Adding dispatcher architecture (#3300)

* WIP POC of dispatcher

* Dispatcher python workflow setup.

* Dispatcher cleanup and updates.

Further dispatcher cleanup and updates.

Build fixes

Improvements and python to CK example

Improvements to readme

* Fixes to python paths

* Cleaning up code

* Improving dispatcher support for different arch

Fixing typos

* Fix formatting errors

* Cleaning up examples

* Improving codegeneration

* Improving and fixing C++ examples

* Adding conv functionality (fwd,bwd,bwdw) and examples.

* Fixes based on feedback.

* Further fixes based on feedback.

* Adding stress test for autogeneration and autocorrection, and fixing preshuffle bug.

* Another round of improvements  based on feedback.

* Trimming out unnecessary code.

* Fixing the multi-D implementation.

* Using gpu verification for gemms and fixing convolutions tflops calculation.

* Fix counter usage issue and arch filtering per ops.

* Adding changelog and other fixes.

* Improve examples and resolve critical bugs.

* Reduce build time for python examples.

* Fixing minor bug.

* Fix compilation error.

* Improve installation instructions for dispatcher.

* Add docker based  installation instructions for dispatcher.

* Fixing arch-based filtering to match tile engine.

* Remove dead code and fix arch filtering.

* Minor bugfix.

* Updates after rebase.

* Trimming code.

* Fix copyright headers.

* Consolidate examples, cut down code.

* Minor fixes.

* Improving python examples.

* Update readmes.

* Remove conv functionality.

* Cleanup following conv removable.

dispatcher/python/README.md

@@ -0,0 +1,60 @@
+# CK Tile Dispatcher Python Utilities
+
+This directory contains Python utilities used by the dispatcher examples.
+
+## Contents
+
+- `ctypes_utils.py` - Core ctypes utilities for GEMM Python examples
+  - `KernelConfig` - Kernel configuration dataclass
+  - `setup_gemm_dispatcher()` - Setup dispatcher with auto-correction
+  - `cleanup_gemm()` - Cleanup dispatcher resources
+  - `GemmRunner` - GPU execution helper
+  - Auto-correction and validation utilities
+
+- `conv_utils.py` - Core utilities for Conv Python examples
+  - `ConvSignature`, `ConvAlgorithm` - Convolution configuration
+  - `ConvProblem` - Problem definition
+  - `GpuConvRunner` - GPU execution helper
+  - `EnhancedConvCodegenRunner` - Kernel codegen utilities
+
+## Usage
+
+### GEMM Examples
+
+The GEMM Python examples in `dispatcher/examples/gemm/python/` import:
+
+```python
+import sys
+from pathlib import Path
+sys.path.insert(0, str(Path(__file__).parent.parent.parent.parent / "python"))
+
+from ctypes_utils import (
+    KernelConfig,
+    setup_gemm_dispatcher,
+    cleanup_gemm,
+    GemmRunner,
+)
+```
+
+### Conv Examples
+
+The Conv Python examples in `dispatcher/examples/conv/python/` import:
+
+```python
+import sys
+from pathlib import Path
+sys.path.insert(0, str(Path(__file__).parent.parent.parent.parent / "python"))
+
+from conv_utils import (
+    ConvSignature,
+    ConvAlgorithm,
+    ConvProblem,
+    GpuConvRunner,
+)
+```
+
+## Requirements
+
+- Python 3.8+
+- NumPy
+- HIP runtime (for GPU execution)