diff --git a/docker/docker-compose.dev.yml b/docker/docker-compose.dev.yml
index 28462a73..e8c968e9 100644
--- a/docker/docker-compose.dev.yml
+++ b/docker/docker-compose.dev.yml
@@ -86,6 +86,7 @@ services:
       dockerfile: ./docker/resource-provider/Dockerfile
       args:
         - NETWORK=dev
+        - COMPUTE_MODE=cpu
     extra_hosts:
       - "localhost:host-gateway"
     volumes:
diff --git a/docker/resource-provider/Dockerfile b/docker/resource-provider/Dockerfile
index a7293cb4..191d9a76 100644
--- a/docker/resource-provider/Dockerfile
+++ b/docker/resource-provider/Dockerfile
@@ -1,20 +1,16 @@
-FROM docker:dind
-WORKDIR /usr/src/app
+ARG COMPUTE_MODE=gpu
 
-# Build args
+FROM nvidia/cuda:12.0.1-cudnn8-devel-ubuntu22.04 AS base
+WORKDIR /usr/src/app
 ARG NETWORK=testnet
-ARG DISABLE_POW=false
 
 # Default environment variables
 ENV LOG_LEVEL=info
-ENV OFFER_GPU=1
 ENV BACALHAU_API_HOST="localhost"
 ENV WEB3_PRIVATE_KEY=""
 
 # Install necessary dependencies
-RUN apk update
-RUN apk add wget
-RUN apk add bash
+RUN apt update && apt install -y wget bash && apt clean
 
 # Install Bacalhau
 RUN cd /tmp && \
@@ -28,7 +24,17 @@ COPY --from=golang:1.22.4-alpine /usr/local/go/ /usr/local/go/
 ENV PATH="/usr/local/go/bin:${PATH}"
 
 COPY . .
-RUN go build -v .
+
+FROM base AS build-gpu
+RUN nvcc --version &&  nvcc --ptx -o ./pkg/resourceprovider/cudaminer/keccak.ptx  ./pkg/resourceprovider/cudaminer/keccak.cu
+RUN go build -v --tags cuda
+ENV DISABLE_POW=false
+
+FROM base AS build-cpu
+RUN go build -v
+ENV DISABLE_POW=true
+
+FROM build-$COMPUTE_MODE AS final
 RUN mv lilypad /usr/local/bin
 
 # Add both lilypad and bacalhau executables to PATH