diff --git a/hack/dockerfiles/generated-files.Dockerfile b/hack/dockerfiles/generated-files.Dockerfile
index 3ec5c7be1352b..30f4955b9ba1e 100644
--- a/hack/dockerfiles/generated-files.Dockerfile
+++ b/hack/dockerfiles/generated-files.Dockerfile
@@ -2,24 +2,24 @@
 
 # protoc is dynamically linked to glibc to can't use golang:1.10-alpine
 FROM golang:1.13-buster AS gobuild-base
-ARG PROTOC_VERSION=3.1.0
-ARG GOGO_VERSION=master
+
 RUN apt-get update && apt-get --no-install-recommends install -y \
 	git \
 	unzip \
 	&& true
+
+ARG PROTOC_VERSION=3.1.0
 RUN wget -q https://github.com/google/protobuf/releases/download/v${PROTOC_VERSION}/protoc-${PROTOC_VERSION}-linux-x86_64.zip && unzip protoc-${PROTOC_VERSION}-linux-x86_64.zip -d /usr/local
 
-RUN go get -d github.com/gogo/protobuf/protoc-gen-gogofaster \
-	&& cd /go/src/github.com/gogo/protobuf \
-	&& git checkout -q $GOGO_VERSION \
-	&& go install ./protoc-gen-gogo ./protoc-gen-gogofaster ./protoc-gen-gogoslick
+ARG GOGO_VERSION=v1.3.2
+RUN --mount=target=/root/.cache,type=cache GO111MODULE=on go install \
+	github.com/gogo/protobuf/protoc-gen-gogo@${GOGO_VERSION} \
+	github.com/gogo/protobuf/protoc-gen-gogofaster@${GOGO_VERSION} \
+	github.com/gogo/protobuf/protoc-gen-gogoslick@${GOGO_VERSION}
 
 ARG PROTOBUF_VERSION=v1.3.3
-RUN go get -d github.com/golang/protobuf/protoc-gen-go \
-	&& cd /go/src/github.com/golang/protobuf \
-	&& git checkout -q $PROTOBUF_VERSION \
-	&& go install ./protoc-gen-go
+RUN --mount=target=/root/.cache,type=cache GO111MODULE=on go install \
+	github.com/golang/protobuf/protoc-gen-go@${PROTOBUF_VERSION}
 
 WORKDIR /go/src/github.com/moby/buildkit