diff --git a/docs/source/ttnn/ttnn/ttnn/binary_eq_bw.rst b/docs/source/ttnn/ttnn/ttnn/binary_eq_bw.rst
deleted file mode 100644
index 771788a5b85a..000000000000
--- a/docs/source/ttnn/ttnn/ttnn/binary_eq_bw.rst
+++ /dev/null
@@ -1,6 +0,0 @@
-.. _ttnn.binary_eq_bw:
-
-ttnn.binary_eq_bw
-#################
-
-.. autofunction:: ttnn.binary_eq_bw
diff --git a/docs/source/ttnn/ttnn/ttnn/eq_bw.rst b/docs/source/ttnn/ttnn/ttnn/eq_bw.rst
new file mode 100644
index 000000000000..1be3bae2ccee
--- /dev/null
+++ b/docs/source/ttnn/ttnn/ttnn/eq_bw.rst
@@ -0,0 +1,6 @@
+.. _ttnn.eq_bw:
+
+ttnn.eq_bw
+#################
+
+.. autofunction:: ttnn.eq_bw
diff --git a/docs/source/ttnn/ttnn/ttnn/unary_eq_bw.rst b/docs/source/ttnn/ttnn/ttnn/unary_eq_bw.rst
deleted file mode 100644
index 0e413efc9683..000000000000
--- a/docs/source/ttnn/ttnn/ttnn/unary_eq_bw.rst
+++ /dev/null
@@ -1,6 +0,0 @@
-.. _ttnn.unary_eq_bw:
-
-ttnn.unary_eq_bw
-#################
-
-.. autofunction:: ttnn.unary_eq_bw
diff --git a/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_addalpha.py b/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_addalpha.py
index b95a74ef0a81..6998ff46ef05 100644
--- a/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_addalpha.py
+++ b/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_addalpha.py
@@ -4,7 +4,6 @@
 
 import torch
 import pytest
-import tt_lib
 import ttnn
 from tests.tt_eager.python_api_testing.unit_testing.backward_ops.utility_funcs import data_gen_with_range, compare_pcc
 
diff --git a/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_addcdiv.py b/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_addcdiv.py
index 7dd3f47673ee..9b13447c3fa1 100644
--- a/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_addcdiv.py
+++ b/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_addcdiv.py
@@ -4,7 +4,6 @@
 
 import torch
 import pytest
-import tt_lib
 import ttnn
 from tests.tt_eager.python_api_testing.unit_testing.backward_ops.utility_funcs import data_gen_with_range, compare_pcc
 
diff --git a/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_assign.py b/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_assign.py
index 6684c915b5fd..771ad27cfb33 100644
--- a/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_assign.py
+++ b/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_assign.py
@@ -4,7 +4,6 @@
 
 import torch
 import pytest
-import tt_lib
 import ttnn
 from tests.tt_eager.python_api_testing.unit_testing.backward_ops.utility_funcs import data_gen_with_range, compare_pcc
 
@@ -50,9 +49,7 @@ def test_bw_binary_assign(input_shapes, device):
     grad_data, grad_tensor = data_gen_with_range(input_shapes, -100, 100, device)
 
     tt_output_tensor_on_device = ttnn.assign_bw(grad_tensor, input_tensor, other_tensor)
-    print(tt_output_tensor_on_device)
-    print(grad_tensor)
-    print(input_tensor, other_tensor)
+
     in_data.retain_grad()
 
     pyt_y = torch.clone(in_data)
diff --git a/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_atan2.py b/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_atan2.py
index 62ff3d340b66..de7a1c44fe09 100644
--- a/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_atan2.py
+++ b/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_atan2.py
@@ -4,7 +4,6 @@
 
 import torch
 import pytest
-import tt_lib
 import ttnn
 from tests.tt_eager.python_api_testing.unit_testing.backward_ops.utility_funcs import (
     data_gen_with_range,
diff --git a/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_bias_gelu.py b/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_bias_gelu.py
index 1b69674d4ba3..e4df2c9030b7 100644
--- a/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_bias_gelu.py
+++ b/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_bias_gelu.py
@@ -4,7 +4,6 @@
 
