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Commit aacc5d76 authored by Biswa Panda's avatar Biswa Panda Committed by GitHub
Browse files

feat: onboard dynamo-sdk basic and kv-router examples (#20) 


Co-authored-by: default avatarNeelay Shah <neelays@nvidia.com>
parent 2ee29443
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Showing with 1872 additions and 169 deletions
deploy/compoundai/sdk/pyproject.toml → deploy/dynemo/sdk/pyproject.toml
View file @ aacc5d76
...@@ -14,22 +14,31 @@ ...@@ -14,22 +14,31 @@
# limitations under the License. # limitations under the License.
[project] [project]
name = "compoundai" name = "dynemo-sdk"
version = "0.1.0" version = "0.1.0"
description = "Add your description here" description = "Distributed Inference Framework - SDK"
readme = "README.md" readme = "README.md"
authors = [ authors = [
{ name = "mabdulwahhab", email = "mabdulwahhab@nvidia.com" } { name = "NVIDIA Inc.", email = "sw-dl-dynemo@nvidia.com" },
] ]
requires-python = "==3.10.*"
dependencies = [ dependencies = [
"bentoml>=1.4.1", # TODO: currently compatible with bentoml==1.4.1,
# v1.4.2 has removed normalize_identifier which is used in compoundai
# "dynemo=={dynemo_version}",
"bentoml==1.4.1",
"types-psutil==7.0.0.20250218", "types-psutil==7.0.0.20250218",
] ]
[project.scripts] [project.scripts]
compoundai = "compoundai.cli.cli:cli" dynemo-sdk = "dynemo.sdk.cli.cli:cli"
[tool.setuptools]
namespace-packages = ["dynemo"]
package-dir = {"dynemo.sdk" = "src/dynemo/sdk"}
[build-system] [build-system]
requires = ["hatchling"] requires = ["hatchling"]
build-backend = "hatchling.build" build-backend = "hatchling.build"
[tool.hatch.build.targets.wheel]
packages = ["src/dynemo"]
\ No newline at end of file
deploy/compoundai/sdk/src/compoundai/__init__.py → deploy/dynemo/sdk/src/dynemo/sdk/__init__.py
View file @ aacc5d76
...@@ -12,3 +12,27 @@ ...@@ -12,3 +12,27 @@
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and # See the License for the specific language governing permissions and
# limitations under the License. # limitations under the License.
from typing import Any
from bentoml import api # type: ignore
from bentoml._internal.context import server_context # type: ignore
from dynemo.sdk.lib.decorators import async_onstart, dynemo_api, dynemo_endpoint
from dynemo.sdk.lib.dependency import depends
from dynemo.sdk.lib.image import DYNEMO_IMAGE
from dynemo.sdk.lib.service import service
dynemo_context: dict[str, Any] = {}
__all__ = [
"api",
"server_context",
"async_onstart",
"dynemo_api",
"dynemo_endpoint",
"depends",
"DYNEMO_IMAGE",
"service",
"dynemo_context",
]
deploy/compoundai/sdk/src/compoundai/cli/cli.py → deploy/dynemo/sdk/src/dynemo/sdk/cli/cli.py
View file @ aacc5d76
...@@ -34,8 +34,9 @@ def create_bentoml_cli() -> click.Command: ...@@ -34,8 +34,9 @@ def create_bentoml_cli() -> click.Command:
from bentoml_cli.models import model_command from bentoml_cli.models import model_command
from bentoml_cli.secret import secret_command from bentoml_cli.secret import secret_command
from bentoml_cli.utils import BentoMLCommandGroup, get_entry_points from bentoml_cli.utils import BentoMLCommandGroup, get_entry_points
from compoundai.cli.serve import serve_command
from compoundai.cli.start import start_command from dynemo.sdk.cli.serve import serve_command
from dynemo.sdk.cli.start import start_command
server_context.service_type = "cli" server_context.service_type = "cli"
......
deploy/compoundai/sdk/src/compoundai/cli/serve.py → deploy/dynemo/sdk/src/dynemo/sdk/cli/serve.py
View file @ aacc5d76
...@@ -318,7 +318,7 @@ def build_serve_command() -> click.Group: ...@@ -318,7 +318,7 @@ def build_serve_command() -> click.Group:
else: else:
# bentoml>=1.2 # bentoml>=1.2
# from _bentoml_impl.server import serve_http # from _bentoml_impl.server import serve_http
from compoundai.cli.serving import serve_http # type: ignore from dynemo.sdk.cli.serving import serve_http # type: ignore
svc.inject_config() svc.inject_config()
serve_http( serve_http(
......
