693532cf9e9dbdf25450a708a1f91 Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Thu, 13 Nov 2025 19:14:32 +0000 Subject: [PATCH 06/30] fixup! db: Introduce model records Signed-off-by: Phoevos Kalemkeris --- cogstack_model_gateway/common/models.py | 14 +++++++++----- tests/unit/common/test_models.py | 19 ++++++++++++++----- 2 files changed, 23 insertions(+), 10 deletions(-) diff --git a/cogstack_model_gateway/common/models.py b/cogstack_model_gateway/common/models.py index 98dc211..56211b8 100644 --- a/cogstack_model_gateway/common/models.py +++ b/cogstack_model_gateway/common/models.py @@ -120,15 +120,19 @@ def delete_model(self, session: Session, model_name: str) -> bool: return True @with_db_session - def is_model_idle(self, session: Session, model_name: str) -> bool: - """Check if a model has exceeded its idle TTL.""" + def is_model_idle(self, session: Session, model_name: str) -> tuple[bool, float]: + """Check if a model has exceeded its idle TTL. + + Returns: + Tuple of (is_idle: bool, idle_seconds: float) + """ model = session.get(Model, model_name) if not model: log.warning("Model record not found: %s", model_name) - return False + return False, 0.0 if model.idle_ttl is None: - return False + return False, 0.0 idle_seconds = (datetime.now(UTC) - parser.isoparse(model.last_used_at)).total_seconds() is_idle = idle_seconds >= model.idle_ttl @@ -140,4 +144,4 @@ def is_model_idle(self, session: Session, model_name: str) -> bool: idle_seconds, model.idle_ttl, ) - return is_idle + return is_idle, idle_seconds diff --git a/tests/unit/common/test_models.py b/tests/unit/common/test_models.py index 1341b6e..c729659 100644 --- a/tests/unit/common/test_models.py +++ b/tests/unit/common/test_models.py @@ -81,7 +81,7 @@ def test_delete_model(model_manager: ModelManager) -> None: def test_is_model_idle(model_manager: ModelManager) -> None: - """Test is_model_idle.""" + """Test is_model_idle returns tuple of (is_idle, idle_seconds).""" old_time = datetime.fromtimestamp(datetime.now(UTC).timestamp() - 1000, UTC) # Manually create model with old last_used_at (1000 seconds > 300 second TTL) with model_manager.db_manager.get_session() as session: @@ -94,7 +94,10 @@ def test_is_model_idle(model_manager: ModelManager) -> None: session.add(model) session.commit() - assert model_manager.is_model_idle("idle-model") is True + is_idle, idle_seconds = model_manager.is_model_idle("idle-model") + assert is_idle is True + assert idle_seconds >= 1000.0 + assert idle_seconds < 1001.0 # Test is_model_idle returns False for recently used model model = model_manager.create_model( @@ -102,7 +105,9 @@ def test_is_model_idle(model_manager: ModelManager) -> None: deployment_type=ModelDeploymentType.AUTO, idle_ttl=300, ) - assert model_manager.is_model_idle("active-model") is False + is_idle, idle_seconds = model_manager.is_model_idle("active-model") + assert is_idle is False + assert idle_seconds < 300 # Test is_model_idle returns False for model without TTL with model_manager.db_manager.get_session() as session: @@ -116,10 +121,14 @@ def test_is_model_idle(model_manager: ModelManager) -> None: session.add(model) session.commit() - assert model_manager.is_model_idle("no-ttl-model") is False + is_idle, idle_seconds = model_manager.is_model_idle("no-ttl-model") + assert is_idle is False + assert idle_seconds == 0.0 # Test is_model_idle returns False for non-existent model - assert model_manager.is_model_idle("nonexistent-model") is False + is_idle, idle_seconds = model_manager.is_model_idle("nonexistent-model") + assert is_idle is False + assert idle_seconds == 0.0 @patch("cogstack_model_gateway.common.models.log.debug") From b2cf97a24e3713d1868b2d10289f25a44860f6a3 Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Thu, 13 Nov 2025 19:36:01 +0000 Subject: [PATCH 07/30] ripper: Purge containers based on deployment type Purge containers based on deployment type, implementing the following removal strategy for each one: - Static: Never remove - Manual: Remove if the TTL specified during manual deployment has been exceeded - Auto: Remove if the model has been idle for longer than the TTL specified during auto-deployment, according to the database model record Signed-off-by: Phoevos Kalemkeris --- cogstack_model_gateway/ripper/main.py | 165 +++++++++++++++--- .../ripper/prometheus/metrics.py | 33 +++- tests/unit/ripper/test_main.py | 149 +++++++++++++++- 3 files changed, 316 insertions(+), 31 deletions(-) diff --git a/cogstack_model_gateway/ripper/main.py b/cogstack_model_gateway/ripper/main.py index fc43c16..edd2282 100644 --- a/cogstack_model_gateway/ripper/main.py +++ b/cogstack_model_gateway/ripper/main.py @@ -3,67 +3,179 @@ import time from concurrent.futures import ThreadPoolExecutor, as_completed from datetime import UTC, datetime, timedelta +from enum import Enum import docker from dateutil import parser from docker.models.containers import Container from prometheus_client import start_http_server -from cogstack_model_gateway.common.config import load_config +from cogstack_model_gateway.common.config import Config, load_config +from cogstack_model_gateway.common.containers import PROJECT_NAME_LABEL, SERVICE_NAME_LABEL +from cogstack_model_gateway.common.db import DatabaseManager from cogstack_model_gateway.common.logging import configure_logging -from cogstack_model_gateway.ripper.prometheus.metrics import containers_purged_total +from cogstack_model_gateway.common.models import ModelDeploymentType, ModelManager +from cogstack_model_gateway.ripper.prometheus.metrics import ( + containers_checked_total, + containers_purged_total, + model_idle_time_seconds, +) + + +class RemovalReason(Enum): + FIXED_TTL_EXPIRED = "fixed_ttl_expired" + IDLE_TTL_EXPIRED = "idle_ttl_expired" + log = logging.getLogger("cmg.ripper") -def stop_and_remove_container(container: Container): - """Stop and remove a Docker container.""" - log.info(f"Stopping and removing expired container: {container.name}") - container.stop() - container.remove() - containers_purged_total.inc() +def stop_and_remove_container( + container: Container, + model_name: str, + model_manager: ModelManager, + deployment_type: ModelDeploymentType, + reason: RemovalReason, + idle_time: float | None = None, +): + """Stop and remove a Docker container and delete its database record.""" + log.info( + f"Stopping and removing container: {container.name}" + f" (model={model_name}, deployment_type={deployment_type.value}, reason={reason.value})" + ) + + try: + container.stop() + container.remove() + log.debug(f"Successfully removed container: {container.name}") + except Exception as e: + log.error(f"Error removing container {container.name}: {e}") + raise + + try: + if model_manager.delete_model(model_name): + log.debug(f"Deleted model record from database: {model_name}") + else: + log.warning(f"Model record not found in database: {model_name}") + except Exception as e: + # Skip raising since container is already removed + log.error(f"Error deleting model record {model_name} from database: {e}") + + containers_purged_total.labels(deployment_type=deployment_type.value, reason=reason.value).inc() + + if reason == RemovalReason.IDLE_TTL_EXPIRED and idle_time is not None: + model_idle_time_seconds.labels(model=model_name).observe(idle_time) + + +def should_remove_by_fixed_ttl(container: Container, ttl_label: str) -> bool: + """Check if a container should be removed based on fixed TTL from labels.""" + ttl = int(container.labels.get(ttl_label, -1)) + if ttl == -1: + return False # Skip containers with TTL set to -1 -def purge_expired_containers(config): + created_at = parser.isoparse(container.attrs["Created"]) + expiration_time = created_at + timedelta(seconds=ttl) + + return datetime.now(UTC) >= expiration_time + + +def should_remove_by_idle_ttl(model_name: str, model_manager: ModelManager) -> tuple[bool, float]: + """Check if a container should be removed based on its idle time.""" + return model_manager.is_model_idle(model_name) + + +def purge_expired_containers(config: Config): """Run periodically and purge Docker containers that have exceeded their TTL. List Docker containers and fetch the ones managed by the CogStack Model Gateway that correspond - to model servers according to their labels. For each container, check if it has a TTL label set - and if the current time exceeds the expiration time; if so, stop and remove the container - (containers without a TTL label or with a TTL value of -1 are skipped). Finally, sleep for the - specified interval before repeating the process. + to model servers according to their labels, implementing a dual TTL strategy based on deployment + type: + - STATIC: These models are not managed by the Gateway and should never be auto-removed (skip) + - MANUAL: Fixed TTL from container labels (time since creation; containers without a TTL label + or with a TTL value of -1 are skipped) + - AUTO: Idle TTL from database records (time since last usage) + + After removing a container, also delete the corresponding model record from database. Finally, + sleep for the specified interval before repeating the process. """ client = docker.from_env() + model_manager: ModelManager = config.model_manager while True: - now = datetime.now(UTC) - containers = client.containers.list( filters={ "label": [ f"{config.labels.managed_by_label}={config.labels.managed_by_value}", config.labels.cms_model_label, + f"{PROJECT_NAME_LABEL}={config.cms.project_name}", ] }, ) + log.debug(f"Checking {len(containers)} managed containers for expiration") with ThreadPoolExecutor() as executor: futures = [] for container in containers: container: Container - ttl = int(container.labels.get(config.labels.ttl_label, -1)) - - if ttl == -1: - continue # Skip containers with TTL set to -1 - - created_at = parser.isoparse(container.attrs["Created"]) - expiration_time = created_at + timedelta(seconds=ttl) - - if now >= expiration_time: - futures.append(executor.submit(stop_and_remove_container, container)) + model_name = container.labels.get(SERVICE_NAME_LABEL, container.name) + + try: + deployment_type = ModelDeploymentType( + container.labels.get( + config.labels.deployment_type_label, ModelDeploymentType.STATIC.value + ) + ) + containers_checked_total.labels(deployment_type=deployment_type.value).inc() + except ValueError: + log.warning( + f"Unknown deployment type '{deployment_type}' for container" + f" {container.name}, skipping removal" + ) + continue + + if deployment_type == ModelDeploymentType.STATIC: + log.debug(f"Skipping static deployment: {container.name}") + continue + + elif deployment_type == ModelDeploymentType.MANUAL: + if should_remove_by_fixed_ttl(container, config.labels.ttl_label): + log.info(f"Manual deployment {container.name} exceeded fixed TTL") + futures.append( + executor.submit( + stop_and_remove_container, + container, + model_name, + model_manager, + deployment_type, + RemovalReason.FIXED_TTL_EXPIRED, + ) + ) + + elif deployment_type == ModelDeploymentType.AUTO: + should_remove, idle_time = should_remove_by_idle_ttl(model_name, model_manager) + if should_remove: + log.info( + f"Auto deployment {container.name} exceeded idle TTL" + f" (idle time ~{idle_time:.0f}s)" + ) + futures.append( + executor.submit( + stop_and_remove_container, + container, + model_name, + model_manager, + deployment_type, + RemovalReason.IDLE_TTL_EXPIRED, + idle_time, + ) + ) for future in as_completed(futures): - future.result() + try: + future.result() + except Exception as e: + log.error(f"Error removing container: {e}") time.sleep(config.ripper.interval) @@ -72,6 +184,7 @@ def main(): """Run the ripper service.""" configure_logging() config = load_config() + config.model_manager = ModelManager(db_manager=DatabaseManager(db_url=config.database.url)) start_http_server(config.ripper.metrics_port) diff --git a/cogstack_model_gateway/ripper/prometheus/metrics.py b/cogstack_model_gateway/ripper/prometheus/metrics.py index eebdf3e..7f90998 100644 --- a/cogstack_model_gateway/ripper/prometheus/metrics.py +++ b/cogstack_model_gateway/ripper/prometheus/metrics.py @@ -1,6 +1,37 @@ -from prometheus_client import Counter +from prometheus_client import Counter, Histogram containers_purged_total = Counter( "ripper_containers_purged_total", "Total number of Docker containers purged by the Ripper", + ["deployment_type", "reason"], +) + +containers_checked_total = Counter( + "ripper_containers_checked_total", + "Total number of Docker containers checked by the Ripper", + ["deployment_type"], +) + +model_idle_time_seconds = Histogram( + "ripper_model_idle_time_seconds", + "Time in seconds that a model has been idle before removal", + ["model"], + buckets=[ + 60, # 1 minute + 300, # 5 minutes + 600, # 10 minutes + 1800, # 30 minutes + 3600, # 1 hour + 7200, # 2 hours + 14400, # 4 hours + 28800, # 8 hours + 86400, # 1 day + 172800, # 2 days + 432000, # 5 days + 604800, # 1 week + 1209600, # 2 weeks + 2592000, # 1 month + 15552000, # 6 months + 31536000, # 1 year + ], ) diff --git a/tests/unit/ripper/test_main.py b/tests/unit/ripper/test_main.py index deb4bed..03f6472 100644 --- a/tests/unit/ripper/test_main.py +++ b/tests/unit/ripper/test_main.py @@ -3,39 +3,68 @@ import pytest -from cogstack_model_gateway.ripper.main import purge_expired_containers, stop_and_remove_container +from cogstack_model_gateway.common.models import ModelDeploymentType +from cogstack_model_gateway.ripper.main import ( + RemovalReason, + purge_expired_containers, + should_remove_by_fixed_ttl, + should_remove_by_idle_ttl, + stop_and_remove_container, +) def test_stop_and_remove_container(): + """Test that stop_and_remove_container stops/removes container and deletes from DB.""" mock_container = MagicMock() + mock_container.name = "test-container" + mock_model_manager = MagicMock() + mock_model_manager.delete_model.return_value = True - stop_and_remove_container(mock_container) + stop_and_remove_container( + container=mock_container, + model_name="test-model", + model_manager=mock_model_manager, + deployment_type=ModelDeploymentType.MANUAL, + reason=RemovalReason.FIXED_TTL_EXPIRED, + idle_time=None, + ) mock_container.stop.assert_called_once() mock_container.remove.assert_called_once() + mock_model_manager.delete_model.assert_called_once_with("test-model") @patch("cogstack_model_gateway.ripper.main.docker.from_env") @patch("cogstack_model_gateway.ripper.main.time.sleep", side_effect=KeyboardInterrupt) -def test_purge_expired_containers(mock_sleep, mock_docker): +def test_purge_expired_containers_manual_deployment(mock_sleep, mock_docker): + """Test that manual deployments are purged based on fixed TTL from labels.""" mock_config = MagicMock() mock_config.labels.managed_by_label = "org.cogstack.model-gateway.managed-by" mock_config.labels.managed_by_value = "cmg" mock_config.labels.cms_model_label = "org.cogstack.model-serve" mock_config.labels.ttl_label = "org.cogstack.model-gateway.ttl" + mock_config.labels.deployment_type_label = "org.cogstack.model-gateway.deployment-type" + mock_config.cms.project_name = "cms" mock_config.ripper.interval = 60 + mock_model_manager = MagicMock() + mock_model_manager.delete_model.return_value = True + mock_config.model_manager = mock_model_manager + mock_container = MagicMock() + mock_container.name = "test-container" mock_container.labels = { "org.cogstack.model-gateway.managed-by": "cmg", "org.cogstack.model-serve": "test_model", "org.cogstack.model-gateway.ttl": "10", + "org.cogstack.model-gateway.deployment-type": "manual", + "com.docker.compose.service": "test-model", + "com.docker.compose.project": "cms", } mock_container.attrs = {"Created": f"{(datetime.now(UTC) - timedelta(seconds=20)).isoformat()}"} mock_client = MagicMock() mock_client.containers.list.return_value = [mock_container] - mock_docker.return_value = mock_client with pytest.raises(KeyboardInterrupt): @@ -46,9 +75,121 @@ def test_purge_expired_containers(mock_sleep, mock_docker): "label": [ f"{mock_config.labels.managed_by_label}={mock_config.labels.managed_by_value}", mock_config.labels.cms_model_label, + "com.docker.compose.project=cms", ] }, ) mock_container.stop.assert_called_once() mock_container.remove.assert_called_once() + mock_model_manager.delete_model.assert_called_once_with("test-model") mock_sleep.assert_called_once() + + +@patch("cogstack_model_gateway.ripper.main.docker.from_env") +@patch("cogstack_model_gateway.ripper.main.time.sleep", side_effect=KeyboardInterrupt) +def test_purge_expired_containers_static_deployment_not_removed(mock_sleep, mock_docker): + """Test that static deployments are never auto-removed.""" + mock_config = MagicMock() + mock_config.labels.managed_by_label = "org.cogstack.model-gateway.managed-by" + mock_config.labels.managed_by_value = "cmg" + mock_config.labels.cms_model_label = "org.cogstack.model-serve" + mock_config.labels.deployment_type_label = "org.cogstack.model-gateway.deployment-type" + mock_config.cms.project_name = "cms" + mock_config.ripper.interval = 60 + + mock_model_manager = MagicMock() + mock_config.model_manager = mock_model_manager + + mock_container = MagicMock() + mock_container.name = "static-model" + mock_container.labels = { + "org.cogstack.model-gateway.deployment-type": "static", + "com.docker.compose.service": "static-model", + } + + mock_client = MagicMock() + mock_client.containers.list.return_value = [mock_container] + mock_docker.return_value = mock_client + + with pytest.raises(KeyboardInterrupt): + purge_expired_containers(mock_config) + + mock_container.stop.assert_not_called() + mock_container.remove.assert_not_called() + mock_model_manager.delete_model.assert_not_called() + + +@patch("cogstack_model_gateway.ripper.main.docker.from_env") +@patch("cogstack_model_gateway.ripper.main.time.sleep", side_effect=KeyboardInterrupt) +def test_purge_expired_containers_auto_deployment(mock_sleep, mock_docker): + """Test that auto deployments are purged based on idle TTL from database.""" + mock_config = MagicMock() + mock_config.labels.managed_by_label = "org.cogstack.model-gateway.managed-by" + mock_config.labels.managed_by_value = "cmg" + mock_config.labels.cms_model_label = "org.cogstack.model-serve" + mock_config.labels.deployment_type_label = "org.cogstack.model-gateway.deployment-type" + mock_config.cms.project_name = "cms" + mock_config.ripper.interval = 60 + + mock_model_manager = MagicMock() + mock_model_manager.is_model_idle.return_value = (True, 600.0) + mock_model_manager.delete_model.return_value = True + mock_config.model_manager = mock_model_manager + + mock_container = MagicMock() + mock_container.name = "auto-model" + mock_container.labels = { + "org.cogstack.model-gateway.deployment-type": "auto", + "com.docker.compose.service": "auto-model", + } + mock_container.attrs = {"Created": f"{datetime.now(UTC).isoformat()}"} + + mock_client = MagicMock() + mock_client.containers.list.return_value = [mock_container] + mock_docker.return_value = mock_client + + with pytest.raises(KeyboardInterrupt): + purge_expired_containers(mock_config) + + mock_model_manager.is_model_idle.assert_called_once_with("auto-model") + mock_container.stop.assert_called_once() + mock_container.remove.assert_called_once() + mock_model_manager.delete_model.assert_called_once_with("auto-model") + + +def test_should_remove_by_fixed_ttl(): + """Test should_remove_by_fixed_ttl returns True when TTL is exceeded and False otherwise.""" + mock_container = MagicMock() + mock_container.labels = {"org.cogstack.model-gateway.ttl": "10"} + mock_container.attrs = {"Created": f"{(datetime.now(UTC) - timedelta(seconds=20)).isoformat()}"} + + assert should_remove_by_fixed_ttl(mock_container, "org.cogstack.model-gateway.ttl") is True + + mock_container.reset_mock() + mock_container.labels = {"org.cogstack.model-gateway.ttl": "-1"} + assert should_remove_by_fixed_ttl(mock_container, "org.cogstack.model-gateway.ttl") is False + + mock_container.reset_mock() + mock_container.labels = {"org.cogstack.model-gateway.ttl": "100"} + assert should_remove_by_fixed_ttl(mock_container, "org.cogstack.model-gateway.ttl") is False + + +def test_should_remove_by_idle_ttl(): + """Test should_remove_by_idle_ttl returns True when model is idle and False otherwise.""" + mock_model_manager = MagicMock() + mock_model_manager.is_model_idle.return_value = (True, 500.0) + + should_remove, idle_time = should_remove_by_idle_ttl("idle-model", mock_model_manager) + + assert should_remove is True + assert idle_time == 500.0 + mock_model_manager.is_model_idle.assert_called_once_with("idle-model") + + mock_model_manager.reset_mock() + mock_model_manager.is_model_idle.return_value = (False, 50.0) + + should_remove, idle_time = should_remove_by_idle_ttl("active-model", mock_model_manager) + + assert should_remove is False + assert idle_time == 50.0 + mock_model_manager.is_model_idle.assert_called_once_with("active-model") From 123c96fa21bdeed915fa7ff25261324cabf78eed Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Thu, 13 Nov 2025 20:47:36 +0000 Subject: [PATCH 08/30] fixup! fixup! db: Introduce model records Signed-off-by: Phoevos Kalemkeris --- cogstack_model_gateway/common/models.py | 58 ++++++++++++++++++------- tests/unit/common/test_models.py | 24 ++++++++-- 2 files changed, 62 insertions(+), 20 deletions(-) diff --git a/cogstack_model_gateway/common/models.py b/cogstack_model_gateway/common/models.py index 56211b8..7807711 100644 --- a/cogstack_model_gateway/common/models.py +++ b/cogstack_model_gateway/common/models.py @@ -5,6 +5,7 @@ from dateutil import parser from sqlalchemy import Index +from sqlalchemy.exc import IntegrityError from sqlmodel import Field, Session, SQLModel from cogstack_model_gateway.common.db import DatabaseManager @@ -25,18 +26,19 @@ class Model(SQLModel, table=True): deployment_type: ModelDeploymentType = Field( description="Type of deployment: 'auto', 'manual', or 'static'" ) - deployed_at: str = Field( + created_at: str = Field( default_factory=lambda: datetime.now(UTC).isoformat(), - description="When the model was deployed (UTC, ISO format)", + description="When the model record was created (UTC, ISO format)", + ) + ready: bool = Field( + default=False, + description="Whether the model deployment is complete and ready to serve requests", ) last_used_at: str = Field( default_factory=lambda: datetime.now(UTC).isoformat(), description="Last time a request for this model was received (UTC, ISO format)", ) - idle_ttl: int | None = Field( - default=None, - description="Idle TTL in seconds", - ) + idle_ttl: int | None = Field(default=None, description="Idle TTL in seconds") __table_args__ = ( Index("ix_model_usage_last_used_at", "last_used_at"), @@ -65,6 +67,8 @@ def create_model( session: Session, model_name: str, deployment_type: ModelDeploymentType, + ready: bool = False, + last_used_at: str | None = None, idle_ttl: int | None = None, ) -> Model: """Create a new model record. @@ -73,22 +77,44 @@ def create_model( session: Database session model_name: Unique model/container name deployment_type: Either 'auto', 'manual', or 'static' + ready: Whether the model deployment is complete and ready to serve requests + last_used_at: Last used timestamp in ISO format (UTC) idle_ttl: Idle TTL in seconds Returns: Created Model instance + + Raises: + ValueError: If a model with this name already exists in the database """ - model = Model(model_name=model_name, deployment_type=deployment_type, idle_ttl=idle_ttl) - session.add(model) - session.commit() - session.refresh(model) - log.debug( - "Created model record: %s (type=%s, idle_ttl=%s)", - model_name, - deployment_type.value, - idle_ttl, + model = Model( + model_name=model_name, + deployment_type=deployment_type, + ready=ready, + last_used_at=last_used_at, + idle_ttl=idle_ttl, ) - return model + try: + session.add(model) + session.commit() + session.refresh(model) + log.debug( + "Created model record: %s (type=%s, idle_ttl=%s)", + model_name, + deployment_type.value, + idle_ttl, + ) + return model + except IntegrityError as e: + session.rollback() + # Check if it's a primary key/unique constraint violation on model_name + error_msg = str(e.orig).lower() if hasattr(e, "orig") else str(e).lower() + if "model_name" in error_msg or "model_pkey" in error_msg: + log.warning("Model '%s' already exists in database", model_name) + raise ValueError(f"Model '{model_name}' already exists") from e + + log.error("Unexpected IntegrityError creating model '%s': %s", model_name, e) + raise @with_db_session def record_model_usage(self, session: Session, model_name: str) -> Model | None: diff --git a/tests/unit/common/test_models.py b/tests/unit/common/test_models.py index c729659..996bce0 100644 --- a/tests/unit/common/test_models.py +++ b/tests/unit/common/test_models.py @@ -24,9 +24,10 @@ def test_create_model(model_manager: ModelManager) -> None: assert model.model_name == "medcat-snomed" assert model.deployment_type == ModelDeploymentType.AUTO assert model.idle_ttl == 300 - assert model.deployed_at is not None - assert isinstance(model.deployed_at, str) - parser.isoparse(model.deployed_at) + assert model.ready is False + assert model.created_at is not None + assert isinstance(model.created_at, str) + parser.isoparse(model.created_at) assert model.last_used_at is not None assert isinstance(model.last_used_at, str) parser.isoparse(model.last_used_at) @@ -38,14 +39,29 @@ def test_create_model(model_manager: ModelManager) -> None: assert model.model_name == "custom-ner" assert model.deployment_type == ModelDeploymentType.MANUAL assert model.idle_ttl is None + assert model.ready is False # Test creating a static deployment model model = model_manager.create_model( - model_name="static-classifier", deployment_type=ModelDeploymentType.STATIC + model_name="static-classifier", deployment_type=ModelDeploymentType.STATIC, ready=True ) assert model.model_name == "static-classifier" assert model.deployment_type == ModelDeploymentType.STATIC assert model.idle_ttl is None + assert model.ready is True + + +def test_create_model_duplicate(model_manager: ModelManager) -> None: + """Test that creating a duplicate model raises ValueError.""" + model_manager.create_model( + model_name="duplicate-test", deployment_type=ModelDeploymentType.MANUAL, idle_ttl=300 + ) + + # Attempt to create a model with the same name + with pytest.raises(ValueError, match="Model 'duplicate-test' already exists"): + model_manager.create_model( + model_name="duplicate-test", deployment_type=ModelDeploymentType.AUTO, idle_ttl=600 + ) def test_record_model_usage(model_manager: ModelManager) -> None: From 61583aaac85302e71982555fd302e806a280b99e Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Tue, 18 Nov 2025 17:12:10 +0000 Subject: [PATCH 09/30] fixup! fixup! fixup! db: Introduce model records Signed-off-by: Phoevos Kalemkeris --- ...dd_model_table.py => a8d0956c543f_add_model_table.py} | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) rename cogstack_model_gateway/migrations/versions/{3e28878594f2_add_model_table.py => a8d0956c543f_add_model_table.py} (86%) diff --git a/cogstack_model_gateway/migrations/versions/3e28878594f2_add_model_table.py b/cogstack_model_gateway/migrations/versions/a8d0956c543f_add_model_table.py similarity index 86% rename from cogstack_model_gateway/migrations/versions/3e28878594f2_add_model_table.py rename to cogstack_model_gateway/migrations/versions/a8d0956c543f_add_model_table.py index b183945..84d20d5 100644 --- a/cogstack_model_gateway/migrations/versions/3e28878594f2_add_model_table.py +++ b/cogstack_model_gateway/migrations/versions/a8d0956c543f_add_model_table.py @@ -1,8 +1,8 @@ """add_model_table -Revision ID: 3e28878594f2 +Revision ID: a8d0956c543f Revises: 1859866dbf86 -Create Date: 2025-11-12 14:51:40.100475 +Create Date: 2025-11-18 17:07:06.957505 """ @@ -13,7 +13,7 @@ from alembic import op # revision identifiers, used by Alembic. -revision: str = "3e28878594f2" +revision: str = "a8d0956c543f" down_revision: str | Sequence[str] | None = "1859866dbf86" branch_labels: str | Sequence[str] | None = None depends_on: str | Sequence[str] | None = None @@ -30,7 +30,8 @@ def upgrade() -> None: sa.Enum("AUTO", "MANUAL", "STATIC", name="modeldeploymenttype"), nullable=False, ), - sa.Column("deployed_at", sqlmodel.sql.sqltypes.AutoString(), nullable=False), + sa.Column("created_at", sqlmodel.sql.sqltypes.AutoString(), nullable=False), + sa.Column("ready", sa.Boolean(), nullable=False), sa.Column("last_used_at", sqlmodel.sql.sqltypes.AutoString(), nullable=False), sa.Column("idle_ttl", sa.Integer(), nullable=True), sa.PrimaryKeyConstraint("model_name"), From f213bebd646e1b2de6b4ac14bc1837c16e9fabb2 Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Tue, 18 Nov 2025 17:20:02 +0000 Subject: [PATCH 10/30] WIP: auto-deploy Signed-off-by: Phoevos Kalemkeris --- cogstack_model_gateway/common/models.py | 25 ++ .../gateway/core/auto_deploy.py | 283 ++++++++++++++++++ .../gateway/routers/models.py | 46 ++- tests/unit/common/test_models.py | 44 +++ 4 files changed, 390 insertions(+), 8 deletions(-) create mode 100644 cogstack_model_gateway/gateway/core/auto_deploy.py diff --git a/cogstack_model_gateway/common/models.py b/cogstack_model_gateway/common/models.py index 7807711..481fe24 100644 --- a/cogstack_model_gateway/common/models.py +++ b/cogstack_model_gateway/common/models.py @@ -116,6 +116,31 @@ def create_model( log.error("Unexpected IntegrityError creating model '%s': %s", model_name, e) raise + @with_db_session + def get_model(self, session: Session, model_name: str) -> Model | None: + """Get a model record by name returning None if not found.""" + model = session.get(Model, model_name) + if not model: + log.debug("Model record not found: %s", model_name) + return None + return model + + @with_db_session + def mark_model_ready(self, session: Session, model_name: str) -> Model | None: + """Mark a model as ready returning None if not found.""" + model = session.get(Model, model_name) + if not model: + log.warning("Model record not found: %s", model_name) + return None + + model.ready = True + log.debug("Marked model as ready: %s", model_name) + + session.add(model) + session.commit() + session.refresh(model) + return model + @with_db_session def record_model_usage(self, session: Session, model_name: str) -> Model | None: """Update model's last used timestamp to now returning None if the model is not found.""" diff --git a/cogstack_model_gateway/gateway/core/auto_deploy.py b/cogstack_model_gateway/gateway/core/auto_deploy.py new file mode 100644 index 0000000..12e33fd --- /dev/null +++ b/cogstack_model_gateway/gateway/core/auto_deploy.py @@ -0,0 +1,283 @@ +"""Auto-deployment logic for on-demand models. + +This module handles automatic deployment of models when requested, including: +- Model availability checking +- Container deployment and health checking +- Cross-worker coordination via database +- Stale deployment lock detection +""" + +import asyncio +import logging +import time +from datetime import UTC, datetime + +import httpx +from dateutil import parser +from docker.models.containers import Container + +from cogstack_model_gateway.common.config.models import Config, OnDemandModel +from cogstack_model_gateway.common.models import ModelDeploymentType, ModelManager +from cogstack_model_gateway.gateway.core.models import get_running_models, run_model_container + +log = logging.getLogger("cmg.gateway.auto_deploy") + +# Stale lock threshold: deployment locks older than this are considered stale +STALE_DEPLOYMENT_LOCK_SECONDS = 300 # 5 minutes + + +def is_model_running(model_name: str, cms_project: str) -> bool: + """Check if a model container is currently running.""" + return model_name in {m["model_name"] for m in get_running_models(cms_project)} + + +async def wait_for_model_health( + model_name: str, cms_base_url: str, timeout: int, check_interval: float = 1.0 +) -> bool: + """Poll model's /readyz endpoint until healthy or timeout. + + Args: + model_name: Name of the model + cms_base_url: Base URL for CMS (e.g., "http://cms:8000") + timeout: Maximum seconds to wait + check_interval: Seconds between health checks (exponential backoff) + + Returns: + True if model became healthy, False if timeout + """ + url = f"{cms_base_url}/api/model_service/{model_name}/readyz" + start_time = time.time() + interval = check_interval + + log.info("Waiting for model '%s' to become ready (timeout: %ds)", model_name, timeout) + + async with httpx.AsyncClient() as client: + while time.time() - start_time < timeout: + try: + response = await client.get(url, timeout=5.0) + if response.status_code == 200: + elapsed = time.time() - start_time + log.info("Model '%s' is ready (took %.1fs)", model_name, elapsed) + return True + log.debug( + "Model '%s' not ready yet (status: %d), retrying in %.1fs", + model_name, + response.status_code, + interval, + ) + except (httpx.RequestError, httpx.TimeoutException) as e: + log.debug( + "Health check failed for '%s': %s, retrying in %.1fs", model_name, e, interval + ) + + await asyncio.sleep(interval) + # Exponential backoff, max 8 seconds + interval = min(interval * 2, 8.0) + + elapsed = time.time() - start_time + log.warning( + "Model '%s' did not become ready within %ds (elapsed: %.1fs)", model_name, timeout, elapsed + ) + return False + + +def deploy_on_demand_model( + model_config: OnDemandModel, + config: Config, + model_manager: ModelManager, +) -> Container: + """Deploy an on-demand model container. + + Creates database entry with ready=False, deploys container, then marks ready=True. + + Args: + model_config: Configuration for the on-demand model + config: Global configuration + model_manager: Model manager for database operations + + Returns: + Deployed container + + Raises: + ValueError: If model already exists in database (another worker is deploying) + Exception: If container deployment fails + """ + model_name = model_config.service_name + + log.info("Starting deployment of on-demand model: %s", model_name) + + # This will raise ValueError if model already exists (another worker deploying) + model_manager.create_model( + model_name=model_name, + deployment_type=ModelDeploymentType.AUTO, + idle_ttl=model_config.idle_ttl, + ) + + try: + container = run_model_container( + service_name=model_name, + model_uri=model_config.model_uri, + config=config, + deployment_type=ModelDeploymentType.AUTO, + resources=model_config.deploy.resources if model_config.deploy else None, + ) + + log.info("Successfully deployed container for model: %s", model_name) + return container + + except Exception as e: + log.error("Failed to deploy model '%s': %s", model_name, e) + model_manager.delete_model(model_name) + raise + + +async def ensure_model_available( + model_name: str, + config: Config, + model_manager: ModelManager, +) -> bool: + """Ensure a model is available, deploying it if necessary. + + This is the main entry point for ensuring ANY model (STATIC, MANUAL, or AUTO) + is available before processing a request. Flow: + 1. Check if model is running + 2. Check if model is healthy + 3. If both pass, ensure model is tracked in database (auto-create STATIC entry if needed) + 4. If not available, attempt auto-deployment (only for AUTO-configured models) + + Note: This function does NOT record usage - that should be done AFTER the actual + operation succeeds (e.g., after HTTP request completes successfully). + + Args: + model_name: Name of the model to ensure is available + config: Global configuration + model_manager: Model manager for database operations + + Returns: + True if model is available and ready, False otherwise + """ + # Step 1: Check if model is currently running + if is_model_running(model_name, config.cms.project_name): + log.debug("Model '%s' container is running, checking health", model_name) + + # Step 2: Check if model is healthy + url = f"{config.cms.base_url}/api/model_service/{model_name}/readyz" + try: + async with httpx.AsyncClient() as client: + response = await client.get(url, timeout=5.0) + if response.status_code == 200: + log.debug("Model '%s' is running and healthy", model_name) + + # Step 3: Ensure model is tracked (auto-create STATIC entry if needed) + existing_model = model_manager.get_model(model_name) + if not existing_model: + log.info( + "Model '%s' is running but not tracked, creating STATIC entry", + model_name, + ) + try: + model_manager.create_model( + model_name=model_name, + deployment_type=ModelDeploymentType.STATIC, + ready=True, + ) + except ValueError: + # Another worker just created it, that's fine + log.debug("Model '%s' was created by another worker", model_name) + + return True + log.info( + "Model '%s' is running but not healthy (status: %d)", + model_name, + response.status_code, + ) + except (httpx.RequestError, httpx.TimeoutException) as e: + log.info("Model '%s' is running but health check failed: %s", model_name, e) + else: + log.info("Model '%s' is not currently running", model_name) + + # Step 4: Model not running/healthy - check if we can auto-deploy + model_config = config.auto_deployment.get_on_demand_model(model_name) + if not model_config: + log.warning( + "Model '%s' is not available and not configured for auto-deployment", + model_name, + ) + return False + + log.info("Model '%s' not available, initiating auto-deployment", model_name) + + # Step 5: Check if another worker is currently deploying this model + existing_model = model_manager.get_model(model_name) + if existing_model and not existing_model.ready: + created_at = parser.isoparse(existing_model.created_at) + age_seconds = (datetime.now(UTC) - created_at).total_seconds() + + if age_seconds < STALE_DEPLOYMENT_LOCK_SECONDS: + # Fresh deployment in progress - wait for it + log.info( + "Model '%s' is being deployed by another worker (age: %.1fs), waiting...", + model_name, + age_seconds, + ) + # Wait for the other worker's deployment to complete + is_healthy = await wait_for_model_health( + model_name, + config.cms.base_url, + config.auto_deployment.config.health_check_timeout, + ) + if is_healthy: + # Mark as ready (the other worker might have crashed after deploying) + model_manager.mark_model_ready(model_name) + return True + log.error("Model '%s' deployment by another worker failed or timed out", model_name) + return False + + # Stale lock - take over deployment + log.warning( + "Model '%s' has stale deployment lock (age: %.1fs), breaking lock", + model_name, + age_seconds, + ) + model_manager.delete_model(model_name) + + # Step 6: Deploy the model + try: + container = deploy_on_demand_model(model_config, config, model_manager) + except ValueError as e: + # Another worker just created the entry (race condition) + log.info("Another worker started deploying '%s', waiting for completion: %s", model_name, e) + is_healthy = await wait_for_model_health( + model_name, + config.cms.base_url, + config.auto_deployment.config.health_check_timeout, + ) + if is_healthy: + model_manager.mark_model_ready(model_name) + return True + return False + except Exception as e: + log.error("Failed to deploy model '%s': %s", model_name, e) + return False + + # Step 7: Wait for model to become healthy + is_healthy = await wait_for_model_health( + model_name, + config.cms.base_url, + config.auto_deployment.config.health_check_timeout, + ) + + if is_healthy: + # Mark model as ready in database + model_manager.mark_model_ready(model_name) + log.info("Model '%s' is now available and ready", model_name) + return True + + log.error("Model '%s' failed health check, cleaning up", model_name) + try: + container.stop() + container.remove() + except Exception as e: + log.warning("Failed to clean up container for '%s': %s", model_name, e) + model_manager.delete_model(model_name) + return False diff --git a/cogstack_model_gateway/gateway/routers/models.py b/cogstack_model_gateway/gateway/routers/models.py index acac47e..cffcf5a 100644 --- a/cogstack_model_gateway/gateway/routers/models.py +++ b/cogstack_model_gateway/gateway/routers/models.py @@ -13,6 +13,7 @@ from cogstack_model_gateway.common.queue import QueueManager from cogstack_model_gateway.common.tasks import TaskManager from cogstack_model_gateway.common.tracking import TrackingClient +from cogstack_model_gateway.gateway.core.auto_deploy import ensure_model_available from cogstack_model_gateway.gateway.core.models import get_running_models, run_model_container from cogstack_model_gateway.gateway.core.priority import calculate_task_priority from cogstack_model_gateway.gateway.prometheus.metrics import ( @@ -105,12 +106,37 @@ router = APIRouter() -def _record_model_usage(model_name: str, model_manager: ModelManager) -> None: - """Record model usage or create static model entry if not tracked.""" - if model_manager.record_model_usage(model_name) is None: - log.info(f"Model '{model_name}' not found in database, creating static deployment entry") - model_manager.create_model( - model_name=model_name, deployment_type=ModelDeploymentType.STATIC +async def ensure_model_dependency( + model_name: str, + config: Annotated[Config, Depends(get_config)], +) -> None: + """FastAPI dependency to ensure a model is available before processing request. + + This handles: + - Checking if model is running and healthy (all deployment types) + - Auto-creating STATIC entries for untracked models + - Auto-deploying on-demand models if configured + + Raises: + HTTPException(503): If model unavailable. + """ + is_available = await ensure_model_available( + model_name=model_name, + config=config, + model_manager=config.model_manager, + ) + + if not is_available: + running = [m["model_name"] for m in get_running_models(config.cms.project_name)] + on_demand = config.list_on_demand_models() + raise HTTPException( + status_code=503, + detail=( + f"Model '{model_name}' is not available. " + f"Running models: {running}. " + f"On-demand models: {on_demand}. " + "List all models at /models" + ), ) @@ -144,6 +170,7 @@ async def get_models( response_model=dict, tags=["models"], name="Get information about a running CogStack Model Serve instance", + dependencies=[Depends(ensure_model_dependency)], ) async def get_model_info(model_name: str, config: Annotated[Config, Depends(get_config)]): """Get information about a running model server through its `/info` API.""" @@ -161,7 +188,8 @@ async def get_model_info(model_name: str, config: Annotated[Config, Depends(get_ except requests.RequestException as e: raise HTTPException(status_code=500, detail=str(e)) - _record_model_usage(model_name, config.model_manager) + model_manager: ModelManager = config.model_manager + model_manager.record_model_usage(model_name) return response.json() @@ -293,6 +321,7 @@ async def deploy_model( response_model=dict, tags=["models"], name="Schedule a task for execution on a running CogStack Model Serve instance", + dependencies=[Depends(ensure_model_dependency)], ) async def execute_task( model_name: str, @@ -393,7 +422,8 @@ async def execute_task( qm: QueueManager = config.queue_manager qm.publish(task_dict, priority) - _record_model_usage(model_name, config.model_manager) + model_manager: ModelManager = config.model_manager + model_manager.record_model_usage(model_name) gateway_tasks_processed_total.labels(model=model_name, task=task).inc() return {"uuid": task_uuid, "status": "Task submitted successfully"} diff --git a/tests/unit/common/test_models.py b/tests/unit/common/test_models.py index 996bce0..5d6319c 100644 --- a/tests/unit/common/test_models.py +++ b/tests/unit/common/test_models.py @@ -64,6 +64,50 @@ def test_create_model_duplicate(model_manager: ModelManager) -> None: ) +def test_get_model(model_manager: ModelManager) -> None: + """Test retrieving a model by name.""" + model_manager.create_model( + model_name="test-get-model", + deployment_type=ModelDeploymentType.AUTO, + idle_ttl=300, + ready=False, + ) + + retrieved_model = model_manager.get_model("test-get-model") + assert retrieved_model is not None + assert retrieved_model.model_name == "test-get-model" + assert retrieved_model.deployment_type == ModelDeploymentType.AUTO + assert retrieved_model.idle_ttl == 300 + assert retrieved_model.ready is False + + # Test getting a non-existent model + non_existent = model_manager.get_model("nonexistent-model") + assert non_existent is None + + +def test_mark_model_ready(model_manager: ModelManager) -> None: + """Test marking a model as ready.""" + model = model_manager.create_model( + model_name="test-mark-ready", + deployment_type=ModelDeploymentType.MANUAL, + idle_ttl=300, + ready=False, + ) + assert model.ready is False + + updated_model = model_manager.mark_model_ready("test-mark-ready") + assert updated_model is not None + assert updated_model.ready is True + + retrieved_model = model_manager.get_model("test-mark-ready") + assert retrieved_model is not None + assert retrieved_model.ready is True + + # Test marking a non-existent model as ready + result = model_manager.mark_model_ready("nonexistent-model") + assert result is None + + def test_record_model_usage(model_manager: ModelManager) -> None: """Test recording usage updates last_used_at timestamp.""" model = model_manager.create_model( From b74bf10f213e4dd51fb08734fde37128c30b2072 Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Wed, 19 Nov 2025 10:26:13 +0000 Subject: [PATCH 11/30] fixup! fixup! fixup! fixup! db: Introduce model records Signed-off-by: Phoevos Kalemkeris --- cogstack_model_gateway/migrations/Dockerfile | 1 + 1 file changed, 1 insertion(+) diff --git a/cogstack_model_gateway/migrations/Dockerfile b/cogstack_model_gateway/migrations/Dockerfile index 1033f95..d6e8d94 100644 --- a/cogstack_model_gateway/migrations/Dockerfile +++ b/cogstack_model_gateway/migrations/Dockerfile @@ -24,6 +24,7 @@ COPY pyproject.toml poetry.lock ./ RUN poetry install --with migrations --no-root --no-directory COPY cogstack_model_gateway/common/db.py ./cogstack_model_gateway/common/db.py +COPY cogstack_model_gateway/common/models.py ./cogstack_model_gateway/common/models.py COPY cogstack_model_gateway/common/tasks.py ./cogstack_model_gateway/common/tasks.py COPY cogstack_model_gateway/migrations ./cogstack_model_gateway/migrations From 212fd0db190830170b9650536284eed1a9b612e6 Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Wed, 19 Nov 2025 10:32:14 +0000 Subject: [PATCH 12/30] fixup! feat: Revamp configuration logic Signed-off-by: Phoevos Kalemkeris --- docker-compose.yaml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docker-compose.yaml b/docker-compose.yaml index 73c4fcc..59c5b2f 100644 --- a/docker-compose.yaml +++ b/docker-compose.yaml @@ -157,7 +157,7 @@ services: - CMG_QUEUE_NAME=$CMG_QUEUE_NAME - CMG_COMMON_LOG_LEVEL=$CMG_COMMON_LOG_LEVEL - CMG_SCHEDULER_LOG_LEVEL=$CMG_SCHEDULER_LOG_LEVEL - - CMG_SCHEDULER_MAX_CONCURRENT_TASKS=$CMG_SCHEDULER_MAX_CONCURRENT_TASKS + - CMG_SCHEDULER_MAX_CONCURRENT_TASKS=${CMG_SCHEDULER_MAX_CONCURRENT_TASKS:-1} - MLFLOW_TRACKING_URI=$MLFLOW_TRACKING_URI - HTTP_PROXY=$HTTP_PROXY - HTTPS_PROXY=$HTTPS_PROXY @@ -191,7 +191,7 @@ services: environment: - CMG_COMMON_LOG_LEVEL=$CMG_COMMON_LOG_LEVEL - CMG_RIPPER_LOG_LEVEL=$CMG_RIPPER_LOG_LEVEL - - CMG_RIPPER_INTERVAL=$CMG_RIPPER_INTERVAL + - CMG_RIPPER_INTERVAL=${CMG_RIPPER_INTERVAL:-60} - HTTP_PROXY=$HTTP_PROXY - HTTPS_PROXY=$HTTPS_PROXY - NO_PROXY=minio,mlflow-ui,postgres,rabbitmq,localhost,proxy,$CMG_NO_PROXY_EXT From 891a3a0de30342941a6bc9da5ef4defe3b324250 Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Wed, 19 Nov 2025 10:49:07 +0000 Subject: [PATCH 13/30] fixup! ripper: Purge containers based on deployment type Signed-off-by: Phoevos Kalemkeris --- cogstack_model_gateway/ripper/main.py | 10 +++++++++- 1 file changed, 9 insertions(+), 1 deletion(-) diff --git a/cogstack_model_gateway/ripper/main.py b/cogstack_model_gateway/ripper/main.py index edd2282..15daeec 100644 --- a/cogstack_model_gateway/ripper/main.py +++ b/cogstack_model_gateway/ripper/main.py @@ -184,7 +184,15 @@ def main(): """Run the ripper service.""" configure_logging() config = load_config() - config.model_manager = ModelManager(db_manager=DatabaseManager(db_url=config.database.url)) + config.model_manager = ModelManager( + db_manager=DatabaseManager( + user=config.db.user, + password=config.db.password, + host=config.db.host, + port=config.db.port, + db_name=config.db.name, + ) + ) start_http_server(config.ripper.metrics_port) From 44319ec918d3406b8952e329d71c51bf5e22827d Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Wed, 19 Nov 2025 12:00:57 +0000 Subject: [PATCH 14/30] migrations: Create base revision with initial schema Signed-off-by: Phoevos Kalemkeris --- cogstack_model_gateway/gateway/main.py | 1 - .../versions/000000000000_initial_schema.py | 41 +++++++++++++++++++ ...bf86_extend_task_with_request_info_and_.py | 4 +- cogstack_model_gateway/scheduler/main.py | 1 - 4 files changed, 43 insertions(+), 4 deletions(-) create mode 100644 cogstack_model_gateway/migrations/versions/000000000000_initial_schema.py diff --git a/cogstack_model_gateway/gateway/main.py b/cogstack_model_gateway/gateway/main.py index 6c8ccd1..de5f9e8 100644 --- a/cogstack_model_gateway/gateway/main.py +++ b/cogstack_model_gateway/gateway/main.py @@ -42,7 +42,6 @@ async def lifespan(app: FastAPI): port=config.db.port, db_name=config.db.name, ) - dbm.init_db() task_osm = ObjectStoreManager( host=config.object_store.host, diff --git a/cogstack_model_gateway/migrations/versions/000000000000_initial_schema.py b/cogstack_model_gateway/migrations/versions/000000000000_initial_schema.py new file mode 100644 index 0000000..8dea998 --- /dev/null +++ b/cogstack_model_gateway/migrations/versions/000000000000_initial_schema.py @@ -0,0 +1,41 @@ +"""Initial schema + +Revision ID: 000000000000 +Revises: +Create Date: 2025-11-19 00:00:00.000000 + +""" + +from collections.abc import Sequence + +import sqlalchemy as sa +import sqlmodel +from alembic import op + +# revision identifiers, used by Alembic. +revision: str = "000000000000" +down_revision: str | Sequence[str] | None = None +branch_labels: str | Sequence[str] | None = None +depends_on: str | Sequence[str] | None = None + + +def upgrade() -> None: + """Create initial task table.""" + op.create_table( + "task", + sa.Column("uuid", sqlmodel.sql.sqltypes.AutoString(), nullable=False), + sa.Column( + "status", + sa.Enum("PENDING", "SCHEDULED", "RUNNING", "SUCCEEDED", "FAILED", name="status"), + nullable=False, + ), + sa.Column("result", sqlmodel.sql.sqltypes.AutoString(), nullable=True), + sa.Column("error_message", sqlmodel.sql.sqltypes.AutoString(), nullable=True), + sa.Column("tracking_id", sqlmodel.sql.sqltypes.AutoString(), nullable=True), + sa.PrimaryKeyConstraint("uuid"), + ) + + +def