 import torch
 import pytest
-import tt_lib
 import ttnn
 from tests.tt_eager.python_api_testing.unit_testing.backward_ops.utility_funcs import compare_pcc, data_gen_with_range
 
diff --git a/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_binary_ge.py b/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_binary_ge.py
index abc7091fbbe9..e07d27b4be2a 100644
--- a/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_binary_ge.py
+++ b/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_binary_ge.py
@@ -4,7 +4,6 @@
 
 import torch
 import pytest
-import tt_lib
 import ttnn
 from tests.tt_eager.python_api_testing.unit_testing.backward_ops.utility_funcs import data_gen_with_range, compare_pcc
 
diff --git a/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_binary_gt.py b/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_binary_gt.py
index a0052e82947f..a20f95ea4d6e 100644
--- a/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_binary_gt.py
+++ b/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_binary_gt.py
@@ -4,7 +4,6 @@
 
 import torch
 import pytest
-import tt_lib
 import ttnn
 from tests.tt_eager.python_api_testing.unit_testing.backward_ops.utility_funcs import data_gen_with_range, compare_pcc
 
diff --git a/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_binary_ne.py b/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_binary_ne.py
index 5976220d3a26..17869882e71a 100644
--- a/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_binary_ne.py
+++ b/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_binary_ne.py
@@ -4,7 +4,6 @@
 
 import torch
 import pytest
-import tt_lib
 import ttnn
 from tests.tt_eager.python_api_testing.unit_testing.backward_ops.utility_funcs import data_gen_with_range, compare_pcc
 
diff --git a/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_clamp.py b/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_clamp.py
index 1351e2990d59..1b446ea59518 100644
--- a/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_clamp.py
+++ b/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_clamp.py
@@ -4,7 +4,6 @@
 
 import torch
 import pytest
-import tt_lib
 import ttnn
 from tests.tt_eager.python_api_testing.unit_testing.backward_ops.utility_funcs import data_gen_with_range, compare_pcc
 
diff --git a/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_clamp_min.py b/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_clamp_min.py
index 65fef6bb6924..c94e5d35c8d3 100644
--- a/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_clamp_min.py
+++ b/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_clamp_min.py
@@ -4,7 +4,6 @@
 
 import torch
 import pytest
-import tt_lib
 import ttnn
 from tests.tt_eager.python_api_testing.unit_testing.backward_ops.utility_funcs import data_gen_with_range, compare_pcc
 
diff --git a/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_eq.py b/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_eq.py
index d3a6b785267e..6af86cc1cda3 100644
--- a/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_eq.py
+++ b/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_eq.py
@@ -4,7 +4,6 @@
 
 import torch
 import pytest
-import tt_lib
 import ttnn
 from tests.tt_eager.python_api_testing.unit_testing.backward_ops.utility_funcs import data_gen_with_range, compare_pcc
 
diff --git a/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_mvlgamma.py b/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_mvlgamma.py
index d9d1ce47643a..c393cbd440bc 100644
--- a/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_mvlgamma.py
+++ b/tests/tt_eager/python_api_testing/unit_testing/backward_ops/test_backward_mvlgamma.py
@@ -4,7 +4,6 @@
 
 import torch
 import pytest
-import tt_lib
 import ttnn
 from tests.tt_eager.python_api_testing.unit_testing.backward_ops.utility_funcs import data_gen_with_range, compare_pcc
 
