diff --git a/lib/extorch/native/tensor/ops/manipulation.ex b/lib/extorch/native/tensor/ops/manipulation.ex
index e3e046e..ec9d787 100644
--- a/lib/extorch/native/tensor/ops/manipulation.ex
+++ b/lib/extorch/native/tensor/ops/manipulation.ex
@@ -1646,5 +1646,32 @@ defmodule ExTorch.Native.Tensor.Ops.Manipulation do
     @spec t(ExTorch.Tensor.t()) :: ExTorch.Tensor.t()
     defbinding(t(input))
 
+    @doc """
+    Returns a new tensor with the elements of `input` at the given `indices`.
+
+    The `input` tensor is treated as if it were viewed as a 1-D tensor.
+    The result takes the same shape as the `indices`.
+
+    ## Arguments
+    - `input` (`ExTorch.Tensor`) - the input tensor.
+    - `indices` (`ExTorch.Tensor`) - the indices into tensor.
+    It must be of `:int64` or `:long` dtype.
+
+    ## Examples
+        iex> a = ExTorch.rand({3, 3})
+        #Tensor<
+        [[0.0860, 0.9378, 0.3475],
+         [0.3576, 0.7145, 0.1036],
+         [0.7352, 0.4285, 0.2933]]
+        [size: {3, 3}, dtype: :float, device: :cpu, requires_grad: false]>
+
+        iex> ExTorch.take(a, ExTorch.tensor([1, 5, 6], dtype: :int64))
+        #Tensor<
+        [0.9378, 0.1036, 0.7352]
+        [size: {3}, dtype: :float, device: :cpu, requires_grad: false]>
+
+    """
+    @spec take(ExTorch.Tensor.t(), ExTorch.Tensor.t()) :: ExTorch.Tensor.t()
+    defbinding(take(input, indices))
   end
 end
diff --git a/native/extorch/include/manipulation.h b/native/extorch/include/manipulation.h
index 0c14702..47bdc35 100644
--- a/native/extorch/include/manipulation.h
+++ b/native/extorch/include/manipulation.h
@@ -178,3 +178,7 @@ std::shared_ptr<CrossTensor> squeeze(
 std::shared_ptr<CrossTensor> stack(TensorList seq, int64_t dim, TensorOut opt_out);
 
 std::shared_ptr<CrossTensor> t(const std::shared_ptr<CrossTensor> &input);
+
+std::shared_ptr<CrossTensor> take(
+    const std::shared_ptr<CrossTensor> &input,
+    const std::shared_ptr<CrossTensor> &indices);
diff --git a/native/extorch/src/csrc/manipulation.cc b/native/extorch/src/csrc/manipulation.cc
index 2949832..9df6cd4 100644
--- a/native/extorch/src/csrc/manipulation.cc
+++ b/native/extorch/src/csrc/manipulation.cc
@@ -742,3 +742,14 @@ std::shared_ptr<CrossTensor> t(const std::shared_ptr<CrossTensor> &input) {
     out_tensor = torch::t(in_tensor);
     return std::make_shared<CrossTensor>(std::move(out_tensor));
 }
+
+std::shared_ptr<CrossTensor> take(
+        const std::shared_ptr<CrossTensor> &input,
+        const std::shared_ptr<CrossTensor> &indices) {
+    CrossTensor out_tensor;
+    CrossTensor in_tensor = *input.get();
+    CrossTensor indices_tensor = *indices.get();
+
+    out_tensor = torch::take(in_tensor, indices_tensor);
+    return std::make_shared<CrossTensor>(std::move(out_tensor));
+}
diff --git a/native/extorch/src/lib.rs b/native/extorch/src/lib.rs
index 3b46a3b..6f65053 100644
--- a/native/extorch/src/lib.rs
+++ b/native/extorch/src/lib.rs
@@ -126,6 +126,7 @@ rustler::init!(
         squeeze,
         stack,
         t,
+        take,
 
         // Tensor comparing operations
         allclose,
diff --git a/native/extorch/src/native/tensor/ops.rs.in b/native/extorch/src/native/tensor/ops.rs.in
index b3658a8..ee6fe39 100644
--- a/native/extorch/src/native/tensor/ops.rs.in
+++ b/native/extorch/src/native/tensor/ops.rs.in
@@ -233,3 +233,9 @@ fn stack(seq: TensorList, dim: i64, out: TensorOut) -> Result<SharedPtr<CrossTen
 
 /// Transpose a 2D tensor.
 fn t(input: &SharedPtr<CrossTensor>) -> Result<SharedPtr<CrossTensor>>;
+
+/// Index a tensor as if it were a 1D one.
+fn take(
+    input: &SharedPtr<CrossTensor>,
+    indices: &SharedPtr<CrossTensor>,
+) -> Result<SharedPtr<CrossTensor>>;
diff --git a/native/extorch/src/nifs/tensor_ops.rs b/native/extorch/src/nifs/tensor_ops.rs
index 2c7b164..ca330ee 100644
--- a/native/extorch/src/nifs/tensor_ops.rs
+++ b/native/extorch/src/nifs/tensor_ops.rs
@@ -289,3 +289,10 @@ nif_impl!(
     TensorStruct<'a>,
     input: TensorStruct<'a>
 );
+
+nif_impl!(
+    take,
+    TensorStruct<'a>,
+    input: TensorStruct<'a>,
+    indices: TensorStruct<'a>
+);
diff --git a/test/tensor/manipulation_test.exs b/test/tensor/manipulation_test.exs
index 4a156c4..553b58d 100644
--- a/test/tensor/manipulation_test.exs
+++ b/test/tensor/manipulation_test.exs
@@ -847,4 +847,11 @@ defmodule ExTorchTest.Tensor.ManipulationTest do
     out = ExTorch.t(input)
     assert ExTorch.allclose(out, expected)
   end
+
+  test "take/2" do
+    input = ExTorch.rand({3, 3})
+    expected = input[{[0, 1, 2], [1, 2, 0]}]
+    out = ExTorch.take(input, ExTorch.tensor([1, 5, 6], dtype: :int64))
+    assert ExTorch.allclose(out, expected)
+  end
 end