deploy/compoundai/sdk/src/compoundai/cli/serve_nova.py → deploy/dynemo/sdk/src/dynemo/sdk/cli/serve_dynemo.py
View file @ aacc5d76
...@@ -28,8 +28,10 @@ from typing import Any ...@@ -28,8 +28,10 @@ from typing import Any
import click import click
from dynemo.runtime import DistributedRuntime, dynemo_endpoint, dynemo_worker from dynemo.runtime import DistributedRuntime, dynemo_endpoint, dynemo_worker
from dynemo.sdk import dynemo_context
logger = logging.getLogger("compoundai.serve.nova") logger = logging.getLogger("dynemo.sdk.serve.dynemo")
logger.setLevel(logging.INFO)
def generate_run_id(): def generate_run_id():
...@@ -63,16 +65,16 @@ def main( ...@@ -63,16 +65,16 @@ def main(
worker_env: str | None, worker_env: str | None,
worker_id: int | None, worker_id: int | None,
) -> None: ) -> None:
"""Start a worker for the given service - either Nova or regular service""" """Start a worker for the given service - either Dynemo or regular service"""
from _bentoml_impl.loader import import_service from _bentoml_impl.loader import import_service
from bentoml._internal.container import BentoMLContainer from bentoml._internal.container import BentoMLContainer
from bentoml._internal.context import server_context from bentoml._internal.context import server_context
from bentoml._internal.log import configure_server_logging from bentoml._internal.log import configure_server_logging
run_id = generate_run_id() run_id = generate_run_id()
dynemo_context["service_name"] = service_name
# print the contents of the environment variable BENTOML_RUNNER_MAP dynemo_context["runner_map"] = runner_map
print(f"BENTOML_RUNNER_MAP: {os.environ['BENTOML_RUNNER_MAP']}") dynemo_context["worker_id"] = worker_id
# Import service first to check configuration # Import service first to check configuration
service = import_service(bento_identifier) service = import_service(bento_identifier)
...@@ -97,14 +99,15 @@ def main( ...@@ -97,14 +99,15 @@ def main(
t.cast(t.Dict[str, str], json.loads(runner_map)) t.cast(t.Dict[str, str], json.loads(runner_map))
) )
# Check if Nova is enabled for this service # Check if Dynemo is enabled for this service
if service.is_nova_component(): if service.is_dynemo_component():
if worker_id is not None: if worker_id is not None:
server_context.worker_index = worker_id server_context.worker_index = worker_id
class_instance = service.inner()
@dynemo_worker() @dynemo_worker()
async def worker(runtime: DistributedRuntime): async def worker(runtime: DistributedRuntime):
global dynemo_context
dynemo_context["runtime"] = runtime
if service_name and service_name != service.name: if service_name and service_name != service.name:
server_context.service_type = "service" server_context.service_type = "service"
else: else:
...@@ -112,8 +115,8 @@ def main( ...@@ -112,8 +115,8 @@ def main(
server_context.service_name = service.name server_context.service_name = service.name
# Get Nova configuration and create component # Get Dynemo configuration and create component
namespace, component_name = service.nova_address() namespace, component_name = service.dynemo_address()
logger.info( logger.info(
f"[{run_id}] Registering component {namespace}/{component_name}" f"[{run_id}] Registering component {namespace}/{component_name}"
) )
...@@ -124,38 +127,29 @@ def main( ...@@ -124,38 +127,29 @@ def main(
await component.create_service() await component.create_service()
logger.info(f"[{run_id}] Created {service.name} component") logger.info(f"[{run_id}] Created {service.name} component")
# Run startup hooks before setting up endpoints
for name, member in vars(class_instance.__class__).items():
if callable(member) and getattr(
member, "__bentoml_startup_hook__", False
):
logger.info(f"[{run_id}] Running startup hook: {name}")
result = getattr(class_instance, name)()
if inspect.isawaitable(result):
await result
logger.info(
f"[{run_id}] Completed async startup hook: {name}"
)
else:
logger.info(f"[{run_id}] Completed startup hook: {name}")
# Set runtime on all dependencies # Set runtime on all dependencies
for dep in service.dependencies.values(): for dep in service.dependencies.values():
dep.set_runtime(runtime) dep.set_runtime(runtime)
logger.info(f"[{run_id}] Set runtime for dependency: {dep}") logger.info(f"[{run_id}] Set runtime for dependency: {dep}")
# Then register all Nova endpoints # Then register all Dynemo endpoints
nova_endpoints = service.get_nova_endpoints() dynemo_endpoints = service.get_dynemo_endpoints()
if not nova_endpoints: if not dynemo_endpoints:
error_msg = f"[{run_id}] FATAL ERROR: No Nova endpoints found in service {service.name}!" error_msg = f"[{run_id}] FATAL ERROR: No Dynemo endpoints found in service {service.name}!"
logger.error(error_msg) logger.error(error_msg)
raise ValueError(error_msg) raise ValueError(error_msg)
print(f"[{run_id}] Nova endpoints: {nova_endpoints}") endpoints = []
for name, endpoint in nova_endpoints.items(): for name, endpoint in dynemo_endpoints.items():
td_endpoint = component.endpoint(name) td_endpoint = component.endpoint(name)
logger.info(f"[{run_id}] Registering endpoint '{name}'") logger.info(f"[{run_id}] Registering endpoint '{name}'")
endpoints.append(td_endpoint)
# Bind an instance of inner to the endpoint # Bind an instance of inner to the endpoint
dynemo_context["component"] = component
dynemo_context["endpoints"] = endpoints
class_instance = service.inner()
twm = []
for name, endpoint in dynemo_endpoints.items():
bound_method = endpoint.func.__get__(class_instance) bound_method = endpoint.func.__get__(class_instance)
# Only pass request type for now, use Any for response # Only pass request type for now, use Any for response
# TODO: Handle a dynemo_endpoint not having types # TODO: Handle a dynemo_endpoint not having types
...@@ -163,19 +157,30 @@ def main( ...@@ -163,19 +157,30 @@ def main(
dynemo_wrapped_method = dynemo_endpoint(endpoint.request_type, Any)( dynemo_wrapped_method = dynemo_endpoint(endpoint.request_type, Any)(
bound_method bound_method
) )
result = await td_endpoint.serve_endpoint(dynemo_wrapped_method) twm.append(dynemo_wrapped_method)
# WARNING: unreachable code :( because serve blocks # Run startup hooks before setting up endpoints
logger.info(f"[{run_id}] Result: {result}") for name, member in vars(class_instance.__class__).items():
logger.info(f"[{run_id}] Registered endpoint '{name}'") if callable(member) and getattr(
member, "__bentoml_startup_hook__", False
logger.info( ):
f"[{run_id}] Started {service.name} instance with all endpoints registered" logger.info(f"[{run_id}] Running startup hook: {name}")
) result = getattr(class_instance, name)()
if inspect.isawaitable(result):
# await on startup hook async_onstart
await result
logger.info(
f"[{run_id}] Completed async startup hook: {name}"
)
else:
logger.info(f"[{run_id}] Completed startup hook: {name}")
logger.info( logger.info(
f"[{run_id}] Available endpoints: {service.list_nova_endpoints()}" f"[{run_id}] Starting {service.name} instance with all registered endpoints"
) )
# TODO:bis: convert to list
result = await endpoints[0].serve_endpoint(twm[0])
except Exception as e: except Exception as e:
logger.error(f"[{run_id}] Error in Nova component setup: {str(e)}") logger.error(f"[{run_id}] Error in Dynemo component setup: {str(e)}")
raise raise
asyncio.run(worker()) asyncio.run(worker())
......
