[ET-VK] Clean up shader library and introduce some new conventions

Pull Request resolved: #3024

## Context

This changeset introduces some fairly mechnical improvements to the Vulkan compute graph shader library in order to introduce some new conventions.

**Note that backwards compatibility with existing shader authoring methods is preserved**.

### Only List `VALUE` in the `.yaml` files

Previously, to generate variants for a combination of vales, the YAML file will contain

```
    PACKING:
      - VALUE: CHANNELS_PACKED
        SUFFIX: C_packed
      - VALUE: WIDTH_PACKED
        SUFFIX: W_packed
      - VALUE: HEIGHT_PACKED
        SUFFIX: H_packed
```

however, the shader code generation script will use the `VALUE` as the `SUFFIX` if no `SUFFIX` is provided.

Therefore, only the below is needed:

```
    PACKING:
      - VALUE: C_packed
      - VALUE: W_packed
      - VALUE: H_packed
```

### Change indexing utility macros to lowercase

Indexing utility macros have been changed to lowercase, and the packing identifiers have been changed due to the change in YAML files.

The change to lowercase is to make calls to the macro read more like functions (and indeed they are typically used as functions) in order to help make the code more readable.

```
POS_TO_COORD_${PACKING} -> pos_to_coord_${PACKING}
```

### Use convention of defining macros in order to reduce Python code blocks usage

Previously python code blocks were used in the GLSL code itself in order to vary the shader between different settings. However, usage of Python code blocks negatively impact code readability. Therefore, this diff seeks to introduce a convention of defining macros near the top of the shader to reduce the usage of Python code blocks, i.e.

```
#define pos_to_coord pos_to_coord_${PACKING}
#define get_packed_dim get_packed_dim_${PACKING}
#define get_packed_stride get_packed_stride_${PACKING}
```

### Improve GLSL type definitions

Previously, the following Python code blocks were used to determine appropriate vectorized and scalar types:

```
${VEC4_T[DTYPE}} texel = ...
${T[DTYPE]} scalar = ...
```

This changeset replaces that with:

```

#define BUF_T ${buffer_scalar_type(DTYPE)}
#define VEC4_T ${texel_type(DTYPE)}
#define SCALAR_T ${texel_component_type(DTYPE)}

layout(set = 0, binding = 1) buffer  PRECISION restrict readonly Buffer {
  BUF_T data[];
}

buffer_in;
VEC4_T texel = ...
SCALAR_T scalar = ...
```

The main differences are as such:

* `buffer_scalar_type()` produces the same result as `T[DTYPE]`
* `texel_type()` is not determined from a mapping with `DTYPE`, but is determined indirectly based on the image format that is associated with the `DTYPE`.
* `texel_component_type()` is based on the result of `texel_type(DTYPE)`

Essentially, the mapping is more in-line with what happens in code.

The reason for this change is to enable FP16 support and is a bit complicated. Basically, we need a way to distinguish the scalar type used for buffer storage, vs the scalar type used to store a component of a vec4 type (hence `BUF_T` vs `SCALAR_T`). The reason this is required is that to support half-precision tensors, the buffer representation will use a 16-bit float type but textures will still extract to `vec4` (i.e. 4x34bit floats).
ghstack-source-id: 222551445

Differential Revision: [D56082461](https://our.internmc.facebook.com/intern/diff/D56082461/)

Author: SS-JIA

backends/vulkan/runtime/api/gen_vulkan_spv.py

@@ -34,22 +34,13 @@
 CPP_H_NAME = "spv.h"
 CPP_SRC_NAME = "spv.cpp"
 
+# Basic configuration settings for shaders
 DEFAULT_ENV: Dict[str, Any] = {
     "PRECISION": "highp",
-    "FLOAT_IMAGE_FORMAT": "rgba16f",
-    "INT_IMAGE_FORMAT": "rgba32i",
-    "UINT_IMAGE_FORMAT": "rgba32ui",
 }
 
-TYPES_ENV: Dict[str, Any] = {
-    "IMAGE_FORMAT": {
-        "float": "rgba32f",
-        "half": "rgba16f",
-        "int": "rgba32i",
-        "uint": "rgba32ui",
-        "int8": "rgba8i",
-        "uint8": "rgba8ui",
-    },
+# Establishes relationships between different tensor types and different GLSL types
+TYPE_MAPPINGS: Dict[str, Any] = {
     "IMAGE_T": {
         3: {
             "float": "image3D",
@@ -78,29 +69,74 @@
             "uint": "usampler2D",
         },
     },
-    "VEC4_T": {
-        "float": "vec4",
-        "half": "vec4",
-        "int": "ivec4",
-        "uint": "uvec4",
-        "int8": "vec4",
-        "uint8": "uvec4",
-    },
-    "T": {
-        "float": "float",
-        "half": "float",
-        "int": "int",
-        "uint": "uint",
-        "int8": "int",
-        "uint8": "uint8",
+    "IMAGE_FORMAT": {
+        "float": "rgba32f",
+        "half": "rgba16f",
+        "int": "rgba32i",
+        "uint": "rgba32ui",
+        "int8": "rgba8i",
+        "uint8": "rgba8ui",
     },
 }
 
