diff --git a/include/ttmlir/Dialect/TTIR/IR/TTIROps.td b/include/ttmlir/Dialect/TTIR/IR/TTIROps.td
index aac8975e4..60d2b9664 100644
--- a/include/ttmlir/Dialect/TTIR/IR/TTIROps.td
+++ b/include/ttmlir/Dialect/TTIR/IR/TTIROps.td
@@ -1169,9 +1169,17 @@ def TTIR_MatmulOp : TTIR_DPSOp<"matmul"> {
 // ANCHOR_END: adding_an_op_matmul_ttir
 
 def TTIR_PermuteOp : TTIR_DPSOp<"permute"> {
-    let summary = "Permute op.";
+    let summary = "Permute operation.";
     let description = [{
-      Permute tensor.
+      Permute input tensor dimensions.
+
+      Attributes:
+        - `permutation` array<i64>: The permutation of the input tensor dimensions.
+
+      Example:
+      %a = tensor.empty() : () -> tensor<2x3x4xi32>
+      %output = tensor.empty() : () -> tensor<3x4x2xi32>
+      %0 = "ttir.permute"(%a, %output) {permutation = array<i64: 1, 2, 0>} : (tensor<2x3x4xi32>, tensor<3x4x2xi32>) -> tensor<3x4x2xi32>
     }];
 
     let arguments = (ins AnyRankedTensor:$input,
diff --git a/include/ttmlir/Dialect/TTNN/IR/TTNNOps.td b/include/ttmlir/Dialect/TTNN/IR/TTNNOps.td
index 876f8c349..ef1808ab0 100644
--- a/include/ttmlir/Dialect/TTNN/IR/TTNNOps.td
+++ b/include/ttmlir/Dialect/TTNN/IR/TTNNOps.td
@@ -916,9 +916,16 @@ def TTNN_ReduceScatterOp: TTNN_Op<"reduce_scatter"> {
 }
 
 def TTNN_PermuteOp : TTNN_Op<"permute"> {
-    let summary = "Permute op.";
+    let summary = "Permute operation.";
     let description = [{
-      Permute tensor.
+      Permute input tensor dimensions.
+
+      Attributes:
+        - `permutation` array<i64>: The permutation of the input tensor dimensions.
+
+      Example:
+      %a = tensor.empty() : () -> tensor<2x3x4xi32>
+      %0 = "ttir.permute"(%a) {permutation = array<i64: 1, 2, 0>} : (tensor<2x3x4xi32>) -> tensor<3x4x2xi32>
     }];
 
     let arguments = (ins AnyRankedTensor:$input,
diff --git a/lib/Target/TTNN/TTNNToFlatbuffer.cpp b/lib/Target/TTNN/TTNNToFlatbuffer.cpp
index 04357033d..3857f5950 100644
--- a/lib/Target/TTNN/TTNNToFlatbuffer.cpp
+++ b/lib/Target/TTNN/TTNNToFlatbuffer.cpp
@@ -34,8 +34,6 @@
 #include "llvm/Support/raw_ostream.h"
 
 #include <cassert>
-#include <fstream>
-#include <mlir/Support/LLVM.h>
 #include <optional>
 