deploy/compoundai/sdk/src/compoundai/cli/serving.py → deploy/dynemo/sdk/src/dynemo/sdk/cli/serving.py
View file @ aacc5d76
...@@ -47,7 +47,7 @@ class ServiceProtocol(Protocol): ...@@ -47,7 +47,7 @@ class ServiceProtocol(Protocol):
models: list[Any] models: list[Any]
bento: Any bento: Any
def is_nova_component(self) -> bool: def is_dynemo_component(self) -> bool:
... ...
...@@ -155,7 +155,7 @@ def create_dependency_watcher( ...@@ -155,7 +155,7 @@ def create_dependency_watcher(
return watcher, socket, uri return watcher, socket, uri
def create_nova_watcher( def create_dynemo_watcher(
bento_identifier: str, bento_identifier: str,
svc: ServiceProtocol, svc: ServiceProtocol,
uds_path: str, uds_path: str,
...@@ -165,7 +165,7 @@ def create_nova_watcher( ...@@ -165,7 +165,7 @@ def create_nova_watcher(
working_dir: Optional[str] = None, working_dir: Optional[str] = None,
env: Optional[Dict[str, str]] = None, env: Optional[Dict[str, str]] = None,
) -> tuple[Watcher, CircusSocket, str]: ) -> tuple[Watcher, CircusSocket, str]:
"""Create a watcher for a Nova service in the dependency graph""" """Create a watcher for a Dynemo service in the dependency graph"""
from bentoml.serving import create_watcher from bentoml.serving import create_watcher
# Get socket for this service # Get socket for this service
...@@ -174,10 +174,10 @@ def create_nova_watcher( ...@@ -174,10 +174,10 @@ def create_nova_watcher(
# Get worker configuration # Get worker configuration
num_workers, worker_envs = scheduler.get_worker_env(svc) num_workers, worker_envs = scheduler.get_worker_env(svc)
# Create Nova-specific worker args # Create Dynemo-specific worker args
args = [ args = [
"-m", "-m",
"compoundai.cli.serve_nova", # Use our Nova worker module "dynemo.sdk.cli.serve_dynemo", # Use our Dynemo worker module
bento_identifier, bento_identifier,
"--service-name", "--service-name",
svc.name, svc.name,
...@@ -190,7 +190,7 @@ def create_nova_watcher( ...@@ -190,7 +190,7 @@ def create_nova_watcher(
# Create the watcher with dependency map in environment # Create the watcher with dependency map in environment
watcher = create_watcher( watcher = create_watcher(
name=f"nova_service_{svc.name}", name=f"dynemo_service_{svc.name}",
args=args, args=args,
numprocesses=num_workers, numprocesses=num_workers,
working_dir=working_dir, working_dir=working_dir,
...@@ -306,12 +306,12 @@ def serve_http( ...@@ -306,12 +306,12 @@ def serve_http(
if name in dependency_map: if name in dependency_map:
continue continue
# Check if this is a Nova service # Check if this is a Dynemo service
if ( if (
hasattr(dep_svc, "is_nova_component") hasattr(dep_svc, "is_dynemo_component")
and dep_svc.is_nova_component() and dep_svc.is_dynemo_component()
): ):
new_watcher, new_socket, uri = create_nova_watcher( new_watcher, new_socket, uri = create_dynemo_watcher(
bento_id, bento_id,
dep_svc, dep_svc,
uds_path, uds_path,
...@@ -354,7 +354,7 @@ def serve_http( ...@@ -354,7 +354,7 @@ def serve_http(
except ValueError as e: except ValueError as e:
raise BentoMLConfigException(f"Invalid host IP address: {host}") from e raise BentoMLConfigException(f"Invalid host IP address: {host}") from e
if not svc.is_nova_component(): if not svc.is_dynemo_component():
sockets.append( sockets.append(
CircusSocket( CircusSocket(
name=API_SERVER_NAME, name=API_SERVER_NAME,
...@@ -405,12 +405,12 @@ def serve_http( ...@@ -405,12 +405,12 @@ def serve_http(
scheme = "https" if BentoMLContainer.ssl.enabled.get() else "http" scheme = "https" if BentoMLContainer.ssl.enabled.get() else "http"
# Check if this is a Nova service # Check if this is a Dynemo service
if hasattr(svc, "is_nova_component") and svc.is_nova_component(): if hasattr(svc, "is_dynemo_component") and svc.is_dynemo_component():
# Create Nova-specific watcher using existing socket # Create Dynemo-specific watcher using existing socket
args = [ args = [
"-m", "-m",
"compoundai.cli.serve_nova", # Use our Nova worker module "dynemo.sdk.cli.serve_dynemo", # Use our Dynemo worker module
bento_identifier, bento_identifier,
"--service-name", "--service-name",
svc.name, svc.name,
...@@ -418,7 +418,7 @@ def serve_http( ...@@ -418,7 +418,7 @@ def serve_http(
"$(CIRCUS.WID)", "$(CIRCUS.WID)",
] ]
watcher = create_watcher( watcher = create_watcher(
name=f"nova_service_{svc.name}", name=f"dynemo_service_{svc.name}",
args=args, args=args,
numprocesses=num_workers, numprocesses=num_workers,
working_dir=str(bento_path.absolute()), working_dir=str(bento_path.absolute()),
...@@ -426,7 +426,7 @@ def serve_http( ...@@ -426,7 +426,7 @@ def serve_http(
env=env, # Dependency map will be injected by serve_http env=env, # Dependency map will be injected by serve_http
) )