diff --git a/ttnn/CMakeLists.txt b/ttnn/CMakeLists.txt
index 9df4e53f40ff..38713beafcdd 100644
--- a/ttnn/CMakeLists.txt
+++ b/ttnn/CMakeLists.txt
@@ -23,6 +23,7 @@ set(TTNN_SRCS
     ${CMAKE_CURRENT_SOURCE_DIR}/cpp/ttnn/operations/upsample/device/upsample_op_multi_core.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/cpp/ttnn/operations/upsample/device/upsample_op_single_core.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/cpp/ttnn/operations/eltwise/unary/device/unary_op.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/cpp/ttnn/operations/eltwise/unary_backward/device/unary_backward_op.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/cpp/ttnn/operations/examples/example/device/example_device_operation.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/cpp/ttnn/operations/examples/example/device/single_core_program_factory.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/cpp/ttnn/operations/examples/example/device/multi_core_program_factory.cpp
diff --git a/ttnn/cpp/ttnn/operations/eltwise/unary_backward/device/unary_backward_op.cpp b/ttnn/cpp/ttnn/operations/eltwise/unary_backward/device/unary_backward_op.cpp
index 097e8593da25..f1185034701b 100644
--- a/ttnn/cpp/ttnn/operations/eltwise/unary_backward/device/unary_backward_op.cpp
+++ b/ttnn/cpp/ttnn/operations/eltwise/unary_backward/device/unary_backward_op.cpp
@@ -13,12 +13,10 @@
 #include "tt_metal/host_api.hpp"
 #include "tt_metal/tools/profiler/op_profiler.hpp"
 #include "ttnn/operations/eltwise/unary/unary.hpp"
+#include "ttnn/operations/eltwise/binary/binary.hpp"
 
 namespace ttnn::operations::unary_backward {
 
-namespace utils {
-
-
 std::vector<ttnn::Tensor> _mul_bw(
     const Tensor& grad, const Tensor& input, float scalar, const MemoryConfig& output_mem_config) {
     std::vector<Tensor> grad_tensor;
@@ -36,7 +34,6 @@ std::vector<Tensor> _clamp_min_bw(
     return grad_tensor;
 }
 
-
 std::vector<Tensor> _clamp_bw(
     const Tensor& grad, const Tensor& input, float min, float max, const MemoryConfig& output_mem_config) {
     std::vector<Tensor> grad_tensor;
@@ -81,7 +78,7 @@ std::vector<Tensor> _add_bw(
     return grad_tensor;
 }
 
-std::vector<Tensor> _unary_comp_bw(const Tensor& grad, const Tensor& input, float other, const MemoryConfig& output_mem_config) {
+std::vector<Tensor> _unary_comp_bw(const Tensor& grad, const MemoryConfig& output_mem_config) {
     std::vector<Tensor> grad_tensor;
     Tensor zero_grad = tt::tt_metal::zeros_like(grad, output_mem_config);
     grad_tensor.emplace_back(zero_grad);
@@ -90,10 +87,10 @@ std::vector<Tensor> _unary_comp_bw(const Tensor& grad, const Tensor& input, floa
 
 std::vector<Tensor> _eq_bw(
     const Tensor& grad, const Tensor& input, float other, const MemoryConfig& output_mem_config) {
-    return _unary_comp_bw(grad, input, other, output_mem_config);
+    return _unary_comp_bw(grad, output_mem_config);
 }
 
-std::function<std::vector<ttnn::Tensor>(const Tensor&, const Tensor&, const MemoryConfig&)> get_function_type1(UnaryBackwardOpType OpType){
+std::function<std::vector<ttnn::Tensor>(const Tensor&, const Tensor&, const MemoryConfig&)> UnaryBackwardFunction::get_function_type1(UnaryBackwardOpType OpType){
     switch (OpType) {
         case UnaryBackwardOpType::ASSIGN_BW:
             return _assign_bw;
@@ -105,7 +102,7 @@ std::function<std::vector<ttnn::Tensor>(const Tensor&, const Tensor&, const Memo
     }
 }
 
