diff --git a/src/bentoml/_internal/bento/bento.py b/src/bentoml/_internal/bento/bento.py
index fe4a57d475c..37203006649 100644
--- a/src/bentoml/_internal/bento/bento.py
+++ b/src/bentoml/_internal/bento/bento.py
@@ -45,6 +45,7 @@
from .build_config import PythonOptions
if TYPE_CHECKING:
+ from bentoml_io.api import APIMethod
from bentoml_io.server import Service as NewService
from fs.base import FS
@@ -84,7 +85,7 @@ def create_inference_api_table(svc: Service) -> str:
def get_default_svc_readme(
- svc: Service | NewService, svc_version: str | None = None
+ svc: Service | NewService[t.Any], svc_version: str | None = None
) -> str:
from ..service import Service
@@ -220,15 +221,16 @@ def create(
models.add(model)
if model_spec.alias:
resolved_aliases[model.tag] = model_spec.alias
- elif is_legacy:
+ else:
# XXX: legacy way to get models from service
# Add all models required by the service
for model in svc.models:
models.add(model)
# Add all models required by service runners
- for runner in svc.runners:
- for model in runner.models:
- models.add(model)
+ if is_legacy:
+ for runner in svc.runners:
+ for model in runner.models:
+ models.add(model)
# create ignore specs
specs = BentoPathSpec(build_config.include, build_config.exclude)
@@ -282,7 +284,7 @@ def create(
yaml.dump(svc.openapi_spec, f)
else:
with bento_fs.open(fs.path.combine("apis", "schema.json"), "w") as f:
- json.dump(svc.servable_cls.schema(), f, indent=2)
+ json.dump(svc.schema(), f, indent=2)
res = Bento(
tag,
@@ -299,9 +301,15 @@ def create(
],
runners=[BentoRunnerInfo.from_runner(r) for r in svc.runners]
if is_legacy
- else [BentoRunnerInfo.from_dependency(d) for d in svc.dependencies],
+ else [],
apis=[BentoApiInfo.from_inference_api(api) for api in svc.apis.values()]
if is_legacy
+ else [BentoApiInfo.from_api_method(api) for api in svc.apis.values()],
+ services=[
+ BentoDependencyInfo.from_dependency(d.on, seen={svc.name})
+ for d in svc.dependencies.values()
+ ]
+ if not is_legacy
else [],
docker=build_config.docker,
python=build_config.python,
@@ -469,16 +477,13 @@ def from_runner(cls, r: Runner) -> BentoRunnerInfo:
)
@classmethod
- def from_dependency(cls, d: NewService) -> BentoRunnerInfo:
- config = BentoMLContainer.runners_config.get()
- if d.name in config:
- config = config[d.name]
+ def from_dependency(cls, d: NewService[t.Any]) -> BentoRunnerInfo:
return cls(
name=d.name,
- runnable_type=d.servable_cls.name,
+ runnable_type=d.name,
embedded=False,
- models=[],
- resource_config=config["resources"],
+ models=[str(model.tag) for model in d.models],
+ resource_config=d.config.get("resources"),
)
@@ -496,6 +501,14 @@ def from_inference_api(cls, api: InferenceAPI[t.Any]) -> BentoApiInfo:
output_type=api.output.__class__.__name__,
)
+ @classmethod
+ def from_api_method(cls, api: APIMethod[..., t.Any]) -> BentoApiInfo:
+ return cls(
+ name=api.name,
+ input_type=api.input_spec.__name__,
+ output_type=api.output_spec.__name__,
+ )
+
@attr.frozen
class BentoModelInfo:
@@ -516,6 +529,32 @@ def from_bento_model(
)
+@attr.frozen
+class BentoDependencyInfo:
+ name: str
+ service: str
+ models: t.List[BentoModelInfo] = attr.field(factory=list)
+ dependencies: t.List[BentoDependencyInfo] = attr.field(factory=list)
+
+ @classmethod
+ def from_dependency(
+ cls, d: NewService[t.Any], seen: set[str] | None = None
+ ) -> BentoDependencyInfo:
+ if seen is None:
+ seen = set()
+ if (name := d.name) in seen:
+ return cls(name=name, service=d.import_string)
+ return cls(
+ name=name,
+ service=d.import_string,
+ models=[BentoModelInfo.from_bento_model(m) for m in d.models],
+ dependencies=[
+ cls.from_dependency(dep.on, seen=seen | {name})
+ for dep in d.dependencies.values()
+ ],
+ )
+
+
def get_service_import_str(svc: Service | str):
from ..service import Service
@@ -551,6 +590,8 @@ class BentoInfo:
)
models: t.List[BentoModelInfo] = attr.field(factory=list)
runners: t.List[BentoRunnerInfo] = attr.field(factory=list)
+ # for BentoML 1.2+ SDK
+ services: t.List[BentoDependencyInfo] = attr.field(factory=list)
apis: t.List[BentoApiInfo] = attr.field(factory=list)
docker: DockerOptions = attr.field(factory=lambda: DockerOptions().with_defaults())
python: PythonOptions = attr.field(factory=lambda: PythonOptions().with_defaults())
diff --git a/src/bentoml/_internal/configuration/containers.py b/src/bentoml/_internal/configuration/containers.py
index b6690954520..2376c3df4f1 100644
--- a/src/bentoml/_internal/configuration/containers.py
+++ b/src/bentoml/_internal/configuration/containers.py
@@ -32,6 +32,7 @@
from .helpers import load_config_file
if TYPE_CHECKING:
+ from bentoml_io.config import ServiceConfig
from fs.base import FS
from .. import external_typing as ext
@@ -265,6 +266,7 @@ def cloud_config(bentoml_home: str = Provide[bentoml_home]) -> Path:
serialization_strategy: providers.Static[SerializationStrategy] = providers.Static(
"EXPORT_BENTO"
)
+ worker_index: providers.Static[int] = providers.Static(0)
@providers.SingletonFactory
@staticmethod
@@ -518,5 +520,24 @@ def enabled_features() -> list[str]:
def new_io(self) -> bool:
return "newio" in self.enabled_features.get()
+ def set_service_config(self, config: ServiceConfig) -> None:
+ """A backward-compatible merging of new service config and legacy configf"""
+ api_server_keys = (
+ "traffic",
+ "metrics",
+ "logging",
+ "ssl",
+ "http",
+ "grpc",
+ "backlog",
+ "runner_probe",
+ "max_runner_connections",
+ )
+ api_server_config = {k: v for k, v in config.items() if k in api_server_keys}
+ rest_config = {k: v for k, v in config.items() if k not in api_server_keys}
+ existing = t.cast(t.Dict[str, t.Any], self.config.get())
+ config_merger.merge(existing, {"api_server": api_server_config, **rest_config})
+ self.config.set(existing) # type: ignore
+
BentoMLContainer = _BentoMLContainerClass()
diff --git a/src/bentoml/_internal/marshal/dispatcher.py b/src/bentoml/_internal/marshal/dispatcher.py
index 28aeccdb0fc..f38ba339d63 100644
--- a/src/bentoml/_internal/marshal/dispatcher.py
+++ b/src/bentoml/_internal/marshal/dispatcher.py
@@ -11,7 +11,9 @@
import attr
import numpy as np
