diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 000000000..821d7fe30
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1 @@
+backend/src/weights/model.pth filter=lfs diff=lfs merge=lfs -text
diff --git a/.gitignore b/.gitignore
index 79b631171..a7fd6a73c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -6,12 +6,8 @@ dev-dist/
 env/
 .env
 __pycache__
-weights/
 logs/
-temp/
 *openrc.sh
-.terraform*
 *.secrets*
-version.txt
 *.crt
 *.pem
\ No newline at end of file
diff --git a/backend/Dockerfile b/backend/Dockerfile
index d99228156..a458e0a3a 100644
--- a/backend/Dockerfile
+++ b/backend/Dockerfile
@@ -23,10 +23,8 @@ RUN pip --default-timeout=300 install --upgrade pip \
 ARG VERSION
 ARG MODEL="EffB7_2023-03-06_08"
 ENV SSL_CERT_FILE=$CACERT_LOCATION
-RUN curl -o model.pth https://storage.gra.cloud.ovh.net/v1/AUTH_df731a99a3264215b973b3dee70a57af/basegun-public/models/${MODEL}/${MODEL}.pth
 COPY src/ src/
 RUN mkdir -p src/weights \
-    && mv model.pth src/weights/model.pth \
     && echo '{"app": "'${VERSION}'", "model": "'${MODEL}'"}' > versions.json
 
 FROM base as dev
diff --git a/backend/src/weights/model.pth b/backend/src/weights/model.pth
new file mode 100644
index 000000000..8d147b553
--- /dev/null
+++ b/backend/src/weights/model.pth
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4232b8d4b4d816fbb9478a9ff660d4fcc6d6098d3a10d964dc1f2f9c8d3d4872
+size 257321442