diff --git a/include/aidge/backend/cpu.hpp b/include/aidge/backend/cpu.hpp
index 21375da0f22024b605ac448d532c7fc5f35dea5e..24bc51224793f7d566d7b87bdb4b9a25b4a6b1a6 100644
--- a/include/aidge/backend/cpu.hpp
+++ b/include/aidge/backend/cpu.hpp
@@ -21,7 +21,6 @@
#include "aidge/backend/cpu/operator/DivImpl.hpp"
#include "aidge/backend/cpu/operator/ErfImpl.hpp"
#include "aidge/backend/cpu/operator/FCImpl.hpp"
-#include "aidge/backend/cpu/operator/GatherImpl.hpp"
#include "aidge/backend/cpu/operator/GlobalAveragePoolingImpl.hpp"
#include "aidge/backend/cpu/operator/LeakyReLUImpl.hpp"
#include "aidge/backend/cpu/operator/MatMulImpl.hpp"
diff --git a/include/aidge/backend/cpu/operator/GatherImpl.hpp b/include/aidge/backend/cpu/operator/GatherImpl.hpp
deleted file mode 100644
index 2164f6c4f26dca64c672f62bc8fdc0895c642ae4..0000000000000000000000000000000000000000
--- a/include/aidge/backend/cpu/operator/GatherImpl.hpp
+++ /dev/null
@@ -1,49 +0,0 @@
-/********************************************************************************
- * Copyright (c) 2023 CEA-List
- *
- * This program and the accompanying materials are made available under the
- * terms of the Eclipse Public License 2.0 which is available at
- * http://www.eclipse.org/legal/epl-2.0.
- *
- * SPDX-License-Identifier: EPL-2.0
- *
- ********************************************************************************/
-
-#ifndef AIDGE_CPU_OPERATOR_GATHERIMPL_H_
-#define AIDGE_CPU_OPERATOR_GATHERIMPL_H_
-
-#include "aidge/backend/OperatorImpl.hpp"
-#include "aidge/operator/Gather.hpp"
-#include "aidge/utils/Registrar.hpp"
-#include "aidge/utils/Types.h"
-#include <memory>
-#include <vector>
-
-namespace Aidge {
-// class Gather_Op;
-
-// compute kernel registry for forward and backward
-class GatherImplForward_cpu
- : public Registrable<GatherImplForward_cpu, std::tuple<DataType, DataType>, void(const typename Gather_Op::Attrs&, const std::vector<DimSize_t>&, const void*, void*)> {
-};
-class GatherImplBackward_cpu
- : public Registrable<GatherImplBackward_cpu, std::tuple<DataType, DataType>, void(const typename Gather_Op::Attrs&, const std::vector<DimSize_t>&, const void*, void*)> {
-};
-
-class GatherImpl_cpu : public OperatorImpl {
-public:
- GatherImpl_cpu(const Gather_Op& op) : OperatorImpl(op, "cpu") {}
-
- static std::unique_ptr<GatherImpl_cpu> create(const Gather_Op& op) {
- return std::make_unique<GatherImpl_cpu>(op);
- }
-
- void forward() override;
-};
-
-namespace {
-static Registrar<Gather_Op> registrarGatherImpl_cpu("cpu", Aidge::GatherImpl_cpu::create);
-}
-} // namespace Aidge
-
-#endif /* AIDGE_CPU_OPERATOR_GATHERIMPL_H_ */
diff --git a/include/aidge/backend/cpu/operator/GatherImpl_forward_kernels.hpp b/include/aidge/backend/cpu/operator/GatherImpl_forward_kernels.hpp
deleted file mode 100644
index 0d312e3c143720c7d920128c8d484d4c68439a24..0000000000000000000000000000000000000000
--- a/include/aidge/backend/cpu/operator/GatherImpl_forward_kernels.hpp
+++ /dev/null
@@ -1,66 +0,0 @@
-/********************************************************************************
- * Copyright (c) 2023 CEA-List
- *
- * This program and the accompanying materials are made available under the
- * terms of the Eclipse Public License 2.0 which is available at
- * http://www.eclipse.org/legal/epl-2.0.