+from starlette.concurrency import run_in_threadpool
+from ..utils import is_async_callable
from ..utils.alg import TokenBucket
logger = logging.getLogger(__name__)
@@ -166,8 +168,11 @@ def __call__(
callback: t.Callable[
[t.Sequence[T_IN]], t.Coroutine[None, None, t.Sequence[T_OUT]]
],
- ) -> t.Callable[[T_IN], t.Coroutine[None, None, T_OUT]]:
- self.callback = callback
+ ) -> t.Callable[[T_IN], t.Coroutine[None, None, T_OUT | None]]:
+ if is_async_callable(callback):
+ self.callback = callback
+ else:
+ self.callback = functools.partial(run_in_threadpool, callback)
@functools.wraps(callback)
async def _func(data: T_IN) -> T_OUT:
diff --git a/src/bentoml/_internal/runner/runnable.py b/src/bentoml/_internal/runner/runnable.py
index 48f3e64544d..b6ac645a9ac 100644
--- a/src/bentoml/_internal/runner/runnable.py
+++ b/src/bentoml/_internal/runner/runnable.py
@@ -139,8 +139,15 @@ class RunnableMethod(t.Generic[T, P, R]):
_bentoml_runnable_method: None = None
def __get__(self, obj: T, _: t.Type[T] | None = None) -> t.Callable[P, R]:
- def method(*args: P.args, **kwargs: P.kwargs) -> R:
- return self.func(obj, *args, **kwargs)
+ if is_async_callable(self.func):
+
+ async def method(*args: P.args, **kwargs: P.kwargs) -> R:
+ return await self.func(obj, *args, **kwargs)
+
+ else:
+
+ def method(*args: P.args, **kwargs: P.kwargs) -> R:
+ return self.func(obj, *args, **kwargs)
return method
diff --git a/src/bentoml/_internal/utils/analytics/usage_stats.py b/src/bentoml/_internal/utils/analytics/usage_stats.py
index 295c8b17b01..06aa25b28c3 100644
--- a/src/bentoml/_internal/utils/analytics/usage_stats.py
+++ b/src/bentoml/_internal/utils/analytics/usage_stats.py
@@ -31,6 +31,7 @@
T = t.TypeVar("T")
AsyncFunc = t.Callable[P, t.Coroutine[t.Any, t.Any, t.Any]]
+ from bentoml_io import Service as NewService
from prometheus_client.samples import Sample
from bentoml import Service
@@ -127,12 +128,16 @@ def track(event_properties: EventMeta):
@inject
def _track_serve_init(
- svc: Service,
+ svc: Service | NewService[t.Any],
production: bool,
serve_kind: str,
from_server_api: bool,
serve_info: ServeInfo = Provide[BentoMLContainer.serve_info],
):
+ from bentoml import Service
+
+ is_legacy = isinstance(svc, Service)
+
if svc.bento is not None:
bento = svc.bento
event_properties = ServeInitEvent(
@@ -143,7 +148,7 @@ def _track_serve_init(
serve_kind=serve_kind,
bento_creation_timestamp=bento.info.creation_time,
num_of_models=len(bento.info.models),
- num_of_runners=len(svc.runners),
+ num_of_runners=len(svc.runners) if is_legacy else len(svc.dependencies),
num_of_apis=len(bento.info.apis),
model_types=[m.module for m in bento.info.models],
runnable_types=[r.runnable_type for r in bento.info.runners],
@@ -151,6 +156,27 @@ def _track_serve_init(
api_output_types=[api.output_type for api in bento.info.apis],
)
else:
+ if is_legacy:
+ num_models = len(
+ set(
+ svc.models
+ + [model for runner in svc.runners for model in runner.models]
+ )
+ )
+ else:
+ from bentoml import Model
+
+ def _get_models(svc: NewService[t.Any], seen: set[str]) -> t.Set[Model]:
+ if svc.name in seen:
+ return set()
+ seen.add(svc.name)
+ models = set(svc.models)
+ for dep in svc.dependencies.values():
+ models.update(_get_models(dep.on, seen))
+ return models
+
+ num_models = len(_get_models(svc, set()))
+
event_properties = ServeInitEvent(
serve_id=serve_info.serve_id,
serve_from_bento=False,
@@ -158,19 +184,20 @@ def _track_serve_init(
production=production,
serve_kind=serve_kind,
bento_creation_timestamp=None,
- num_of_models=len(
- set(
- svc.models
- + [model for runner in svc.runners for model in runner.models]
- )
- ),
- num_of_runners=len(svc.runners),
+ num_of_models=num_models,
+ num_of_runners=len(svc.runners) if is_legacy else len(svc.dependencies),
num_of_apis=len(svc.apis.keys()),
- runnable_types=[r.runnable_class.__name__ for r in svc.runners],
- api_input_types=[api.input.__class__.__name__ for api in svc.apis.values()],
+ runnable_types=[r.runnable_class.__name__ for r in svc.runners]
+ if is_legacy
+ else [d.on.name for d in svc.dependencies.values()],
+ api_input_types=[api.input.__class__.__name__ for api in svc.apis.values()]
+ if is_legacy
+ else [],
api_output_types=[
api.output.__class__.__name__ for api in svc.apis.values()
- ],
+ ]
+ if is_legacy
+ else [],
)
track(event_properties)
@@ -241,7 +268,7 @@ def get_metrics_report(
@inject
@contextlib.contextmanager
def track_serve(
- svc: Service,
+ svc: Service | NewService[t.Any],
*,
production: bool = False,
from_server_api: bool | None = None,
diff --git a/src/bentoml/serve.py b/src/bentoml/serve.py
index 79a524e46d9..07dbe2f0172 100644
--- a/src/bentoml/serve.py
+++ b/src/bentoml/serve.py
@@ -537,6 +537,7 @@ def serve_grpc_production(
prometheus_dir = ensure_prometheus_dir()
from . import load
+ from ._internal.service import Service
from ._internal.utils import reserve_free_port
from ._internal.utils.analytics import track_serve
from ._internal.utils.circus import create_standalone_arbiter
@@ -544,6 +545,9 @@ def serve_grpc_production(
working_dir = os.path.realpath(os.path.expanduser(working_dir))
svc = load(bento_identifier, working_dir=working_dir)
+ if not isinstance(svc, Service):
+ raise BentoMLException(f"{type(svc)} type doesn't support gRPC serving")
+
from circus.sockets import CircusSocket # type: ignore
watchers: list[Watcher] = []
diff --git a/src/bentoml_cli/serve.py b/src/bentoml_cli/serve.py
index 1bbb906641e..69c3ebdc65e 100644
--- a/src/bentoml_cli/serve.py
+++ b/src/bentoml_cli/serve.py
@@ -226,6 +226,9 @@ def serve( # type: ignore (unused warning)
- when specified, respect 'include' and 'exclude' under 'bentofile.yaml' as well as the '.bentoignore' file in '--working-dir', for code and file changes
- all model store changes will also trigger a restart (new model saved or existing model removed)
"""
+ from bentoml import Service
+ from bentoml._internal.service.loader import load
+
configure_server_logging()
if working_dir is None:
if os.path.isdir(os.path.expanduser(bento)):
@@ -234,45 +237,67 @@ def serve( # type: ignore (unused warning)
working_dir = "."