watchers.append(watcher) watchers.append(watcher)
print(f"nova_service_{svc.name} entrypoint created") print(f"dynemo_service_{svc.name} entrypoint created")
else: else:
# Create regular BentoML service watcher # Create regular BentoML service watcher
watchers.append( watchers.append(
...@@ -445,7 +445,6 @@ def serve_http( ...@@ -445,7 +445,6 @@ def serve_http(
# inject runner map now # inject runner map now
inject_env = {"BENTOML_RUNNER_MAP": json.dumps(dependency_map)} inject_env = {"BENTOML_RUNNER_MAP": json.dumps(dependency_map)}
print(f"inject_env: {inject_env}")
for watcher in watchers: for watcher in watchers:
if watcher.env is None: if watcher.env is None:
...@@ -474,12 +473,15 @@ def serve_http( ...@@ -474,12 +473,15 @@ def serve_http(
arbiter.exit_stack.callback(shutil.rmtree, uds_path, ignore_errors=True) arbiter.exit_stack.callback(shutil.rmtree, uds_path, ignore_errors=True)
arbiter.start( arbiter.start(
cb=lambda _: logger.info( # type: ignore cb=lambda _: logger.info( # type: ignore
"Starting Nova Service %s (%s/%s) listening on %s://%s:%d (Press CTRL+C to quit)" "Starting Dynemo Service %s (%s/%s) listening on %s://%s:%d (Press CTRL+C to quit)"
if (hasattr(svc, "is_nova_component") and svc.is_nova_component()) if (hasattr(svc, "is_dynemo_component") and svc.is_dynemo_component())
else 'Starting production %s BentoServer from "%s" (Press CTRL+C to quit)', else 'Starting production %s BentoServer from "%s" (Press CTRL+C to quit)',
*( *(
(svc.name, *svc.nova_address(), scheme, log_host, port) (svc.name, *svc.dynemo_address(), scheme, log_host, port)
if (hasattr(svc, "is_nova_component") and svc.is_nova_component()) if (
hasattr(svc, "is_dynemo_component")
and svc.is_dynemo_component()
)
else (scheme.upper(), bento_identifier) else (scheme.upper(), bento_identifier)
), ),
), ),
......
deploy/compoundai/sdk/src/compoundai/cli/start.py → deploy/dynemo/sdk/src/dynemo/sdk/cli/start.py
View file @ aacc5d76
...@@ -238,7 +238,7 @@ def build_start_command() -> click.Group: ...@@ -238,7 +238,7 @@ def build_start_command() -> click.Group:
) )
else: else:
# for >=1.2 bentos # for >=1.2 bentos
from compoundai.cli.serving import serve_http from dynemo.sdk.cli.serving import serve_http
print(f"Starting service {service_name}") print(f"Starting service {service_name}")
svc.inject_config() svc.inject_config()
......
deploy/compoundai/sdk/src/compoundai/sdk/__init__.py → deploy/dynemo/sdk/src/dynemo/sdk/lib/__init__.py
View file @ aacc5d76
...@@ -15,4 +15,4 @@ ...@@ -15,4 +15,4 @@
def main() -> None: def main() -> None:
print("Hello from compoundai!") print("Hello from dyenmo sdk!")
deploy/compoundai/sdk/src/compoundai/sdk/decorators.py → deploy/dynemo/sdk/src/dynemo/sdk/lib/decorators.py
View file @ aacc5d76
...@@ -23,13 +23,13 @@ import bentoml ...@@ -23,13 +23,13 @@ import bentoml
from pydantic import BaseModel from pydantic import BaseModel
class NovaEndpoint: class DynemoEndpoint:
"""Decorator class for Nova endpoints""" """Decorator class for Dynemo endpoints"""
def __init__(self, func: t.Callable, name: str | None = None): def __init__(self, func: t.Callable, name: str | None = None):
self.func = func self.func = func
self.name = name or func.__name__ self.name = name or func.__name__
self.is_nova_endpoint = True self.is_dynemo_endpoint = True
# Extract request type from hints # Extract request type from hints
hints = get_type_hints(func) hints = get_type_hints(func)
...@@ -58,29 +58,31 @@ class NovaEndpoint: ...@@ -58,29 +58,31 @@ class NovaEndpoint:
return await self.func(*args, **kwargs) return await self.func(*args, **kwargs)
def nova_endpoint(name: str | None = None) -> t.Callable[[t.Callable], NovaEndpoint]: def dynemo_endpoint(
"""Decorator for Nova endpoints. name: str | None = None,
) -> t.Callable[[t.Callable], DynemoEndpoint]:
"""Decorator for Dynemo endpoints.
Args: Args:
name: Optional name for the endpoint. Defaults to function name. name: Optional name for the endpoint. Defaults to function name.
Example: Example:
@nova_endpoint() @dynemo_endpoint()
def my_endpoint(self, input: str) -> str: def my_endpoint(self, input: str) -> str:
return input return input
@nova_endpoint(name="custom_name") @dynemo_endpoint(name="custom_name")
def another_endpoint(self, input: str) -> str: def another_endpoint(self, input: str) -> str:
return input return input
""" """
def decorator(func: t.Callable) -> NovaEndpoint: def decorator(func: t.Callable) -> DynemoEndpoint:
return NovaEndpoint(func, name) return DynemoEndpoint(func, name)
return decorator return decorator
def nova_api(func: t.Callable) -> t.Callable: def dynemo_api(func: t.Callable) -> t.Callable:
"""Decorator for BentoML API endpoints. """Decorator for BentoML API endpoints.
