[Tile Engine] Add benchmark for tile engine gemm. (#2193)

* initial commit -m benchmark

* only support profile

* fix

* fix doc

* add default config

* add ci

* fix cmake

* tmp save for gen blobs

* fix bug

* merge

* range config

* test success

* fix

* fix

* move struct

* remove config property

* fix config

* remove comment

* add cmake option & modify

* add changelog

* fix

* format

* add pydantic module to the docker image

* fix

* add benchmark for cold and warmp up

* python format

* add asm cache control

* fix README

* remove pydantic module

* modify changelog

* fix config

* recover benchmark_gemm and fix

* format python

* refactor profiler

* fix csv bug

* fix codegen bug

* add kernel instance object

* add benchmark gemm executable

* fix jenkins & delete extra header

* disable warning output & enable default config

* Disable sparsity for invalid warp tile combinations

* fix gemm host template func

* refactor gemm profiler

* filter out some inmstances

* default config test & fix codegen bug

* add sparse flag to gen more instances

---------

Co-authored-by: illsilin <Illia.Silin@amd.com>
Co-authored-by: khuagarw <khuagarw@amd.com>
Co-authored-by: Thomas Ning <Thomas.Ning@amd.com>

tile_engine/ops/gemm/configs/user_provided_config.json

@@ -0,0 +1,116 @@
+{
+  "problem": {
+    "layout_a": {
+      "values": [
+        "r"
+      ]
+    },
+    "layout_b": {
+      "values": [
+        "c"
+      ]
+    },
+    "layout_c": {
+      "values": [
+        "r"
+      ]
+    },
+    "datatype_a": {
+      "values": [
+        "fp16"
+      ]
+    },
+    "datatype_b": {
+      "values": [
+        "fp16"
+      ]
+    },
+    "datatype_c": {
+      "values": [
+        "fp16"
+      ]
+    }
+  },
+  "tile_config": {
+    "tile_m": {
+      "values": [
+        128
+      ]
+    },
+    "tile_n": {
+      "values": [
+        128
+      ]
+    },
+    "tile_k": {
+      "values": [
+        32
+      ]
+    },
+    "warp_m": {
+      "values": [
+        2
+      ]
+    },
+    "warp_n": {
+      "values": [
+        2
+      ]
+    },
+    "warp_k": {
+      "values": [
+        1
+      ]
+    },
+    "warp_tile_m": {
+      "values": [
+        32
+      ]
+    },
+    "warp_tile_n": {
+      "values": [
+        32
+      ]
+    },
+    "warp_tile_k": {
+      "values": [
+        16
+      ]
+    }
+  },
+  "trait_config": {
+    "pipeline": {
+      "values": [
+        "compv3",
+        "mem"
+      ]
+    },
+    "scheduler": {
+      "values": [
+        "intrawave",
+        "interwave"
+      ]
+    },
+    "epilogue": {
+      "values": [
+        "default",
+        "cshuffle"
+      ]
+    },
+    "pad_m": {
+      "values": [
+        false
+      ]
+    },
+    "pad_n": {
+      "values": [
+        false
+      ]
+    },
+    "pad_k": {
+      "values": [
+        false
+      ]
+    }
+  }
+}