if sys.path[0] != working_dir:
sys.path.insert(0, working_dir)
+ svc = load(bento_identifier=bento, working_dir=working_dir)
+ if isinstance(svc, Service):
+ from bentoml.serve import serve_http_production
+
+ if development:
+ serve_http_production(
+ bento,
+ working_dir=working_dir,
+ port=port,
+ host=DEFAULT_DEV_SERVER_HOST if not host else host,
+ backlog=backlog,
+ api_workers=1,
+ timeout=timeout,
+ ssl_keyfile=ssl_keyfile,
+ ssl_certfile=ssl_certfile,
+ ssl_keyfile_password=ssl_keyfile_password,
+ ssl_version=ssl_version,
+ ssl_cert_reqs=ssl_cert_reqs,
+ ssl_ca_certs=ssl_ca_certs,
+ ssl_ciphers=ssl_ciphers,
+ reload=reload,
+ development_mode=True,
+ )
+ else:
+ serve_http_production(
+ bento,
+ working_dir=working_dir,
+ port=port,
+ host=host,
+ api_workers=api_workers,
+ timeout=timeout,
+ ssl_keyfile=ssl_keyfile,
+ ssl_certfile=ssl_certfile,
+ ssl_keyfile_password=ssl_keyfile_password,
+ ssl_version=ssl_version,
+ ssl_cert_reqs=ssl_cert_reqs,
+ ssl_ca_certs=ssl_ca_certs,
+ ssl_ciphers=ssl_ciphers,
+ reload=reload,
+ development_mode=False,
+ )
+ else:
+ from bentoml_io.server.serving import serve_http_production
- from bentoml.serve import serve_http_production
-
- if development:
serve_http_production(
- bento,
+ svc,
working_dir=working_dir,
+ host=host,
port=port,
- host=DEFAULT_DEV_SERVER_HOST if not host else host,
backlog=backlog,
- api_workers=1,
- timeout=timeout,
- ssl_keyfile=ssl_keyfile,
- ssl_certfile=ssl_certfile,
- ssl_keyfile_password=ssl_keyfile_password,
- ssl_version=ssl_version,
- ssl_cert_reqs=ssl_cert_reqs,
- ssl_ca_certs=ssl_ca_certs,
- ssl_ciphers=ssl_ciphers,
- reload=reload,
- development_mode=True,
- )
- else:
- serve_http_production(
- bento,
- working_dir=working_dir,
- port=port,
- host=host,
api_workers=api_workers,
timeout=timeout,
- ssl_keyfile=ssl_keyfile,
ssl_certfile=ssl_certfile,
+ ssl_keyfile=ssl_keyfile,
ssl_keyfile_password=ssl_keyfile_password,
ssl_version=ssl_version,
ssl_cert_reqs=ssl_cert_reqs,
ssl_ca_certs=ssl_ca_certs,
ssl_ciphers=ssl_ciphers,
+ development_mode=development,
reload=reload,
- development_mode=False,
)
@cli.command(name="serve-grpc")
diff --git a/src/bentoml_cli/start.py b/src/bentoml_cli/start.py
index 8555235a02e..a1897ede016 100644
--- a/src/bentoml_cli/start.py
+++ b/src/bentoml_cli/start.py
@@ -146,6 +146,9 @@ def start_http_server( # type: ignore (unused warning)
"""
Start a HTTP API server standalone. This will be used inside Yatai.
"""
+ from bentoml import Service
+ from bentoml._internal.service.loader import load
+
if working_dir is None:
if os.path.isdir(os.path.expanduser(bento)):
working_dir = os.path.expanduser(bento)
@@ -153,9 +156,6 @@ def start_http_server( # type: ignore (unused warning)
working_dir = "."
if sys.path[0] != working_dir:
sys.path.insert(0, working_dir)
-
- from bentoml.start import start_http_server
-
if remote_runner:
runner_map_dict = dict(
[s.split("=", maxsplit=2) for s in remote_runner or []]
@@ -171,24 +171,48 @@ def start_http_server( # type: ignore (unused warning)
host = parsed.hostname or host
port = parsed.port or port
- click.echo(f"Using remote runners: {runner_map}")
- start_http_server(
- bento,
- runner_map=runner_map_dict,
- working_dir=working_dir,
- port=port,
- host=host,
- backlog=backlog,
- api_workers=api_workers,
- timeout=timeout,
- ssl_keyfile=ssl_keyfile,
- ssl_certfile=ssl_certfile,
- ssl_keyfile_password=ssl_keyfile_password,
- ssl_version=ssl_version,
- ssl_cert_reqs=ssl_cert_reqs,
- ssl_ca_certs=ssl_ca_certs,
- ssl_ciphers=ssl_ciphers,
- )
+ svc = load(bento, working_dir=working_dir)
+ if isinstance(svc, Service):
+ from bentoml.start import start_http_server
+
+ click.echo(f"Using remote runners: {runner_map}")
+ start_http_server(
+ bento,
+ runner_map=runner_map_dict,
+ working_dir=working_dir,
+ port=port,
+ host=host,
+ backlog=backlog,
+ api_workers=api_workers,
+ timeout=timeout,
+ ssl_keyfile=ssl_keyfile,
+ ssl_certfile=ssl_certfile,
+ ssl_keyfile_password=ssl_keyfile_password,
+ ssl_version=ssl_version,
+ ssl_cert_reqs=ssl_cert_reqs,
+ ssl_ca_certs=ssl_ca_certs,
+ ssl_ciphers=ssl_ciphers,
+ )
+ else:
+ from bentoml_io.server.serving import serve_http_production
+
+ serve_http_production(
+ bento,
+ working_dir=working_dir,
+ port=port,
+ host=host,
+ backlog=backlog,
+ api_workers=api_workers or 1,
+ timeout=timeout,
+ ssl_keyfile=ssl_keyfile,
+ ssl_certfile=ssl_certfile,
+ ssl_keyfile_password=ssl_keyfile_password,
+ ssl_version=ssl_version,
+ ssl_cert_reqs=ssl_cert_reqs,
+ ssl_ca_certs=ssl_ca_certs,
+ ssl_ciphers=ssl_ciphers,
+ dependency_map=runner_map_dict,
+ )
@cli.command(hidden=True)
@click.argument("bento", type=click.STRING, default=".")
diff --git a/src/bentoml_cli/worker/http_api_server.py b/src/bentoml_cli/worker/http_api_server.py
index e54e4d3c8c8..38e138b5d61 100644
--- a/src/bentoml_cli/worker/http_api_server.py
+++ b/src/bentoml_cli/worker/http_api_server.py
@@ -132,6 +132,8 @@ def main(
# worker ID is not set; this server is running in standalone mode
# and should not be concerned with the status of its runners
BentoMLContainer.config.runner_probe.enabled.set(False)
+ else:
+ BentoMLContainer.worker_index.set(worker_id)
BentoMLContainer.development_mode.set(development_mode)
if prometheus_dir is not None:
diff --git a/src/bentoml_io/api.py b/src/bentoml_io/api.py
index e736f12dd35..0abcef18040 100644
--- a/src/bentoml_io/api.py
+++ b/src/bentoml_io/api.py
@@ -91,7 +91,7 @@ def __get__(self: T, instance: t.Any, owner: type) -> t.Callable[P, R] | T:
return t.cast("t.Callable[P, R]", functools.partial(self.func, instance))
def schema(self) -> dict[str, t.Any]:
- output = self.output_spec.model_json_schema()
+ output = _flatten_model_schema(self.output_spec)
if self.is_stream:
output["is_stream"] = True
if self.output_spec.media_type:
@@ -102,12 +102,26 @@ def schema(self) -> dict[str, t.Any]:
"route": self.route,
"description": self.__doc__,
"batchable": self.batchable,
- "input": self.input_spec.model_json_schema(),
+ "input": _flatten_model_schema(self.input_spec),
"output": output,
}
)
+def _flatten_model_schema(model: type[IODescriptor]) -> dict[str, t.Any]:
+ schema = model.model_json_schema()
+ if not schema.get("properties") or "$defs" not in schema:
+ return schema
+ defs = schema.pop("$defs", {})
+ for value in schema["properties"].values():
+ if "allOf" in value:
+ value.update(value.pop("allOf")[0])
+ if "$ref" in value:
+ ref = value.pop("$ref")[len("#/$defs/") :]
+ value.update(defs[ref])
+ return schema
+
+
@t.overload
def api(func: t.Callable[t.Concatenate[t.Any, P], R]) -> APIMethod[P, R]:
...
