diff --git a/runtime/core/portable_type/c10/README.md b/runtime/core/portable_type/c10/README.md
index df14d22a4cf..104a6717ba7 100644
--- a/runtime/core/portable_type/c10/README.md
+++ b/runtime/core/portable_type/c10/README.md
@@ -1,7 +1,13 @@
-We added an extra c10 directory so that runtime/core/portable_type/c10
+This directory contains header files from `c10` in PyTorch core that
+need to be used in ExecuTorch core. They are copied here rather than
+being found through the torch pip package to keep the core build
+hermetic for embedded use cases. The headers should be exact copies
+from PyTorch core; if they are out of sync, please send a PR!
+
+We added an extra c10 directory so that `runtime/core/portable_type/c10`
 can be the directory to put on your include path, rather than
-runtime/core/portable_type, because using runtime/core/portable_type
+`runtime/core/portable_type`, because using `runtime/core/portable_type`
 would cause all headers in that directory to be includeable with
 `#include <foo.h>`. In particular, that includes
-runtime/core/portable_type/complex.h, which would shadow the C99
-complex.h standard header.
+`runtime/core/portable_type/complex.h`, which would shadow the C99
+`complex.h` standard header.
diff --git a/runtime/core/portable_type/c10/c10/targets.bzl b/runtime/core/portable_type/c10/c10/targets.bzl
index 1e60b70a4b8..64436278e79 100644
--- a/runtime/core/portable_type/c10/c10/targets.bzl
+++ b/runtime/core/portable_type/c10/c10/targets.bzl
@@ -26,6 +26,7 @@ def define_common_targets():
             "util/TypeSafeSignMath.h",
             "util/bit_cast.h",
             "util/floating_point_utils.h",
+            "util/irange.h",
         ],
         exported_preprocessor_flags = [
             # NOTE: If we define C10_EMBEDDED to prevent Half and
diff --git a/runtime/core/portable_type/c10/c10/util/irange.h b/runtime/core/portable_type/c10/c10/util/irange.h
new file mode 100644
index 00000000000..2719a82075c
--- /dev/null
+++ b/runtime/core/portable_type/c10/c10/util/irange.h
@@ -0,0 +1,123 @@
+// Copyright 2004-present Facebook. All Rights Reserved.
+
+#pragma once
+
+#include <c10/util/TypeSafeSignMath.h>
+
+#include <algorithm>
+#include <cstddef>
+#include <iterator>
+#include <type_traits>
+
+namespace c10 {
+
+namespace detail {
+
+template <
+    typename I,
+    bool one_sided = false,
+    std::enable_if_t<std::is_integral_v<I>, int> = 0>
+struct integer_iterator {
+  using iterator_category = std::input_iterator_tag;
+  using value_type = I;
+  using difference_type = std::ptrdiff_t;
+  using pointer = I*;
+  using reference = I&;
+
+  explicit integer_iterator(I value) : value(value) {}
+
+  I operator*() const {
+    return value;
+  }
+
+  I const* operator->() const {
+    return &value;
+  }
+
+  integer_iterator& operator++() {
+    ++value;
+    return *this;
+  }
+
+  integer_iterator operator++(int) {
+    const auto copy = *this;
+    ++*this;
+    return copy;
+  }
+
+  bool operator==(const integer_iterator& other) const {
+    if constexpr (one_sided) {
+      // Range-for loops' end test is `begin != end`, not `begin <
+      // end`. To handle `c10::irange(n)` where n < 0 (which should be
+      // empty), we just make `begin != end` fail whenever `end` is
+      // negative.
+      return is_negative(other.value) || value == other.value;
+    } else {
+      return value == other.value;
+    }
+    // Suppress "warning: missing return statement at end of non-void function"
+    // which Nvidia's Robert Crovella confirms is an NVCC compiler error
+    // here https://stackoverflow.com/a/64561686/752843 on 2020-10-27
+    // `__builtin_unreachable();` would be best here, but it's not
+    // available with all compilers. So we instead return an arbitrary
+    // value trusting that this line will, in fact, never be reached.
