diff --git a/candle-core/src/tensor.rs b/candle-core/src/tensor.rs
index f23907dd..6108b613 100644
--- a/candle-core/src/tensor.rs
+++ b/candle-core/src/tensor.rs
@@ -2126,3 +2126,69 @@ bin_trait!(Add, add, |_| 1., |v| v);
 bin_trait!(Sub, sub, |_| 1., |v: f64| -v);
 bin_trait!(Mul, mul, |v| v, |_| 0.);
 bin_trait!(Div, div, |v| 1. / v, |_| 0.);
+
+impl std::ops::Add<Tensor> for f64 {
+    type Output = Result<Tensor>;
+
+    fn add(self, rhs: Tensor) -> Self::Output {
+        rhs + self
+    }
+}
+
+impl std::ops::Add<&Tensor> for f64 {
+    type Output = Result<Tensor>;
+
+    fn add(self, rhs: &Tensor) -> Self::Output {
+        rhs + self
+    }
+}
+
+impl std::ops::Mul<Tensor> for f64 {
+    type Output = Result<Tensor>;
+
+    fn mul(self, rhs: Tensor) -> Self::Output {
+        rhs * self
+    }
+}
+
+impl std::ops::Mul<&Tensor> for f64 {
+    type Output = Result<Tensor>;
+
+    fn mul(self, rhs: &Tensor) -> Self::Output {
+        rhs * self
+    }
+}
+
+impl std::ops::Sub<Tensor> for f64 {
+    type Output = Result<Tensor>;
+
+    fn sub(self, rhs: Tensor) -> Self::Output {
+        rhs.affine(-1., self)
+    }
+}
+
+impl std::ops::Sub<&Tensor> for f64 {
+    type Output = Result<Tensor>;
+
+    fn sub(self, rhs: &Tensor) -> Self::Output {
+        rhs.affine(-1., self)
+    }
+}
+
+impl std::ops::Div<Tensor> for f64 {
+    type Output = Result<Tensor>;
+
+    #[allow(clippy::suspicious_arithmetic_impl)]
+    fn div(self, rhs: Tensor) -> Self::Output {
+        rhs.recip()? * self
+    }
+}
+
+impl std::ops::Div<&Tensor> for f64 {
+    type Output = Result<Tensor>;
+
+    #[allow(clippy::suspicious_arithmetic_impl)]
+    fn div(self, rhs: &Tensor) -> Self::Output {
+        rhs.recip()? * self
+    }
+}