diff --git a/src/bentoml_io/client/http.py b/src/bentoml_io/client/http.py
index 65916abcc26..03b8021e765 100644
--- a/src/bentoml_io/client/http.py
+++ b/src/bentoml_io/client/http.py
@@ -92,7 +92,7 @@ def __init__(
stream_output=route["output"].get("is_stream", False),
)
else:
- for name, method in service.api_methods.items():
+ for name, method in service.apis.items():
routes[name] = ClientEndpoint(
name=name,
route=method.route,
diff --git a/src/bentoml_io/config.py b/src/bentoml_io/config.py
index 65f7f5c991d..0b0e7c6cde0 100644
--- a/src/bentoml_io/config.py
+++ b/src/bentoml_io/config.py
@@ -183,7 +183,7 @@ class LoggingSchema(TypedDict, total=False):
access: AccessLoggingSchema
-class Schema(TypedDict, total=False):
+class ServiceConfig(TypedDict, total=False):
envs: list[EnvSchema]
access_type: Literal["protected", "public"] # bentocloud only
traffic: TrafficSchema
@@ -201,8 +201,8 @@ class Schema(TypedDict, total=False):
monitoring: MonitoringSchema
-schema_type = TypeAdapter(Schema)
+schema_type = TypeAdapter(ServiceConfig)
-def validate(data: Schema) -> Schema:
+def validate(data: ServiceConfig) -> ServiceConfig:
return schema_type.validate_python(data)
diff --git a/src/bentoml_io/dependency.py b/src/bentoml_io/dependency.py
index 58dbe27460f..ad2fb78b9a6 100644
--- a/src/bentoml_io/dependency.py
+++ b/src/bentoml_io/dependency.py
@@ -16,7 +16,7 @@
_dependent_cache: dict[str, t.Any] = {}
-def _get_cache_key(service: Service[t.Any]) -> str:
+def get_cache_key(service: Service[t.Any]) -> str:
return service.name
@@ -27,13 +27,10 @@ def _get_dependency(
) -> T:
from .client.proxy import RemoteProxy
- key = _get_cache_key(service)
+ key = get_cache_key(service)
if key not in _dependent_cache:
- # TODO: return the remote client or the instance
- if service.name in runner_mapping:
- inst = RemoteProxy(
- runner_mapping[service.name], service=service
- ).as_service()
+ if key in runner_mapping:
+ inst = RemoteProxy(runner_mapping[key], service=service).as_service()
else:
inst = service.inner()
_dependent_cache[key] = inst
diff --git a/src/bentoml_io/factory.py b/src/bentoml_io/factory.py
index aebd0857543..a616b6e9f59 100644
--- a/src/bentoml_io/factory.py
+++ b/src/bentoml_io/factory.py
@@ -19,7 +19,7 @@
from bentoml.exceptions import BentoMLException
from .api import APIMethod
-from .config import Schema as Config
+from .config import ServiceConfig as Config
from .config import validate
T = t.TypeVar("T", bound=object)
@@ -47,11 +47,9 @@ class Service(t.Generic[T]):
inner: type[T]
bento: t.Optional[Bento] = attrs.field(init=False, default=None)
- models: dict[str, Model] = attrs.field(factory=dict, init=False)
+ models: list[Model] = attrs.field(factory=list, init=False)
dependencies: dict[str, Dependency[t.Any]] = attrs.field(factory=dict, init=False)
- api_methods: dict[str, APIMethod[..., t.Any]] = attrs.field(
- factory=dict, init=False
- )
+ apis: dict[str, APIMethod[..., t.Any]] = attrs.field(factory=dict, init=False)
startup_hooks: list[LifecycleHook] = attrs.field(factory=list, init=False)
shutdown_hooks: list[LifecycleHook] = attrs.field(factory=list, init=False)
mount_apps: list[tuple[ext.ASGIApp, str, str]] = attrs.field(
@@ -75,9 +73,9 @@ def __attrs_post_init__(self) -> None:
if isinstance(value, Dependency):
self.dependencies[field] = t.cast(Dependency[t.Any], value)
elif isinstance(value, Model):
- self.models[field] = value
+ self.models.append(value)
elif isinstance(value, APIMethod):
- self.api_methods[field] = t.cast(APIMethod[..., t.Any], value)
+ self.apis[field] = t.cast(APIMethod[..., t.Any], value)
@_caller_module.default
def _get_caller_module(self) -> str:
@@ -106,7 +104,7 @@ def schema(self) -> dict[str, t.Any]:
{
"name": self.inner.__name__,
"type": "service",
- "routes": [method.schema() for method in self.api_methods.values()],
+ "routes": [method.schema() for method in self.apis.values()],
"description": getattr(self.inner, "__doc__", None),
}
)
diff --git a/src/bentoml_io/server/.gitignore b/src/bentoml_io/server/.gitignore
new file mode 100644
index 00000000000..ee889666ef0
--- /dev/null
+++ b/src/bentoml_io/server/.gitignore
@@ -0,0 +1 @@
+assets/
diff --git a/src/bentoml_io/server/app.py b/src/bentoml_io/server/app.py
index 64274930fa9..a703ba417c7 100644
--- a/src/bentoml_io/server/app.py
+++ b/src/bentoml_io/server/app.py
@@ -5,9 +5,14 @@
import logging
import sys
import typing as t
+from pathlib import Path
+from simple_di import Provide
+from simple_di import inject
from starlette.middleware import Middleware
+from starlette.staticfiles import StaticFiles
+from bentoml._internal.container import BentoMLContainer
from bentoml._internal.marshal.dispatcher import CorkDispatcher
from bentoml._internal.server.base_app import BaseAppFactory
from bentoml._internal.server.http_app import log_exception
@@ -28,12 +33,20 @@
class ServiceAppFactory(BaseAppFactory):
- def __init__(self, service: Service[t.Any]) -> None:
+ @inject
+ def __init__(
+ self,
+ service: Service[t.Any],
+ enable_metrics: bool = Provide[
+ BentoMLContainer.api_server_config.metrics.enabled
+ ],
+ traffic: dict[str, t.Any] = Provide[BentoMLContainer.api_server_config.traffic],
+ ) -> None:
from bentoml._internal.runner.container import AutoContainer
self.service = service
- self.enable_metrics = service.config.get("metrics", {}).get("enabled", True)
- timeout = (traffic := service.config.get("traffic", {})).get("timeout")
+ self.enable_metrics = enable_metrics
+ timeout = traffic.get("timeout")
max_concurrency = traffic.get("max_concurrency")
super().__init__(timeout=timeout, max_concurrency=max_concurrency)
@@ -43,7 +56,7 @@ def __init__(self, service: Service[t.Any]) -> None:
def fallback() -> t.NoReturn:
raise ServiceUnavailable("process is overloaded")
- for name, method in service.api_methods.items():
+ for name, method in service.apis.items():
if not method.batchable:
continue
self.dispatchers[name] = CorkDispatcher(
@@ -55,12 +68,21 @@ def fallback() -> t.NoReturn:
),
)
+ async def index_page(self, request: Request) -> Response:
+ from starlette.responses import FileResponse
+
+ return FileResponse(Path(__file__).parent / "index.html")
+
def __call__(self, is_main: bool = False) -> Starlette:
app = super().__call__()
app.add_route("/schema.json", self.schema_view, name="schema")