-FUNCS_ENV: Dict[str, Any] = {
-    "GET_POS": {
+
+def define_variable(name: str) -> str:
+    if name in locals():
+        return f"#define {name} {locals()[name]}"
+    elif name in globals():
+        return f"#define {name} {globals()[name]}"
+    else:
+        raise RuntimeError(f"{name} is not defined")
+
+
+def get_buffer_scalar_type(dtype: str) -> str:
+    # TODO(ssjia): use float16_t for half types
+    if dtype == "half":
+        return "float"
+    # TODO(ssjia): use int8_t for int8 types
+    elif dtype[-1] == "8":
+        return dtype[:-1]
+
+    return dtype
+
+
+def get_texel_type(dtype: str) -> str:
+    image_format = TYPE_MAPPINGS["IMAGE_FORMAT"][dtype]
+    if image_format[-1] == "f":
+        return "vec4"
+    elif image_format[-2] == "ui":
+        return "uvec4"
+    elif image_format[-1] == "i":
+        return "ivec4"
+    raise AssertionError(f"Invalid image format: {image_format}")
+
+
+def get_gvec_type(dtype: str, n: int) -> str:
+    gvec4_type = get_texel_type(dtype)
+    return gvec4_type[:-1] + str(n)
+
+
+def get_texel_component_type(dtype: str) -> str:
+    vec4_type = get_texel_type(dtype)
+    if vec4_type[:3] == "vec":
+        return "float"
+    elif vec4_type[:4] == "ivec":
+        return "int"
+    elif vec4_type[:4] == "uvec":
+        return "uint"
+    raise AssertionError(f"Invalid vec4 type: {vec4_type}")
+
+
+UTILITY_FNS: Dict[str, Any] = {
+    "macro_define": define_variable,
+    "get_pos": {
         3: lambda pos: pos,
         2: lambda pos: f"{pos}.xy",
-    }
+    },
+    "buffer_scalar_type": get_buffer_scalar_type,
+    "texel_type": get_texel_type,
+    "gvec_type": get_gvec_type,
+    "texel_component_type": get_texel_component_type,
 }
 
 
@@ -376,26 +412,6 @@ def create_shader_params(
         for key, value in variant_params.items():
             shader_params[key] = value
 
-        shader_dtype = shader_params.get("DTYPE", "float")
-
-        if shader_dtype == "int":
-            shader_params["FORMAT"] = self.env["INT_IMAGE_FORMAT"]
-        elif shader_dtype == "uint":
-            shader_params["FORMAT"] = self.env["UINT_IMAGE_FORMAT"]
-        elif shader_dtype == "int32":
-            shader_params["FORMAT"] = "rgba32i"
-        elif shader_dtype == "uint32":
-            shader_params["FORMAT"] = "rgba32ui"
-        elif shader_dtype == "int8":
-            shader_params["FORMAT"] = "rgba8i"
-        elif shader_dtype == "uint8":
-            shader_params["FORMAT"] = "rgba8ui"
-        elif shader_dtype == "float32":
-            shader_params["FORMAT"] = "rgba32f"
-        # Assume float by default
-        else:
-            shader_params["FORMAT"] = self.env["FLOAT_IMAGE_FORMAT"]
-
         return shader_params
 
     def constructOutputMap(self) -> None:
@@ -732,9 +748,9 @@ def main(argv: List[str]) -> int:
     )
     options = parser.parse_args()
 
-    DEFAULT_ENV.update(TYPES_ENV)
-    DEFAULT_ENV.update(FUNCS_ENV)
     env = DEFAULT_ENV
+    env.update(TYPE_MAPPINGS)
+    env.update(UTILITY_FNS)
 
     for key, value in parse_arg_env(options.env).items():
         env[key] = value

backends/vulkan/runtime/graph/ops/glsl/binary_op.glsl

@@ -8,12 +8,17 @@
 
 #version 450 core
 
-#include "broadcasting_utils.h"
-#include "indexing_utils.h"
-
 #define PRECISION ${PRECISION}
 
