diff --git a/include/ttmlir/Bindings/Python/Overrides.h b/include/ttmlir/Bindings/Python/Overrides.h
deleted file mode 100644
index 8c5604380..000000000
--- a/include/ttmlir/Bindings/Python/Overrides.h
+++ /dev/null
@@ -1,26 +0,0 @@
-// SPDX-FileCopyrightText: © 2024 Tenstorrent Inc.
-//
-// SPDX-License-Identifier: Apache-2.0
-
-#ifndef TTMLIR_BINDINGS_PYTHON_OVERRIDES_H
-#define TTMLIR_BINDINGS_PYTHON_OVERRIDES_H
-
-#include "mlir/Bindings/Python/PybindAdaptors.h"
-#include "mlir/InitAllDialects.h"
-#include "mlir/InitAllPasses.h"
-#include "mlir/Parser/Parser.h"
-#include "ttmlir-c/Dialects.h"
-#include "ttmlir/Dialect/TT/IR/TT.h"
-#include "ttmlir/Dialect/TTIR/IR/TTIR.h"
-#include "ttmlir/Dialect/TTIR/Transforms/Passes.h"
-#include <cstdint>
-#include <string>
-#include <unordered_map>
-
-namespace py = pybind11;
-
-namespace mlir::ttmlir::python {
-void populateOverridesModule(py::module &m);
-} // namespace mlir::ttmlir::python
-
-#endif // TTMLIR_BINDINGS_PYTHON_OVERRIDES_H
diff --git a/include/ttmlir/Bindings/Python/TTMLIRModule.h b/include/ttmlir/Bindings/Python/TTMLIRModule.h
index ed93109ce..ca5f758a5 100644
--- a/include/ttmlir/Bindings/Python/TTMLIRModule.h
+++ b/include/ttmlir/Bindings/Python/TTMLIRModule.h
@@ -5,19 +5,27 @@
 #ifndef TTMLIR_BINDINGS_PYTHON_TTMLIRMODULE_H
 #define TTMLIR_BINDINGS_PYTHON_TTMLIRMODULE_H
 
+#include "mlir-c/Bindings/Python/Interop.h"
 #include "mlir/Bindings/Python/PybindAdaptors.h"
+#include "mlir/CAPI/IR.h"
 #include "mlir/InitAllDialects.h"
 #include "mlir/InitAllPasses.h"
 #include "ttmlir-c/Dialects.h"
 #include "ttmlir/Dialect/TT/IR/TT.h"
 #include "ttmlir/Dialect/TTIR/IR/TTIR.h"
 #include "ttmlir/Dialect/TTIR/Transforms/Passes.h"
+#include "ttmlir/Dialect/TTNN/Pipelines/Passes.h"
+#include "ttmlir/Dialect/TTNN/Transforms/Passes.h"
+#include "ttmlir/Dialect/TTNN/Transforms/TTNNToCpp.h"
+#include "ttmlir/RegisterAll.h"
 
 namespace py = pybind11;
 
 namespace mlir::ttmlir::python {
 void populateTTModule(py::module &m);
 void populateTTKernelModule(py::module &m);
+void populateOverridesModule(py::module &m);
+void populatePassesModule(py::module &m);
 } // namespace mlir::ttmlir::python
 
 #endif // TTMLIR_BINDINGS_PYTHON_TTMLIRMODULE_H
diff --git a/python/CMakeLists.txt b/python/CMakeLists.txt
index 999a2e5d0..ca34abf65 100644
--- a/python/CMakeLists.txt
+++ b/python/CMakeLists.txt
@@ -6,6 +6,10 @@ set(TTMLIR_PYTHON_ROOT_DIR "${CMAKE_CURRENT_SOURCE_DIR}/ttmlir")
 
 add_compile_definitions("MLIR_PYTHON_PACKAGE_PREFIX=ttmlir.")
 