if is_main:
- # TODO: enable static content
- pass
+ app.mount(
+ "/assets",
+ StaticFiles(directory=Path(__file__).parent / "assets"),
+ name="assets",
+ )
+ app.add_route("/", self.index_page, name="index")
for mount_app, path, name in self.service.mount_apps:
app.mount(app=mount_app, path=path, name=name)
return app
@@ -152,7 +174,7 @@ def routes(self) -> list[BaseRoute]:
routes = super().routes
- for name, method in self.service.api_methods.items():
+ for name, method in self.service.apis.items():
api_endpoint = functools.partial(self.api_endpoint, name)
route_path = method.route
if not route_path.startswith("/"):
@@ -161,7 +183,7 @@ def routes(self) -> list[BaseRoute]:
return routes
async def batch_infer(self, name: str, input_kwargs: dict[str, t.Any]) -> t.Any:
- method = self.service.api_methods[name]
+ method = self.service.apis[name]
func = getattr(self._service_instance, name)
async def inner_infer(
@@ -204,7 +226,7 @@ async def api_endpoint(self, name: str, request: Request) -> Response:
media_type = request.headers.get("Content-Type", "application/json")
media_type = media_type.split(";")[0].strip()
- method = self.service.api_methods[name]
+ method = self.service.apis[name]
func = getattr(self._service_instance, name)
with self.service.context.in_request(request) as ctx:
diff --git a/src/bentoml_io/server/index.html b/src/bentoml_io/server/index.html
new file mode 100644
index 00000000000..f1e43211e89
--- /dev/null
+++ b/src/bentoml_io/server/index.html
@@ -0,0 +1,22 @@
+
+
+
+
+
+
+ BentoML Inference Service
+
+
+
+
+
+
+
+
+
diff --git a/src/bentoml_io/server/serving.py b/src/bentoml_io/server/serving.py
index 85c2df04cf4..8a3a59ecc99 100644
--- a/src/bentoml_io/server/serving.py
+++ b/src/bentoml_io/server/serving.py
@@ -17,6 +17,7 @@
from bentoml._internal.container import BentoMLContainer
from bentoml.exceptions import BentoMLConfigException
+from ..dependency import get_cache_key
from ..factory import Service
AnyService = Service[t.Any]
@@ -106,14 +107,15 @@ def create_service_watchers(
watchers: list[Watcher] = []
sockets: list[CircusSocket] = []
for dep in svc.dependencies.values():
- if dep.on.name in dependency_map:
+ dep_key = get_cache_key(dep.on)
+ if dep_key in dependency_map:
continue
new_watchers, new_sockets, uri = create_service_watchers(
dep.on, work_dir, uds_path, port_stack, backlog, dependency_map
)
watchers.extend(new_watchers)
sockets.extend(new_sockets)
- dependency_map[dep.on.name] = uri
+ dependency_map[dep_key] = uri
uri, socket = _get_server_socket(svc, uds_path, port_stack, backlog)
sockets.append(socket)
@@ -162,13 +164,16 @@ def serve_http_production(
ssl_ciphers: str | None = Provide[BentoMLContainer.ssl.ciphers],
bentoml_home: str = Provide[BentoMLContainer.bentoml_home],
development_mode: bool = False,
+ standalone: bool = False,
reload: bool = False,
+ dependency_map: dict[str, str] | None = None,
) -> None:
from circus.sockets import CircusSocket
from bentoml._internal.log import SERVER_LOGGING_CONFIG
from bentoml._internal.service.loader import load
from bentoml._internal.utils import reserve_free_port
+ from bentoml._internal.utils.analytics.usage_stats import track_serve
from bentoml._internal.utils.circus import create_standalone_arbiter
from bentoml.serve import construct_ssl_args
from bentoml.serve import create_watcher
@@ -181,27 +186,30 @@ def serve_http_production(
svc = bento_identifier
else:
svc = t.cast(AnyService, load(bento_identifier, working_dir))
- BentoMLContainer.api_server_workers.set(api_workers)
+ if development_mode:
+ standalone = True
watchers: list[Watcher] = []
sockets: list[CircusSocket] = []
- dependency_map: dict[str, str] = {}
+ if dependency_map is None:
+ dependency_map = {}
with contextlib.ExitStack() as stack:
uds_path: str | None = None
if POSIX and not IS_WSL:
uds_path = stack.enter_context(
tempfile.TemporaryDirectory(prefix="bentoml-uds-")
)
- if not development_mode:
+ if not standalone:
for dep in svc.dependencies.values():
- if dep.on.name in dependency_map:
+ dep_key = get_cache_key(dep.on)
+ if dep_key in dependency_map:
continue
new_watchers, new_sockets, uri = create_service_watchers(
dep.on, working_dir, uds_path, stack, backlog, dependency_map
)
watchers.extend(new_watchers)
sockets.extend(new_sockets)
- dependency_map[dep.on.name] = uri
+ dependency_map[dep_key] = uri
# reserve one more to avoid conflicts
stack.enter_context(reserve_free_port())
@@ -255,6 +263,7 @@ def serve_http_production(
"$(CIRCUS.WID)",
"--prometheus-dir",
prometheus_dir,
+ "--main",
*ssl_args,
*timeout_args,
]
@@ -303,18 +312,18 @@ def serve_http_production(
arbiter_kwargs["loglevel"] = "WARNING"
arbiter = create_standalone_arbiter(**arbiter_kwargs)
-
- try:
- arbiter.start(
- cb=lambda _: logger.info( # type: ignore
- 'Starting production %s BentoServer from "%s" listening on %s://%s:%d (Press CTRL+C to quit)',
- scheme.upper(),
- bento_identifier,
- scheme,
- host,
- port,
- ),
- )
- finally:
- if uds_path is not None:
- shutil.rmtree(uds_path)
+ with track_serve(svc, production=not development_mode):
+ try:
+ arbiter.start(
+ cb=lambda _: logger.info( # type: ignore
+ 'Starting production %s BentoServer from "%s" listening on %s://%s:%d (Press CTRL+C to quit)',
+ scheme.upper(),
+ bento_identifier,
+ scheme,
+ host,
+ port,
+ ),
+ )
+ finally:
+ if uds_path is not None:
+ shutil.rmtree(uds_path)
diff --git a/src/bentoml_io/worker/service.py b/src/bentoml_io/worker/service.py
index 23d886e551d..8ebc71213aa 100644
--- a/src/bentoml_io/worker/service.py
+++ b/src/bentoml_io/worker/service.py
@@ -150,6 +150,7 @@ def main(
t.cast(t.Dict[str, str], json.loads(runner_map))
)
service = t.cast(Service[t.Any], load(bento_identifier, working_dir=working_dir))
+ BentoMLContainer.set_service_config(service.config)
component_context.component_type = "api_server"
if worker_id is not None:
diff --git a/webui/.gitignore b/webui/.gitignore
new file mode 100644
index 00000000000..19fc228db0a
--- /dev/null
+++ b/webui/.gitignore
@@ -0,0 +1,26 @@
+# Logs
+logs
+*.log
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+pnpm-debug.log*
+lerna-debug.log*
+
+node_modules
+dist
+dist-ssr
+*.local
+
+# Editor directories and files
+.vscode/*
+!.vscode/extensions.json
+.idea
+.DS_Store
+*.suo
+*.ntvs*
+*.njsproj
+*.sln
+*.sw?
