diff --git a/development/Makefile b/development/Makefile
index e2cc4eb..3b5476b 100644
--- a/development/Makefile
+++ b/development/Makefile
@@ -1,16 +1,14 @@
+DEFAULT := docker-compose -f ../deployment/docker-compose.yml
 UP_FLAGS := up --remove-orphans
 
 build:
-	docker-compose -f docker-compose.yml -f docker-compose.dev.yml build
-
-up:
-	docker-compose -f docker-compose.yml $(UP_FLAGS)
+	$(DEFAULT) -f docker-compose.dev.yml build
 
 dev:
-	docker-compose -f docker-compose.yml -f docker-compose.dev.yml $(UP_FLAGS)
+	$(DEFAULT) -f docker-compose.dev.yml $(UP_FLAGS)
 
-dev-triton:
-	docker-compose -f docker-compose.yml -f docker-compose.triton.yml -f docker-compose.dev.yml $(UP_FLAGS)
+dev-python:
+	$(DEFAULT) -f docker-compose.dev.yml -f docker-compose.python.yml $(UP_FLAGS)
 
 clean:
-	docker-compose -f docker-compose.yml -f docker-compose.triton.yml -f docker-compose.dev.yml down --remove-orphans
+	$(DEFAULT) -f docker-compose.dev.yml down
diff --git a/development/docker-compose.dev.yml b/development/docker-compose.dev.yml
index 3844d3e..720e9ba 100644
--- a/development/docker-compose.dev.yml
+++ b/development/docker-compose.dev.yml
@@ -6,6 +6,8 @@ services:
       context: ..
       args:
         PYPI_INDEX_URL: https://pypi.tuna.tsinghua.edu.cn/simple
+    volumes:
+      - ../:/app
 
   server:
     command: uvicorn tabby.server:app --host 0.0.0.0 --port 5000 --reload
diff --git a/development/docker-compose.python.yml b/development/docker-compose.python.yml
new file mode 100644
index 0000000..d18ab7b
--- /dev/null
+++ b/development/docker-compose.python.yml
@@ -0,0 +1,11 @@
+version: '3.3'
+
+services:
+  server:
+    image: tabbyml/tabby
+    environment:
+      MODEL_BACKEND: python
+
+  triton:
+    profiles:
+      - donotstart
diff --git a/development/docker-compose.triton.yml b/development/docker-compose.triton.yml
index 48b92bc..d18ab7b 100644
--- a/development/docker-compose.triton.yml
+++ b/development/docker-compose.triton.yml
@@ -4,33 +4,8 @@ services:
   server:
     image: tabbyml/tabby
     environment:
-      - MODEL_BACKEND=triton
-    depends_on:
-      triton:
-        condition: service_healthy
+      MODEL_BACKEND: python
 
   triton:
-    image: tabbyml/fastertransformer_backend
-    container_name: tabby-triton
-    command: /scripts/triton.sh
-    shm_size: 1gb
-    volumes:
-      - ./scripts:/scripts
-      - ../data/hf_cache:/root/.cache/huggingface
-    deploy:
-      resources:
-        reservations:
-          devices:
-            - driver: nvidia
-              count: all
-              capabilities: [gpu]
-    environment:
-      - MODEL_NAME=TabbyML/NeoX-70M
-    depends_on:
-      init:
-        condition: service_completed_successfully
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost:8002/metrics"]
-      interval: 2s
-      timeout: 2s
-      start_period: 120s
+    profiles:
+      - donotstart
diff --git a/development/docker-compose.yml b/development/docker-compose.yml
deleted file mode 100644
index c30f9c8..0000000
--- a/development/docker-compose.yml
+++ /dev/null
@@ -1,50 +0,0 @@
-version: '3.3'
-
-services:
-  init:
-    image: tabbyml/tabby
-    container_name: tabby-init
-    command: python -m tabby.tools.model_preload --repo_id TabbyML/NeoX-70M
-    volumes:
-      - ../data/hf_cache:/root/.cache/huggingface
-
-  server:
-    image: tabbyml/tabby
-    container_name: tabby-server
-    command: uvicorn tabby.server:app --host 0.0.0.0 --port 5000
-    environment:
-      - MODEL_NAME=TabbyML/NeoX-70M
-      - EVENTS_LOG_DIR=/logs
-    ports:
-      - "5000:5000"
-    volumes:
-      - ../data/logs/tabby-server:/logs
-      - ../data/hf_cache:/root/.cache/huggingface
-    depends_on:
-      init:
-        condition: service_completed_successfully
-
-  admin:
-    image: tabbyml/tabby
-    container_name: tabby-admin
-    command: streamlit run tabby/admin/Home.py
-    ports:
-      - "8501:8501"
-
-  vector:
-    image: timberio/vector:0.28.1-alpine
-    container_name: tabby-vector
-    volumes:
-      - ./config/vector.toml:/etc/vector/vector.toml:ro
-      - ../data/logs:/logs
-
-  dagu:
-    image: tabbyml/tabby
-    container_name: tabby-dagu
-    command: dagu server --host 0.0.0.0 --port 8080
-    volumes:
-      - ./config:/config:ro
-      - ../data/repositories:/repositories
-      - ../data/dataset:/dataset
-    environment:
-      DAGU_DAGS: tabby/tasks