+get_property(dialect_libs GLOBAL PROPERTY MLIR_DIALECT_LIBS)
+get_property(conversion_libs GLOBAL PROPERTY MLIR_CONVERSION_LIBS)
+get_property(translation_libs GLOBAL PROPERTY MLIR_TRANSLATION_LIBS)
+
 declare_mlir_python_sources(TTMLIRPythonSources)
 declare_mlir_python_sources(TTMLIRPythonExtensions)
 
@@ -40,6 +44,18 @@ declare_mlir_dialect_python_bindings(
   DIALECT_NAME ttkernel
 )
 
+declare_mlir_python_sources(TTMLIRPythonSources.Overrides
+  ROOT_DIR "${TTMLIR_PYTHON_ROOT_DIR}"
+  ADD_TO_PARENT TTMLIRPythonSources
+  SOURCES overrides.py
+)
+
+declare_mlir_python_sources(TTMLIRPythonSources.Passes
+  ROOT_DIR "${TTMLIR_PYTHON_ROOT_DIR}"
+  ADD_TO_PARENT TTMLIRPythonSources
+  SOURCES passes.py
+)
+
 declare_mlir_python_extension(TTMLIRPythonExtensions.Main
   MODULE_NAME _ttmlir
   ADD_TO_PARENT TTMLIRPythonExtensions
@@ -48,11 +64,17 @@ declare_mlir_python_extension(TTMLIRPythonExtensions.Main
     TTModule.cpp
     TTKernelModule.cpp
     Overrides.cpp
+    Passes.cpp
   EMBED_CAPI_LINK_LIBS
     MLIRCAPITransforms
     TTMLIRCAPI
   PRIVATE_LINK_LIBS
     LLVMSupport
+    ${dialect_libs}
+    ${conversion_libs}
+    ${translation_libs}
+    MLIR
+    TTMLIRStatic
 )
 
 set(TTMLIR_PYTHON_SOURCES
diff --git a/python/Overrides.cpp b/python/Overrides.cpp
index c70f6270f..b4aa1623f 100644
--- a/python/Overrides.cpp
+++ b/python/Overrides.cpp
@@ -2,7 +2,7 @@
 //
 // SPDX-License-Identifier: Apache-2.0
 
-#include "ttmlir/Bindings/Python/Overrides.h"
+#include "ttmlir/Bindings/Python/TTMLIRModule.h"
 
 namespace mlir::ttmlir::python {
 
diff --git a/python/Passes.cpp b/python/Passes.cpp
new file mode 100644
index 000000000..a8964b7df
--- /dev/null
+++ b/python/Passes.cpp
@@ -0,0 +1,54 @@
+// SPDX-FileCopyrightText: (c) 2024 Tenstorrent AI ULC
+//
+// SPDX-License-Identifier: Apache-2.0
+
+#include "mlir/InitAllTranslations.h"
+#include "ttmlir/Bindings/Python/TTMLIRModule.h"
+#include "ttmlir/RegisterAll.h"
+#include "ttmlir/Target/TTNN/TTNNToFlatbuffer.h"
+
+PYBIND11_MAKE_OPAQUE(std::shared_ptr<void>);
+
+namespace mlir::ttmlir::python {
+
+void populatePassesModule(py::module &m) {
+  // When populating passes, need to first register them
+
+  mlir::tt::registerAllPasses();
+  mlir::registerAllTranslations();
+
+  m.def("ttir_to_ttnn_backend_pipeline", [](MlirModule module) {
+    mlir::Operation *moduleOp = unwrap(mlirModuleGetOperation(module));
+    mlir::PassManager pm(moduleOp->getName());
+
+    mlir::DialectRegistry registry;
+    mlir::tt::registerAllDialects(registry);
+    mlir::MLIRContext *ctx = unwrap(mlirModuleGetContext(module));
+    ctx->appendDialectRegistry(registry);
+
+    const auto pipeline =
+        mlir::PassPipelineInfo::lookup("ttir-to-ttnn-backend-pipeline");
+
+    std::string options = "";
+
+    mlir::function_ref<mlir::LogicalResult(const llvm::Twine &)> err_handler =
+        [](const llvm::Twine &loc) { return mlir::failure(); };
+
+    if (mlir::failed(pipeline->addToPipeline(pm, options, err_handler))) {
+      throw std::runtime_error("Failed to add pipeline to pass manager");
+    }
+
+    if (mlir::failed(pm.run(moduleOp))) {
+      throw std::runtime_error("Failed to run pass manager");
+    }
+  });
+
+  py::class_<std::shared_ptr<void>>(m, "SharedVoidPtr")
+      .def(py::init<>())
+      .def("from_ttnn", [](std::shared_ptr<void> data, MlirModule module) {
+        mlir::Operation *moduleOp = unwrap(mlirModuleGetOperation(module));
+        data = mlir::tt::ttnn::ttnnToFlatbuffer(moduleOp);
+      });
+}
+
+} // namespace mlir::ttmlir::python
diff --git a/python/TTMLIRModule.cpp b/python/TTMLIRModule.cpp
index 0aa31452e..d9f62ae7b 100644
--- a/python/TTMLIRModule.cpp
+++ b/python/TTMLIRModule.cpp
@@ -3,7 +3,6 @@
 // SPDX-License-Identifier: Apache-2.0
 