+
+public/schema.json
diff --git a/webui/README.md b/webui/README.md
new file mode 100644
index 00000000000..370187788a2
--- /dev/null
+++ b/webui/README.md
@@ -0,0 +1,12 @@
+# React + TypeScript + Vite
+
+This template provides a minimal setup to get React working in Vite with HMR and some ESLint rules.
+
+Currently, two official plugins are available:
+
+- [@vitejs/plugin-react](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react/README.md) uses [Babel](https://babeljs.io/) for Fast Refresh
+- [@vitejs/plugin-react-swc](https://github.com/vitejs/vite-plugin-react-swc) uses [SWC](https://swc.rs/) for Fast Refresh```
+
+- Replace `plugin:@typescript-eslint/recommended` to `plugin:@typescript-eslint/recommended-type-checked` or `plugin:@typescript-eslint/strict-type-checked`
+- Optionally add `plugin:@typescript-eslint/stylistic-type-checked`
+- Install [eslint-plugin-react](https://github.com/jsx-eslint/eslint-plugin-react) and add `plugin:react/recommended` & `plugin:react/jsx-runtime` to the `extends` list
diff --git a/webui/eslint.config.js b/webui/eslint.config.js
new file mode 100644
index 00000000000..3b614a0df43
--- /dev/null
+++ b/webui/eslint.config.js
@@ -0,0 +1,3 @@
+import antfu from '@antfu/eslint-config'
+
+export default antfu()
diff --git a/webui/index.html b/webui/index.html
new file mode 100644
index 00000000000..00247f1d72e
--- /dev/null
+++ b/webui/index.html
@@ -0,0 +1,13 @@
+
+
+
+
+
+
+ BentoML Inference Service
+
+
+
+
+
+
diff --git a/webui/package.json b/webui/package.json
new file mode 100644
index 00000000000..6c62b10ae7a
--- /dev/null
+++ b/webui/package.json
@@ -0,0 +1,56 @@
+{
+ "name": "bentoml-webui",
+ "type": "module",
+ "version": "0.0.0",
+ "exports": {
+ ".": {
+ "import": "./src/index.tsx",
+ "require": "./lib/bentoml-ui.umd.js"
+ }
+ },
+ "main": "lib/bentoml-ui.umd.js",
+ "module": "src/index.tsx",
+ "scripts": {
+ "dev": "vite",
+ "build": "tsc && vite build --config vite.lib.config.ts",
+ "build:copy": "pnpm run build && node scripts/copy-lib.cjs",
+ "lint": "eslint .",
+ "lint:fix": "eslint . --fix",
+ "preview": "vite preview"
+ },
+ "dependencies": {
+ "@formily/core": "^2.3.0",
+ "@formily/json-schema": "^2.3.0",
+ "@formily/react": "^2.3.0",
+ "@monaco-editor/react": "^4.6.0",
+ "@tabler/icons-react": "^2.40.0",
+ "baseui": "^13.0.0",
+ "dayjs": "^1.11.10",
+ "jotai": "^2.5.1",
+ "lodash": "^4.17.21",
+ "monaco-editor": "^0.44.0",
+ "prism-react-renderer": "^1.3.5",
+ "react": "^18.2.0",
+ "react-copy-to-clipboard": "^5.1.0",
+ "react-dom": "^18.2.0",
+ "react-jss": "^10.10.0",
+ "react-router-dom": "^6.18.0",
+ "styletron-engine-atomic": "^1.6.2",
+ "styletron-react": "^6.1.1",
+ "swr": "^2.2.4",
+ "vite-plugin-svgr": "^4.1.0"
+ },
+ "devDependencies": {
+ "@antfu/eslint-config": "^2.1.0",
+ "@types/fs-extra": "^11.0.4",
+ "@types/lodash": "^4.14.202",
+ "@types/react": "^18.2.15",
+ "@types/react-copy-to-clipboard": "^5.0.7",
+ "@types/react-dom": "^18.2.7",
+ "@vitejs/plugin-react": "^4.0.3",
+ "eslint": "^8.53.0",
+ "fs-extra": "^11.2.0",
+ "typescript": "^5.0.2",
+ "vite": "^4.4.5"
+ }
+}
diff --git a/webui/pnpm-lock.yaml b/webui/pnpm-lock.yaml
new file mode 100644
index 00000000000..14e04605d47
--- /dev/null
+++ b/webui/pnpm-lock.yaml
@@ -0,0 +1,4710 @@
+lockfileVersion: '6.0'
+
+settings:
+ autoInstallPeers: true
+ excludeLinksFromLockfile: false
+
+dependencies:
+ '@formily/core':
+ specifier: ^2.3.0
+ version: 2.3.0
+ '@formily/json-schema':
+ specifier: ^2.3.0
+ version: 2.3.0(typescript@5.2.2)
+ '@formily/react':
+ specifier: ^2.3.0
+ version: 2.3.0(@types/react-dom@18.2.15)(@types/react@18.2.37)(react-dom@18.2.0)(react-is@16.13.1)(react@18.2.0)(typescript@5.2.2)
+ '@monaco-editor/react':
+ specifier: ^4.6.0
+ version: 4.6.0(monaco-editor@0.44.0)(react-dom@18.2.0)(react@18.2.0)
+ '@tabler/icons-react':
+ specifier: ^2.40.0
+ version: 2.40.0(react@18.2.0)
+ baseui:
+ specifier: ^13.0.0
+ version: 13.0.0(@types/react@18.2.37)(react-dom@18.2.0)(react@18.2.0)(styletron-react@6.1.1)(webpack@5.89.0)
+ dayjs:
+ specifier: ^1.11.10
+ version: 1.11.10
+ jotai:
+ specifier: ^2.5.1
+ version: 2.5.1(@types/react@18.2.37)(react@18.2.0)
+ lodash:
+ specifier: ^4.17.21
+ version: 4.17.21
+ monaco-editor:
+ specifier: ^0.44.0
+ version: 0.44.0
+ prism-react-renderer:
+ specifier: ^1.3.5
+ version: 1.3.5(react@18.2.0)
+ react:
+ specifier: ^18.2.0
+ version: 18.2.0
+ react-copy-to-clipboard:
+ specifier: ^5.1.0
+ version: 5.1.0(react@18.2.0)
+ react-dom:
+ specifier: ^18.2.0
+ version: 18.2.0(react@18.2.0)
+ react-jss:
+ specifier: ^10.10.0
+ version: 10.10.0(react@18.2.0)
+ react-router-dom:
+ specifier: ^6.18.0
+ version: 6.18.0(react-dom@18.2.0)(react@18.2.0)
+ styletron-engine-atomic:
+ specifier: ^1.6.2
+ version: 1.6.2
+ styletron-react:
+ specifier: ^6.1.1
+ version: 6.1.1(react@18.2.0)
+ swr:
+ specifier: ^2.2.4
+ version: 2.2.4(react@18.2.0)
+ vite-plugin-svgr:
+ specifier: ^4.1.0
+ version: 4.1.0(typescript@5.2.2)(vite@4.5.0)
+
+devDependencies:
+ '@antfu/eslint-config':
+ specifier: ^2.1.0
+ version: 2.1.2(eslint@8.53.0)(typescript@5.2.2)
