diff --git a/Cargo.toml b/Cargo.toml
index 9ef07b3e..bf431ba1 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -33,6 +33,7 @@ image = { version = "0.24.5", optional = true }
 clap = { version = "4.2.4", features = ["derive"], optional = true }
 serde_json = { version = "1.0.96", optional = true }
 memmap2 = { version = "0.6.1", optional = true }
+dlpark = { version = "0.2.2", default-features = false }
 
 [dev-dependencies]
 anyhow = "1"
diff --git a/src/wrappers/tensor.rs b/src/wrappers/tensor.rs
index 3d5cf7fc..748da451 100644
--- a/src/wrappers/tensor.rs
+++ b/src/wrappers/tensor.rs
@@ -6,10 +6,12 @@ use super::{
     kind::Kind,
 };
 use crate::TchError;
+use dlpark::ffi::DLManagedTensor;
 use libc::{c_char, c_int, c_void};
 use std::borrow::Borrow;
 use std::io::{Read, Seek, Write};
 use std::path::Path;
+use std::ptr::NonNull;
 use torch_sys::io::ReadStream;
 use torch_sys::*;
 
@@ -338,6 +340,28 @@ impl Tensor {
         Tensor::f_run_backward(tensors, inputs, keep_graph, create_graph).unwrap()
     }
 
+    pub fn f_to_dlpack(self) -> Result<NonNull<DLManagedTensor>, TchError> {
+        let ptr = unsafe_torch_err!(at_to_dlpack(self.c_tensor));
+        Ok(unsafe { NonNull::new_unchecked(ptr) })
+    }
+
+    /// Convert `tch::Tensor` to dlpack.
+    /// If you want to access original tensor, please use `shallow_clone` to make a shared view first.
+    pub fn to_dlpack(self) -> NonNull<DLManagedTensor> {
+        self.f_to_dlpack().unwrap()
+    }
+
+    pub fn f_from_dlpack(src: NonNull<DLManagedTensor>) -> Result<Self, TchError> {
+        let ptr = unsafe_torch_err!(at_from_dlpack(src.as_ptr().cast()));
+        Ok(unsafe { Self::from_ptr(ptr) })
+    }
+
+    /// Convert dlpack to `tch::Tensor`.
+    pub fn from_dlpack(src: NonNull<DLManagedTensor>) -> Self {
+        // Using ownership to prevent accessing the pointer twice.
+        Self::f_from_dlpack(src).unwrap()
+    }
+
     /// Copies `numel` elements from `self` to `dst`.
     pub fn f_copy_data_u8(&self, dst: &mut [u8], numel: usize) -> Result<(), TchError> {
         let elt_size_in_bytes = self.f_kind()?.elt_size_in_bytes();
diff --git a/tests/tensor_tests.rs b/tests/tensor_tests.rs
index 031c83db..9ca0d7b7 100644
--- a/tests/tensor_tests.rs
+++ b/tests/tensor_tests.rs
@@ -1,7 +1,9 @@
 use anyhow::Result;
+use dlpark::ffi::DLManagedTensor;
 use half::f16;
 use std::convert::{TryFrom, TryInto};
 use std::f32;
+use std::ptr::NonNull;
 use tch::{Device, TchError, Tensor};
 