- *
- * SPDX-License-Identifier: EPL-2.0
- *
- ********************************************************************************/
-
-#ifndef AIDGE_CPU_OPERATOR_GATHERIMPL_FORWARD_KERNEL_H_
-#define AIDGE_CPU_OPERATOR_GATHERIMPL_FORWARD_KERNEL_H_
-
-#include "aidge/utils/Registrar.hpp"
-#include <cstddef>
-#include <cmath>
-#include "aidge/data/Data.hpp"
-#include "aidge/utils/Types.h"
-
-#include "aidge/backend/cpu/operator/GatherImpl.hpp"
-
-namespace Aidge {
-template <class I, class O>
-void GatherImpl_cpu_forward_kernel(const typename Gather_Op::Attrs& attrs, const std::vector<DimSize_t>& inputDims, const void* input_, void* output_)
-{
- const I* input = static_cast<const I*>(input_);
- O* output = static_cast<O*>(output_);
-
- const std::size_t axisIdx = std::get<2>(attrs)>=0 ?
- std::get<2>(attrs) :
- static_cast<std::size_t>(std::get<2>(attrs)) + inputDims.size();
-
- std::size_t postAxisElems = 1;
- for (std::size_t i = axisIdx + 1; i < inputDims.size(); ++i) {
- postAxisElems *= inputDims[i];
- }
- std::size_t preAxisElems = 1;
- for (std::size_t i = 0; i < axisIdx; ++i) {
- preAxisElems *= inputDims[i];
- }
-
- const std::vector<std::int64_t> indices = std::get<0>(attrs);
- for (std::size_t i=0; i<preAxisElems; ++i)
- {
- for(std::size_t j=0; j<indices.size(); ++j)
- {
- const std::size_t idx = indices[j] >= 0 ? indices[j] : static_cast<std::size_t>(indices[j]) + inputDims[axisIdx];
- const I* startPtr = std::next(input, i * postAxisElems * inputDims[axisIdx] + idx * postAxisElems);
- std::copy_n(startPtr, postAxisElems, output);
- output += postAxisElems;
- }
- }
-}
-
-namespace {
-static Registrar<GatherImplForward_cpu> registrarGatherImplForward_cpu_Float32(
- {DataType::Float32, DataType::Float32}, Aidge::GatherImpl_cpu_forward_kernel<float, float>);
-static Registrar<GatherImplForward_cpu> registrarGatherImplForward_cpu_Int32(
- {DataType::Int32, DataType::Int32}, Aidge::GatherImpl_cpu_forward_kernel<int, int>);
-static Registrar<GatherImplForward_cpu> registrarGatherImplForward_cpu_Float64(
- {DataType::Float64, DataType::Float64}, Aidge::GatherImpl_cpu_forward_kernel<double, double>);
-} // namespace
-} // namespace Aidge
-
-#endif /* AIDGE_CPU_OPERATOR_GATHERIMPL_FORWARD_KERNEL_H_ */
diff --git a/src/operator/GatherImpl.cpp b/src/operator/GatherImpl.cpp
deleted file mode 100644
index 5384f64536955b7cb2ed85af81e52697e9b84a2a..0000000000000000000000000000000000000000
--- a/src/operator/GatherImpl.cpp
+++ /dev/null
@@ -1,37 +0,0 @@
-/********************************************************************************
- * Copyright (c) 2023 CEA-List
- *
- * This program and the accompanying materials are made available under the
- * terms of the Eclipse Public License 2.0 which is available at
- * http://www.eclipse.org/legal/epl-2.0.
- *
- * SPDX-License-Identifier: EPL-2.0
- *
- ********************************************************************************/
-
-#include "aidge/backend/cpu/operator/GatherImpl.hpp"
-
-#include <memory>
-#include <vector>
-
-#include "aidge/backend/cpu/operator/GatherImpl_forward_kernels.hpp"
-#include "aidge/data/Data.hpp"
-#include "aidge/data/Tensor.hpp"
-#include "aidge/operator/Gather.hpp"
-#include "aidge/utils/Types.h"
-
-void Aidge::GatherImpl_cpu::forward() {
- const Gather_Op& op = static_cast<const Gather_Op&>(mOp);
-
- auto kernelFunc = Registrar<GatherImplForward_cpu>::create({
- op.getInput(0)->dataType(),
- op.getOutput(0)->dataType()
- });
-
- // Call kernel
- kernelFunc(dynamic_cast<const Gather_Op&>(mOp).getStaticAttributes(),
- op.getInput(0)->dims(),
- op.getInput(0)->getImpl()->rawPtr(),
- op.getOutput(0)->getImpl()->rawPtr()
- );
-}