diff --git a/Dockerfile b/Dockerfile
index a03cca18..c9cc3974 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,9 +1,11 @@
-FROM python:3.10-slim
+FROM nvidia/cuda:11.8.0-cudnn8-devel-ubuntu22.04
 
 WORKDIR /rembg
 
 COPY . .
 
+RUN apt-get update
+RUN apt-get install -y python-is-python3 python3 python3-pip
 RUN python -m pip install ".[gpu,cli]"
 RUN python -c 'from rembg.bg import download_models; download_models()'
 
diff --git a/rembg/Makefile b/rembg/Makefile
new file mode 100644
index 00000000..f120b6c3
--- /dev/null
+++ b/rembg/Makefile
@@ -0,0 +1,61 @@
+# keep help at the beginning - this will be used as default command
+.description: Generate list of targets with descriptions
+help:
+	@grep -oz '^.description: .*\n.*:' Makefile | sed 'N;s;\.description: \(.*\)\n\(.*\):;"\x1b[1\;32m make \2 \x1b[0m" "\1";' | xargs printf "%-50s - %s\n"
+
+# MACROS
+
+DOCKER = docker-compose -f docker-compose.development.yml
+DOCKER_DEV = $(DOCKER)
+CFLAGS='-Wno-warning'
+
+# use the rest as arguments for "run"
+ARGS = `arg="$(filter-out $@,$(MAKECMDGOALS))" && echo $${arg:-${1}}`
+
+# COMMANDS
+
+# common
+.description: start all services in DEVELOPMENT environment
+start:
+	make stop backend
+	$(DOCKER_DEV) --profile all up -d
+
+.description: stop all app services. You can pass service name as an argument
+stop:
+	$(DOCKER) --profile all stop $(call ARGS)
+
+.description: stop all services
+down:
+	$(DOCKER) --profile all down
+
+.description: build docker images
+build:
+	$(DOCKER_DEV) --profile all build
+
+.description: docker logs with follow option. You can pass service name as argument.
+flogs:
+	$(DOCKER) logs --follow $(call ARGS)
+
+.description: docker logs. You can pass service name as argument.
+logs:
+	$(DOCKER) logs $(call ARGS)
+
+.description: exec in the running service (pass service name and command as an argument). `make exec redis redis-cli`
+exec:
+	$(DOCKER) exec $(call ARGS)
+
+.description: attaches to backend process stdin
+attach:
+	docker attach --detach-keys=ctrl-c $$($(DOCKER_DEV) ps -q backend)
+
+.description: launches bash in backend container
+bash:
+	$(DOCKER_DEV) exec backend bash
+
+# Ignore unknown targets
+%:
+	@:
+
+# ...and turn them into do-nothing targets
+_ARGS := $(wordlist 2,$(words $(MAKECMDGOALS)),$(MAKECMDGOALS))
+$(eval $(_ARGS):dummy;@:)
diff --git a/rembg/docker-compose.development.yml b/rembg/docker-compose.development.yml
new file mode 100644
index 00000000..c6455bb3
--- /dev/null
+++ b/rembg/docker-compose.development.yml
@@ -0,0 +1,12 @@
+services:
+  backend:
+    profiles:
+      - all
+    build:
+      context: .
+    tty: true
+    stdin_open: true
+    ports:
+      - "6100:7000"
+    environment:
+      OMP_NUM_THREADS: 4
diff --git a/setup.py b/setup.py
index 969e410f..8b118178 100644
--- a/setup.py
+++ b/setup.py
@@ -85,7 +85,6 @@
     python_requires=">=3.8, <3.13",
     packages=find_packages(),
     install_requires=install_requires,
-    dependency_links=['https://aiinfra.pkgs.visualstudio.com/PublicPackages/_packaging/onnxruntime-cuda-12/pypi/simple/'],
     entry_points=entry_points,
     extras_require=extras_require,
     version=versioneer.get_version(),