diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 00000000..ede54aaa
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,34 @@
+FROM rust:1.72.0 as builder
+
+
+RUN apt update && apt full-upgrade -y && apt install python3 python3-pip -y && apt autoremove -y
+# Install libtorch
+RUN pip3 install torch==2.0.0 --break-system-packages
+
+WORKDIR /app
+
+COPY src src
+COPY benches benches
+COPY build.rs build.rs
+COPY Cargo.toml Cargo.toml
+COPY Cargo.lock Cargo.lock
+ENV LIBTORCH_USE_PYTORCH=1
+RUN cargo build --release --bin convert-tensor
+
+# # ============
+
+FROM python:3.11-slim 
+
+COPY --from=builder /app/target/release/convert-tensor .
+
+RUN apt update && apt full-upgrade -y && apt install libgomp1 && apt autoremove -y
+
+RUN pip3 install torch==2.0.0 numpy==1.26.0 --break-system-packages
+
+COPY utils utils
+
+ENV ON_DOCKER=1
+ENV LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/lib/python3.11/site-packages/torch/lib
+
+ENTRYPOINT [ "python3", "./utils/convert_model.py"]
+
diff --git a/utils/convert_model.py b/utils/convert_model.py
index b5e5f089..7d517380 100644
--- a/utils/convert_model.py
+++ b/utils/convert_model.py
@@ -48,6 +48,8 @@
 import subprocess
 import sys
 import zipfile
+import os
+
 from pathlib import Path
 from typing import Dict
 
@@ -178,16 +180,25 @@ def append_to_zipf(
     source = str(target_folder / "model.npz")
     target = str(target_folder / "rust_model.ot")
 
-    toml_location = (Path(__file__).resolve() / ".." / ".." / "Cargo.toml").resolve()
-    cargo_args = [
-        "cargo",
-        "run",
-        "--bin=convert-tensor",
-        "--manifest-path=%s" % toml_location,
-        "--",
-        source,
-        target,
-    ]
-    if args.download_libtorch:
-        cargo_args += ["--features", "download-libtorch"]
+    if os.getenv("ON_DOCKER") is not None:
+        cargo_args = [
+            "/convert-tensor",
+            source,
+            target,
+        ]
+    else:
+        toml_location = (
+            Path(__file__).resolve() / ".." / ".." / "Cargo.toml"
+        ).resolve()
+        cargo_args = [
+            "cargo",
+            "run",
+            "--bin=convert-tensor",
+            "--manifest-path=%s" % toml_location,
+            "--",
+            source,
+            target,
+        ]
+        if args.download_libtorch:
+            cargo_args += ["--features", "download-libtorch"]
     subprocess.run(cargo_args)