diff --git a/src/common/module_builder.cc b/src/common/module_builder.cc
index 55cb112..17412c7 100644
--- a/src/common/module_builder.cc
+++ b/src/common/module_builder.cc
@@ -12,6 +12,10 @@
 // loguru includes
 #include "loguru/loguru.hpp"
 
+// llvm includes
+#include "llvm/Support/Casting.h"
+#include "llvm/Support/LogicalResult.h"
+
 // llvm mlir includes
 #include "mlir/Dialect/Arith/IR/Arith.h"
 #include "mlir/Dialect/Func/Extensions/AllExtensions.h"
@@ -28,10 +32,12 @@
 #include "stablehlo/dialect/Register.h"
 #include "stablehlo/dialect/Version.h"
 #include "stablehlo/transforms/Passes.h"
+#include "ttmlir/Dialect/TT/IR/TTOpsTypes.h"
 
 // tt-mlir includes
 #define TTMLIR_ENABLE_STABLEHLO
 #include "tt/runtime/runtime.h"
+#include "ttmlir/Conversion/StableHLOToTTIR/ShardingUtils.h"
 #include "ttmlir/Conversion/StableHLOToTTIR/StableHLOToTTIR.h"
 #include "ttmlir/Dialect/TTIR/Pipelines/TTIRPipelines.h"
 #include "ttmlir/Dialect/TTIR/Transforms/Passes.h"
@@ -82,6 +88,7 @@ tt_pjrt_status ModuleBuilder::buildModule(const std::string_view &code,
     return m_status;
   }
 
+  collectInputShardings(mlir_module);
   collectOutputTypes(mlir_module);
 
   convertFromSHLOToTTIR(mlir_module);
@@ -134,6 +141,60 @@ void ModuleBuilder::convertFromVHLOToSHLO(
   printModule(mlir_module);
 }
 
+mlir::LogicalResult ModuleBuilder::fillMeshShardingFromGSPMDString(
+    mlir::StringAttr shardingStr,
+    mlir::tt::sharding_utils::MeshSharding &meshSharding) {
+  auto error =
+      meshSharding.convertGSPMDShardingToMeshSharding(shardingStr.getValue());
+  if (auto e = error.takeError()) {
+    DLOG_F(ERROR, "Failed to convert sharding attribute to mesh sharding");
+    return llvm::LogicalResult::failure();
+  }
+  return llvm::LogicalResult::success();
+}
+
+void ModuleBuilder::collectInputShardings(
+    const mlir::OwningOpRef<mlir::ModuleOp> &module) {
+  DLOG_F(LOG_DEBUG, "ModuleBuilder::collectInputShardings");
+  m_input_shardings.clear();
+
+  module.get().walk([&](mlir::Operation *op) {
+    mlir::func::FuncOp funcOp = mlir::dyn_cast<mlir::func::FuncOp>(op);
+    mlir::ModuleOp moduleOp = mlir::dyn_cast<mlir::ModuleOp>(op);
+
+    if (!funcOp) {
+      return;
+    }
+    if (!funcOp.isPublic()) {
+      return;
+    }
+    for (mlir::BlockArgument argument : funcOp.getArguments()) {
+
+      mlir::tt::sharding_utils::MeshSharding meshSharding;
+
+      for (unsigned i = 0; i < funcOp.getNumArguments(); ++i) {
+        mlir::BlockArgument argument = funcOp.getArgument(i);
+
+        auto shardingAttr = llvm::dyn_cast_if_present<mlir::StringAttr>(
+            funcOp.getArgAttr(i, mlir::tt::sharding_utils::kXlaShardingAttr));
+        if (!shardingAttr) {
+          continue;
+        }
+
+        mlir::LogicalResult conversionResult =
+            fillMeshShardingFromGSPMDString(shardingAttr, meshSharding);
+
+        if (conversionResult.failed()) {
+          m_status = tt_pjrt_status::kInternal;
+          return;
+        }
+        break;
+      }
+      m_input_shardings.push_back(meshSharding);
+    }
+  });
+}
+
 void ModuleBuilder::collectOutputTypes(
     const mlir::OwningOpRef<mlir::ModuleOp> &module) {
   DLOG_F(LOG_DEBUG, "ModuleBuilder::collectOutputTypes");
diff --git a/src/common/module_builder.h b/src/common/module_builder.h
index 548cc32..99fe04e 100644
--- a/src/common/module_builder.h
+++ b/src/common/module_builder.h
@@ -18,6 +18,9 @@
 // tt-mlir includes
 #include "tt/runtime/types.h"
 
+#define TTMLIR_ENABLE_STABLEHLO
+#include "ttmlir/Conversion/StableHLOToTTIR/ShardingUtils.h"
+
 // tt-xla includes
 #include "status.h"
 
@@ -36,6 +39,11 @@ class ModuleBuilder {
     return m_is_output_scalar;
   };
 
+  const std::vector<mlir::tt::sharding_utils::MeshSharding> &
+  getInputShardings() const {
+    return m_input_shardings;
+  }
+
   // This needs to return the number of addressable devices from the StableHLO
   // code. Currently hardcoded to one, as we only support one-chip execution.
   size_t getNumAddressableDevices() const { return 1; }
@@ -52,6 +60,10 @@ class ModuleBuilder {
   // scalar or not.
   void collectOutputTypes(const mlir::OwningOpRef<mlir::ModuleOp> &module);
 
+  // Fills up the m_input_shardings array with information about the sharding of
+  // specifc inputs.
+  void collectInputShardings(const mlir::OwningOpRef<mlir::ModuleOp> &module);
+
   // Converts StableHLO module to TTIR module.
   void convertFromSHLOToTTIR(mlir::OwningOpRef<mlir::ModuleOp> &mlir_module);
 
@@ -68,6 +80,12 @@ class ModuleBuilder {
   // Checks if a particular type is scalar.
   bool isScalarType(mlir::Type type);
 
+  // Fills up a mlir::tt::sharding_utils::MeshSharding object with the
+  // information froma  StringAttribute representing GSPMD sharding.
+  mlir::LogicalResult fillMeshShardingFromGSPMDString(
+      mlir::StringAttr shardingStr,
+      mlir::tt::sharding_utils::MeshSharding &meshSharding);
+
   // MLIR context handle.
   std::unique_ptr<mlir::MLIRContext> m_context;
 
@@ -79,6 +97,9 @@ class ModuleBuilder {
 
   // For every output, holds if the type is a scalar or not.
   std::vector<bool> m_is_output_scalar;
+
+  // For every input, holds the sharding information.
+  std::vector<mlir::tt::sharding_utils::MeshSharding> m_input_shardings;
 };
 
 } // namespace tt::pjrt