downgrade() -> None: + """Drop initial task table.""" + op.drop_table("task") diff --git a/cogstack_model_gateway/migrations/versions/1859866dbf86_extend_task_with_request_info_and_.py b/cogstack_model_gateway/migrations/versions/1859866dbf86_extend_task_with_request_info_and_.py index f59485e..dd574b3 100644 --- a/cogstack_model_gateway/migrations/versions/1859866dbf86_extend_task_with_request_info_and_.py +++ b/cogstack_model_gateway/migrations/versions/1859866dbf86_extend_task_with_request_info_and_.py @@ -1,7 +1,7 @@ """Extend Task with request info and timestamps Revision ID: 1859866dbf86 -Revises: +Revises: 000000000000 Create Date: 2025-06-19 17:29:59.695124 """ @@ -14,7 +14,7 @@ # revision identifiers, used by Alembic. revision: str = "1859866dbf86" -down_revision: str | Sequence[str] | None = None +down_revision: str | Sequence[str] | None = "000000000000" branch_labels: str | Sequence[str] | None = None depends_on: str | Sequence[str] | None = None diff --git a/cogstack_model_gateway/scheduler/main.py b/cogstack_model_gateway/scheduler/main.py index af3b438..469059f 100644 --- a/cogstack_model_gateway/scheduler/main.py +++ b/cogstack_model_gateway/scheduler/main.py @@ -26,7 +26,6 @@ def initialize_connections( port=config.db.port, db_name=config.db.name, ) - dbm.init_db() task_osm = ObjectStoreManager( host=config.object_store.host, From 6e71f39dbba0ac6823623e8a41734751c45bead4 Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Wed, 19 Nov 2025 12:03:18 +0000 Subject: [PATCH 15/30] fixup! fixup! ripper: Purge containers based on deployment type Signed-off-by: Phoevos Kalemkeris --- docker-compose.yaml | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/docker-compose.yaml b/docker-compose.yaml index 59c5b2f..844475c 100644 --- a/docker-compose.yaml +++ b/docker-compose.yaml @@ -202,6 +202,11 @@ services: - .env expose: - ${CMG_RIPPER_METRICS_PORT:-8002} + depends_on: + postgres: + condition: service_healthy + migrations: + condition: service_completed_successfully volumes: - /var/run/docker.sock:/var/run/docker.sock networks: From 8467a1b72e389cacde11ed42be63d257e0bcc19e Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Wed, 19 Nov 2025 12:05:22 +0000 Subject: [PATCH 16/30] fixup! fixup! fixup! fixup! fixup! db: Introduce model records Signed-off-by: Phoevos Kalemkeris --- .../migrations/versions/a8d0956c543f_add_model_table.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cogstack_model_gateway/migrations/versions/a8d0956c543f_add_model_table.py b/cogstack_model_gateway/migrations/versions/a8d0956c543f_add_model_table.py index 84d20d5..f8ef50b 100644 --- a/cogstack_model_gateway/migrations/versions/a8d0956c543f_add_model_table.py +++ b/cogstack_model_gateway/migrations/versions/a8d0956c543f_add_model_table.py @@ -1,4 +1,4 @@ -"""add_model_table +"""Add model server table for lifecycle and usage management Revision ID: a8d0956c543f Revises: 1859866dbf86 From eb22bb1a208d40f8fc520719a484687c7c0b25af Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Wed, 19 Nov 2025 13:36:41 +0000 Subject: [PATCH 17/30] fixup! WIP: auto-deploy Signed-off-by: Phoevos Kalemkeris --- .../gateway/core/auto_deploy.py | 2 +- cogstack_model_gateway/gateway/core/models.py | 7 +-- .../gateway/routers/models.py | 44 ++++++++++++++----- 3 files changed, 37 insertions(+), 16 deletions(-) diff --git a/cogstack_model_gateway/gateway/core/auto_deploy.py b/cogstack_model_gateway/gateway/core/auto_deploy.py index 12e33fd..ccd2548 100644 --- a/cogstack_model_gateway/gateway/core/auto_deploy.py +++ b/cogstack_model_gateway/gateway/core/auto_deploy.py @@ -28,7 +28,7 @@ def is_model_running(model_name: str, cms_project: str) -> bool: """Check if a model container is currently running.""" - return model_name in {m["model_name"] for m in get_running_models(cms_project)} + return model_name in {m["service_name"] for m in get_running_models(cms_project)} async def wait_for_model_health( diff --git a/cogstack_model_gateway/gateway/core/models.py b/cogstack_model_gateway/gateway/core/models.py index 9c53004..074e644 100644 --- a/cogstack_model_gateway/gateway/core/models.py +++ b/cogstack_model_gateway/gateway/core/models.py @@ -52,9 +52,10 @@ def get_running_models(cms_project: str) -> list[dict]: ) return [ { - "name": c.labels.get(SERVICE_NAME_LABEL, c.name), - "uri": c.labels.get(config.labels.cms_model_uri_label), - "deployment_type": c.labels.get(config.labels.deployment_type_label), + "service_name": c.labels.get(SERVICE_NAME_LABEL, c.name), + "model_uri": c.labels.get(config.labels.cms_model_uri_label), + "deployment_type": c.labels.get(config.labels.deployment_type_label) + or ModelDeploymentType.STATIC.value, } for c in containers ] diff --git a/cogstack_model_gateway/gateway/routers/models.py b/cogstack_model_gateway/gateway/routers/models.py index cffcf5a..37b7231 100644 --- a/cogstack_model_gateway/gateway/routers/models.py +++ b/cogstack_model_gateway/gateway/routers/models.py @@ -127,8 +127,8 @@ async def ensure_model_dependency( ) if not is_available: - running = [m["model_name"] for m in get_running_models(config.cms.project_name)] - on_demand = config.list_on_demand_models() + running = [m["service_name"] for m in get_running_models(config.cms.project_name)] + on_demand = [m.service_name for m in config.list_on_demand_models()] raise HTTPException( status_code=503, detail=( @@ -140,11 +140,24 @@ async def ensure_model_dependency( ) +def _prepare_model_response(models: list[dict], verbose: bool) -> list[dict]: + """Prepare model list for API response.""" + for model in models: + if model_name := model.pop("service_name", None): + model["name"] = model_name + if model_uri := model.pop("model_uri", None): + model["uri"] = model_uri + if verbose: + if model_info := TrackingClient().get_model_metadata(model_uri): + model["info"] = model_info + return models + + @router.get( "/models/", - response_model=list[dict], + response_model=dict, tags=["models"], - name="List running CogStack Model Serve instances with metadata from the tracking server", + name="List running and on-demand CogStack Model Serve instances", ) async def get_models( config: Annotated[Config, Depends(get_config)], @@ -152,17 +165,22 @@ async def get_models( bool | None, Query(description="Include model metadata from the tracking server") ] = False, ): - """List running model servers and attach metadata from the tracking server. + """List running model servers and on-demand models that can be auto-deployed. + + Returns a dictionary with two keys: + - 'running': List of currently running model containers + - 'on_demand': List of models that can be deployed on-demand Metadata is only included if the `verbose` query parameter is set to `true` and a tracking URI is found for the model server. """ - models = get_running_models(config.cms.project_name) - for model in models: - if model["uri"] and verbose: - if model_info := TrackingClient().get_model_metadata(model["uri"]): - model["info"] = model_info - return models + running_models = get_running_models(config.cms.project_name) + on_demand_models = [model.model_dump() for model in config.list_on_demand_models()] + + return { + "running": _prepare_model_response(running_models, verbose), + "on_demand": _prepare_model_response(on_demand_models, verbose), + } @router.get( @@ -261,7 +279,9 @@ async def deploy_model( ) log.debug(f"Validated model URI '{model_uri}': {model_metadata}") - if any(model["name"] == model_name for model in get_running_models(config.cms.project_name)): + if any( + model["service_name"] == model_name for model in get_running_models(config.cms.project_name) + ): raise HTTPException( status_code=409, detail=( From a2c6a32bc5088a0c34ad6d4d854f17fa975cce91 Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Wed, 19 Nov 2025 14:05:36 +0000 Subject: [PATCH 18/30] fix: Mount config.json in docker-compose services Signed-off-by: Phoevos Kalemkeris --- cogstack_model_gateway/gateway/Dockerfile | 2 +- cogstack_model_gateway/ripper/Dockerfile | 2 +- cogstack_model_gateway/scheduler/Dockerfile | 2 +- docker-compose.yaml | 11 +++++++++-- 4 files changed, 12 insertions(+), 5 deletions(-) diff --git a/cogstack_model_gateway/gateway/Dockerfile b/cogstack_model_gateway/gateway/Dockerfile index e78c77f..9cb22b3 100644 --- a/cogstack_model_gateway/gateway/Dockerfile +++ b/cogstack_model_gateway/gateway/Dockerfile @@ -25,7 +25,7 @@ RUN poetry install --only main --no-root --no-directory COPY cogstack_model_gateway/common ./cogstack_model_gateway/common COPY cogstack_model_gateway/gateway ./cogstack_model_gateway/gateway -COPY config.json README.md ./ +COPY README.md ./ RUN poetry install --only main diff --git a/cogstack_model_gateway/ripper/Dockerfile b/cogstack_model_gateway/ripper/Dockerfile index 0b81834..a71b799 100644 --- a/cogstack_model_gateway/ripper/Dockerfile +++ b/cogstack_model_gateway/ripper/Dockerfile @@ -24,7 +24,7 @@ RUN poetry install --only main --no-root --no-directory COPY cogstack_model_gateway/common ./cogstack_model_gateway/common COPY cogstack_model_gateway/ripper ./cogstack_model_gateway/ripper -COPY config.json README.md ./ +COPY README.md ./ RUN poetry install --only main diff --git a/cogstack_model_gateway/scheduler/Dockerfile b/cogstack_model_gateway/scheduler/Dockerfile index 1a44c78..cba0f78 100644 --- a/cogstack_model_gateway/scheduler/Dockerfile +++ b/cogstack_model_gateway/scheduler/Dockerfile @@ -24,7 +24,7 @@ RUN poetry install --only main --no-root --no-directory COPY cogstack_model_gateway/common ./cogstack_model_gateway/common COPY cogstack_model_gateway/scheduler ./cogstack_model_gateway/scheduler -COPY config.json README.md ./ +COPY README.md ./ RUN poetry install --only main diff --git a/docker-compose.yaml b/docker-compose.yaml index 844475c..0c85e81 100644 --- a/docker-compose.yaml +++ b/docker-compose.yaml @@ -83,6 +83,7 @@ services: labels: - org.cogstack.model-gateway.commit=$CMG_COMMIT_SHA environment: + - CONFIG_FILE=/app/config.json - CMG_DB_USER=$CMG_DB_USER - CMG_DB_PASSWORD=$CMG_DB_PASSWORD - CMG_DB_HOST=postgres @@ -116,6 +117,7 @@ services: - "${CMG_HOST_PORT:-8888}:8000" volumes: - /var/run/docker.sock:/var/run/docker.sock + - ./config.json:/app/config.json:ro depends_on: postgres: condition: service_healthy @@ -141,6 +143,7 @@ services: labels: - org.cogstack.model-gateway.commit=$CMG_COMMIT_SHA environment: + - CONFIG_FILE=/app/config.json - CMG_DB_USER=$CMG_DB_USER - CMG_DB_PASSWORD=$CMG_DB_PASSWORD - CMG_DB_HOST=postgres @@ -169,6 +172,8 @@ services: - .env expose: - ${CMG_SCHEDULER_METRICS_PORT:-8001} + volumes: + - ./config.json:/app/config.json:ro depends_on: postgres: condition: service_healthy @@ -189,6 +194,7 @@ services: labels: - org.cogstack.model-gateway.commit=$CMG_COMMIT_SHA environment: + - CONFIG_FILE=/app/config.json - CMG_COMMON_LOG_LEVEL=$CMG_COMMON_LOG_LEVEL - CMG_RIPPER_LOG_LEVEL=$CMG_RIPPER_LOG_LEVEL - CMG_RIPPER_INTERVAL=${CMG_RIPPER_INTERVAL:-60} @@ -202,13 +208,14 @@ services: - .env expose: - ${CMG_RIPPER_METRICS_PORT:-8002} + volumes: + - /var/run/docker.sock:/var/run/docker.sock + - ./config.json:/app/config.json:ro depends_on: postgres: condition: service_healthy migrations: condition: service_completed_successfully - volumes: - - /var/run/docker.sock:/var/run/docker.sock networks: - observability From dc9801e4c2d185b6b21029a2bfe25495d6187dae Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Wed, 19 Nov 2025 14:28:00 +0000 Subject: [PATCH 19/30] fixup! fixup! WIP: auto-deploy Signed-off-by: Phoevos Kalemkeris --- cogstack_model_gateway/gateway/core/auto_deploy.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/cogstack_model_gateway/gateway/core/auto_deploy.py b/cogstack_model_gateway/gateway/core/auto_deploy.py index ccd2548..a312c51 100644 --- a/cogstack_model_gateway/gateway/core/auto_deploy.py +++ b/cogstack_model_gateway/gateway/core/auto_deploy.py @@ -197,7 +197,7 @@ async def ensure_model_available( log.info("Model '%s' is not currently running", model_name) # Step 4: Model not running/healthy - check if we can auto-deploy - model_config = config.auto_deployment.get_on_demand_model(model_name) + model_config = config.get_on_demand_model(model_name) if not model_config: log.warning( "Model '%s' is not available and not configured for auto-deployment", @@ -224,7 +224,7 @@ async def ensure_model_available( is_healthy = await wait_for_model_health( model_name, config.cms.base_url, - config.auto_deployment.config.health_check_timeout, + config.models.deployment.auto.config.health_check_timeout, ) if is_healthy: # Mark as ready (the other worker might have crashed after deploying) @@ -250,7 +250,7 @@ async def ensure_model_available( is_healthy = await wait_for_model_health( model_name, config.cms.base_url, - config.auto_deployment.config.health_check_timeout, + config.models.deployment.auto.config.health_check_timeout, ) if is_healthy: model_manager.mark_model_ready(model_name) @@ -264,7 +264,7 @@ async def ensure_model_available( is_healthy = await wait_for_model_health( model_name, config.cms.base_url, - config.auto_deployment.config.health_check_timeout, + config.models.deployment.auto.config.health_check_timeout, ) if is_healthy: From 2a61c3cfa7360d6c93dded29383e0801cc75f5a8 Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Wed, 19 Nov 2025 16:08:00 +0000 Subject: [PATCH 20/30] fix: Add ripper to 'gateway' network Signed-off-by: Phoevos Kalemkeris --- docker-compose.yaml | 1 + 1 file changed, 1 insertion(+) diff --git a/docker-compose.yaml b/docker-compose.yaml index 0c85e81..4da7620 100644 --- a/docker-compose.yaml +++ b/docker-compose.yaml @@ -217,6 +217,7 @@ services: migrations: condition: service_completed_successfully networks: + - gateway - observability migrations: From 102fc5ba08bd7a2497d46b70d9bc7be901171f1d Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Wed, 19 Nov 2025 16:24:46 +0000 Subject: [PATCH 21/30] fix: Simplify model deployment function params Signed-off-by: Phoevos Kalemkeris --- .../gateway/core/auto_deploy.py | 9 +++---- cogstack_model_gateway/gateway/core/models.py | 25 ++++++------------- .../gateway/routers/models.py | 9 +++---- 3 files changed, 15 insertions(+), 28 deletions(-) diff --git a/cogstack_model_gateway/gateway/core/auto_deploy.py b/cogstack_model_gateway/gateway/core/auto_deploy.py index a312c51..3230dca 100644 --- a/cogstack_model_gateway/gateway/core/auto_deploy.py +++ b/cogstack_model_gateway/gateway/core/auto_deploy.py @@ -26,9 +26,9 @@ STALE_DEPLOYMENT_LOCK_SECONDS = 300 # 5 minutes -def is_model_running(model_name: str, cms_project: str) -> bool: +def is_model_running(model_name: str) -> bool: """Check if a model container is currently running.""" - return model_name in {m["service_name"] for m in get_running_models(cms_project)} + return model_name in {m["service_name"] for m in get_running_models()} async def wait_for_model_health( @@ -115,9 +115,8 @@ def deploy_on_demand_model( try: container = run_model_container( - service_name=model_name, + model_name=model_name, model_uri=model_config.model_uri, - config=config, deployment_type=ModelDeploymentType.AUTO, resources=model_config.deploy.resources if model_config.deploy else None, ) @@ -157,7 +156,7 @@ async def ensure_model_available( True if model is available and ready, False otherwise """ # Step 1: Check if model is currently running - if is_model_running(model_name, config.cms.project_name): + if is_model_running(model_name): log.debug("Model '%s' container is running, checking health", model_name) # Step 2: Check if model is healthy diff --git a/cogstack_model_gateway/gateway/core/models.py b/cogstack_model_gateway/gateway/core/models.py index 074e644..158e92f 100644 --- a/cogstack_model_gateway/gateway/core/models.py +++ b/cogstack_model_gateway/gateway/core/models.py @@ -34,20 +34,18 @@ def _parse_cpus_to_nano(cpus_str: str) -> int: raise ValueError(f"Invalid CPU format: {cpus_str}. Expected a positive number.") from e -def get_running_models(cms_project: str) -> list[dict]: +def get_running_models() -> list[dict]: """Get a list of running containers corresponding to model servers.""" config = get_config() client = docker.from_env() - if not cms_project: - raise ValueError( - "CogStack ModelServe Docker Compose project name was not provided." - f" Please try setting the '{CMS_PROJECT_ENV_VAR}' environment variable." - ) containers = client.containers.list( filters={ "status": "running", - "label": [config.labels.cms_model_label, f"{PROJECT_NAME_LABEL}={cms_project}"], + "label": [ + config.labels.cms_model_label, + f"{PROJECT_NAME_LABEL}={config.cms.project_name}", + ], } ) return [ @@ -64,9 +62,8 @@ def get_running_models(cms_project: str) -> list[dict]: def run_model_container( model_name: str, model_uri: str, - ttl: int, - cms_project: str, deployment_type: ModelDeploymentType, + ttl: int = -1, resources: dict | None = None, ) -> Container: """Run a Docker container for a model server. @@ -81,9 +78,8 @@ def run_model_container( Args: model_name: Docker service name for the model. model_uri: URI pointing to the model artifact (e.g. MLflow model URI). - ttl: Fixed time-to-live in seconds (predominantly used for manual deployments). - cms_project: CogStack ModelServe Docker Compose project name. deployment_type: Type of deployment (ModelDeploymentType enum). + ttl: Fixed time-to-live in seconds (predominantly used for manual deployments). resources: Optional resource limits/reservations dict with structure: { "limits": {"memory": "4g", "cpus": "2.0"}, @@ -95,17 +91,12 @@ def run_model_container( """ config = get_config() client = docker.from_env() - if not cms_project: - raise ValueError( - "CogStack ModelServe Docker Compose project name was not provided." - f" Please try setting the '{CMS_PROJECT_ENV_VAR}' environment variable." - ) labels = { # The project name is set by Docker when deploying CMS through its compose file. We have to # set it explicitly here to ensure that model servers deployed through the gateway can be # identified/listed/deleted in the same way as the ones deployed through Docker compose. - PROJECT_NAME_LABEL: cms_project, + PROJECT_NAME_LABEL: config.cms.project_name, config.labels.cms_model_label: model_name, config.labels.cms_model_uri_label: model_uri, config.labels.ttl_label: str(ttl), diff --git a/cogstack_model_gateway/gateway/routers/models.py b/cogstack_model_gateway/gateway/routers/models.py index 37b7231..ca541d1 100644 --- a/cogstack_model_gateway/gateway/routers/models.py +++ b/cogstack_model_gateway/gateway/routers/models.py @@ -127,7 +127,7 @@ async def ensure_model_dependency( ) if not is_available: - running = [m["service_name"] for m in get_running_models(config.cms.project_name)] + running = [m["service_name"] for m in get_running_models()] on_demand = [m.service_name for m in config.list_on_demand_models()] raise HTTPException( status_code=503, @@ -174,7 +174,7 @@ async def get_models( Metadata is only included if the `verbose` query parameter is set to `true` and a tracking URI is found for the model server. """ - running_models = get_running_models(config.cms.project_name) + running_models = get_running_models() on_demand_models = [model.model_dump() for model in config.list_on_demand_models()] return { @@ -279,9 +279,7 @@ async def deploy_model( ) log.debug(f"Validated model URI '{model_uri}': {model_metadata}") - if any( - model["service_name"] == model_name for model in get_running_models(config.cms.project_name) - ): + if any(model["service_name"] == model_name for model in get_running_models()): raise HTTPException( status_code=409, detail=( @@ -308,7 +306,6 @@ async def deploy_model( model_name=model_name, model_uri=model_uri, ttl=ttl, - cms_project=config.cms.project_name, deployment_type=ModelDeploymentType.MANUAL, resources=None, # TODO: Add resource limits support for manual deployments ) From 02aa64572242cb00cfbffade7e6b11ff1cf096cd Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Thu, 20 Nov 2025 16:22:40 +0000 Subject: [PATCH 22/30] chore: Pin mlflow to >=2.0.0,<3.0.0 Downgrade mlflow to avoid compatibility issues with CMS MLflow server. 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"hypothesis", "pandas", "pytest", "pytz"] + [[package]] name = "pyasn1" version = "0.6.1" @@ -4899,4 +4763,4 @@ type = ["pytest-mypy"] [metadata] lock-version = "2.1" python-versions = "^3.12" -content-hash = "feceb2197e887762fc8eba48feb0576299e4c1291d020a0b39f78aab800c66dd" +content-hash = "0ee96800325740065870890d142dc485556f873b55249185a37d69c06ac3edab" diff --git a/pyproject.toml b/pyproject.toml index 4ed8fbf..b86506e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -20,7 +20,7 @@ python-dotenv = "^1.0.1" requests = "^2.32.3" fastapi = {extras = ["standard"], version = "^0.115.5"} docker = "^7.1.0" -mlflow = "^3.1.1" +mlflow = ">=2.0.0,<3.0.0" python-multipart = "^0.0.19" minio = "^7.2.12" prometheus-client = "^0.22.1" From 8120fc5e2afa2289fb07666bb8cc5e8d795782c7 Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Thu, 20 Nov 2025 16:47:53 +0000 Subject: [PATCH 23/30] fixup! fixup! fixup! WIP: auto-deploy Signed-off-by: Phoevos Kalemkeris --- .../common/config/__init__.py | 1 + .../common/config/models.py | 70 +++++++++++++- .../gateway/core/auto_deploy.py | 19 ++-- cogstack_model_gateway/gateway/core/models.py | 91 ++++++++----------- .../gateway/routers/models.py | 4 +- config.example.json | 40 ++++++++ config.json | 22 +---- 7 files changed, 165 insertions(+), 82 deletions(-) diff --git a/cogstack_model_gateway/common/config/__init__.py b/cogstack_model_gateway/common/config/__init__.py index 0a2b321..616fbfe 100644 --- a/cogstack_model_gateway/common/config/__init__.py +++ b/cogstack_model_gateway/common/config/__init__.py @@ -123,6 +123,7 @@ def load_config() -> Config: merged_config = { **env_config, + "cms": json_config.get("cms", {}), "models": json_config.get("models", {}), "labels": json_config.get("labels", {}), } diff --git a/cogstack_model_gateway/common/config/models.py b/cogstack_model_gateway/common/config/models.py index e7b1078..24c63a3 100644 --- a/cogstack_model_gateway/common/config/models.py +++ b/cogstack_model_gateway/common/config/models.py @@ -231,12 +231,80 @@ class ModelsConfig(BaseModel): ) +class HealthCheckConfig(BaseModel): + """Health check configuration for model containers.""" + + interval: int = Field(90, description="Health check interval in seconds", gt=0) + timeout: int = Field(10, description="Health check timeout in seconds", gt=0) + retries: int = Field(3, description="Health check retries", ge=0) + start_period: int = Field(60, description="Health check start period in seconds", gt=0) + + +class MLflowS3Config(BaseModel): + """MLflow S3 configuration for model containers.""" + + access_key_id: str | None = Field(None, description="AWS access key ID") + secret_access_key: str | None = Field(None, description="AWS secret access key") + endpoint_url: str = Field("http://minio:9000", description="MLflow artifact storage endpoint") + + +class MLflowConfig(BaseModel): + """MLflow configuration for model containers.""" + + s3: MLflowS3Config = Field(default_factory=MLflowS3Config, description="MLflow S3 settings") + tracking_uri: str = Field("http://mlflow-ui:5000", description="MLflow tracking server URI") + tracking_username: str = Field("admin", description="MLflow tracking server username") + tracking_password: str = Field("password", description="MLflow tracking server password") + enable_system_metrics_logging: bool = Field(True, description="Enable system metrics logging") + + +class AuthConfig(BaseModel): + """Authentication configuration for model containers.""" + + user_enabled: bool = Field(False, description="Enable user authentication") + jwt_secret: str | None = Field(None, description="JWT secret for token signing") + access_token_expire_seconds: int = Field(3600, description="Access token expiration time", gt=0) + database_url: str = Field( + "sqlite+aiosqlite:///./cms-users.db", description="Authentication database URL" + ) + + +class ProxyConfig(BaseModel): + """Proxy configuration for model containers.""" + + http_proxy: str | None = Field(None, description="HTTP proxy URL") + https_proxy: str | None = Field(None, description="HTTPS proxy URL") + no_proxy: str = Field( + "mlflow-ui,minio,graylog,auth-db,localhost", + description="Comma-separated list of hosts to exclude from proxying", + ) + + class CMSConfig(BaseModel): """CogStack ModelServe related configuration.""" - host_url: str = Field("", description="CMS host URL (for proxy scenarios)") + host_url: str = Field("https://proxy/cms", description="CMS host URL") project_name: str = Field("cms", description="CMS Docker Compose project name") server_port: int = Field(8000, description="CMS server port") + network: str = Field("cogstack-model-serve_cms", description="CMS Docker network") + image: str = Field( + "cogstacksystems/cogstack-modelserve:latest", + description="Docker image for CogStack ModelServe", + ) + volumes: dict[str, str] = Field( + default_factory=lambda: {"retrained-models": "/app/model/retrained"}, + description="Volume mappings for model containers (volume_name: container_path)", + ) + gelf_input_uri: str = Field("http://graylog:12201", description="GELF input URI for logging") + enable_evaluation_apis: bool = Field(True, description="Enable CMS evaluation APIs") + enable_previews_apis: bool = Field(True, description="Enable CMS preview APIs") + enable_training_apis: bool = Field(True, description="Enable CMS training APIs") + mlflow: MLflowConfig = Field(default_factory=MLflowConfig, description="MLflow configuration") + auth: AuthConfig = Field(default_factory=AuthConfig, description="Authentication configuration") + proxy: ProxyConfig = Field(default_factory=ProxyConfig, description="Proxy configuration") + health_check: HealthCheckConfig = Field( + default_factory=HealthCheckConfig, description="Health check configuration" + ) class DatabaseConfig(BaseModel): diff --git a/cogstack_model_gateway/gateway/core/auto_deploy.py b/cogstack_model_gateway/gateway/core/auto_deploy.py index 3230dca..a1501a4 100644 --- a/cogstack_model_gateway/gateway/core/auto_deploy.py +++ b/cogstack_model_gateway/gateway/core/auto_deploy.py @@ -81,18 +81,13 @@ async def wait_for_model_health( return False -def deploy_on_demand_model( - model_config: OnDemandModel, - config: Config, - model_manager: ModelManager, -) -> Container: +def deploy_on_demand_model(model_config: OnDemandModel, model_manager: ModelManager) -> Container: """Deploy an on-demand model container. Creates database entry with ready=False, deploys container, then marks ready=True. Args: model_config: Configuration for the on-demand model - config: Global configuration model_manager: Model manager for database operations Returns: @@ -117,6 +112,8 @@ def deploy_on_demand_model( container = run_model_container( model_name=model_name, model_uri=model_config.model_uri, + # FIXME: add model type + model_type="medcat_umls", deployment_type=ModelDeploymentType.AUTO, resources=model_config.deploy.resources if model_config.deploy else None, ) @@ -160,7 +157,7 @@ async def ensure_model_available( log.debug("Model '%s' container is running, checking health", model_name) # Step 2: Check if model is healthy - url = f"{config.cms.base_url}/api/model_service/{model_name}/readyz" + url = f"{config.cms.host_url}/api/model_service/{model_name}/readyz" try: async with httpx.AsyncClient() as client: response = await client.get(url, timeout=5.0) @@ -222,7 +219,7 @@ async def ensure_model_available( # Wait for the other worker's deployment to complete is_healthy = await wait_for_model_health( model_name, - config.cms.base_url, + config.cms.host_url, config.models.deployment.auto.config.health_check_timeout, ) if is_healthy: @@ -242,13 +239,13 @@ async def ensure_model_available( # Step 6: Deploy the model try: - container = deploy_on_demand_model(model_config, config, model_manager) + container = deploy_on_demand_model(model_config, model_manager) except ValueError as e: # Another worker just created the entry (race condition) log.info("Another worker started deploying '%s', waiting for completion: %s", model_name, e) is_healthy = await wait_for_model_health( model_name, - config.cms.base_url, + config.cms.host_url, config.models.deployment.auto.config.health_check_timeout, ) if is_healthy: @@ -262,7 +259,7 @@ async def ensure_model_available( # Step 7: Wait for model to become healthy is_healthy = await wait_for_model_health( model_name, - config.cms.base_url, + config.cms.host_url, config.models.deployment.auto.config.health_check_timeout, ) diff --git a/cogstack_model_gateway/gateway/core/models.py b/cogstack_model_gateway/gateway/core/models.py index 158e92f..945b5cc 100644 --- a/cogstack_model_gateway/gateway/core/models.py +++ b/cogstack_model_gateway/gateway/core/models.py @@ -1,5 +1,3 @@ -import os - import docker from docker.models.containers import Container @@ -7,9 +5,6 @@ from cogstack_model_gateway.common.containers import PROJECT_NAME_LABEL, SERVICE_NAME_LABEL from cogstack_model_gateway.common.models import ModelDeploymentType -CMS_PROJECT_ENV_VAR = "CMS_PROJECT_NAME" -CMS_DOCKER_NETWORK = "cogstack-model-serve_cms" - def _parse_cpus_to_nano(cpus_str: str) -> int: """Parse Docker CPU string (e.g., '2.0', '0.5') to nano CPUs. @@ -62,22 +57,22 @@ def get_running_models() -> list[dict]: def run_model_container( model_name: str, model_uri: str, + model_type: str, deployment_type: ModelDeploymentType, ttl: int = -1, resources: dict | None = None, ) -> Container: """Run a Docker container for a model server. - The container is started with the `cogstack-modelserve` image as well as the specified model - name which is used as the Docker service name and the tracking server URI for the trained model - to be deployed. The new CogStack Model Serve instance is given labels to identify it as a model - server managed by the CogStack Model Gateway, with the specified TTL label determining its - expiration time. Apart from that, it's configured in the same way as the services included in - the CogStack Model Serve stack. + The container is started with the configured CogStack ModelServe image and the specified model + name, type, and URI. The new CogStack Model Serve instance is given labels to identify it as a + model server managed by the CogStack Model Gateway, with the specified TTL label determining + its expiration time. Args: model_name: Docker service name for the model. model_uri: URI pointing to the model artifact (e.g. MLflow model URI). + model_type: Type of model (e.g., 'medcat_umls', 'medcat_snomed', 'transformers'). deployment_type: Type of deployment (ModelDeploymentType enum). ttl: Fixed time-to-live in seconds (predominantly used for manual deployments). resources: Optional resource limits/reservations dict with structure: @@ -105,11 +100,11 @@ def run_model_container( } base_cmd = "python cli/cli.py serve" - model_type_arg = "--model-type medcat_umls" + model_type_arg = f"--model-type {model_type}" model_name_arg = f"--model-name {model_name}" mlflow_uri_arg = f"--mlflow-model-uri {model_uri}" host_arg = "--host 0.0.0.0" - port_arg = "--port 8000" + port_arg = f"--port {config.cms.server_port}" resource_kwargs = {} if resources: @@ -123,7 +118,7 @@ def run_model_container( } container: Container = client.containers.run( - "cogstacksystems/cogstack-modelserve:dev", + config.cms.image, command=[ "sh", "-c", @@ -131,47 +126,41 @@ def run_model_container( ], detach=True, environment={ - "ENABLE_TRAINING_APIS": "true", - "ENABLE_EVALUATION_APIS": "true", - "ENABLE_PREVIEWS_APIS": "true", - "AWS_ACCESS_KEY_ID": os.getenv("AWS_ACCESS_KEY_ID"), - "AWS_SECRET_ACCESS_KEY": os.getenv("AWS_SECRET_ACCESS_KEY"), - "MLFLOW_S3_ENDPOINT_URL": os.getenv("MLFLOW_S3_ENDPOINT_URL", "http://minio:9000"), - "MLFLOW_TRACKING_URI": os.getenv("MLFLOW_TRACKING_URI", "http://mlflow-ui:5000"), - "MLFLOW_TRACKING_USERNAME": os.getenv("MLFLOW_TRACKING_USERNAME", "admin"), - "MLFLOW_TRACKING_PASSWORD": os.getenv("MLFLOW_TRACKING_PASSWORD", "password"), - "MLFLOW_ENABLE_SYSTEM_METRICS_LOGGING": os.getenv( - "MLFLOW_ENABLE_SYSTEM_METRICS_LOGGING", "true" - ), - "GELF_INPUT_URI": os.getenv("GELF_INPUT_URI", "http://graylog:12201"), - "AUTH_USER_ENABLED": os.getenv("AUTH_USER_ENABLED", "false"), - "AUTH_JWT_SECRET": os.getenv("AUTH_JWT_SECRET"), - "AUTH_ACCESS_TOKEN_EXPIRE_SECONDS": os.getenv( - "AUTH_ACCESS_TOKEN_EXPIRE_SECONDS", "3600" - ), - "AUTH_DATABASE_URL": os.getenv( - "AUTH_DATABASE_URL", "sqlite+aiosqlite:///./cms-users.db" - ), - "HTTP_PROXY": os.getenv("HTTP_PROXY"), - "HTTPS_PROXY": os.getenv("HTTPS_PROXY"), - "NO_PROXY": os.getenv("NO_PROXY", "mlflow-ui,minio,graylog,auth-db,localhost"), - "http_proxy": os.getenv("HTTP_PROXY"), - "https_proxy": os.getenv("HTTPS_PROXY"), - "no_proxy": os.getenv("NO_PROXY", "mlflow-ui,minio,graylog,auth-db,localhost"), + "ENABLE_TRAINING_APIS": str(config.cms.enable_training_apis).lower(), + "ENABLE_EVALUATION_APIS": str(config.cms.enable_evaluation_apis).lower(), + "ENABLE_PREVIEWS_APIS": str(config.cms.enable_previews_apis).lower(), + "AWS_ACCESS_KEY_ID": config.cms.mlflow.s3.access_key_id or "", + "AWS_SECRET_ACCESS_KEY": config.cms.mlflow.s3.secret_access_key or "", + "MLFLOW_S3_ENDPOINT_URL": config.cms.mlflow.s3.endpoint_url, + "MLFLOW_TRACKING_URI": config.cms.mlflow.tracking_uri, + "MLFLOW_TRACKING_USERNAME": config.cms.mlflow.tracking_username, + "MLFLOW_TRACKING_PASSWORD": config.cms.mlflow.tracking_password, + "MLFLOW_ENABLE_SYSTEM_METRICS_LOGGING": str( + config.cms.mlflow.enable_system_metrics_logging + ).lower(), + "GELF_INPUT_URI": config.cms.gelf_input_uri, + "AUTH_USER_ENABLED": str(config.cms.auth.user_enabled).lower(), + "AUTH_JWT_SECRET": config.cms.auth.jwt_secret or "", + "AUTH_ACCESS_TOKEN_EXPIRE_SECONDS": str(config.cms.auth.access_token_expire_seconds), + "AUTH_DATABASE_URL": config.cms.auth.database_url, + "HTTP_PROXY": config.cms.proxy.http_proxy or "", + "HTTPS_PROXY": config.cms.proxy.https_proxy or "", + "NO_PROXY": config.cms.proxy.no_proxy, + "http_proxy": config.cms.proxy.http_proxy or "", + "https_proxy": config.cms.proxy.https_proxy or "", + "no_proxy": config.cms.proxy.no_proxy, }, labels=labels, name=model_name, - network=CMS_DOCKER_NETWORK, - volumes={ - "retrained-models": {"bind": "/app/model/retrained", "mode": "rw"}, - }, - ports={"8000/tcp": None}, + network=config.cms.network, + volumes={name: {"bind": path, "mode": "rw"} for name, path in config.cms.volumes.items()}, + ports={f"{config.cms.server_port}/tcp": None}, healthcheck={ - "test": ["CMD", "curl", "-f", "http://localhost:8000/info"], - "interval": 90 * 1000000 * 1000, - "timeout": 10 * 1000000 * 1000, - "retries": 3, - "start_period": 60 * 1000000 * 1000, + "test": ["CMD", "curl", "-f", f"http://localhost:{config.cms.server_port}/info"], + "interval": config.cms.health_check.interval * 1000000 * 1000, + "timeout": config.cms.health_check.timeout * 1000000 * 1000, + "retries": config.cms.health_check.retries, + "start_period": config.cms.health_check.start_period * 1000000 * 1000, }, **resource_kwargs, ) diff --git a/cogstack_model_gateway/gateway/routers/models.py b/cogstack_model_gateway/gateway/routers/models.py index ca541d1..fc49a2d 100644 --- a/cogstack_model_gateway/gateway/routers/models.py +++ b/cogstack_model_gateway/gateway/routers/models.py @@ -305,8 +305,10 @@ async def deploy_model( container = run_model_container( model_name=model_name, model_uri=model_uri, - ttl=ttl, + # FIXME: add model type + model_type="medcat_umls", deployment_type=ModelDeploymentType.MANUAL, + ttl=ttl, resources=None, # TODO: Add resource limits support for manual deployments ) diff --git a/config.example.json b/config.example.json index 0bdfc29..f153134 100644 --- a/config.example.json +++ b/config.example.json @@ -1,4 +1,44 @@ { + "cms": { + "host_url": "https://proxy/cms", + "project_name": "cms", + "server_port": 8000, + "network": "cogstack-model-serve_cms", + "image": "cogstacksystems/cogstack-modelserve:latest", + "volumes": {"retrained-models": "/app/model/retrained"}, + "gelf_input_uri": "http://graylog:12201", + "enable_evaluation_apis": true, + "enable_previews_apis": true, + "enable_training_apis": true, + "mlflow": { + "s3": { + "access_key_id": null, + "secret_access_key": null, + "endpoint_url": "http://minio:9000" + }, + "tracking_uri": "http://mlflow-ui:5000", + "tracking_username": "admin", + "tracking_password": "password", + "enable_system_metrics_logging": true + }, + "auth": { + "user_enabled": false, + "jwt_secret": null, + "access_token_expire_seconds": 3600, + "database_url": "sqlite+aiosqlite:///./cms-users.db" + }, + "proxy": { + "http_proxy": null, + "https_proxy": null, + "no_proxy": "mlflow-ui,minio,graylog,auth-db,localhost" + }, + "health_check": { + "interval": 90, + "timeout": 10, + "retries": 3, + "start_period": 60 + } + }, "models": { "deployment": { "auto": { diff --git a/config.json b/config.json index 93e2ddb..b178dd6 100644 --- a/config.json +++ b/config.json @@ -1,29 +1,15 @@ { + "cms": { + "image": "cogstacksystems/cogstack-modelserve:sha-8ecff50" + }, "models": { "deployment": { "auto": { - "config": { - "health_check_timeout": 300, - "default_idle_ttl": 3600, - "max_concurrent_deployments": 3, - "deployment_retry_attempts": 2 - }, "on_demand": [] }, "manual": { - "default_ttl": 86400, - "allow_ttl_override": true, - "max_ttl": 604800, - "require_model_uri_validation": false + "max_ttl": 604800 } } - }, - "labels": { - "cms_model_label": "org.cogstack.model-serve", - "cms_model_uri_label": "org.cogstack.model-serve.uri", - "deployment_type_label": "org.cogstack.model-gateway.deployment-type", - "managed_by_label": "org.cogstack.model-gateway.managed-by", - "managed_by_value": "cmg", - "ttl_label": "org.cogstack.model-gateway.ttl" } } From 6ceeaf69db45d3d5742a6ea2f2f999bbe03c0e02 Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Thu, 20 Nov 2025 17:04:52 +0000 Subject: [PATCH 24/30] fix: Allow ripper to remove stopped containers Signed-off-by: Phoevos Kalemkeris --- cogstack_model_gateway/ripper/main.py | 1 + tests/unit/ripper/test_main.py | 1 + 2 files changed, 2 insertions(+) diff --git a/cogstack_model_gateway/ripper/main.py b/cogstack_model_gateway/ripper/main.py index 15daeec..16e49d0 100644 --- a/cogstack_model_gateway/ripper/main.py +++ b/cogstack_model_gateway/ripper/main.py @@ -104,6 +104,7 @@ def purge_expired_containers(config: Config): while True: containers = client.containers.list( + all=True, filters={ "label": [ f"{config.labels.managed_by_label}={config.labels.managed_by_value}", diff --git a/tests/unit/ripper/test_main.py b/tests/unit/ripper/test_main.py index 03f6472..5cc664a 100644 --- a/tests/unit/ripper/test_main.py +++ b/tests/unit/ripper/test_main.py @@ -71,6 +71,7 @@ def test_purge_expired_containers_manual_deployment(mock_sleep, mock_docker): purge_expired_containers(mock_config) mock_client.containers.list.assert_called_once_with( + all=True, filters={ "label": [ f"{mock_config.labels.managed_by_label}={mock_config.labels.managed_by_value}", From e38b4b7478292ccc0ed6345d276f5d4876a10021 Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Thu, 20 Nov 2025 17:16:36 +0000 Subject: [PATCH 25/30] fix: Add boto3 dependency for MLflow S3 support Signed-off-by: Phoevos Kalemkeris --- poetry.lock | 72 +++++++++++++++++++++++++++++++++++++++++++++++++- pyproject.toml | 1 + 2 files changed, 72 insertions(+), 1 deletion(-) diff --git a/poetry.lock b/poetry.lock index 9984295..9e1ec05 100644 --- a/poetry.lock +++ b/poetry.lock @@ -150,6 +150,46 @@ files = [ {file = "blinker-1.9.0.tar.gz", hash = "sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf"}, ] +[[package]] +name = "boto3" +version = "1.41.0" +description = "The AWS SDK for Python" +optional = false +python-versions = ">=3.9" +groups = ["main"] +files = [ + {file = "boto3-1.41.0-py3-none-any.whl", hash = "sha256:d5c454bb23655b052073c8dc6703dda5360825b72b1691822ae7709050b96390"}, + {file = "boto3-1.41.0.tar.gz", hash = "sha256:73bf7f63152406404c0359c013a692e884b98a3b297160058a38f00ef19e375b"}, +] + +[package.dependencies] +botocore = ">=1.41.0,<1.42.0" +jmespath = ">=0.7.1,<2.0.0" +s3transfer = ">=0.14.0,<0.15.0" + +[package.extras] +crt = ["botocore[crt] (>=1.21.0,<2.0a0)"] + +[[package]] +name = "botocore" +version = "1.41.0" +description = "Low-level, data-driven core of boto 3." +optional = false +python-versions = ">=3.9" +groups = ["main"] +files = [ + {file = "botocore-1.41.0-py3-none-any.whl", hash = "sha256:a5018d6268eee358dfc5d86e596c3062b4e225690acaf946f54c00063b804bf8"}, + {file = "botocore-1.41.0.tar.gz", hash = "sha256:555afbf86a644bfa4ebd7bd98d717b53b792e6bbb2c49f2b308fb06964cf1655"}, +] + +[package.dependencies] +jmespath = ">=0.7.1,<2.0.0" +python-dateutil = ">=2.1,<3.0.0" +urllib3 = {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""} + +[package.extras] +crt = ["awscrt (==0.28.4)"] + [[package]] name = "cachetools" version = "5.5.2" @@ -1431,6 +1471,18 @@ MarkupSafe = ">=2.0" [package.extras] i18n = ["Babel (>=2.7)"] +[[package]] +name = "jmespath" +version = "1.0.1" +description = "JSON Matching Expressions" +optional = false +python-versions = ">=3.7" +groups = ["main"] +files = [ + {file = "jmespath-1.0.1-py3-none-any.whl", hash = "sha256:02e2e4cc71b5bcab88332eebf907519190dd9e6e82107fa7f83b1003a6252980"}, + {file = "jmespath-1.0.1.tar.gz", hash = "sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe"}, +] + [[package]] name = "joblib" version = "1.5.2" @@ -3608,6 +3660,24 @@ files = [ {file = "ruff-0.11.13.tar.gz", hash = "sha256:26fa247dc68d1d4e72c179e08889a25ac0c7ba4d78aecfc835d49cbfd60bf514"}, ] +[[package]] +name = "s3transfer" +version = "0.14.0" +description = "An Amazon S3 Transfer Manager" +optional = false +python-versions = ">=3.9" +groups = ["main"] +files = [ + {file = "s3transfer-0.14.0-py3-none-any.whl", hash = "sha256:ea3b790c7077558ed1f02a3072fb3cb992bbbd253392f4b6e9e8976941c7d456"}, + {file = "s3transfer-0.14.0.tar.gz", hash = "sha256:eff12264e7c8b4985074ccce27a3b38a485bb7f7422cc8046fee9be4983e4125"}, +] + +[package.dependencies] +botocore = ">=1.37.4,<2.0a.0" + +[package.extras] +crt = ["botocore[crt] (>=1.37.4,<2.0a.0)"] + [[package]] name = "scikit-learn" version = "1.7.2" @@ -4763,4 +4833,4 @@ type = ["pytest-mypy"] [metadata] lock-version = "2.1" python-versions = "^3.12" -content-hash = "0ee96800325740065870890d142dc485556f873b55249185a37d69c06ac3edab" +content-hash = "3c7498dfb816bba8ca37f9a4dac595905ee1183398484e0ea92c944674708364" diff --git a/pyproject.toml b/pyproject.toml index b86506e..90d6baa 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -25,6 +25,7 @@ python-multipart = "^0.0.19" minio = "^7.2.12" prometheus-client = "^0.22.1" python-dateutil = "^2.9.0.post0" +boto3 = "^1.41.0" [tool.poetry.group.dev] optional = true From b53e0b917708cf6b6e2b2d1dd07a04afe0d8acd2 Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Thu, 20 Nov 2025 17:18:00 +0000 Subject: [PATCH 26/30] tmp: Bump CMS image to latest Signed-off-by: Phoevos Kalemkeris --- config.json | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/config.json b/config.json index b178dd6..de550d1 100644 --- a/config.json +++ b/config.json @@ -1,6 +1,6 @@ { "cms": { - "image": "cogstacksystems/cogstack-modelserve:sha-8ecff50" + "image": "cogstacksystems/cogstack-modelserve:latest" }, "models": { "deployment": { From fd740ffadf648edfa8265f200224cecb31e01dbf Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Thu, 27 Nov 2025 18:14:34 +0000 Subject: [PATCH 27/30] fix: Revamp tracking client config and init Signed-off-by: Phoevos Kalemkeris --- .../common/config/__init__.py | 1 + .../common/config/models.py | 120 +++++++++++------- cogstack_model_gateway/common/tracking.py | 40 +++++- cogstack_model_gateway/gateway/core/models.py | 14 +- cogstack_model_gateway/gateway/main.py | 11 ++ .../gateway/routers/models.py | 12 +- cogstack_model_gateway/scheduler/main.py | 13 +- cogstack_model_gateway/scheduler/scheduler.py | 3 +- config.example.json | 19 ++- 9 files changed, 171 insertions(+), 62 deletions(-) diff --git a/cogstack_model_gateway/common/config/__init__.py b/cogstack_model_gateway/common/config/__init__.py index 616fbfe..1a1efba 100644 --- a/cogstack_model_gateway/common/config/__init__.py +++ b/cogstack_model_gateway/common/config/__init__.py @@ -124,6 +124,7 @@ def load_config() -> Config: merged_config = { **env_config, "cms": json_config.get("cms", {}), + "tracking": json_config.get("tracking", {}), "models": json_config.get("models", {}), "labels": json_config.get("labels", {}), } diff --git a/cogstack_model_gateway/common/config/models.py b/cogstack_model_gateway/common/config/models.py index 24c63a3..3f9d587 100644 --- a/cogstack_model_gateway/common/config/models.py +++ b/cogstack_model_gateway/common/config/models.py @@ -1,6 +1,6 @@ import re -from pydantic import BaseModel, Field, field_validator +from pydantic import BaseModel, Field, field_validator, model_validator class ResourceLimits(BaseModel): @@ -240,22 +240,12 @@ class HealthCheckConfig(BaseModel): start_period: int = Field(60, description="Health check start period in seconds", gt=0) -class MLflowS3Config(BaseModel): - """MLflow S3 configuration for model containers.""" +class S3Config(BaseModel): + """S3/MinIO configuration for artifact storage.""" - access_key_id: str | None = Field(None, description="AWS access key ID") - secret_access_key: str | None = Field(None, description="AWS secret access key") - endpoint_url: str = Field("http://minio:9000", description="MLflow artifact storage endpoint") - - -class MLflowConfig(BaseModel): - """MLflow configuration for model containers.""" - - s3: MLflowS3Config = Field(default_factory=MLflowS3Config, description="MLflow S3 settings") - tracking_uri: str = Field("http://mlflow-ui:5000", description="MLflow tracking server URI") - tracking_username: str = Field("admin", description="MLflow tracking server username") - tracking_password: str = Field("password", description="MLflow tracking server password") - enable_system_metrics_logging: bool = Field(True, description="Enable system metrics logging") + access_key_id: str | None = Field(None, description="S3/MinIO access key") + secret_access_key: str | None = Field(None, description="S3/MinIO secret access key") + endpoint_url: str = Field("http://minio:9000", description="S3/MinIO endpoint URL") class AuthConfig(BaseModel): @@ -280,33 +270,6 @@ class ProxyConfig(BaseModel): ) -class CMSConfig(BaseModel): - """CogStack ModelServe related configuration.""" - - host_url: str = Field("https://proxy/cms", description="CMS host URL") - project_name: str = Field("cms", description="CMS Docker Compose project name") - server_port: int = Field(8000, description="CMS server port") - network: str = Field("cogstack-model-serve_cms", description="CMS Docker network") - image: str = Field( - "cogstacksystems/cogstack-modelserve:latest", - description="Docker image for CogStack ModelServe", - ) - volumes: dict[str, str] = Field( - default_factory=lambda: {"retrained-models": "/app/model/retrained"}, - description="Volume mappings for model containers (volume_name: container_path)", - ) - gelf_input_uri: str = Field("http://graylog:12201", description="GELF input URI for logging") - enable_evaluation_apis: bool = Field(True, description="Enable CMS evaluation APIs") - enable_previews_apis: bool = Field(True, description="Enable CMS preview APIs") - enable_training_apis: bool = Field(True, description="Enable CMS training APIs") - mlflow: MLflowConfig = Field(default_factory=MLflowConfig, description="MLflow configuration") - auth: AuthConfig = Field(default_factory=AuthConfig, description="Authentication configuration") - proxy: ProxyConfig = Field(default_factory=ProxyConfig, description="Proxy configuration") - health_check: HealthCheckConfig = Field( - default_factory=HealthCheckConfig, description="Health check configuration" - ) - - class DatabaseConfig(BaseModel): """Database configuration.""" @@ -352,6 +315,23 @@ class RipperConfig(BaseModel): metrics_port: int = Field(8002, description="Prometheus metrics port") +class TrackingConfig(BaseModel): + """Tracking server configuration. + + Used by: + - CMG services (gateway/scheduler) to connect to tracking server for fetching model metadata + - CMS containers as environment variables for logging training runs and metrics + """ + + uri: str = Field("http://mlflow-ui:5000", description="Tracking server URI") + username: str = Field("admin", description="Tracking server username") + password: str = Field("password", description="Tracking server password") + s3: S3Config = Field(default_factory=S3Config, description="Tracking server artifact store") + enable_system_metrics_logging: bool = Field( + True, description="Enable system metrics logging (for CMS containers)" + ) + + class LabelsConfig(BaseModel): """Docker labels used by CogStack Model Gateway. @@ -390,6 +370,35 @@ class LabelsConfig(BaseModel): ) +class CMSConfig(BaseModel): + """CogStack ModelServe related configuration.""" + + host_url: str = Field("https://proxy/cms", description="CMS host URL") + project_name: str = Field("cms", description="CMS Docker Compose project name") + server_port: int = Field(8000, description="CMS server port") + network: str = Field("cogstack-model-serve_cms", description="CMS Docker network") + image: str = Field( + "cogstacksystems/cogstack-modelserve:latest", + description="Docker image for CogStack ModelServe", + ) + volumes: dict[str, str] = Field( + default_factory=lambda: {"retrained-models": "/app/model/retrained"}, + description="Volume mappings for model containers (volume_name: container_path)", + ) + gelf_input_uri: str = Field("http://graylog:12201", description="GELF input URI for logging") + enable_evaluation_apis: bool = Field(True, description="Enable CMS evaluation APIs") + enable_previews_apis: bool = Field(True, description="Enable CMS preview APIs") + enable_training_apis: bool = Field(True, description="Enable CMS training APIs") + tracking: TrackingConfig = Field( + default_factory=TrackingConfig, description="Model tracking configuration" + ) + auth: AuthConfig = Field(default_factory=AuthConfig, description="Authentication