diff --git a/azure/init.go b/azure/init.go
index c9157c9..53ac2da 100644
--- a/azure/init.go
+++ b/azure/init.go
@@ -1,11 +1,12 @@
 package azure
 
 import (
+	"fmt"
+	"github.com/spf13/viper"
 	"github.com/stulzq/azure-openai-proxy/constant"
+	"github.com/stulzq/azure-openai-proxy/util"
 	"log"
 	"net/url"
-	"os"
-	"regexp"
 	"strings"
 )
 
@@ -14,43 +15,92 @@ const (
 )
 
 var (
-	AzureOpenAIEndpoint      = ""
-	AzureOpenAIEndpointParse *url.URL
-
-	AzureOpenAIAPIVer = ""
-
-	AzureOpenAIModelMapper = map[string]string{
-		"gpt-3.5-turbo": "gpt-35-turbo",
-	}
-	fallbackModelMapper = regexp.MustCompile(`[.:]`)
+	C                     Config
+	ModelDeploymentConfig = map[string]DeploymentConfig{}
 )
 
-func Init() {
-	AzureOpenAIAPIVer = os.Getenv(constant.ENV_AZURE_OPENAI_API_VER)
-	AzureOpenAIEndpoint = os.Getenv(constant.ENV_AZURE_OPENAI_ENDPOINT)
+func Init() error {
+	var (
+		apiVersion        string
+		endpoint          string
+		openaiModelMapper string
+		err               error
+	)
 
-	if AzureOpenAIAPIVer == "" {
-		AzureOpenAIAPIVer = "2023-03-15-preview"
+	apiVersion = viper.GetString(constant.ENV_AZURE_OPENAI_API_VER)
+	endpoint = viper.GetString(constant.ENV_AZURE_OPENAI_ENDPOINT)
+	openaiModelMapper = viper.GetString(constant.ENV_AZURE_OPENAI_MODEL_MAPPER)
+	if endpoint != "" && openaiModelMapper != "" {
+		if apiVersion == "" {
+			apiVersion = "2023-03-15-preview"
+		}
+		InitFromEnvironmentVariables(apiVersion, endpoint, openaiModelMapper)
+	} else {
+		if err = InitFromConfigFile(); err != nil {
+			return err
+		}
 	}
 
-	var err error
-	AzureOpenAIEndpointParse, err = url.Parse(AzureOpenAIEndpoint)
-	if err != nil {
-		log.Fatal("parse AzureOpenAIEndpoint error: ", err)
+	// ensure apiBase likes /v1
+	apiBase := viper.GetString("api_base")
+	if !strings.HasPrefix(apiBase, "/") {
+		apiBase = "/" + apiBase
 	}
+	if strings.HasSuffix(apiBase, "/") {
+		apiBase = apiBase[:len(apiBase)-1]
+	}
+	viper.Set("api_base", apiBase)
+	log.Printf("apiBase is: %s", apiBase)
+	for _, itemConfig := range C.DeploymentConfig {
+		u, err := url.Parse(itemConfig.Endpoint)
+		if err != nil {
+			return fmt.Errorf("parse endpoint error: %w", err)
+		}
+		itemConfig.EndpointUrl = u
+		ModelDeploymentConfig[itemConfig.ModelName] = itemConfig
+	}
+	return err
+}
 
-	if v := os.Getenv(constant.ENV_AZURE_OPENAI_MODEL_MAPPER); v != "" {
-		for _, pair := range strings.Split(v, ",") {
+func InitFromEnvironmentVariables(apiVersion, endpoint, openaiModelMapper string) {
+	log.Println("Init from environment variables")
+	if openaiModelMapper != "" {
+		// openaiModelMapper example:
+		// gpt-3.5-turbo=deployment_name_for_gpt_model,text-davinci-003=deployment_name_for_davinci_model
+		for _, pair := range strings.Split(openaiModelMapper, ",") {
 			info := strings.Split(pair, "=")
 			if len(info) != 2 {
 				log.Fatalf("error parsing %s, invalid value %s", constant.ENV_AZURE_OPENAI_MODEL_MAPPER, pair)
 			}
-
-			AzureOpenAIModelMapper[info[0]] = info[1]
+			modelName, deploymentName := info[0], info[1]
+			ModelDeploymentConfig[modelName] = DeploymentConfig{
+				DeploymentName: deploymentName,
+				ModelName:      modelName,
+				Endpoint:       endpoint,
+				ApiKey:         "",
+				ApiVersion:     apiVersion,
+			}
 		}
 	}
-
-	log.Println("AzureOpenAIAPIVer: ", AzureOpenAIAPIVer)
-	log.Println("AzureOpenAIEndpoint: ", AzureOpenAIEndpoint)
-	log.Println("AzureOpenAIModelMapper: ", AzureOpenAIModelMapper)
+}
+
+func InitFromConfigFile() error {
+	log.Println("Init from config file")
+	workDir := util.GetWorkdir()
+	viper.SetConfigName("config")
+	viper.SetConfigType("yaml")
+	viper.AddConfigPath(fmt.Sprintf("%s/config", workDir))
+	if err := viper.ReadInConfig(); err != nil {
+		log.Printf("read config file error: %+v\n", err)
+		return err
+	}
+
+	if err := viper.Unmarshal(&C); err != nil {
+		log.Printf("unmarshal config file error: %+v\n", err)
+		return err
+	}
+	for _, configItem := range C.DeploymentConfig {
+		ModelDeploymentConfig[configItem.ModelName] = configItem
+	}
+	return nil
 }