 namespace mlir::tt {
diff --git a/test/ttmlir/Dialect/TTIR/permute/permute_tests_negative.mlir b/test/ttmlir/Dialect/TTIR/permute/permute_tests_negative.mlir
index d000b5161..8a7529936 100644
--- a/test/ttmlir/Dialect/TTIR/permute/permute_tests_negative.mlir
+++ b/test/ttmlir/Dialect/TTIR/permute/permute_tests_negative.mlir
@@ -15,7 +15,7 @@ module {
 // -----
 #any_device = #tt.operand_constraint<dram|l1|scalar|tile|any_device|any_device_tile>
 module {
-  func.func @permute_non_valid_permutation(%arg0: tensor<16x32x64xbf16>) -> tensor<16x32x64xbf16> {
+  func.func @permute_subset_permutation(%arg0: tensor<16x32x64xbf16>) -> tensor<16x32x64xbf16> {
     // CHECK: error: 'ttir.permute' op Expected a permutation of {k | 0 <= k < 3} got (0, 1)
     %0 = tensor.empty() : tensor<16x32x64xbf16>
     %1 = "ttir.permute"(%arg0, %0) <{operand_constraints = [#any_device, #any_device], permutation = array<i64: 0, 1>}> : (tensor<16x32x64xbf16>, tensor<16x32x64xbf16>) -> tensor<16x32x64xbf16>
@@ -27,7 +27,7 @@ module {
 // -----
 #any_device = #tt.operand_constraint<dram|l1|scalar|tile|any_device|any_device_tile>
 module {
-  func.func @permute_non_valid_permutation(%arg0: tensor<16x32x64xbf16>) -> tensor<16x32x64xbf16> {
+  func.func @permute_non_valid_shape(%arg0: tensor<16x32x64xbf16>) -> tensor<16x32x64xbf16> {
     // CHECK: error: 'ttir.permute' op Expected result shape (16, 64, 32), got (16, 32, 64)
     %0 = tensor.empty() : tensor<16x32x64xbf16>
     %1 = "ttir.permute"(%arg0, %0) <{operand_constraints = [#any_device, #any_device], permutation = array<i64: 0, 2, 1>}> : (tensor<16x32x64xbf16>, tensor<16x32x64xbf16>) -> tensor<16x32x64xbf16>
diff --git a/test/ttmlir/Dialect/TTNN/permute/permute_tests_negative.mlir b/test/ttmlir/Dialect/TTNN/permute/permute_tests_negative.mlir
index 6838d1664..c0dfba63a 100644
--- a/test/ttmlir/Dialect/TTNN/permute/permute_tests_negative.mlir
+++ b/test/ttmlir/Dialect/TTNN/permute/permute_tests_negative.mlir
@@ -14,7 +14,7 @@ module {
 // -----
 #any_device = #tt.operand_constraint<dram|l1|scalar|tile|any_device|any_device_tile>
 module {
-  func.func @permute_non_valid_permutation(%arg0: tensor<16x32x64xbf16>) -> tensor<16x32x64xbf16> {
+  func.func @permute_subset_permutation(%arg0: tensor<16x32x64xbf16>) -> tensor<16x32x64xbf16> {
     // CHECK: error: 'ttnn.permute' op Expected a permutation of {k | 0 <= k < 3} got (0, 1)
     %0 = "ttnn.permute"(%arg0) <{permutation = array<i64: 0, 1>}> : (tensor<16x32x64xbf16>) -> tensor<16x32x64xbf16>
     return %0 : tensor<16x32x64xbf16>
@@ -25,7 +25,7 @@ module {
 // -----
 #any_device = #tt.operand_constraint<dram|l1|scalar|tile|any_device|any_device_tile>
 module {
-  func.func @permute_non_valid_permutation(%arg0: tensor<16x32x64xbf16>) -> tensor<16x32x64xbf16> {
+  func.func @permute_non_valid_shape(%arg0: tensor<16x32x64xbf16>) -> tensor<16x32x64xbf16> {
     // CHECK: error: 'ttnn.permute' op Expected result shape (16, 64, 32), got (16, 32, 64)
     %0 = "ttnn.permute"(%arg0) <{permutation = array<i64: 0, 2, 1>}> : (tensor<16x32x64xbf16>) -> tensor<16x32x64xbf16>
     return %0 : tensor<16x32x64xbf16>
diff --git a/test/ttmlir/Dialect/TTNN/permute/simple_permute.mlir b/test/ttmlir/Dialect/TTNN/permute/simple_permute.mlir
index 81ba6f483..bf514edb8 100644
--- a/test/ttmlir/Dialect/TTNN/permute/simple_permute.mlir
+++ b/test/ttmlir/Dialect/TTNN/permute/simple_permute.mlir
@@ -1,7 +1,7 @@
 // RUN: ttmlir-opt --ttir-to-ttnn-backend-pipeline %s | FileCheck %s
 #any_device = #tt.operand_constraint<dram|l1|scalar|tile|any_device|any_device_tile>
 module {
-  func.func @forward(%arg0: tensor<1x4x32x64xf32>) -> tensor<4x32x64x1xf32> {
+  func.func @permute(%arg0: tensor<1x4x32x64xf32>) -> tensor<4x32x64x1xf32> {
     %0 = tensor.empty() : tensor<4x32x64x1xf32>
     // CHECK: "ttnn.permute"
     // CHECK-SAME: permutation = array<i64: 1, 2, 3, 0>