-#define OP(X, Y, A) ${OPERATOR}
+#define VEC4_T ${texel_type(DTYPE)}
+
+#define to_tensor_idx to_tensor_idx_${PACKING}
+#define to_texture_pos to_texture_pos_${PACKING}
+
+#define op(X, Y, A) ${OPERATOR}
+
+#include "broadcasting_utils.h"
+#include "indexing_utils.h"
 
 layout(std430) buffer;
 
@@ -50,22 +55,22 @@ layout(local_size_x_id = 0, local_size_y_id = 1, local_size_z_id = 2) in;
 
 void main() {
   const ivec3 pos = ivec3(gl_GlobalInvocationID);
-  const ivec4 coord = POS_TO_COORD_${PACKING}(pos, out_sizes.data);
+  const ivec4 idx = to_tensor_idx(pos, out_sizes.data);
 
-  if (any(greaterThanEqual(coord, out_sizes.data))) {
+  if (any(greaterThanEqual(idx, out_sizes.data))) {
     return;
   }
 
-  ivec4 in_coord = out_coord_to_in_coord(coord, in_sizes.data);
-  ${VEC4_T[DTYPE]} in_texel = ${VEC4_T[DTYPE]}(texelFetch(
+  ivec4 in_idx = broadcast_indices(idx, in_sizes.data);
+  VEC4_T in_texel = VEC4_T(texelFetch(
     image_in,
-    COORD_TO_POS_${PACKING}(in_coord, in_sizes.data),
+    to_texture_pos(in_idx, in_sizes.data),
     0));
 
-  ivec4 other_coord = out_coord_to_in_coord(coord, other_sizes.data);
-  ${VEC4_T[DTYPE]} other_texel = ${VEC4_T[DTYPE]}(texelFetch(
+  ivec4 other_idx = broadcast_indices(idx, other_sizes.data);
+  VEC4_T other_texel = VEC4_T(texelFetch(
     image_other,
-    COORD_TO_POS_${PACKING}(other_coord, other_sizes.data),
+    to_texture_pos(other_idx, other_sizes.data),
     0));
 
   // Check boolean broadcast flags; we use ivec2 instead of bvec2 for alignment.
@@ -76,5 +81,5 @@ void main() {
     other_texel = other_texel.xxxx;
   }
 
-  imageStore(image_out, pos, ${VEC4_T[DTYPE]}(OP(in_texel, other_texel, alpha.data)));
+  imageStore(image_out, pos, VEC4_T(op(in_texel, other_texel, alpha.data)));
 }

backends/vulkan/runtime/graph/ops/glsl/binary_op.yaml

@@ -9,22 +9,16 @@ binary_op:
     OPERATOR: X + A * Y
     NDIM: 3
     DTYPE: float
-    PACKING: CHANNELS_PACKED
+    PACKING: C_packed
   generate_variant_forall:
     PACKING:
-      - VALUE: CHANNELS_PACKED
-        SUFFIX: C_packed
-      - VALUE: WIDTH_PACKED
-        SUFFIX: W_packed
-      - VALUE: HEIGHT_PACKED
-        SUFFIX: H_packed
+      - VALUE: C_packed
+      - VALUE: W_packed
+      - VALUE: H_packed
     DTYPE:
       - VALUE: half
-        SUFFIX: half
       - VALUE: float
-        SUFFIX: float
       - VALUE: int
-        SUFFIX: int
   shader_variants:
     - NAME: binary_add
     - NAME: binary_sub

backends/vulkan/runtime/graph/ops/glsl/broadcasting_utils.h

@@ -6,12 +6,12 @@
  * LICENSE file in the root directory of this source tree.
  */
 
-ivec4 out_coord_to_in_coord(const ivec4 out_coord, const ivec4 in_sizes) {
-  ivec4 in_coord = out_coord;
+ivec4 broadcast_indices(const ivec4 out_idx, const ivec4 in_sizes) {
+  ivec4 in_idx = out_idx;
   for (int i = 0; i < 4; ++i) {
-    if (out_coord[i] >= in_sizes[i]) {
-      in_coord[i] = 0;
+    if (out_idx[i] >= in_sizes[i]) {
+      in_idx[i] = 0;
     }
   }
-  return in_coord;
+  return in_idx;
 }

backends/vulkan/runtime/graph/ops/glsl/conv2d.glsl

@@ -10,6 +10,8 @@
 
 #define PRECISION ${PRECISION}
 
+#define VEC4_T ${texel_type(DTYPE)}
+
 #include "indexing_utils.h"
 
 layout(std430) buffer;
@@ -78,12 +80,12 @@ void main() {
   kstart.y += pos.z * params.kernel_size.y;
 