+ '@types/fs-extra':
+ specifier: ^11.0.4
+ version: 11.0.4
+ '@types/lodash':
+ specifier: ^4.14.202
+ version: 4.14.202
+ '@types/react':
+ specifier: ^18.2.15
+ version: 18.2.37
+ '@types/react-copy-to-clipboard':
+ specifier: ^5.0.7
+ version: 5.0.7
+ '@types/react-dom':
+ specifier: ^18.2.7
+ version: 18.2.15
+ '@vitejs/plugin-react':
+ specifier: ^4.0.3
+ version: 4.1.1(vite@4.5.0)
+ eslint:
+ specifier: ^8.53.0
+ version: 8.53.0
+ fs-extra:
+ specifier: ^11.2.0
+ version: 11.2.0
+ typescript:
+ specifier: ^5.0.2
+ version: 5.2.2
+ vite:
+ specifier: ^4.4.5
+ version: 4.5.0
+
+packages:
+
+ /@aashutoshrathi/word-wrap@1.2.6:
+ resolution: {integrity: sha512-1Yjs2SvM8TflER/OD3cOjhWWOZb58A2t7wpE2S9XfBYTiIl+XFhQG2bjy4Pu1I+EAlCNUzRDYDdFwFYUKvXcIA==}
+ engines: {node: '>=0.10.0'}
+ dev: true
+
+ /@ampproject/remapping@2.2.1:
+ resolution: {integrity: sha512-lFMjJTrFL3j7L9yBxwYfCq2k6qqwHyzuUl/XBnif78PWTJYyL/dfowQHWE3sp6U6ZzqWiiIZnpTMO96zhkjwtg==}
+ engines: {node: '>=6.0.0'}
+ dependencies:
+ '@jridgewell/gen-mapping': 0.3.3
+ '@jridgewell/trace-mapping': 0.3.20
+
+ /@antfu/eslint-config@2.1.2(eslint@8.53.0)(typescript@5.2.2):
+ resolution: {integrity: sha512-eOkXtRcj3pAqkdbqNYEBUgFKTcDYYwAAAnGEs+DTTcJJJReIlrPx4WJIE02whOsi+5oKcJ7EK/swS6PcdcCIog==}
+ hasBin: true
+ peerDependencies:
+ '@unocss/eslint-plugin': '>=0.50.0'
+ eslint: '>=8.40.0'
+ eslint-plugin-react: ^7.33.2
+ eslint-plugin-react-hooks: ^4.6.0
+ eslint-plugin-react-refresh: ^0.4.4
+ peerDependenciesMeta:
+ '@unocss/eslint-plugin':
+ optional: true
+ eslint-plugin-react:
+ optional: true
+ eslint-plugin-react-hooks:
+ optional: true
+ eslint-plugin-react-refresh:
+ optional: true
+ dependencies:
+ '@antfu/eslint-define-config': 1.23.0-2
+ '@antfu/install-pkg': 0.3.0
+ '@eslint-types/jsdoc': 46.8.2-1
+ '@eslint-types/typescript-eslint': 6.12.0
+ '@eslint-types/unicorn': 49.0.0
+ '@stylistic/eslint-plugin': 1.4.1(eslint@8.53.0)(typescript@5.2.2)
+ '@typescript-eslint/eslint-plugin': 6.13.1(@typescript-eslint/parser@6.13.1)(eslint@8.53.0)(typescript@5.2.2)
+ '@typescript-eslint/parser': 6.13.1(eslint@8.53.0)(typescript@5.2.2)
+ eslint: 8.53.0
+ eslint-config-flat-gitignore: 0.1.1
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+ resolution: {integrity: sha512-0pfFzegeDWJHJIAmTLRP2DwHjdF5s7jo9tuztdQxAhINCdvS+3nGINqPd00AphqJR/0LhANUS6/+7SCb98YOfA==}
+ engines: {node: '>=10'}
+ dev: true
+
+ /yallist@3.1.1:
+ resolution: {integrity: sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==}
+
+ /yallist@4.0.0:
+ resolution: {integrity: sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==}
+ dev: true
+
+ /yaml-eslint-parser@1.2.2:
+ resolution: {integrity: sha512-pEwzfsKbTrB8G3xc/sN7aw1v6A6c/pKxLAkjclnAyo5g5qOh6eL9WGu0o3cSDQZKrTNk4KL4lQSwZW+nBkANEg==}
+ engines: {node: ^14.17.0 || >=16.0.0}
+ dependencies:
+ eslint-visitor-keys: 3.4.3
+ lodash: 4.17.21
+ yaml: 2.3.4
+ dev: true
+
+ /yaml@2.3.4:
+ resolution: {integrity: sha512-8aAvwVUSHpfEqTQ4w/KMlf3HcRdt50E5ODIQJBw1fQ5RL34xabzxtUlzTXVqc4rkZsPbvrXKWnABCD7kWSmocA==}
+ engines: {node: '>= 14'}
+ dev: true
+
+ /yargs-parser@21.1.1:
+ resolution: {integrity: sha512-tVpsJW7DdjecAiFpbIB1e3qxIQsE6NoPc5/eTdrbbIC4h0LVsWhnoa3g+m2HclBIujHzsxZ4VJVA+GUuc2/LBw==}
+ engines: {node: '>=12'}
+ dev: true
+
+ /yargs@17.7.2:
+ resolution: {integrity: sha512-7dSzzRQ++CKnNI/krKnYRV7JKKPUXMEh61soaHKg9mrWEhzFWhFnxPxGl+69cD1Ou63C13NUPCnmIcrvqCuM6w==}
+ engines: {node: '>=12'}
+ dependencies:
+ cliui: 8.0.1
+ escalade: 3.1.1
+ get-caller-file: 2.0.5
+ require-directory: 2.1.1
+ string-width: 4.2.3
+ y18n: 5.0.8
+ yargs-parser: 21.1.1
+ dev: true
+
+ /yocto-queue@0.1.0:
+ resolution: {integrity: sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==}
+ engines: {node: '>=10'}
+ dev: true
+
+ /yocto-queue@1.0.0:
+ resolution: {integrity: sha512-9bnSc/HEW2uRy67wc+T8UwauLuPJVn28jb+GtJY16iiKWyvmYJRXVT4UamsAEGQfPohgr2q4Tq0sQbQlxTfi1g==}
+ engines: {node: '>=12.20'}
+ dev: true
diff --git a/webui/public/assets/bentoml-logo-black.png b/webui/public/assets/bentoml-logo-black.png
new file mode 100644
index 00000000000..d2a0b6418bf
Binary files /dev/null and b/webui/public/assets/bentoml-logo-black.png differ
diff --git a/webui/public/assets/bentoml-logo-white.png b/webui/public/assets/bentoml-logo-white.png
new file mode 100644
index 00000000000..74a61e3611c
Binary files /dev/null and b/webui/public/assets/bentoml-logo-white.png differ
diff --git a/webui/public/assets/favicon.ico b/webui/public/assets/favicon.ico
new file mode 100644
index 00000000000..a57f0183137
Binary files /dev/null and b/webui/public/assets/favicon.ico differ
diff --git a/webui/scripts/copy-lib.cjs b/webui/scripts/copy-lib.cjs
new file mode 100644
index 00000000000..67570abfc60
--- /dev/null
+++ b/webui/scripts/copy-lib.cjs
@@ -0,0 +1,14 @@
+const path = require('node:path')
+const fs = require('fs-extra')
+
+const targetPath = path.resolve(__dirname, '../../src/bentoml_io/server/assets')
+const outDir = path.resolve(__dirname, '../lib/assets')
+
+async function main() {
+ await fs.rm(targetPath, { recursive: true, force: true })
