feat: added grpc client, model interface

Author: dev6699

client/client.go

@@ -0,0 +1,111 @@
+package client
+
+import (
+	"github.com/dev6699/face/model"
+	"github.com/dev6699/face/protobuf"
+	"google.golang.org/grpc"
+	"google.golang.org/grpc/credentials/insecure"
+)
+
+var (
+	conn           *grpc.ClientConn
+	client         protobuf.GRPCInferenceServiceClient
+	modelsMetadata = make(map[string]*modelMetadata)
+)
+
+// Init initializes grpc connection and fetch all models metadata from grpc server.
+func Init(url string, models []model.ModelMeta) error {
+	var err error
+	conn, err = grpc.NewClient(url, grpc.WithTransportCredentials(insecure.NewCredentials()))
+	if err != nil {
+		return err
+	}
+
+	client = protobuf.NewGRPCInferenceServiceClient(conn)
+	for _, m := range models {
+
+		meta, err := newModelMetadata(client, m.ModelName(), m.ModelVersion())
+		if err != nil {
+			return err
+		}
+
+		modelsMetadata[m.ModelName()] = meta
+	}
+	return nil
+}
+
+// Close tears down underlying grpc connection.
+func Close() error {
+	return conn.Close()
+}
+
+// Infer is a generic function takes in modelFactory to create model.Model and input for model.PreProcess(),
+// and performs infer request based on model metadata automatically.
+func Infer[I, O any](modelFactory func() model.Model[I, O], input I) (O, error) {
+	var zeroOutput O
+	model := modelFactory()
+	contents, err := model.PreProcess(input)
+	if err != nil {
+		return zeroOutput, err
+	}
+
+	modelInferRequest := modelsMetadata[model.ModelName()].formInferRequest(contents)
+
+	inferResponse, err := ModelInferRequest(client, modelInferRequest)
+	if err != nil {
+		return zeroOutput, err
+	}
+
+	return model.PostProcess(inferResponse.RawOutputContents)
+}
+
+type modelMetadata struct {
+	modelName    string
+	modelVersion string
+	*protobuf.ModelMetadataResponse
+}
+
+func newModelMetadata(client protobuf.GRPCInferenceServiceClient, modelName string, modelVersion string) (*modelMetadata, error) {
+	metaResponse, err := ModelMetadataRequest(client, modelName, modelVersion)
+	if err != nil {
+		return nil, err
+	}
+
+	return &modelMetadata{
+		modelName:             modelName,
+		modelVersion:          modelVersion,
+		ModelMetadataResponse: metaResponse,
+	}, nil
+}
+
+func (m *modelMetadata) formInferRequest(contents []*protobuf.InferTensorContents) *protobuf.ModelInferRequest {
+
+	inputs := []*protobuf.ModelInferRequest_InferInputTensor{}
+	for i, c := range contents {
+		input := m.Inputs[i]
+		shape := input.Shape
+		if shape[0] == -1 {
+			shape[0] = 1
+		}
+		inputs = append(inputs, &protobuf.ModelInferRequest_InferInputTensor{
+			Name:     input.Name,
+			Datatype: input.Datatype,
+			Shape:    shape,
+			Contents: c,
+		})
+	}
+
+	outputs := make([]*protobuf.ModelInferRequest_InferRequestedOutputTensor, len(m.Outputs))
+	for i, o := range m.Outputs {
+		outputs[i] = &protobuf.ModelInferRequest_InferRequestedOutputTensor{
+			Name: o.Name,
+		}
+	}
+
+	return &protobuf.ModelInferRequest{
+		ModelName:    m.modelName,
+		ModelVersion: m.modelVersion,
+		Inputs:       inputs,
+		Outputs:      outputs,
+	}
+}

client/conn.go

@@ -0,0 +1,61 @@
+package client
+
+import (
+	"context"
+	"time"
+
+	"github.com/dev6699/face/protobuf"
+)
+
+var requestTimeout = 10 * time.Second
+
+func ServerLiveRequest(client protobuf.GRPCInferenceServiceClient) (*protobuf.ServerLiveResponse, error) {
+	ctx, cancel := context.WithTimeout(context.Background(), requestTimeout)
+	defer cancel()
+
+	serverLiveRequest := protobuf.ServerLiveRequest{}
+	serverLiveResponse, err := client.ServerLive(ctx, &serverLiveRequest)
+	if err != nil {
+		return nil, err
+	}
+	return serverLiveResponse, nil
+}
+
+func ServerReadyRequest(client protobuf.GRPCInferenceServiceClient) (*protobuf.ServerReadyResponse, error) {
+	ctx, cancel := context.WithTimeout(context.Background(), requestTimeout)
+	defer cancel()
+
+	serverReadyRequest := protobuf.ServerReadyRequest{}
+	serverReadyResponse, err := client.ServerReady(ctx, &serverReadyRequest)
+	if err != nil {
+		return nil, err
+	}
+	return serverReadyResponse, nil
+}
+
+func ModelMetadataRequest(client protobuf.GRPCInferenceServiceClient, modelName string, modelVersion string) (*protobuf.ModelMetadataResponse, error) {
+	ctx, cancel := context.WithTimeout(context.Background(), requestTimeout)
+	defer cancel()
+
+	modelMetadataRequest := protobuf.ModelMetadataRequest{
+		Name:    modelName,
+		Version: modelVersion,
+	}
+	modelMetadataResponse, err := client.ModelMetadata(ctx, &modelMetadataRequest)
+	if err != nil {
+		return nil, err
+	}
+	return modelMetadataResponse, nil
+}
+
+func ModelInferRequest(client protobuf.GRPCInferenceServiceClient, modelInferRequest *protobuf.ModelInferRequest) (*protobuf.ModelInferResponse, error) {
+	ctx, cancel := context.WithTimeout(context.Background(), requestTimeout)
+	defer cancel()
+
+	modelInferResponse, err := client.ModelInfer(ctx, modelInferRequest)
+	if err != nil {
+		return nil, err
+	}
+
+	return modelInferResponse, nil
+}

model/model.go

@@ -0,0 +1,16 @@
+package model
+
+import (
+	"github.com/dev6699/face/protobuf"
+)
+
+type Model[I any, O any] interface {
+	ModelMeta
+	PreProcess(input I) ([]*protobuf.InferTensorContents, error)
+	PostProcess(rawOutputContents [][]byte) (O, error)
+}
+
+type ModelMeta interface {
+	ModelName() string
+	ModelVersion() string
+}