 #include "ttmlir/Bindings/Python/TTMLIRModule.h"
-#include "ttmlir/Bindings/Python/Overrides.h"
 
 PYBIND11_MODULE(_ttmlir, m) {
   m.doc() = "ttmlir main python extension";
@@ -29,6 +28,9 @@ PYBIND11_MODULE(_ttmlir, m) {
   mlir::ttmlir::python::populateTTModule(tt_ir);
   auto ttkernel_ir = m.def_submodule("ttkernel_ir", "TTKernel IR Bindings");
   mlir::ttmlir::python::populateTTKernelModule(ttkernel_ir);
-  auto overrides_ = m.def_submodule("overrides", "Python-Bound Overrides");
-  mlir::ttmlir::python::populateOverridesModule(overrides_);
+  auto overrides = m.def_submodule("overrides", "Python-Bound Overrides");
+  mlir::ttmlir::python::populateOverridesModule(overrides);
+  auto passes =
+      m.def_submodule("passes", "Python-Bound Passes & Transformations");
+  mlir::ttmlir::python::populatePassesModule(passes);
 }
diff --git a/python/ttmlir/dialects/ttir.py b/python/ttmlir/dialects/ttir.py
index 023d159c0..335f276d4 100644
--- a/python/ttmlir/dialects/ttir.py
+++ b/python/ttmlir/dialects/ttir.py
@@ -4,4 +4,3 @@
 
 from ._ttir_ops_gen import *
 from .._mlir_libs._ttmlir import register_dialect
-from .._mlir_libs._ttmlir import overrides
diff --git a/python/ttmlir/overrides.py b/python/ttmlir/overrides.py
new file mode 100644
index 000000000..fe6a90c80
--- /dev/null
+++ b/python/ttmlir/overrides.py
@@ -0,0 +1,5 @@
+# SPDX-FileCopyrightText: (c) 2024 Tenstorrent AI ULC
+#
+# SPDX-License-Identifier: Apache-2.0
+
+from ._mlir_libs._ttmlir import overrides
diff --git a/python/ttmlir/passes.py b/python/ttmlir/passes.py
new file mode 100644
index 000000000..0e447a9bf
--- /dev/null
+++ b/python/ttmlir/passes.py
@@ -0,0 +1,5 @@
+# SPDX-FileCopyrightText: (c) 2024 Tenstorrent AI ULC
+#
+# SPDX-License-Identifier: Apache-2.0
+
+from ._mlir_libs._ttmlir import passes