Args: Args:
......
deploy/compoundai/sdk/src/compoundai/sdk/dependency.py → deploy/dynemo/sdk/src/dynemo/sdk/lib/dependency.py
View file @ aacc5d76
...@@ -18,30 +18,31 @@ from typing import Any, Dict, Optional, TypeVar ...@@ -18,30 +18,31 @@ from typing import Any, Dict, Optional, TypeVar
from _bentoml_sdk.service import Service from _bentoml_sdk.service import Service
from _bentoml_sdk.service.dependency import Dependency from _bentoml_sdk.service.dependency import Dependency
from compoundai.sdk.service import CompoundService
from dynemo.sdk.lib.service import CompoundService
T = TypeVar("T") T = TypeVar("T")
class NovaClient: class DynemoClient:
"""Client for calling Nova endpoints with streaming support""" """Client for calling Dynemo endpoints with streaming support"""
def __init__(self, service: CompoundService[Any]): def __init__(self, service: CompoundService[Any]):
self._service = service self._service = service
self._endpoints = service.get_nova_endpoints() self._endpoints = service.get_dynemo_endpoints()
self._nova_clients: Dict[str, Any] = {} self._dynemo_clients: Dict[str, Any] = {}
self._runtime = None self._runtime = None
def __getattr__(self, name: str) -> Any: def __getattr__(self, name: str) -> Any:
if name not in self._endpoints: if name not in self._endpoints:
raise AttributeError( raise AttributeError(
f"No Nova endpoint '{name}' found on service '{self._service.name}'. " f"No Dynemo endpoint '{name}' found on service '{self._service.name}'. "
f"Available endpoints: {list(self._endpoints.keys())}" f"Available endpoints: {list(self._endpoints.keys())}"
) )
# For streaming endpoints, create/cache the stream function # For streaming endpoints, create/cache the stream function
if name not in self._nova_clients: if name not in self._dynemo_clients:
namespace, component_name = self._service.nova_address() namespace, component_name = self._service.dynemo_address()
# Create async generator function that uses Queue for streaming # Create async generator function that uses Queue for streaming
async def get_stream(*args, **kwargs): async def get_stream(*args, **kwargs):
...@@ -71,7 +72,7 @@ class NovaClient: ...@@ -71,7 +72,7 @@ class NovaClient:
raise raise
else: else:
# Create nova worker if no runtime # Create dynemo worker if no runtime
from dynemo.runtime import DistributedRuntime, dynemo_worker from dynemo.runtime import DistributedRuntime, dynemo_worker
@dynemo_worker() @dynemo_worker()
...@@ -114,13 +115,13 @@ class NovaClient: ...@@ -114,13 +115,13 @@ class NovaClient:
except Exception: except Exception:
raise raise
self._nova_clients[name] = get_stream self._dynemo_clients[name] = get_stream
return self._nova_clients[name] return self._dynemo_clients[name]
class NovaDependency(Dependency[T]): class DynemoDependency(Dependency[T]):
"""Enhanced dependency that supports Nova endpoints""" """Enhanced dependency that supports Dynemo endpoints"""
def __init__( def __init__(
self, self,
...@@ -130,23 +131,56 @@ class NovaDependency(Dependency[T]): ...@@ -130,23 +131,56 @@ class NovaDependency(Dependency[T]):
cluster: str | None = None, cluster: str | None = None,
): ):
super().__init__(on, url=url, deployment=deployment, cluster=cluster) super().__init__(on, url=url, deployment=deployment, cluster=cluster)
self._nova_client: Optional[NovaClient] = None self._dynemo_client: Optional[DynemoClient] = None
self._runtime = None self._runtime = None
# offers an escape hatch to get the endpoint directly
async def get_endpoint(self, name: str) -> Any:
"""
usage:
dep = depends(Worker)
...
await dep.get_endpoint("generate") # equivalent to the following
router_client = (
await runtime.namespace("dynemo-init")
.component("router")
.endpoint("generate")
.client()
)
"""
# TODO: Read the runtime from the tdist since it is not stored in global
if self._runtime is None:
print(
"Get Endpoint: Runtime not set for DynemoDependency. Cannot get endpoint."
)
raise ValueError("Runtime not set for DynemoDependency")
address = self.on.dynemo_address()
comp_ns, comp_name = address
print("Get Endpoint: Dynemo ADDRESS: ", address)
return (
await self._runtime.namespace(comp_ns)
.component(comp_name)
.endpoint(name)
.client()
)
def set_runtime(self, runtime: Any) -> None: def set_runtime(self, runtime: Any) -> None:
"""Set the Nova runtime for this dependency""" """Set the Dynemo runtime for this dependency"""
self._runtime = runtime self._runtime = runtime
if self._nova_client: if self._dynemo_client:
self._nova_client._runtime = runtime self._dynemo_client._runtime = runtime
def get(self, *args: Any, **kwargs: Any) -> T | Any: def get(self, *args: Any, **kwargs: Any) -> T | Any:
# If this is a Nova-enabled service, return the Nova client # If this is a Dynemo-enabled service, return the Dynemo client
if isinstance(self.on, CompoundService) and self.on.is_nova_component(): if isinstance(self.on, CompoundService) and self.on.is_dynemo_component():
if self._nova_client is None: if self._dynemo_client is None:
self._nova_client = NovaClient(self.on) self._dynemo_client = DynemoClient(self.on)
if self._runtime: if self._runtime:
self._nova_client._runtime = self._runtime self._dynemo_client._runtime = self._runtime
return self._nova_client return self._dynemo_client
# Otherwise fall back to normal BentoML dependency resolution # Otherwise fall back to normal BentoML dependency resolution
return super().get(*args, **kwargs) return super().get(*args, **kwargs)
...@@ -158,11 +192,11 @@ def depends( ...@@ -158,11 +192,11 @@ def depends(
url: str | None = None, url: str | None = None,
deployment: str | None = None, deployment: str | None = None,
cluster: str | None = None, cluster: str | None = None,
) -> NovaDependency[T]: ) -> DynemoDependency[T]:
"""Create a dependency that's Nova-aware. """Create a dependency that's Dynemo-aware.