-std::function<std::vector<ttnn::Tensor>(const Tensor&, const Tensor&, float, const MemoryConfig&)> get_function_type1_w_float(UnaryBackwardOpType OpType){
+std::function<std::vector<ttnn::Tensor>(const Tensor&, const Tensor&, float, const MemoryConfig&)> UnaryBackwardFunction::get_function_type1_w_float(UnaryBackwardOpType OpType){
     switch (OpType) {
         case UnaryBackwardOpType::MUL_BW:
             return _mul_bw;
@@ -121,7 +118,7 @@ std::function<std::vector<ttnn::Tensor>(const Tensor&, const Tensor&, float, con
     }
 }
 
-std::function<std::vector<ttnn::Tensor>(const Tensor&, const Tensor&, float, float, const MemoryConfig&)> get_function_type1_w_two_float(UnaryBackwardOpType OpType){
+std::function<std::vector<ttnn::Tensor>(const Tensor&, const Tensor&, float, float, const MemoryConfig&)> UnaryBackwardFunction::get_function_type1_w_two_float(UnaryBackwardOpType OpType){
     switch (OpType) {
         case UnaryBackwardOpType::CLAMP_BW:
             return _clamp_bw;
@@ -131,6 +128,4 @@ std::function<std::vector<ttnn::Tensor>(const Tensor&, const Tensor&, float, flo
     }
 }
 
-}
-
 }  // namespace ttnn::operations::unary
diff --git a/ttnn/cpp/ttnn/operations/eltwise/unary_backward/device/unary_backward_op.hpp b/ttnn/cpp/ttnn/operations/eltwise/unary_backward/device/unary_backward_op.hpp
index 16efcd1548f5..1285aa7da535 100644
--- a/ttnn/cpp/ttnn/operations/eltwise/unary_backward/device/unary_backward_op.hpp
+++ b/ttnn/cpp/ttnn/operations/eltwise/unary_backward/device/unary_backward_op.hpp
@@ -6,7 +6,7 @@
 
 #include <functional>
 #include <optional>
-
+#include "tensor/tensor.hpp"
 #include "third_party/magic_enum/magic_enum.hpp"
 
 namespace ttnn::operations::unary_backward {
@@ -22,5 +22,10 @@ enum class UnaryBackwardOpType {
     EQ_BW,
 };
 
+struct UnaryBackwardFunction{
+    static std::function<std::vector<ttnn::Tensor>(const Tensor&, const Tensor&, const MemoryConfig&)> get_function_type1(UnaryBackwardOpType OpType);
+    static std::function<std::vector<ttnn::Tensor>(const Tensor&, const Tensor&, float, const MemoryConfig&)> get_function_type1_w_float(UnaryBackwardOpType OpType);
+    static std::function<std::vector<ttnn::Tensor>(const Tensor&, const Tensor&, float, float, const MemoryConfig&)> get_function_type1_w_two_float(UnaryBackwardOpType OpType);
+};
 
-}  // namespace ttnn::operations::unary
+}  // namespace ttnn::operations::unary_backward
diff --git a/ttnn/cpp/ttnn/operations/eltwise/unary_backward/unary_backward.hpp b/ttnn/cpp/ttnn/operations/eltwise/unary_backward/unary_backward.hpp
index 3c0ac22b6d0e..b06e55143a6b 100644
--- a/ttnn/cpp/ttnn/operations/eltwise/unary_backward/unary_backward.hpp
+++ b/ttnn/cpp/ttnn/operations/eltwise/unary_backward/unary_backward.hpp
@@ -5,7 +5,7 @@
 
 #pragma once
 
-#include "device/unary_backward_op.cpp"
+#include "device/unary_backward_op.hpp"
 #include "ttnn/device_operation.hpp"
 #include "ttnn/operations/data_movement.hpp"
 
@@ -29,7 +29,7 @@ struct ExecuteUnaryBackward {
         const Tensor &input_tensor_arg,
         const std::optional<MemoryConfig> &memory_config = std::nullopt) {
 
