diff --git a/src/accelerate.rs b/src/accelerate.rs
new file mode 100644
index 0000000..54c4687
--- /dev/null
+++ b/src/accelerate.rs
@@ -0,0 +1 @@
+pub(super) mod cblas;
diff --git a/src/accelerate/cblas.rs b/src/accelerate/cblas.rs
new file mode 100644
index 0000000..adb7a0f
--- /dev/null
+++ b/src/accelerate/cblas.rs
@@ -0,0 +1,9 @@
+use std::ffi::{c_double, c_float, c_int};
+
+#[cfg(target_vendor = "apple")]
+#[link(name = "cblas")]
+extern {
+    pub(crate) fn catlas_sset(N: c_int, alpha: c_float, X: *const c_float, incX: c_int);
+
+    pub(crate) fn catlas_dset(N: c_int, alpha: c_double, X: *const c_double, incX: c_int);
+}
diff --git a/src/lib.rs b/src/lib.rs
index f5a9573..ed9502b 100644
--- a/src/lib.rs
+++ b/src/lib.rs
@@ -1,6 +1,7 @@
 pub mod axis;
 pub mod tensor;
 mod traits;
+mod accelerate;
 
 pub use axis::*;
 pub use tensor::*;
diff --git a/src/tensor.rs b/src/tensor.rs
index a6dc351..c926b2b 100644
--- a/src/tensor.rs
+++ b/src/tensor.rs
@@ -6,6 +6,7 @@ pub mod index_impl;
 pub mod shape;
 pub mod slice;
 pub mod iterator;
+pub mod fill;
 pub mod flatten;
 pub mod clone;
 pub mod squeeze;
diff --git a/src/tensor/data_buffer/fill.rs b/src/tensor/data_buffer/fill.rs
new file mode 100644
index 0000000..b2ab832
--- /dev/null
+++ b/src/tensor/data_buffer/fill.rs
@@ -0,0 +1,25 @@
+use crate::accelerate::cblas::{catlas_dset, catlas_sset};
+use crate::data_buffer::{DataBuffer, DataOwned};
+use crate::dtype::RawDataType;
+use std::ffi::c_int;
+
+pub(in crate::tensor) trait Fill<T>
+where
+    T: RawDataType,
+{
+    fn fill(&self, value: T);
+}
+
+impl Fill<f32> for DataOwned<f32> {
+    #[cfg(target_vendor = "apple")]
+    fn fill(&self, value: f32) {
+        unsafe { catlas_sset(self.len as c_int, value, self.const_ptr(), 1) }
+    }
+}
+
+impl Fill<f64> for DataOwned<f64> {
+    #[cfg(target_vendor = "apple")]
+    fn fill(&self, value: f64) {
+        unsafe { catlas_dset(self.len as c_int, value, self.const_ptr(), 1) }
+    }
+}
diff --git a/src/tensor/data_buffer/mod.rs b/src/tensor/data_buffer/mod.rs
index 2fae4e0..ad8e23c 100644
--- a/src/tensor/data_buffer/mod.rs
+++ b/src/tensor/data_buffer/mod.rs
@@ -2,6 +2,7 @@ pub(super) mod clone;
 pub(super) mod data_owned;
 pub(super) mod data_view;
 pub(super) mod buffer;
+pub(super) mod fill;
 
 pub(super) use crate::data_buffer::buffer::DataBuffer;
 pub(super) use crate::data_buffer::data_owned::DataOwned;
diff --git a/src/tensor/fill.rs b/src/tensor/fill.rs
new file mode 100644
index 0000000..6e5f7c5
--- /dev/null
+++ b/src/tensor/fill.rs
@@ -0,0 +1,37 @@
+use crate::data_buffer::fill::Fill;
+use crate::data_buffer::DataBuffer;
+use crate::dtype::RawDataType;
+use crate::TensorBase;
+
+impl<B, T> TensorBase<B>
+where
+    B: DataBuffer<DType=T> + Fill<T>,
+    T: RawDataType,
+{
+    pub fn fill(&self, value: T) {
+        self.data.fill(value)
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use crate::{FlatIterator, Tensor};
+
+    #[test]
+    fn test_fill_f32() {
+        let a: Tensor<f32> = Tensor::zeros([3, 5, 3]);
+
+        assert!(a.flat_iter().all(|x| x == 0.0));
+        a.fill(25.0);
+        assert!(a.flat_iter().all(|x| x == 25.0));
+    }
+
+    #[test]
+    fn test_fill_f64() {
+        let a: Tensor<f64> = Tensor::zeros([15]);
+
+        assert!(a.flat_iter().all(|x| x == 0.0));
+        a.fill(20.0);
+        assert!(a.flat_iter().all(|x| x == 20.0));
+    }
+}