diff --git a/torchao/experimental/ops/groupwise_lowbit_weight_lut/kernel_selector.h b/torchao/experimental/ops/groupwise_lowbit_weight_lut/kernel_selector.h
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+++ b/torchao/experimental/ops/groupwise_lowbit_weight_lut/kernel_selector.h
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+// Copyright (c) Meta Platforms, Inc. and affiliates.
+// All rights reserved.
+//
+// This source code is licensed under the license found in the
+// LICENSE file in the root directory of this source tree.
+
+#pragma once
+#include <cpuinfo.h>
+#include <torchao/experimental/ops/groupwise_lowbit_weight_lut/kernel_config.h>
+#include <torchao/experimental/ops/groupwise_lowbit_weight_lut/packed_weights_format.h>
+#include <optional>
+#include <stdexcept>
+#include <unordered_map>
+
+#if defined(TORCHAO_BUILD_CPU_AARCH64)
+#if defined(TORCHAO_ENABLE_ARM_NEON_DOT)
+#include <torchao/experimental/kernels/cpu/aarch64/linear/groupwise_lowbit_weight_lut/groupwise_lowbit_weight_lut.h>
+#endif // TORCHAO_ENABLE_ARM_NEON_DOT
+#endif // TORCHAO_BUILD_CPU_AARCH64
+
+namespace torchao::ops::groupwise_lowbit_weight_lut {
+
+/**
+ * @brief A thread-unsafe registration table for kernel configurations.
+ *
+ * This table maps a combination of a weight format (header) and a CPU
+ * microarchitecture to a specific UKernelConfig.
+ */
+struct UKernelConfigRegistrationTable {
+ private:
+  using Key = std::pair<torchao::ops::PackedWeightsHeader, cpuinfo_uarch>;
+  struct KeyHasher {
+    std::size_t operator()(const Key& k) const {
+      return std::hash<torchao::ops::PackedWeightsHeader>()(k.first) ^
+          std::hash<int>()(static_cast<int>(k.second));
+    }
+  };
+  std::unordered_map<Key, UKernelConfig, KeyHasher> registration_table_;
+  inline Key make_key(
+      torchao::ops::PackedWeightsHeader header,
+      cpuinfo_uarch uarch) const {
+    return std::make_pair(header, uarch);
+  }
+
+ public:
+  // resgist a kernel config for a given format and uarch.
+  void register_ukernel_config(
+      PackedWeightsFormat format,
+      cpuinfo_uarch uarch,
+      UKernelConfig config) {
+    auto header = format.to_packed_weights_header();
+    auto key = make_key(header, uarch);
+    if (registration_table_.find(key) != registration_table_.end()) {
+      throw std::runtime_error(
+          "UKernelConfig is already registered for this format");
+    }
+    config.validate();
+    registration_table_[key] = config;
+  }
+  // get the kernel config for a given format and uarch.
+  std::optional<UKernelConfig> get_ukernel_config(
+      torchao::ops::PackedWeightsHeader header,
+      cpuinfo_uarch uarch) const {
+    auto key = make_key(header, uarch);
+    auto it = registration_table_.find(key);
+    if (it == registration_table_.end()) {
+      return std::nullopt;
+    }
+    return it->second;
+  }
+};
+
+void log_registration(PackedWeightsFormat format, std::string description) {
+  // Logging is only supported in ATen mode
+#ifdef USE_ATEN
+  LOG(INFO) << "Registering ukernel config for groupwise_lowbit_weight_lut"
+            << std::endl
+            << "\tDescription: " << description << std::endl
+            << "\tformat.type=" << static_cast<int>(format.type) << std::endl
+            << "\tformat.weight_nbit=" << format.weight_nbit << std::endl
+            << "\tformat.has_bias=" << format.has_bias << std::endl
+            << "\tformat.has_scales=" << format.has_scales << std::endl
+            << "\tformat.lut_group_size=" << format.lut_group_size << std::endl
+            << "\tformat.scale_group_size=" << format.scale_group_size
+            << "\tformat.nr=" << format.nr << std::endl
+            << "\tformat.kr=" << format.kr << std::endl
+            << "\tformat.sr=" << format.sr << std::endl
+            << std::endl;
+#endif // USE_ATEN
+}
+
+#if defined(TORCHAO_BUILD_CPU_AARCH64)
+/**
+ * @brief Registers all available AArch64 kernels for a given format.
+ *
+ * @tparam weight_nbit The bit-width of the weights.
+ * @tparam has_scales Whether the packed buffer contains scale factors.
+ * @param table The registration table to add the kernel config to.
+ * @param format The format header describing the weights.
+ * @param uarch The target CPU microarchitecture.
+ */
+template <int weight_nbit>
+void register_ukernel_config(
+    UKernelConfigRegistrationTable& table,
+    PackedWeightsFormat format,
+    cpuinfo_uarch uarch) {
+  if (!cpuinfo_initialize()) {
+    throw std::runtime_error("Failed to initialize cpuinfo!");
+  }
+  if (!cpuinfo_has_arm_v8()) {
+    // This CPU doesn't support the kernel, so do nothing.