+    return false; // Horrible hack
+  }
+
+  bool operator!=(const integer_iterator& other) const {
+    return !(*this == other);
+  }
+
+ protected:
+  I value;
+};
+
+} // namespace detail
+
+template <
+    typename I,
+    bool one_sided = false,
+    std::enable_if_t<std::is_integral_v<I>, bool> = true>
+struct integer_range {
+ public:
+  integer_range(I begin, I end) : begin_(begin), end_(end) {}
+  using iterator = detail::integer_iterator<I, one_sided>;
+  iterator begin() const {
+    return begin_;
+  }
+  iterator end() const {
+    return end_;
+  }
+
+ private:
+  iterator begin_;
+  iterator end_;
+};
+
+/// Creates an integer range for the half-open interval [begin, end)
+/// If end<=begin, then the range is empty.
+/// The range has the type of the `end` integer; `begin` integer is
+/// cast to this type.
+template <
+    typename Integer1,
+    typename Integer2,
+    std::enable_if_t<std::is_integral_v<Integer1>, bool> = true,
+    std::enable_if_t<std::is_integral_v<Integer2>, bool> = true>
+integer_range<Integer2> irange(Integer1 begin, Integer2 end) {
+  // If end<=begin then the range is empty; we can achieve this effect by
+  // choosing the larger of {begin, end} as the loop terminator
+  return {
+      static_cast<Integer2>(begin),
+      std::max(static_cast<Integer2>(begin), end)};
+}
+
+/// Creates an integer range for the half-open interval [0, end)
+/// If end<=begin, then the range is empty
+template <
+    typename Integer,
+    std::enable_if_t<std::is_integral_v<Integer>, bool> = true>
+integer_range<Integer, true> irange(Integer end) {
+  return {Integer(), end};
+}
+
+} // namespace c10
diff --git a/runtime/core/portable_type/targets.bzl b/runtime/core/portable_type/targets.bzl
index 43efeca208c..6178f2c0f9a 100644
--- a/runtime/core/portable_type/targets.bzl
+++ b/runtime/core/portable_type/targets.bzl
@@ -28,6 +28,9 @@ def define_common_targets():
             "//executorch/runtime/core/exec_aten/...",
             "//executorch/runtime/core/portable_type/test/...",
         ],
+        deps = [
+            "//executorch/runtime/core/portable_type/c10/c10:c10",
+        ],
         exported_deps = [
             ":scalar_type",
             "//executorch/runtime/core:core",
diff --git a/runtime/core/portable_type/tensor_impl.cpp b/runtime/core/portable_type/tensor_impl.cpp
index b978e23cbd6..6366a8eac28 100644
--- a/runtime/core/portable_type/tensor_impl.cpp
+++ b/runtime/core/portable_type/tensor_impl.cpp
@@ -11,6 +11,8 @@
 #include <algorithm>
 #include <cstdint>
 
+#include <c10/util/irange.h>
+
 #include <executorch/runtime/core/exec_aten/util/dim_order_util.h>
 #include <executorch/runtime/core/exec_aten/util/scalar_type_util.h>
 #include <executorch/runtime/core/exec_aten/util/tensor_shape_to_c_string.h>
@@ -30,7 +32,7 @@ ssize_t compute_numel(const TensorImpl::SizesType* sizes, ssize_t dim) {
       dim == 0 || sizes != nullptr,
       "Sizes must be provided for non-scalar tensors");
   ssize_t numel = 1; // Zero-dimensional tensors (scalars) have numel == 1.
-  for (ssize_t i = 0; i < dim; ++i) {
+  for (const auto i : c10::irange(dim)) {
     ET_CHECK_MSG(
         sizes[i] >= 0,
         "Size must be non-negative, got %d at dimension %zd",