   // Perform the convolution by iterating over the overlay region.
-  ${VEC4_T[DTYPE]} sum = texelFetch(bias_in, ivec2(pos.z, 0), 0);
+  VEC4_T sum = texelFetch(bias_in, ivec2(pos.z, 0), 0);
   const int ic4 = extra_params.in_group_size / 4;
   for (int z4 = 0; z4 < ic4; ++z4, kstart.x += params.kernel_size.x * 4) {
     for (int y = start.y, ky = kstart.y; y < end.y; y += params.dilation.y, ++ky) {
       for (int x = start.x, kx = kstart.x; x < end.x; x += params.dilation.x, kx += 4) {
-        const ${VEC4_T[DTYPE]} in_texel = texelFetch(image_in, ivec3(x, y, z4), 0);
+        const VEC4_T in_texel = texelFetch(image_in, ivec3(x, y, z4), 0);
         const ivec4 kxs = kx + ivec4(0, 1, 2, 3);
 
         // To explain the calculation below, the contents of in_texel and the

backends/vulkan/runtime/graph/ops/glsl/conv2d.yaml

@@ -11,8 +11,6 @@ conv2d:
   generate_variant_forall:
     DTYPE:
       - VALUE: half
-        SUFFIX: half
       - VALUE: float
-        SUFFIX: float
   shader_variants:
     - NAME: conv2d

backends/vulkan/runtime/graph/ops/glsl/conv2d_dw.glsl

@@ -10,6 +10,8 @@
 
 #define PRECISION ${PRECISION}
 
+#define VEC4_T ${texel_type(DTYPE)}
+
 #include "indexing_utils.h"
 
 layout(std430) buffer;
@@ -66,14 +68,14 @@ void main() {
   const ivec2 start = ipos;
   const ivec2 end = ipos + extra_params.overlay_region.xy;
 
-  ${VEC4_T[DTYPE]} sum = texelFetch(bias_in, ivec2(pos.z, 0), 0);
+  VEC4_T sum = texelFetch(bias_in, ivec2(pos.z, 0), 0);
   int kx = 0;
   for (int y = start.y; y < end.y; y += params.dilation.y) {
     for (int x = start.x; x < end.x; x += params.dilation.x) {
       // The weight kernel was rearranged such that every NxN filter is
       // flattened to fit in one row. Each filter was then stacked on top of
       // each other vertically.
-      const ${VEC4_T[DTYPE]} in_texel = texelFetch(image_in, ivec3(x, y, pos.z), 0);
+      const VEC4_T in_texel = texelFetch(image_in, ivec3(x, y, pos.z), 0);
       sum = fma(in_texel, texelFetch(kernel_in, ivec2(kx, pos.z), 0), sum);
       ++kx;
     }

backends/vulkan/runtime/graph/ops/glsl/conv2d_dw.yaml

@@ -11,8 +11,6 @@ conv2d_dw:
   generate_variant_forall:
     DTYPE:
       - VALUE: half
-        SUFFIX: half
       - VALUE: float
-        SUFFIX: float
   shader_variants:
     - NAME: conv2d_dw

backends/vulkan/runtime/graph/ops/glsl/conv2d_dw_output_tile.glsl

@@ -10,6 +10,8 @@
 
 #define PRECISION ${PRECISION}
 
+#define VEC4_T ${texel_type(DTYPE)}
+
 #include "indexing_utils.h"
 
 layout(std430) buffer;
@@ -66,7 +68,7 @@ void main() {
   const ivec2 start = ipos;
   const ivec2 end = ipos + extra_params.overlay_region.xy;
 
-  ${VEC4_T[DTYPE]} sum = texelFetch(bias_in, ivec2(pos.z, 0), 0);
+  VEC4_T sum = texelFetch(bias_in, ivec2(pos.z, 0), 0);
   int kx = 0;
   for (int y = start.y, i = 0; i < ${TILE_SIZE}; y += params.dilation.y, i++) {
     for (int x = start.x, j = 0; j < ${TILE_SIZE}; x += params.dilation.x, j++) {

backends/vulkan/runtime/graph/ops/glsl/conv2d_dw_output_tile.yaml

@@ -12,9 +12,7 @@ conv2d_dw_output_tile:
   generate_variant_forall:
     DTYPE:
       - VALUE: half
-        SUFFIX: half
       - VALUE: float
-        SUFFIX: float
   shader_variants:
     - NAME: conv2d_dw_output_tile_3x3
     - NAME: conv2d_dw_output_tile_5x5