configuration") + proxy: ProxyConfig = Field(default_factory=ProxyConfig, description="Proxy configuration") + health_check: HealthCheckConfig = Field( + default_factory=HealthCheckConfig, description="Health check configuration" + ) + + class Config(BaseModel): """Root configuration schema for CogStack Model Gateway.""" @@ -406,6 +415,9 @@ class Config(BaseModel): default_factory=SchedulerConfig, description="Scheduler configuration" ) ripper: RipperConfig = Field(default_factory=RipperConfig, description="Ripper configuration") + tracking: TrackingConfig = Field( + default_factory=TrackingConfig, description="Model tracking server configuration" + ) models: ModelsConfig = Field( default_factory=ModelsConfig, description="Model deployment and discovery configuration" @@ -427,6 +439,28 @@ class Config(BaseModel): queue_manager: object | None = Field(None, description="Queue manager instance", exclude=True) task_manager: object | None = Field(None, description="Task manager instance", exclude=True) model_manager: object | None = Field(None, description="Model manager instance", exclude=True) + tracking_client: object | None = Field( + None, description="Model tracking client instance", exclude=True + ) + + @model_validator(mode="after") + def default_tracking_from_cms(self) -> "Config": + """Use cms.tracking as default tracking config if not explicitly provided. + + This allows a single tracking server config (cms.tracking) to be used for both + CMS containers and CMG services when they point to the same server. + """ + default_tracking = TrackingConfig() + if ( + self.tracking.uri == default_tracking.uri + and self.tracking.username == default_tracking.username + and self.tracking.password == default_tracking.password + and self.tracking.s3.endpoint_url == default_tracking.s3.endpoint_url + and self.tracking.s3.access_key_id == default_tracking.s3.access_key_id + and self.tracking.s3.secret_access_key == default_tracking.s3.secret_access_key + ): + self.tracking = self.cms.tracking.model_copy(deep=True) + return self def get_on_demand_model(self, service_name: str) -> OnDemandModel | None: """Get configuration for a specific on-demand model by service name.""" diff --git a/cogstack_model_gateway/common/tracking.py b/cogstack_model_gateway/common/tracking.py index ddc4860..a3a5c19 100644 --- a/cogstack_model_gateway/common/tracking.py +++ b/cogstack_model_gateway/common/tracking.py @@ -1,4 +1,5 @@ import logging +import os import mlflow import mlflow.models @@ -74,8 +75,45 @@ def get_exceptions(self): class TrackingClient: - def __init__(self, tracking_uri: str = None): + def __init__( + self, + tracking_uri: str | None = None, + username: str | None = None, + password: str | None = None, + s3_endpoint_url: str | None = None, + s3_access_key_id: str | None = None, + s3_secret_access_key: str | None = None, + ): + """Initialize tracking client. + + Args: + tracking_uri: Tracking server URI. + Defaults to MLFLOW_TRACKING_URI env var. + username: Tracking server username. + Defaults to MLFLOW_TRACKING_USERNAME env var. + password: Tracking server password. + Defaults to MLFLOW_TRACKING_PASSWORD env var. + s3_endpoint_url: S3 endpoint URL for artifact storage (e.g. MinIO). + Defaults to MLFLOW_S3_ENDPOINT_URL env var. + s3_access_key_id: S3 access key ID for downloading artifacts. + Defaults to AWS_ACCESS_KEY_ID env var. + s3_secret_access_key: S3 secret access key for downloading artifacts. + Defaults to AWS_SECRET_ACCESS_KEY env var. + """ self.tracking_uri = tracking_uri or mlflow.get_tracking_uri() + + if username: + os.environ["MLFLOW_TRACKING_USERNAME"] = username + if password: + os.environ["MLFLOW_TRACKING_PASSWORD"] = password + + if s3_endpoint_url: + os.environ["MLFLOW_S3_ENDPOINT_URL"] = s3_endpoint_url + if s3_access_key_id: + os.environ["AWS_ACCESS_KEY_ID"] = s3_access_key_id + if s3_secret_access_key: + os.environ["AWS_SECRET_ACCESS_KEY"] = s3_secret_access_key + self._mlflow_client = MlflowClient(self.tracking_uri) mlflow.set_tracking_uri(self.tracking_uri) diff --git a/cogstack_model_gateway/gateway/core/models.py b/cogstack_model_gateway/gateway/core/models.py index 945b5cc..19be65e 100644 --- a/cogstack_model_gateway/gateway/core/models.py +++ b/cogstack_model_gateway/gateway/core/models.py @@ -129,14 +129,14 @@ def run_model_container( "ENABLE_TRAINING_APIS": str(config.cms.enable_training_apis).lower(), "ENABLE_EVALUATION_APIS": str(config.cms.enable_evaluation_apis).lower(), "ENABLE_PREVIEWS_APIS": str(config.cms.enable_previews_apis).lower(), - "AWS_ACCESS_KEY_ID": config.cms.mlflow.s3.access_key_id or "", - "AWS_SECRET_ACCESS_KEY": config.cms.mlflow.s3.secret_access_key or "", - "MLFLOW_S3_ENDPOINT_URL": config.cms.mlflow.s3.endpoint_url, - "MLFLOW_TRACKING_URI": config.cms.mlflow.tracking_uri, - "MLFLOW_TRACKING_USERNAME": config.cms.mlflow.tracking_username, - "MLFLOW_TRACKING_PASSWORD": config.cms.mlflow.tracking_password, + "AWS_ACCESS_KEY_ID": config.cms.tracking.s3.access_key_id or "", + "AWS_SECRET_ACCESS_KEY": config.cms.tracking.s3.secret_access_key or "", + "MLFLOW_S3_ENDPOINT_URL": config.cms.tracking.s3.endpoint_url, + "MLFLOW_TRACKING_URI": config.cms.tracking.uri, + "MLFLOW_TRACKING_USERNAME": config.cms.tracking.username, + "MLFLOW_TRACKING_PASSWORD": config.cms.tracking.password, "MLFLOW_ENABLE_SYSTEM_METRICS_LOGGING": str( - config.cms.mlflow.enable_system_metrics_logging + config.cms.tracking.enable_system_metrics_logging ).lower(), "GELF_INPUT_URI": config.cms.gelf_input_uri, "AUTH_USER_ENABLED": str(config.cms.auth.user_enabled).lower(), diff --git a/cogstack_model_gateway/gateway/main.py b/cogstack_model_gateway/gateway/main.py index de5f9e8..0ef14b0 100644 --- a/cogstack_model_gateway/gateway/main.py +++ b/cogstack_model_gateway/gateway/main.py @@ -13,6 +13,7 @@ from cogstack_model_gateway.common.object_store import ObjectStoreManager from cogstack_model_gateway.common.queue import QueueManager from cogstack_model_gateway.common.tasks import TaskManager +from cogstack_model_gateway.common.tracking import TrackingClient from cogstack_model_gateway.gateway.prometheus.metrics import gateway_requests_total from cogstack_model_gateway.gateway.routers import models, tasks @@ -71,12 +72,22 @@ async def lifespan(app: FastAPI): tm = TaskManager(db_manager=dbm) mm = ModelManager(db_manager=dbm) + tc = TrackingClient( + tracking_uri=config.tracking.uri, + username=config.tracking.username, + password=config.tracking.password, + s3_endpoint_url=config.tracking.s3.endpoint_url, + s3_access_key_id=config.tracking.s3.access_key_id, + s3_secret_access_key=config.tracking.s3.secret_access_key, + ) + config.database_manager = dbm config.task_object_store_manager = task_osm config.results_object_store_manager = results_osm config.queue_manager = qm config.task_manager = tm config.model_manager = mm + config.tracking_client = tc yield diff --git a/cogstack_model_gateway/gateway/routers/models.py b/cogstack_model_gateway/gateway/routers/models.py index fc49a2d..2802a7d 100644 --- a/cogstack_model_gateway/gateway/routers/models.py +++ b/cogstack_model_gateway/gateway/routers/models.py @@ -140,7 +140,9 @@ async def ensure_model_dependency( ) -def _prepare_model_response(models: list[dict], verbose: bool) -> list[dict]: +def _prepare_model_response( + models: list[dict], tracking_client: TrackingClient, verbose: bool +) -> list[dict]: """Prepare model list for API response.""" for model in models: if model_name := model.pop("service_name", None): @@ -148,7 +150,7 @@ def _prepare_model_response(models: list[dict], verbose: bool) -> list[dict]: if model_uri := model.pop("model_uri", None): model["uri"] = model_uri if verbose: - if model_info := TrackingClient().get_model_metadata(model_uri): + if model_info := tracking_client.get_model_metadata(model_uri): model["info"] = model_info return models @@ -178,8 +180,8 @@ async def get_models( on_demand_models = [model.model_dump() for model in config.list_on_demand_models()] return { - "running": _prepare_model_response(running_models, verbose), - "on_demand": _prepare_model_response(on_demand_models, verbose), + "running": _prepare_model_response(running_models, config.tracking_client, verbose), + "on_demand": _prepare_model_response(on_demand_models, config.tracking_client, verbose), } @@ -255,7 +257,7 @@ async def deploy_model( A corresponding Model database entry is created to track usage and enable lifecycle management. """ - tc = TrackingClient() + tc: TrackingClient = config.tracking_client manual_config = config.get_manual_deployment_config() if not tracking_id and not model_uri: diff --git a/cogstack_model_gateway/scheduler/main.py b/cogstack_model_gateway/scheduler/main.py index 469059f..abea7f4 100644 --- a/cogstack_model_gateway/scheduler/main.py +++ b/cogstack_model_gateway/scheduler/main.py @@ -9,6 +9,7 @@ from cogstack_model_gateway.common.object_store import ObjectStoreManager from cogstack_model_gateway.common.queue import QueueManager from cogstack_model_gateway.common.tasks import TaskManager +from cogstack_model_gateway.common.tracking import TrackingClient from cogstack_model_gateway.scheduler.scheduler import Scheduler log = logging.getLogger("cmg.scheduler") @@ -55,7 +56,16 @@ def initialize_connections( tm = TaskManager(db_manager=dbm) - return dbm, task_osm, results_osm, qm, tm + tc = TrackingClient( + tracking_uri=config.tracking.uri, + username=config.tracking.username, + password=config.tracking.password, + s3_endpoint_url=config.tracking.s3.endpoint_url, + s3_access_key_id=config.tracking.s3.access_key_id, + s3_secret_access_key=config.tracking.s3.secret_access_key, + ) + + return dbm, task_osm, results_osm, qm, tm, tc def main(): @@ -75,6 +85,7 @@ def main(): results_object_store_manager=connections[2], queue_manager=connections[3], task_manager=connections[4], + tracking_client=connections[5], ) scheduler.run() diff --git a/cogstack_model_gateway/scheduler/scheduler.py b/cogstack_model_gateway/scheduler/scheduler.py index dce4cb5..1ee480a 100644 --- a/cogstack_model_gateway/scheduler/scheduler.py +++ b/cogstack_model_gateway/scheduler/scheduler.py @@ -30,8 +30,9 @@ def __init__( results_object_store_manager: ObjectStoreManager, queue_manager: QueueManager, task_manager: TaskManager, + tracking_client: TrackingClient, ): - self.tracking_client = TrackingClient() + self.tracking_client = tracking_client self.task_object_store_manager = task_object_store_manager self.results_object_store_manager = results_object_store_manager self.queue_manager = queue_manager diff --git a/config.example.json b/config.example.json index f153134..4cbcbee 100644 --- a/config.example.json +++ b/config.example.json @@ -1,4 +1,15 @@ { + "tracking": { + "uri": "http://mlflow-ui:5000", + "username": "admin", + "password": "password", + "s3": { + "access_key_id": null, + "secret_access_key": null, + "endpoint_url": "http://minio:9000" + }, + "enable_system_metrics_logging": true + }, "cms": { "host_url": "https://proxy/cms", "project_name": "cms", @@ -10,15 +21,15 @@ "enable_evaluation_apis": true, "enable_previews_apis": true, "enable_training_apis": true, - "mlflow": { + "tracking": { + "uri": "http://mlflow-ui:5000", + "username": "admin", + "password": "password", "s3": { "access_key_id": null, "secret_access_key": null, "endpoint_url": "http://minio:9000" }, - "tracking_uri": "http://mlflow-ui:5000", - "tracking_username": "admin", - "tracking_password": "password", "enable_system_metrics_logging": true }, "auth": { From bb720fa6bb82d36a776daf7c6cefd8a7756f044f Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Thu, 27 Nov 2025 18:54:42 +0000 Subject: [PATCH 28/30] fixup! fix: Revamp tracking client config and init Signed-off-by: Phoevos Kalemkeris --- .../common/config/__init__.py | 12 ++++------ .../common/config/models.py | 24 ++++++++++++------- cogstack_model_gateway/common/tracking.py | 16 +++++++++---- 3 files changed, 30 insertions(+), 22 deletions(-) diff --git a/cogstack_model_gateway/common/config/__init__.py b/cogstack_model_gateway/common/config/__init__.py index 1a1efba..1de9442 100644 --- a/cogstack_model_gateway/common/config/__init__.py +++ b/cogstack_model_gateway/common/config/__init__.py @@ -37,8 +37,7 @@ def _add_from_env_vars(target: dict, mapping: dict) -> None: Example mapping: { - "db": {"user": "CMG_DB_USER", "host": "CMG_DB_HOST"}, - "cms": {"host_url": "CMS_HOST_URL"} + "db": {"user": "CMG_DB_USER", "host": "CMG_DB_HOST"} } """ for key, val in mapping.items(): @@ -62,11 +61,6 @@ def _load_env_vars() -> dict: load_dotenv() env_map = { - "cms": { - "host_url": "CMS_HOST_URL", - "project_name": "CMS_PROJECT_NAME", - "server_port": "CMS_SERVER_PORT", - }, "db": { "user": "CMG_DB_USER", "password": "CMG_DB_PASSWORD", @@ -124,9 +118,11 @@ def load_config() -> Config: merged_config = { **env_config, "cms": json_config.get("cms", {}), - "tracking": json_config.get("tracking", {}), "models": json_config.get("models", {}), "labels": json_config.get("labels", {}), + # Only include tracking if explicitly provided in JSON + # Otherwise, the validator will copy from cms.tracking + **({"tracking": json_config["tracking"]} if "tracking" in json_config else {}), } try: diff --git a/cogstack_model_gateway/common/config/models.py b/cogstack_model_gateway/common/config/models.py index 3f9d587..b0346ae 100644 --- a/cogstack_model_gateway/common/config/models.py +++ b/cogstack_model_gateway/common/config/models.py @@ -443,6 +443,20 @@ class Config(BaseModel): None, description="Model tracking client instance", exclude=True ) + # Track whether tracking was explicitly provided (set during validation) + _tracking_was_explicit: bool = False + + @model_validator(mode="before") + @classmethod + def mark_explicit_tracking(cls, data: dict) -> dict: + """Mark if tracking config was explicitly provided before validation.""" + if isinstance(data, dict): + # Store whether tracking was explicitly provided in the input + # This will be used in the after validator + if "tracking" in data: + data["_tracking_was_explicit"] = True + return data + @model_validator(mode="after") def default_tracking_from_cms(self) -> "Config": """Use cms.tracking as default tracking config if not explicitly provided. @@ -450,15 +464,7 @@ def default_tracking_from_cms(self) -> "Config": This allows a single tracking server config (cms.tracking) to be used for both CMS containers and CMG services when they point to the same server. """ - default_tracking = TrackingConfig() - if ( - self.tracking.uri == default_tracking.uri - and self.tracking.username == default_tracking.username - and self.tracking.password == default_tracking.password - and self.tracking.s3.endpoint_url == default_tracking.s3.endpoint_url - and self.tracking.s3.access_key_id == default_tracking.s3.access_key_id - and self.tracking.s3.secret_access_key == default_tracking.s3.secret_access_key - ): + if not self._tracking_was_explicit: self.tracking = self.cms.tracking.model_copy(deep=True) return self diff --git a/cogstack_model_gateway/common/tracking.py b/cogstack_model_gateway/common/tracking.py index a3a5c19..d8e3eb1 100644 --- a/cogstack_model_gateway/common/tracking.py +++ b/cogstack_model_gateway/common/tracking.py @@ -102,16 +102,22 @@ def __init__( """ self.tracking_uri = tracking_uri or mlflow.get_tracking_uri() - if username: + # Set credentials in environment for MLflow and boto3 + # Note: Always set these even if None/empty, as boto3 checks for their presence + log.debug(f"Initializing TrackingClient with URI: {self.tracking_uri}") + log.debug(f"S3 endpoint: {s3_endpoint_url}") + log.debug(f"S3 access key ID: {s3_access_key_id[:4] + '...' if s3_access_key_id else None}") + + if username is not None: os.environ["MLFLOW_TRACKING_USERNAME"] = username - if password: + if password is not None: os.environ["MLFLOW_TRACKING_PASSWORD"] = password - if s3_endpoint_url: + if s3_endpoint_url is not None: os.environ["MLFLOW_S3_ENDPOINT_URL"] = s3_endpoint_url - if s3_access_key_id: + if s3_access_key_id is not None: os.environ["AWS_ACCESS_KEY_ID"] = s3_access_key_id - if s3_secret_access_key: + if s3_secret_access_key is not None: os.environ["AWS_SECRET_ACCESS_KEY"] = s3_secret_access_key self._mlflow_client = MlflowClient(self.tracking_uri) From e5ed9a87426f33404ae1cb375cbe75a09cade905 Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Fri, 28 Nov 2025 13:16:10 +0000 Subject: [PATCH 29/30] fix: Rename internal store Docker services Rename internal services to avoid clashes with services in the CMS network. If we move to Docker Swarm or Kubernetes in the future, we should be able to use FQDNs to avoid conflicts, but for now this appears to be the simplest solution: * minio -> object-store * postgres -> db * rabbitmq -> queue Signed-off-by: Phoevos Kalemkeris --- README.md | 6 +- .../common/config/models.py | 6 +- cogstack_model_gateway/common/db.py | 2 +- docker-compose.yaml | 62 +++++++++---------- run_local.py | 8 +-- 5 files changed, 42 insertions(+), 42 deletions(-) diff --git a/README.md b/README.md index ba73f6c..8204c00 100644 --- a/README.md +++ b/README.md @@ -75,21 +75,21 @@ CMG_SCHEDULER_MAX_CONCURRENT_TASKS=1 # Postgres CMG_DB_USER=admin CMG_DB_PASSWORD=admin -CMG_DB_HOST=postgres +CMG_DB_HOST=db CMG_DB_PORT=5432 CMG_DB_NAME=cmg_tasks # RabbitMQ CMG_QUEUE_USER=admin CMG_QUEUE_PASSWORD=admin -CMG_QUEUE_HOST=rabbitmq +CMG_QUEUE_HOST=queue CMG_QUEUE_PORT=5672 CMG_QUEUE_NAME=cmg_tasks # MinIO CMG_OBJECT_STORE_ACCESS_KEY=admin CMG_OBJECT_STORE_SECRET_KEY=admin123 -CMG_OBJECT_STORE_HOST=minio +CMG_OBJECT_STORE_HOST=object-store CMG_OBJECT_STORE_PORT=9000 CMG_OBJECT_STORE_BUCKET_TASKS=cmg-tasks CMG_OBJECT_STORE_BUCKET_RESULTS=cmg-results diff --git a/cogstack_model_gateway/common/config/models.py b/cogstack_model_gateway/common/config/models.py index b0346ae..51e8aba 100644 --- a/cogstack_model_gateway/common/config/models.py +++ b/cogstack_model_gateway/common/config/models.py @@ -276,14 +276,14 @@ class DatabaseConfig(BaseModel): user: str = Field("admin", description="Database username") password: str = Field("admin", description="Database password") name: str = Field("cmg_tasks", description="Database name") - host: str = Field("postgres", description="Database host") + host: str = Field("db", description="Database host") port: int = Field(5432, description="Database port") class ObjectStoreConfig(BaseModel): """Object store configuration.""" - host: str = Field("minio", description="Object store host") + host: str = Field("object-store", description="Object store host") port: int = Field(9000, description="Object store port") access_key: str = Field("admin", description="Object store access key") secret_key: str = Field("admin123", description="Object store secret key") @@ -297,7 +297,7 @@ class QueueConfig(BaseModel): user: str = Field("admin", description="Queue username") password: str = Field("admin", description="Queue password") name: str = Field("cmg_tasks", description="Queue name") - host: str = Field("rabbitmq", description="Queue host") + host: str = Field("queue", description="Queue host") port: int = Field(5672, description="Queue port") diff --git a/cogstack_model_gateway/common/db.py b/cogstack_model_gateway/common/db.py index b8be02d..74485c9 100644 --- a/cogstack_model_gateway/common/db.py +++ b/cogstack_model_gateway/common/db.py @@ -6,7 +6,7 @@ log = logging.getLogger("cmg.common") -DEFAULT_POSTGRES_URL = "postgresql+psycopg2://user:password@postgres/cmg_tasks" +DEFAULT_POSTGRES_URL = "postgresql+psycopg2://user:password@db/cmg_tasks" class DatabaseManager: diff --git a/docker-compose.yaml b/docker-compose.yaml index 4da7620..c0c8d72 100644 --- a/docker-compose.yaml +++ b/docker-compose.yaml @@ -1,7 +1,7 @@ name: cmg services: - postgres: + db: image: postgres:17.2 restart: always labels: @@ -17,7 +17,7 @@ services: ports: - 5432 networks: - - postgres + - db - gateway volumes: - pg-data:/var/lib/postgresql/data/ @@ -27,7 +27,7 @@ services: timeout: 20s retries: 3 - minio: + object-store: image: minio/minio:RELEASE.2024-11-07T00-52-20Z restart: always labels: @@ -54,7 +54,7 @@ services: timeout: 20s retries: 3 - rabbitmq: + queue: image: rabbitmq:4.0.4-management-alpine restart: always labels: @@ -86,16 +86,16 @@ services: - CONFIG_FILE=/app/config.json - CMG_DB_USER=$CMG_DB_USER - CMG_DB_PASSWORD=$CMG_DB_PASSWORD - - CMG_DB_HOST=postgres + - CMG_DB_HOST=db - CMG_DB_PORT=5432 - CMG_DB_NAME=$CMG_DB_NAME - CMG_OBJECT_STORE_ACCESS_KEY=$CMG_OBJECT_STORE_ACCESS_KEY - CMG_OBJECT_STORE_SECRET_KEY=$CMG_OBJECT_STORE_SECRET_KEY - - CMG_OBJECT_STORE_HOST=minio + - CMG_OBJECT_STORE_HOST=object-store - CMG_OBJECT_STORE_PORT=9000 - CMG_QUEUE_USER=$CMG_QUEUE_USER - CMG_QUEUE_PASSWORD=$CMG_QUEUE_PASSWORD - - CMG_QUEUE_HOST=rabbitmq + - CMG_QUEUE_HOST=queue - CMG_QUEUE_PORT=5672 - CMG_QUEUE_NAME=$CMG_QUEUE_NAME - CMG_COMMON_LOG_LEVEL=$CMG_COMMON_LOG_LEVEL @@ -105,10 +105,10 @@ services: - PROMETHEUS_MULTIPROC_DIR=/tmp/prometheus - HTTP_PROXY=$HTTP_PROXY - HTTPS_PROXY=$HTTPS_PROXY - - NO_PROXY=minio,mlflow-ui,postgres,rabbitmq,localhost,proxy,$CMG_NO_PROXY_EXT + - NO_PROXY=db,mlflow-ui,object-store,queue,localhost,proxy,$CMG_NO_PROXY_EXT - http_proxy=$HTTP_PROXY - https_proxy=$HTTPS_PROXY - - no_proxy=minio,mlflow-ui,postgres,rabbitmq,localhost,proxy,$CMG_NO_PROXY_EXT + - no_proxy=db,mlflow-ui,object-store,queue,localhost,proxy,$CMG_NO_PROXY_EXT env_file: - .env expose: @@ -119,11 +119,11 @@ services: - /var/run/docker.sock:/var/run/docker.sock - ./config.json:/app/config.json:ro depends_on: - postgres: + db: condition: service_healthy - minio: + object-store: condition: service_healthy - rabbitmq: + queue: condition: service_healthy migrations: condition: service_completed_successfully @@ -146,16 +146,16 @@ services: - CONFIG_FILE=/app/config.json - CMG_DB_USER=$CMG_DB_USER - CMG_DB_PASSWORD=$CMG_DB_PASSWORD - - CMG_DB_HOST=postgres + - CMG_DB_HOST=db - CMG_DB_PORT=5432 - CMG_DB_NAME=$CMG_DB_NAME - CMG_OBJECT_STORE_ACCESS_KEY=$CMG_OBJECT_STORE_ACCESS_KEY - CMG_OBJECT_STORE_SECRET_KEY=$CMG_OBJECT_STORE_SECRET_KEY - - CMG_OBJECT_STORE_HOST=minio + - CMG_OBJECT_STORE_HOST=object-store - CMG_OBJECT_STORE_PORT=9000 - CMG_QUEUE_USER=$CMG_QUEUE_USER - CMG_QUEUE_PASSWORD=$CMG_QUEUE_PASSWORD - - CMG_QUEUE_HOST=rabbitmq + - CMG_QUEUE_HOST=queue - CMG_QUEUE_PORT=5672 - CMG_QUEUE_NAME=$CMG_QUEUE_NAME - CMG_COMMON_LOG_LEVEL=$CMG_COMMON_LOG_LEVEL @@ -164,10 +164,10 @@ services: - MLFLOW_TRACKING_URI=$MLFLOW_TRACKING_URI - HTTP_PROXY=$HTTP_PROXY - HTTPS_PROXY=$HTTPS_PROXY - - NO_PROXY=minio,mlflow-ui,postgres,rabbitmq,localhost,proxy,$CMG_NO_PROXY_EXT + - NO_PROXY=db,mlflow-ui,object-store,queue,localhost,proxy,$CMG_NO_PROXY_EXT - http_proxy=$HTTP_PROXY - https_proxy=$HTTPS_PROXY - - no_proxy=minio,mlflow-ui,postgres,rabbitmq,localhost,proxy,$CMG_NO_PROXY_EXT + - no_proxy=db,mlflow-ui,object-store,queue,localhost,proxy,$CMG_NO_PROXY_EXT env_file: - .env expose: @@ -175,11 +175,11 @@ services: volumes: - ./config.json:/app/config.json:ro depends_on: - postgres: + db: condition: service_healthy - minio: + object-store: condition: service_healthy - rabbitmq: + queue: condition: service_healthy migrations: condition: service_completed_successfully @@ -200,10 +200,10 @@ services: - CMG_RIPPER_INTERVAL=${CMG_RIPPER_INTERVAL:-60} - HTTP_PROXY=$HTTP_PROXY - HTTPS_PROXY=$HTTPS_PROXY - - NO_PROXY=minio,mlflow-ui,postgres,rabbitmq,localhost,proxy,$CMG_NO_PROXY_EXT + - NO_PROXY=db,mlflow-ui,object-store,queue,localhost,proxy,$CMG_NO_PROXY_EXT - http_proxy=$HTTP_PROXY - https_proxy=$HTTPS_PROXY - - no_proxy=minio,mlflow-ui,postgres,rabbitmq,localhost,proxy,$CMG_NO_PROXY_EXT + - no_proxy=db,mlflow-ui,object-store,queue,localhost,proxy,$CMG_NO_PROXY_EXT env_file: - .env expose: @@ -212,7 +212,7 @@ services: - /var/run/docker.sock:/var/run/docker.sock - ./config.json:/app/config.json:ro depends_on: - postgres: + db: condition: service_healthy migrations: condition: service_completed_successfully @@ -227,20 +227,20 @@ services: environment: - CMG_DB_USER=$CMG_DB_USER - CMG_DB_PASSWORD=$CMG_DB_PASSWORD - - CMG_DB_HOST=postgres + - CMG_DB_HOST=db - CMG_DB_PORT=5432 - CMG_DB_NAME=$CMG_DB_NAME - HTTP_PROXY=$HTTP_PROXY - HTTPS_PROXY=$HTTPS_PROXY - - NO_PROXY=postgres + - NO_PROXY=db - http_proxy=$HTTP_PROXY - https_proxy=$HTTPS_PROXY - - no_proxy=postgres + - no_proxy=db depends_on: - postgres: + db: condition: service_healthy networks: - - postgres + - db prometheus: image: prom/prometheus:v3.4.1 @@ -316,10 +316,10 @@ services: ports: - 80 depends_on: - postgres: + db: condition: service_healthy networks: - - postgres + - db volumes: - pgadmin-data:/var/lib/pgadmin/ @@ -338,7 +338,7 @@ volumes: driver: local networks: - postgres: + db: driver: bridge gateway: driver: bridge diff --git a/run_local.py b/run_local.py index 454d246..ebd9489 100644 --- a/run_local.py +++ b/run_local.py @@ -16,7 +16,7 @@ CMG_RIPPER_ENTRYPOINT = f"{CMG_RIPPER_DIR}/main.py" CMG_MIGRATIONS_DIR = f"{CMG_SRC_DIR}/migrations" -CMG_DOCKER_SERVICES = ["minio", "pgadmin", "postgres", "rabbitmq"] +CMG_DOCKER_SERVICES = ["object-store", "pgadmin", "db", "queue"] class ServiceManager: @@ -88,9 +88,9 @@ def on_modified(self, event): ["docker", "compose", "-f", "docker-compose.yaml", "up", *CMG_DOCKER_SERVICES, "--wait"] ) - os.environ["CMG_DB_HOST"] = service_manager.get_container_ip("cmg-postgres-1") - os.environ["CMG_OBJECT_STORE_HOST"] = service_manager.get_container_ip("cmg-minio-1") - os.environ["CMG_QUEUE_HOST"] = service_manager.get_container_ip("cmg-rabbitmq-1") + os.environ["CMG_DB_HOST"] = service_manager.get_container_ip("cmg-db-1") + os.environ["CMG_OBJECT_STORE_HOST"] = service_manager.get_container_ip("cmg-object-store-1") + os.environ["CMG_QUEUE_HOST"] = service_manager.get_container_ip("cmg-queue-1") service_manager.start_services() From a2f67287d4a5fce19e9ec762311f207e6ec8fe52 Mon Sep 17 00:00:00 2001 From: Phoevos Kalemkeris Date: Fri, 28 Nov 2025 13:18:45 +0000 Subject: [PATCH 30/30] fixup! fixup! fix: Revamp tracking client config and init Signed-off-by: Phoevos Kalemkeris --- README.md | 12 ------------ cogstack_model_gateway/common/config/models.py | 9 +++------ cogstack_model_gateway/common/tracking.py | 1 + config.example.json => config.example.jsonc | 9 ++++++--- tests/unit/common/test_config.py | 15 --------------- 5 files changed, 10 insertions(+), 36 deletions(-) rename config.example.json => config.example.jsonc (90%) diff --git a/README.md b/README.md index 8204c00..30ce21b 100644 --- a/README.md +++ b/README.md @@ -41,10 +41,6 @@ through environment variables. Before deploying the Gateway, make sure to set th either by exporting them in the shell or by creating a `.env` file in the root directory of the project. The following variables are required: -* `MLFLOW_TRACKING_URI`: The URI for the MLflow tracking server. -* `CMS_PROJECT_NAME`: The name of the Docker project where the CogStack ModelServe stack is running. -* `CMS_HOST_URL` (optional): Useful when running CogStack ModelServe instances behind a proxy. If - omitted, the Gateway will attempt to reach the services directly over the internal Docker network. * `CMG_SCHEDULER_MAX_CONCURRENT_TASKS`: The max number of concurrent tasks the scheduler can handle. * `CMG_DB_USER`: The username for the PostgreSQL database. * `CMG_DB_PASSWORD`: The password for the PostgreSQL database. @@ -65,11 +61,6 @@ not allowed in MinIO bucket names). The configuration should be saved in a `.env directory of the project before running Docker Compose (or sourced directly in the shell): ```shell -CMS_PROJECT_NAME= # e.g. cms - -# (optional) Useful when running CMS behind a proxy -CMS_HOST_URL=https:///cms # e.g. https://proxy/cms - CMG_SCHEDULER_MAX_CONCURRENT_TASKS=1 # Postgres @@ -93,9 +84,6 @@ CMG_OBJECT_STORE_HOST=object-store CMG_OBJECT_STORE_PORT=9000 CMG_OBJECT_STORE_BUCKET_TASKS=cmg-tasks CMG_OBJECT_STORE_BUCKET_RESULTS=cmg-results - -# MLflow (use container IP when running locally) -MLFLOW_TRACKING_URI=http://: # e.g. http://mlflow-ui:5000 ``` To install the CogStack Model Gateway, clone the repository and run `docker compose` inside the root diff --git a/cogstack_model_gateway/common/config/models.py b/cogstack_model_gateway/common/config/models.py index 51e8aba..45bea9b 100644 --- a/cogstack_model_gateway/common/config/models.py +++ b/cogstack_model_gateway/common/config/models.py @@ -443,18 +443,15 @@ class Config(BaseModel): None, description="Model tracking client instance", exclude=True ) - # Track whether tracking was explicitly provided (set during validation) - _tracking_was_explicit: bool = False + _was_tracking_explicit: bool = False @model_validator(mode="before") @classmethod def mark_explicit_tracking(cls, data: dict) -> dict: """Mark if tracking config was explicitly provided before validation.""" if isinstance(data, dict): - # Store whether tracking was explicitly provided in the input - # This will be used in the after validator if "tracking" in data: - data["_tracking_was_explicit"] = True + data["_was_tracking_explicit"] = True return data @model_validator(mode="after") @@ -464,7 +461,7 @@ def default_tracking_from_cms(self) -> "Config": This allows a single tracking server config (cms.tracking) to be used for both CMS containers and CMG services when they point to the same server. """ - if not self._tracking_was_explicit: + if not self._was_tracking_explicit: self.tracking = self.cms.tracking.model_copy(deep=True) return self diff --git a/cogstack_model_gateway/common/tracking.py b/cogstack_model_gateway/common/tracking.py index d8e3eb1..ae3779d 100644 --- a/cogstack_model_gateway/common/tracking.py +++ b/cogstack_model_gateway/common/tracking.py @@ -104,6 +104,7 @@ def __init__( # Set credentials in environment for MLflow and boto3 # Note: Always set these even if None/empty, as boto3 checks for their presence + # FIXME: Remove debug logs exposing sensitive info in production log.debug(f"Initializing TrackingClient with URI: {self.tracking_uri}") log.debug(f"S3 endpoint: {s3_endpoint_url}") log.debug(f"S3 access key ID: {s3_access_key_id[:4] + '...' if s3_access_key_id else None}") diff --git a/config.example.json b/config.example.jsonc similarity index 90% rename from config.example.json rename to config.example.jsonc index 4cbcbee..a31f506 100644 --- a/config.example.json +++ b/config.example.jsonc @@ -1,17 +1,20 @@ { "tracking": { - "uri": "http://mlflow-ui:5000", + "uri": "http://mlflow-ui:5000", // use container IP when running locally "username": "admin", "password": "password", "s3": { "access_key_id": null, "secret_access_key": null, - "endpoint_url": "http://minio:9000" + "endpoint_url": "http://minio:9000" // use container IP when running locally }, "enable_system_metrics_logging": true }, "cms": { - "host_url": "https://proxy/cms", + // Useful when running CogStack ModelServe instances behind a proxy. + // If omitted, the Gateway will attempt to reach the services directly over the internal + // Docker network. Use container IP when running locally. + "host_url": "https://proxy/cms", // use container IP when running locally "project_name": "cms", "server_port": 8000, "network": "cogstack-model-serve_cms", diff --git a/tests/unit/common/test_config.py b/tests/unit/common/test_config.py index c8403af..85aa724 100644 --- a/tests/unit/common/test_config.py +++ b/tests/unit/common/test_config.py @@ -11,8 +11,6 @@ from cogstack_model_gateway.common.config.models import OnDemandModel TEST_ENV_VARS = { - "CMS_HOST_URL": "http://localhost:8000", - "CMS_PROJECT_NAME": "test-project", "CMG_DB_USER": "test_user", "CMG_DB_PASSWORD": "test_password", "CMG_DB_HOST": "localhost", @@ -51,11 +49,9 @@ def test_config_validation(): config = Config.model_validate( { - "cms": {"host_url": "http://localhost:8000"}, "db": {"user": "test_user"}, } ) - assert config.cms.host_url == "http://localhost:8000" assert config.db.user == "test_user" @@ -63,16 +59,13 @@ def test_config_to_dict(): """Test converting Config to dictionary.""" config = Config.model_validate( { - "cms": {"host_url": "http://localhost:8000"}, "db": {"user": "test_user"}, } ) config_dict = config.model_dump() assert isinstance(config_dict, dict) - assert "cms" in config_dict assert "db" in config_dict - assert config_dict["cms"]["host_url"] == "http://localhost:8000" assert config_dict["db"]["user"] == "test_user" @@ -109,8 +102,6 @@ def test_load_config(mock_file, mock_getenv, mock_load_dotenv): config = load_config() assert isinstance(config, Config) - assert config.cms.host_url == "http://localhost:8000" - assert config.cms.project_name == "test-project" assert config.db.user == "test_user" assert config.db.password == "test_password" @@ -131,7 +122,6 @@ def test_load_config_no_env_vars(mock_file, mock_getenv, mock_load_dotenv): assert isinstance(config, Config) # Check that config uses defaults when env vars not set - assert config.cms is not None assert config.db is not None assert config.models is not None @@ -147,7 +137,6 @@ def test_load_config_missing_file(mock_file, mock_getenv, mock_load_dotenv): assert isinstance(config, Config) # Should still have env var config - assert config.cms.host_url == "http://localhost:8000" assert config.db.user == "test_user" assert config.models is not None @@ -339,10 +328,6 @@ def test_config_comprehensive_structure(mock_file, mock_getenv, mock_load_dotenv assert config.models is not None assert config.labels is not None - # Test CMS config (from env vars) - assert config.cms.host_url == "http://localhost:8000" - assert config.cms.project_name == "test-project" - # Test database config (from env vars) assert config.db.host == "localhost" assert config.db.port == 5432