If the dependency is on a Nova-enabled service, this will return a client If the dependency is on a Dynemo-enabled service, this will return a client
that can call Nova endpoints. Otherwise behaves like normal BentoML dependency. that can call Dynemo endpoints. Otherwise behaves like normal BentoML dependency.
Args: Args:
on: The service to depend on on: The service to depend on
...@@ -171,8 +205,8 @@ def depends( ...@@ -171,8 +205,8 @@ def depends(
cluster: Cluster name cluster: Cluster name
Raises: Raises:
AttributeError: When trying to call a non-existent Nova endpoint AttributeError: When trying to call a non-existent Dynemo endpoint
""" """
if on is not None and not isinstance(on, Service): if on is not None and not isinstance(on, Service):
raise TypeError("depends() expects a class decorated with @service()") raise TypeError("depends() expects a class decorated with @service()")
return NovaDependency(on, url=url, deployment=deployment, cluster=cluster) return DynemoDependency(on, url=url, deployment=deployment, cluster=cluster)
deploy/compoundai/sdk/src/compoundai/sdk/image.py → deploy/dynemo/sdk/src/dynemo/sdk/lib/image.py
View file @ aacc5d76
...@@ -13,8 +13,13 @@ ...@@ -13,8 +13,13 @@
# See the License for the specific language governing permissions and # See the License for the specific language governing permissions and
# limitations under the License. # limitations under the License.
# wrapper over bento images to handle TritonDistributed base image # wrapper over bento images to handle Dynemo base image
import os
import bentoml import bentoml
NOVA_IMAGE = bentoml.images.PythonImage(base_image="triton-distributed:latest-vllm") # TODO: "dynemo:latest-vllm" image will not be available to image builder in k8s
# so We'd consider publishing the base image for releases to public nvcr.io registry.
image_name = os.getenv("DYNEMO_IMAGE", "dynemo:latest-vllm")
DYNEMO_IMAGE = bentoml.images.PythonImage(base_image=image_name)
deploy/compoundai/sdk/src/compoundai/sdk/service.py → deploy/dynemo/sdk/src/dynemo/sdk/lib/service.py
View file @ aacc5d76
...@@ -21,14 +21,15 @@ from typing import Any, Dict, List, Optional, Tuple, TypeVar, Union ...@@ -21,14 +21,15 @@ from typing import Any, Dict, List, Optional, Tuple, TypeVar, Union
from _bentoml_sdk import Service, ServiceConfig from _bentoml_sdk import Service, ServiceConfig
from _bentoml_sdk.images import Image from _bentoml_sdk.images import Image
from compoundai.sdk.decorators import NovaEndpoint
from dynemo.sdk.lib.decorators import DynemoEndpoint
T = TypeVar("T", bound=object) T = TypeVar("T", bound=object)
@dataclass @dataclass
class NovaConfig: class DynemoConfig:
"""Configuration for Nova components""" """Configuration for Dynemo components"""
enabled: bool = False enabled: bool = False
name: str | None = None name: str | None = None
...@@ -36,7 +37,7 @@ class NovaConfig: ...@@ -36,7 +37,7 @@ class NovaConfig:
class CompoundService(Service[T]): class CompoundService(Service[T]):
"""A custom service class that extends BentoML's base Service with Nova capabilities""" """A custom service class that extends BentoML's base Service with Dynemo capabilities"""
def __init__( def __init__(
self, self,
...@@ -44,73 +45,71 @@ class CompoundService(Service[T]): ...@@ -44,73 +45,71 @@ class CompoundService(Service[T]):
inner: type[T], inner: type[T],
image: Optional[Image] = None, image: Optional[Image] = None,
envs: Optional[list[dict[str, Any]]] = None, envs: Optional[list[dict[str, Any]]] = None,
nova_config: Optional[NovaConfig] = None, dynemo_config: Optional[DynemoConfig] = None,
): ):
super().__init__(config=config, inner=inner, image=image, envs=envs or []) super().__init__(config=config, inner=inner, image=image, envs=envs or [])
# Initialize Nova configuration # Initialize Dynemo configuration
self._nova_config = ( self._dynemo_config = (
nova_config dynemo_config
if nova_config if dynemo_config
else NovaConfig(name=inner.__name__, namespace="default") else DynemoConfig(name=inner.__name__, namespace="default")
) )
if self._nova_config.name is None: if self._dynemo_config.name is None:
self._nova_config.name = inner.__name__ self._dynemo_config.name = inner.__name__
# Register Nova endpoints # Register Dynemo endpoints
self._nova_endpoints: Dict[str, NovaEndpoint] = {} self._dynemo_endpoints: Dict[str, DynemoEndpoint] = {}
for field in dir(inner): for field in dir(inner):
value = getattr(inner, field) value = getattr(inner, field)
if isinstance(value, NovaEndpoint): if isinstance(value, DynemoEndpoint):
self._nova_endpoints[value.name] = value self._dynemo_endpoints[value.name] = value
def is_nova_component(self) -> bool: def is_dynemo_component(self) -> bool:
"""Check if this service is configured as a Nova component""" """Check if this service is configured as a Dynemo component"""
return self._nova_config.enabled return self._dynemo_config.enabled
def nova_address(self) -> Tuple[str, str]: def dynemo_address(self) -> Tuple[Optional[str], Optional[str]]:
"""Get the Nova address for this component in namespace/name format""" """Get the Dynemo address for this component in namespace/name format"""
if not self.is_nova_component(): if not self.is_dynemo_component():
raise ValueError("Service is not configured as a Nova component") raise ValueError("Service is not configured as a Dynemo component")
# Check if we have a runner map with Nova address # Check if we have a runner map with Dynemo address
runner_map = os.environ.get("BENTOML_RUNNER_MAP") runner_map = os.environ.get("BENTOML_RUNNER_MAP")