+ await fs.copy(outDir, targetPath)
+ await fs.copy(path.resolve(outDir, '../style.css'), path.resolve(targetPath, 'style.css'))
+ await fs.copy(path.resolve(outDir, '../bentoml-ui.umd.js'), path.resolve(targetPath, 'bentoml-ui.umd.js'))
+}
+
+main()
diff --git a/webui/src/App.tsx b/webui/src/App.tsx
new file mode 100644
index 00000000000..e6f77393a00
--- /dev/null
+++ b/webui/src/App.tsx
@@ -0,0 +1,21 @@
+import { BaseProvider, DarkTheme, LightTheme } from 'baseui'
+import { Client as Styletron } from 'styletron-engine-atomic'
+import { Provider as StyletronProvider } from 'styletron-react'
+import useTheme from './hooks/useTheme'
+import Layout from './components/Layout'
+
+const engine = new Styletron()
+
+function App() {
+ const [theme] = useTheme()
+
+ return (
+
+
+
+
+
+ )
+}
+
+export default App
diff --git a/webui/src/assets/bulb.svg b/webui/src/assets/bulb.svg
new file mode 100644
index 00000000000..e2479ddced4
--- /dev/null
+++ b/webui/src/assets/bulb.svg
@@ -0,0 +1 @@
+
\ No newline at end of file
diff --git a/webui/src/assets/circle.svg b/webui/src/assets/circle.svg
new file mode 100644
index 00000000000..b566e1a9064
--- /dev/null
+++ b/webui/src/assets/circle.svg
@@ -0,0 +1 @@
+
diff --git a/webui/src/components/Footer.tsx b/webui/src/components/Footer.tsx
new file mode 100644
index 00000000000..7f9e86ea729
--- /dev/null
+++ b/webui/src/components/Footer.tsx
@@ -0,0 +1,24 @@
+import { useStyletron } from 'baseui'
+import { StyledLink } from 'baseui/link'
+
+export default function Footer() {
+ const [css, theme] = useStyletron()
+ return (
+
+ )
+}
diff --git a/webui/src/components/Header.tsx b/webui/src/components/Header.tsx
new file mode 100644
index 00000000000..88225e8c916
--- /dev/null
+++ b/webui/src/components/Header.tsx
@@ -0,0 +1,37 @@
+import type { Theme } from 'baseui'
+import { useStyletron } from 'baseui'
+import { StyledLink } from 'baseui/link'
+import { Button, KIND, SIZE } from 'baseui/button'
+import { createUseStyles } from 'react-jss'
+import { useCallback } from 'react'
+import useTheme from '../hooks/useTheme'
+import Bulb from '../assets/bulb.svg?react'
+
+const useStyles = createUseStyles({
+ header: {
+ padding: '1rem 1.5rem',
+ display: 'flex',
+ justifyContent: 'space-between',
+ alignItems: 'center',
+ borderBottom: ({ theme }: { theme: Theme }) => `1px solid ${theme.borders.border300.borderColor}`,
+ },
+})
+
+export default function Header() {
+ const [themeType, setThemeType] = useTheme()
+ const [,theme] = useStyletron()
+ const classes = useStyles({ theme })
+
+ const toggleTheme = useCallback(() => {
+ setThemeType(themeType === 'dark' ? 'light' : 'dark')
+ }, [themeType, setThemeType])
+
+ return (
+
+
+
+
+
+
+ )
+}
diff --git a/webui/src/components/Indicator.tsx b/webui/src/components/Indicator.tsx
new file mode 100644
index 00000000000..0d1522e34e1
--- /dev/null
+++ b/webui/src/components/Indicator.tsx
@@ -0,0 +1,64 @@
+import useSWR from 'swr'
+import { useStyletron } from 'baseui'
+import { StyledLink } from 'baseui/link'
+import Circle from '../assets/circle.svg?react'
+
+interface IIndicatorProps {
+ endpoint: string
+ children: React.ReactNode
+}
+
+async function fetcher(url: string) {
+ const resp = await fetch(url)
+ const text = await resp.text()
+ if (resp.status !== 200)
+ throw new Error(`Failed to fetch ${url}: ${resp.status} ${text}`)
+
+ return text
+}
+
+export default function Indicator({ endpoint, children }: IIndicatorProps) {
+ const [css] = useStyletron()
+ const { error, isLoading } = useSWR(endpoint, fetcher, {
+ onErrorRetry: (error, _key, _config, revalidate, { retryCount }) => {
+ // Never retry on 404.
+ if (error.status === 404)
+ return
+
+ // Only retry up to 10 times.
+ if (retryCount >= 10)
+ return
+
+ // Retry after 5 seconds.
+ setTimeout(() => revalidate({ retryCount }), 5000)
+ },
+ })
+ return (
+
+
+ GET
+ {' '}
+
+ {endpoint}
+
+ :
+ {' '}
+
+
+ {children}
+
+ )
+}
diff --git a/webui/src/components/InferenceForm.tsx b/webui/src/components/InferenceForm.tsx
new file mode 100644
index 00000000000..736675bb5d4
--- /dev/null
+++ b/webui/src/components/InferenceForm.tsx
@@ -0,0 +1,114 @@
+import type { Key } from 'react'
+import { useMemo, useState } from 'react'
+import { useStyletron } from 'baseui'
+import { Select } from 'baseui/select'
+import { FormControl } from 'baseui/form-control'
+import { createForm } from '@formily/core'
+import { FormConsumer } from '@formily/react'
+import { FlexGrid, FlexGridItem } from 'baseui/flex-grid'
+import { Tab, Tabs } from 'baseui/tabs'
+import useCurrentPath from '../hooks/useCurrentPath'
+import { useFormSubmit, useSchema } from '../hooks/useQuery'
+import Form from './form/Form'
+import FormField, { generateFormSchema } from './form/FormField'
+import Submit from './form/Submit'
+import CURL from './code/CURL'
+
+export default function InferenceForm() {
+ const [css, theme] = useStyletron()
+ const data = useSchema()
+ const { currentRoute, setCurrentPath } = useCurrentPath()
+ const [activeTab, setActiveTab] = useState('0')
+ const [result, setResult] = useState