diff --git a/development/api.env b/development/api.env
index 72c33f9c..72c9551f 100644
--- a/development/api.env
+++ b/development/api.env
@@ -62,3 +62,14 @@ DF_PRODUCTION_DB_PASSWORD=pwd
 # Mail settings
 DF_MAIL_DELIVERY_METHOD=test
 
+# TorchServe inference key
+TORCHSERVE_INFERENCE_KEY=dwQSgtJ4 #dE5alekH
+
+# Set proxy
+HTTP_PROXY=http://192.168.65.1:3128
+HTTPS_PROXY=http://192.168.65.1:3128
+
+# url add
+TORCHSERVE_URL=http://effort-predictor:8080/predictions/effort-predictor
+
+
diff --git a/development/docker-compose.yml b/development/docker-compose.yml
index 1e5f98f0..52d73462 100644
--- a/development/docker-compose.yml
+++ b/development/docker-compose.yml
@@ -29,6 +29,7 @@ services:
       - ../data/student-work:/student-work
     depends_on:
       - dev-db
+      - effort-predictor   # add dependency
     environment:
       RAILS_ENV: 'development'
 
@@ -83,6 +84,21 @@ services:
       # Redis
       DF_REDIS_SIDEKIQ_URL: redis://df-compose-redis-sidekiq:6379/0
 
+      # TorchServe Inference Key
+      TORCHSERVE_INFERENCE_KEY: dwQSgtJ4 #dE5alekH
+      TORCHSERVE_URL: "http://effort-predictor:8080/predictions/effort-predictor"
+
+  effort-predictor:   # TorchServe service
+    image: pytorch/torchserve:latest
+    ports:
+      - "8080:8080"
+    volumes:
+    #  - ./model_store:/home/model-server/model-store
+      - ../doubtfire-api/ml_services/model_store:/home/model-server/model-store
+      - ../doubtfire-api/ml_services/key_file.json:/home/model-server/key_file.json
+    #command: ["torchserve", "--start", "--model-store", "model_store", "--models", "effort-predictor=effort-predictor.mar"]
+    command: ["torchserve", "--start", "--model-store", "/home/model-server/model-store", "--models", "effort-predictor=effort-predictor.mar"]
+
   doubtfire-web:
     container_name: doubtfire-web
     image: lmsdoubtfire/doubtfire-web:8.0.x-dev
diff --git a/doubtfire-api b/doubtfire-api
index 0750fec3..0e5153b4 160000
--- a/doubtfire-api
+++ b/doubtfire-api
@@ -1 +1 @@
-Subproject commit 0750fec301d4eba77fab69a665df5bf5c211887e
+Subproject commit 0e5153b4aa4e73a514f9cc0f73efa56a006b632a