+    return;
+  }
+
+  check_format(
+      format,
+      torchao::ops::PackedWeightsType::groupwise_lowbit_weight_lut,
+      weight_nbit);
+  int preferred_alignment = 16;
+
+  namespace kernel_api =
+      torchao::kernels::cpu::aarch64::linear::groupwise_lowbit_weight_lut;
+
+  using kernel_fn_ptr_t =
+      decltype(&kernel_api::kernel_lowbit_1x4x32_f32<weight_nbit, true>);
+  kernel_fn_ptr_t kernel_dispatcher;
+
+  if (format.has_scales) {
+    kernel_dispatcher =
+        &kernel_api::kernel_lowbit_1x4x32_f32<weight_nbit, /*has_scales=*/true>;
+  } else {
+    kernel_dispatcher =
+        &kernel_api::
+            kernel_lowbit_1x4x32_f32<weight_nbit, /*has_scales=*/false>;
+  }
+  if (format.nr == 4 && format.kr == 32 && format.sr == 8) {
+    log_registration(format, "lut: kernel_lowbit_1x4x32_f32");
+    constexpr int nr = 4;
+    constexpr int kr = 32;
+    constexpr int sr = 8;
+    constexpr int mr = 1;
+    constexpr int m_step = 1;
+    constexpr int n_step = 4;
+
+    auto uk = UKernelConfig::make(
+        /*preferred_alignment=*/preferred_alignment,
+        /*n_step=*/n_step,
+        /*nr=*/format.nr,
+        /*kr=*/format.kr,
+        /*sr=*/format.sr,
+        /*weight_nbit=*/format.weight_nbit,
+        /*has_scales=*/format.has_scales,
+        /*has_bias=*/format.has_bias,
+        /*packed_weights_size_fn_type=*/
+        &kernel_api::packed_weights_size<weight_nbit, nr, kr, sr>,
+        /*pack_weights_fn_type=*/
+        &kernel_api::
+            pack_weights_for_groupwise_lut_kernel<weight_nbit, nr, kr, sr>,
+        /*configs=*/{});
+
+    uk.configs[0] = UKernelConfig::group_config_type(
+        {m_step,
+         mr,
+         &kernel_api::packed_activations_size,
+         &kernel_api::packed_activations_offset,
+         &kernel_api::pack_activations<mr, kr, sr>,
+         kernel_dispatcher});
+
+    // Resgister the kernel config.
+    table.register_ukernel_config(format, uarch, std::move(uk));
+  }
+}
+#endif // TORCHAO_BUILD_CPU_AARCH64
+
+/**
+ * @brief Selects the best UKernelConfig for the given format header.
+ *
+ * This function is the main entry point for the op. It manages a static
+ * registration table and, if a kernel is not already registered for the
+ * current CPU, it will perform the registration.
+ *
+ * @tparam weight_nbit The bit-width of the weights.
+ * @param header A header describing the packed weight format.
+ * @return The appropriate UKernelConfig for the current environment.
+ */
+template <int weight_nbit>
+UKernelConfig select_ukernel_config(torchao::ops::PackedWeightsHeader header) {
+#if defined(TORCHAO_BUILD_CPU_AARCH64)
+  // Static table ensures we only register kernels once per session.
+  static UKernelConfigRegistrationTable table;
+
+  if (!cpuinfo_initialize()) {
+    throw std::runtime_error("Failed to initialize cpuinfo!");
+  }
+
+  auto uarch = cpuinfo_uarch_unknown;
+
+  auto ukernel = table.get_ukernel_config(header, uarch);
+  if (ukernel.has_value()) {
+    return ukernel.value();
+  }
+
+  // Create a new format object from the header.
+  auto format = PackedWeightsFormat::from_packed_weights_header(header);
+
+  register_ukernel_config<weight_nbit>(table, format, uarch);
+
+  ukernel = table.get_ukernel_config(header, uarch);
+  assert(ukernel.has_value() && "Kernel registration failed for the current CPU microarchitecture.");
+  return ukernel.value();
+#else
+  throw std::runtime_error(
+      "select_ukernel_config for groupwise_lowbit_weight_lut is only supported "
+      "when TORCHAO_BUILD_CPU_AARCH64 is defined.");
+#endif
+}
+
+template <int weight_nbit>
+PackedWeightsFormat select_packed_weights_format(
+    std::optional<std::string> target,
+    int scale_group_size,
+    int lut_group_size,
+    bool has_scales,
+    bool has_bias) {
+  if (!target) {
+    return PackedWeightsFormat(
+        torchao::ops::PackedWeightsType::groupwise_lowbit_weight_lut,
+        weight_nbit,
+        scale_group_size,
+        lut_group_size,
+        has_scales,
+        has_bias,
+        /*nr*/ 4,
+        /*kr*/ 32,
+        /*sr*/ 8);
+  }
+  throw std::runtime_error("No packed_weights_format was selected");
+}
+
+} // namespace torchao::ops::groupwise_lowbit_weight_lut