-        auto op_type = utils::get_function_type1(unary_backward_op_type);
+        auto op_type = UnaryBackwardFunction::get_function_type1(unary_backward_op_type);
         auto output_memory_config = memory_config.value_or(input_tensor_arg.memory_config());
         return op_type(grad_tensor_arg, input_tensor_arg, output_memory_config);
         }
@@ -42,7 +42,7 @@ struct ExecuteUnaryBackward {
         float alpha,
         const std::optional<MemoryConfig> &memory_config = std::nullopt) {
 
-        auto op_type = utils::get_function_type1_w_float(unary_backward_op_type);
+        auto op_type = UnaryBackwardFunction::get_function_type1_w_float(unary_backward_op_type);
         auto output_memory_config = memory_config.value_or(input_tensor_arg.memory_config());
         return op_type(grad_tensor_arg, input_tensor_arg, alpha, output_memory_config);
         }
@@ -56,7 +56,7 @@ struct ExecuteUnaryBackward {
         float b,
         const std::optional<MemoryConfig> &memory_config = std::nullopt) {
 
-        auto op_type = utils::get_function_type1_w_two_float(unary_backward_op_type);
+        auto op_type = UnaryBackwardFunction::get_function_type1_w_two_float(unary_backward_op_type);
         auto output_memory_config = memory_config.value_or(input_tensor_arg.memory_config());
         return op_type(grad_tensor_arg, input_tensor_arg, a, b, output_memory_config);
         }
diff --git a/ttnn/cpp/ttnn/operations/eltwise/unary_backward/unary_backward_pybind.hpp b/ttnn/cpp/ttnn/operations/eltwise/unary_backward/unary_backward_pybind.hpp
index 684277306f5e..b463ec45c1bf 100644
--- a/ttnn/cpp/ttnn/operations/eltwise/unary_backward/unary_backward_pybind.hpp
+++ b/ttnn/cpp/ttnn/operations/eltwise/unary_backward/unary_backward_pybind.hpp
@@ -160,7 +160,7 @@ void py_module(py::module& module) {
     detail::bind_unary_backward(
         module,
         ttnn::mul_bw,
-        R"doc(Performs backward operations for multiply on :attr:`input_tensor`, :attr:`alpha` with given :attr:`grad_tensor`.)doc");
+        R"doc(Performs backward operations for multiply on :attr:`input_tensor`, :attr:`alpha` or attr:`input_tensor_a`, attr:`input_tensor_b` with given :attr:`grad_tensor`.)doc");
 
     detail::bind_unary_backward(
         module,
@@ -175,7 +175,7 @@ void py_module(py::module& module) {
     detail::bind_unary_backward(
         module,
         ttnn::assign_bw,
-        R"doc(Performs backward operations for assign on :attr:`input_tensor` with given :attr:`grad_tensor`.)doc");
+        R"doc(Performs backward operations for assign on :attr:`input_tensor` or attr:`input_tensor_a`, attr:`input_tensor_b` with given :attr:`grad_tensor`.)doc");
 
     detail::bind_unary_backward(
         module,
@@ -187,12 +187,12 @@ void py_module(py::module& module) {
     detail::bind_unary_backward(
         module,
         ttnn::add_bw,
-        R"doc(Performs backward operations for addition on :attr:`input_tensor`, :attr:`alpha` with given :attr:`grad_tensor`.)doc");
+        R"doc(Performs backward operations for addition on :attr:`input_tensor`, :attr:`alpha` or attr:`input_tensor_a`, attr:`input_tensor_b` with given :attr:`grad_tensor`.)doc");
 
     detail::bind_unary_backward(
         module,
         ttnn::eq_bw,
-        R"doc(Performs backward operations for equal to comparison on :attr:`input_tensor`, :attr:`alpha` or attr:`input_tensor_b` with given :attr:`grad_tensor`.
+        R"doc(Performs backward operations for equal to comparison on :attr:`input_tensor`, :attr:`alpha` or attr:`input_tensor_a`, attr:`input_tensor_b` with given :attr:`grad_tensor`.
         Returns an tensor of zeros like input tensors.)doc");
 
 }