if runner_map: if runner_map:
try: try:
runners = json.loads(runner_map) runners = json.loads(runner_map)
if self.name in runners: if self.name in runners:
address = runners[self.name] address = runners[self.name]
if address.startswith("nova://"): if address.startswith("dynemo://"):
# Parse nova://namespace/name into (namespace, name) # Parse dynemo://namespace/name into (namespace, name)
_, path = address.split("://", 1) _, path = address.split("://", 1)
namespace, name = path.split("/", 1) namespace, name = path.split("/", 1)
print( print(
f"Resolved Nova address from runner map: {namespace}/{name}" f"Resolved Dynemo address from runner map: {namespace}/{name}"
) )
return (namespace, name) return (namespace, name)
except (json.JSONDecodeError, ValueError) as e: except (json.JSONDecodeError, ValueError) as e:
raise ValueError(f"Failed to parse BENTOML_RUNNER_MAP: {str(e)}") from e raise ValueError(f"Failed to parse BENTOML_RUNNER_MAP: {str(e)}") from e
# Ensure namespace and name are not None print(
namespace = self._nova_config.namespace or "default" f"Using default Dynemo address: {self._dynemo_config.namespace}/{self._dynemo_config.name}"
name = self._nova_config.name or self.inner.__name__ )
return (self._dynemo_config.namespace, self._dynemo_config.name)
print(f"Using default Nova address: {namespace}/{name}")
return (namespace, name)
def get_nova_endpoints(self) -> Dict[str, NovaEndpoint]: def get_dynemo_endpoints(self) -> Dict[str, DynemoEndpoint]:
"""Get all registered Nova endpoints""" """Get all registered Dynemo endpoints"""
return self._nova_endpoints return self._dynemo_endpoints
def get_nova_endpoint(self, name: str) -> NovaEndpoint: def get_dynemo_endpoint(self, name: str) -> DynemoEndpoint:
"""Get a specific Nova endpoint by name""" """Get a specific Dynemo endpoint by name"""
if name not in self._nova_endpoints: if name not in self._dynemo_endpoints:
raise ValueError(f"No Nova endpoint found with name: {name}") raise ValueError(f"No Dynemo endpoint found with name: {name}")
return self._nova_endpoints[name] return self._dynemo_endpoints[name]
def list_nova_endpoints(self) -> List[str]: def list_dynemo_endpoints(self) -> List[str]:
"""List names of all registered Nova endpoints""" """List names of all registered Dynemo endpoints"""
return list(self._nova_endpoints.keys()) return list(self._dynemo_endpoints.keys())
# todo: add another function to bind an instance of the inner to the self within these methods # todo: add another function to bind an instance of the inner to the self within these methods
...@@ -121,13 +120,13 @@ def service( ...@@ -121,13 +120,13 @@ def service(
*, *,
image: Optional[Image] = None, image: Optional[Image] = None,
envs: Optional[list[dict[str, Any]]] = None, envs: Optional[list[dict[str, Any]]] = None,
nova: Optional[Union[Dict[str, Any], NovaConfig]] = None, dynemo: Optional[Union[Dict[str, Any], DynemoConfig]] = None,
**kwargs: Any, **kwargs: Any,
) -> Any: ) -> Any:
"""Enhanced service decorator that supports Nova configuration """Enhanced service decorator that supports Dynemo configuration
Args: Args:
nova: Nova configuration, either as a NovaConfig object or dict with keys: dynemo: Dynemo configuration, either as a DynemoConfig object or dict with keys:
- enabled: bool (default True) - enabled: bool (default True)
- name: str (default: class name) - name: str (default: class name)
- namespace: str (default: "default") - namespace: str (default: "default")
...@@ -135,13 +134,13 @@ def service( ...@@ -135,13 +134,13 @@ def service(
""" """
config = kwargs config = kwargs
# Parse dict into NovaConfig object # Parse dict into DynemoConfig object
nova_config: Optional[NovaConfig] = None dynemo_config: Optional[DynemoConfig] = None
if nova is not None: if dynemo is not None:
if isinstance(nova, dict): if isinstance(dynemo, dict):
nova_config = NovaConfig(**nova) dynemo_config = DynemoConfig(**dynemo)
else: else:
nova_config = nova dynemo_config = dynemo
def decorator(inner: type[T]) -> CompoundService[T]: def decorator(inner: type[T]) -> CompoundService[T]:
if isinstance(inner, Service): if isinstance(inner, Service):
...@@ -151,7 +150,7 @@ def service( ...@@ -151,7 +150,7 @@ def service(
inner=inner, inner=inner,
image=image, image=image,
envs=envs or [], envs=envs or [],
nova_config=nova_config, dynemo_config=dynemo_config,
) )
return decorator(inner) if inner is not None else decorator return decorator(inner) if inner is not None else decorator
deploy/compoundai/sdk/uv.lock → deploy/dynemo/sdk/uv.lock
View file @ aacc5d76
version = 1 version = 1
revision = 1 revision = 1
requires-python = "==3.10.*" requires-python = ">=3.12"
[[package]] [[package]]
name = "a2wsgi" name = "a2wsgi"
version = "1.10.8" version = "1.10.8"
source = { registry = "https://pypi.org/simple" } source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "typing-extensions" },
]
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wheels = [ wheels = [
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...@@ -30,7 +27,6 @@ source = { registry = "https://pypi.org/simple" } ...@@ -30,7 +27,6 @@ source = { registry = "https://pypi.org/simple" }
dependencies = [ dependencies = [
{ name = "aiohappyeyeballs" }, { name = "aiohappyeyeballs" },
{ name = "aiosignal" }, { name = "aiosignal" },
{ name = "async-timeout" },
{ name = "attrs" }, { name = "attrs" },
{ name = "frozenlist" }, { name = "frozenlist" },
{ name = "multidict" }, { name = "multidict" },
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......