 mod test_utils;
@@ -487,3 +489,25 @@ fn convert_ndarray() {
     let array_3d: ndarray::ArrayD<i64> = t_3d.as_ref().try_into().unwrap();
     assert_eq!(array_3d.as_slice(), ndarray::array![[[0, 1], [2, 3]], [[4, 5], [6, 7]]].as_slice());
 }
+
+#[test]
+fn convert_dlpack() {
+    let t1: Tensor = Tensor::from_slice(&[0, 1, 2, 3]);
+    let dlpack = t1.shallow_clone().to_dlpack();
+    let t2 = Tensor::from_dlpack(dlpack);
+    assert!(t1.allclose(&t2, 1e-5, 1e-5, false));
+    assert_eq!(t1.data_ptr(), t2.data_ptr());
+}
+
+#[test]
+fn from_vec_as_dlpack() {
+    let v: Vec<i64> = vec![0, 1, 2, 3, 4];
+    let v_ptr = v.as_ptr();
+    // TODO: upgrade dlpark version
+    let dlpack: DLManagedTensor = dlpark::tensor::ManagerCtx::from(v).into();
+    let t1 = Tensor::from_dlpack(NonNull::from(&dlpack));
+    let t2 = Tensor::arange(5, tch::kind::INT64_CPU);
+    assert!(t1.allclose(&t2, 1e-5, 1e-5, false));
+    // Check if zero copy
+    assert_eq!(t1.data_ptr(), v_ptr as *const std::ffi::c_void as *mut std::ffi::c_void);
+}
diff --git a/torch-sys/Cargo.toml b/torch-sys/Cargo.toml
index 3015668c..11b92e1c 100644
--- a/torch-sys/Cargo.toml
+++ b/torch-sys/Cargo.toml
@@ -13,6 +13,7 @@ categories = ["external-ffi-bindings", "science"]
 license = "MIT/Apache-2.0"
 
 [dependencies]
+dlpark = { version = "0.2.2", default-features = false }
 libc = "0.2.0"
 
 [build-dependencies]
diff --git a/torch-sys/libtch/torch_api.cpp b/torch-sys/libtch/torch_api.cpp
index be7cdb6a..28a01620 100644
--- a/torch-sys/libtch/torch_api.cpp
+++ b/torch-sys/libtch/torch_api.cpp
@@ -7,6 +7,7 @@
 #include<torch/csrc/jit/runtime/graph_executor.h>
 #include<torch/torch.h>
 #include<ATen/autocast_mode.h>
+#include<ATen/DLConvertor.h>
 #include<torch/script.h>
 #include<torch/csrc/jit/passes/tensorexpr_fuser.h>
 #include<torch/csrc/jit/codegen/cuda/interface.h>
@@ -667,6 +668,14 @@ void at_run_backward(tensor *tensors,
   )
 }
 
+DLManagedTensor* at_to_dlpack(tensor src) {
+  return at::toDLPack(*src);
+}
+
+tensor at_from_dlpack(DLManagedTensor* src) {
+  return new torch::Tensor(at::fromDLPack(src));
+}
+
 optimizer ato_adam(double learning_rate,
                    double beta1,
                    double beta2,
diff --git a/torch-sys/libtch/torch_api.h b/torch-sys/libtch/torch_api.h
index e203bd21..0ed71fd3 100644
--- a/torch-sys/libtch/torch_api.h
+++ b/torch-sys/libtch/torch_api.h
@@ -4,6 +4,7 @@
 
 #ifdef __cplusplus
 #include<torch/torch.h>
+#include<ATen/dlpack.h>
 #include<stdexcept>
 using namespace std;
 extern thread_local char *torch_last_err;
@@ -114,6 +115,9 @@ void at_run_backward(tensor *tensors,
                       int keep_graph,
                       int create_graph);
 
+DLManagedTensor* at_to_dlpack(tensor src);
+tensor at_from_dlpack(DLManagedTensor* src);
+
 optimizer ato_adam(double learning_rate,
                    double beta1,
                    double beta2,
diff --git a/torch-sys/src/lib.rs b/torch-sys/src/lib.rs
index d7229afd..063e9daf 100644
--- a/torch-sys/src/lib.rs
+++ b/torch-sys/src/lib.rs
@@ -4,6 +4,7 @@ pub mod io;
 pub mod python;
 mod traits;
 
+use dlpark::ffi::DLManagedTensor;
 use libc::{c_char, c_int, c_uchar, c_void, size_t};
 pub use traits::{DoubleList, IntList, IntListOption};
 
@@ -60,6 +61,8 @@ extern "C" {
         keep_graph: c_int,
         create_graph: c_int,
     );
+    pub fn at_to_dlpack(src: *mut C_tensor) -> *mut DLManagedTensor;
+    pub fn at_from_dlpack(src: *mut DLManagedTensor) -> *mut C_tensor;
     pub fn at_copy_data(
         arg: *mut C_tensor,
         vs: *const c_void,