examples/python_rs/llm/vllm/sdk_basic_service/README.md 0 → 100644
View file @ aacc5d76
<!--
SPDX-FileCopyrightText: Copyright (c) 2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
SPDX-License-Identifier: Apache-2.0
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
-->
## Overview
Pipeline Architecture:
```
Users/Clients (HTTP)
│
▼
┌─────────────┐
│ Frontend │ HTTP API endpoint (/generate)
└─────────────┘
│ dynemo/distributed-runtime
▼
┌─────────────┐
│ Middle │
└─────────────┘
│ dynemo/distributed-runtime
▼
┌─────────────┐
│ Backend │
└─────────────┘
```
## Unified serve
1. Launch all three services using a single command -
```bash
cd /workspace/examples/python_rs/llm/vllm
dynemo-sdk serve sdk_basic_service.basic:Frontend
```
2. Send request to frontend using curl -
```bash
curl -X 'POST' \
'http://localhost:3000/generate' \
-H 'accept: text/event-stream' \
-H 'Content-Type: application/json' \
-d '{
"text": "test"
}'
```
\ No newline at end of file
examples/python_rs/llm/vllm/sdk_basic_service/basic.py 0 → 100644
View file @ aacc5d76
# SPDX-FileCopyrightText: Copyright (c) 2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: Apache-2.0
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from pydantic import BaseModel
from dynemo.sdk import api, depends, dynemo_endpoint, service
"""
Pipeline Architecture:
Users/Clients (HTTP)
│
▼
┌─────────────┐
│ Frontend │ HTTP API endpoint (/generate)
└─────────────┘
│ dynemo/distributed-runtime
▼
┌─────────────┐
│ Middle │
└─────────────┘
│ dynemo/distributed-runtime
▼
┌─────────────┐
│ Backend │
└─────────────┘
"""
class RequestType(BaseModel):
text: str
class ResponseType(BaseModel):
text: str
@service(
resources={"cpu": "2"},
traffic={"timeout": 30},
dynemo={
"enabled": True,
"namespace": "inference",
},
workers=3,
)
class Backend:
def __init__(self) -> None:
print("Starting backend")
@dynemo_endpoint()
async def generate(self, req: RequestType):
"""Generate tokens."""
req_text = req.text
print(f"Backend received: {req_text}")
text = f"{req_text}-back"
for token in text.split():
yield f"Backend: {token}"
@service(
resources={"cpu": "2"},
traffic={"timeout": 30},
dynemo={"enabled": True, "namespace": "inference"},
)
class Middle:
backend = depends(Backend)
def __init__(self) -> None:
print("Starting middle")
@dynemo_endpoint()
async def generate(self, req: RequestType):
"""Forward requests to backend."""
req_text = req.text
print(f"Middle received: {req_text}")
text = f"{req_text}-mid"
next_request = RequestType(text=text).model_dump_json()
async for response in self.backend.generate(next_request):
print(f"Middle received response: {response}")
yield f"Middle: {response}"
@service(resources={"cpu": "1"}, traffic={"timeout": 60}) # Regular HTTP API
class Frontend:
middle = depends(Middle)
def __init__(self) -> None:
print("Starting frontend")
@api
async def generate(self, text):
"""Stream results from the pipeline."""
print(f"Frontend received: {text}")
print(f"Frontend received type: {type(text)}")
txt = RequestType(text=text)
print(f"Frontend sending: {type(txt)}")
async for response in self.middle.generate(txt.model_dump_json()):
yield f"Frontend: {response}"
examples/python_rs/llm/vllm/sdk_kv_router/README.md 0 → 100644
View file @ aacc5d76
<!--
SPDX-FileCopyrightText: Copyright (c) 2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
SPDX-License-Identifier: Apache-2.0
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
-->
Run this example using command below
```bash
cd /workspace/examples/python_rs/llm/vllm
dynemo-sdk serve sdk_kv_router.frontend:Frontend
```
Send request to http service:
```bash
curl -X 'POST' \
'http://localhost:3000/chat_completion' \
-H 'accept: text/event-stream' \
-H 'Content-Type: application/json' \
-d '{
"msg": "In the heart of Eldoria, an ancient land of boundless magic and mysterious creatures, lies the long-forgotten city of Aeloria. Once a beacon of knowledge and power, Aeloria was buried beneath the shifting sands of time, lost to the world for centuries. You are an intrepid explorer, known for your unparalleled curiosity and courage, who has stumbled upon an ancient map hinting at ests that Aeloria holds a secret so profound that it has the potential to reshape the very fabric of reality. Your journey will take you through treacherous deserts, enchanted forests, and across perilous mountain ranges. Your Task: Character Background: Develop a detailed background for your character. Describe their motivations for seeking out Aeloria, their skills and weaknesses, and any personal connections to the ancient city or its legends. Are they driven by a quest for knowledge, a search for lost familt clue is hidden."
}'
````
\ No newline at end of file
examples/python_rs/llm/vllm/sdk_kv_router/__init__.py 0 → 100644
View file @ aacc5d76
# SPDX-FileCopyrightText: Copyright (c) 2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: Apache-2.0
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
examples/python_rs/llm/vllm/sdk_kv_router/frontend.py 0 → 100644
View file @ aacc5d76
# SPDX-FileCopyrightText: Copyright (c) 2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: Apache-2.0
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from sdk_kv_router.processor import Processor
from dynemo.sdk import DYNEMO_IMAGE, api, depends, service
@service(traffic={"timeout": 10000}, image=DYNEMO_IMAGE)
class Frontend:
processor = depends(Processor)
def __init__(self):
print("frontend init")
@api
async def chat_completion(self, msg: str):
# Call the generate method
generator = self.processor.generate(
{
"model": "deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B",
"messages": [{"role": "user", "content": msg}],
"stream": True,
"max_tokens": 10,
}
)
# Now iterate over the async generator
async for response in generator:
print("client response_data:", response)
yield response
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