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-rw-r--r--ggml_vk_generate_shaders.py220
1 files changed, 0 insertions, 220 deletions
diff --git a/ggml_vk_generate_shaders.py b/ggml_vk_generate_shaders.py
deleted file mode 100644
index 38914eed..00000000
--- a/ggml_vk_generate_shaders.py
+++ /dev/null
@@ -1,220 +0,0 @@
-#!/usr/bin/env python
-
-import logging
-import argparse
-import asyncio
-import os
-from tempfile import gettempdir
-
-logger = logging.getLogger("ggml-vk-generate-shaders")
-
-GLSLC = "glslc"
-
-type_names = [
- "f32",
- "f16",
- "q4_0",
- "q4_1",
- "q5_0",
- "q5_1",
- "q8_0",
- "q2_k",
- "q3_k",
- "q4_k",
- "q5_k",
- "q6_k",
-]
-
-ASYNCIO_CONCURRENCY = 64
-
-input_dir = "vulkan-shaders"
-output_dir = gettempdir()
-
-lock = asyncio.Lock()
-shader_fnames = []
-
-
-async def string_to_spv(name, in_fname, defines, fp16=True):
- name = f"{name}{'_fp32' if not fp16 else ''}"
- out_fname = os.path.join(output_dir, f"{name}.spv")
-
- in_path = os.path.join(input_dir, in_fname)
-
- cmd = [GLSLC, "-fshader-stage=compute", "--target-env=vulkan1.2", "-O", in_path, "-o", out_fname]
-
- cmd.extend([f"-D{key}={value}" for key, value in defines.items()])
-
- proc = await asyncio.create_subprocess_exec(*cmd, stdout=asyncio.subprocess.PIPE, stderr=asyncio.subprocess.PIPE)
-
- stdout, stderr = await proc.communicate()
-
- stdout = stdout.decode()
- error = stderr.decode()
-
- if proc.returncode:
- cmd = " ".join(cmd)
- logger.error(f"cannot compile {name}\n\n{cmd}\n\n{error}")
- return
-
- async with lock:
- shader_fnames.append((name, out_fname))
-
-
-def matmul_shaders(tasks, fp16, matmul_id):
- if fp16:
- load_vec = "8"
- aligned_b_type_f32 = "mat2x4"
- aligned_b_type_f16 = "f16mat2x4"
- else:
- load_vec = "4"
- aligned_b_type_f32 = "vec4"
- aligned_b_type_f16 = "f16vec4"
-
- base_dict = {"FLOAT_TYPE": "float" if not fp16 else "float16_t"}
- shader_name = "matmul"
-
- if matmul_id:
- base_dict["MUL_MAT_ID"] = "1"
- shader_name = "matmul_id"
-
- if fp16:
- base_dict["FLOAT16"] = "1"
-
- # Shaders with f16 B_TYPE
- tasks.append(string_to_spv(f"{shader_name}_f32_f16", "mul_mm.comp", base_dict | {"DATA_A_F32": "1", "B_TYPE": "float16_t", "D_TYPE": "float"}, fp16))
- tasks.append(string_to_spv(f"{shader_name}_f32_f16_aligned", "mul_mm.comp", base_dict | {"DATA_A_F32": "1", "LOAD_VEC_A": load_vec, "LOAD_VEC_B": load_vec, "B_TYPE": aligned_b_type_f16, "D_TYPE": "float"}, fp16))
-
- tasks.append(string_to_spv(f"{shader_name}_f16", "mul_mm.comp", base_dict | {"DATA_A_F16": "1", "B_TYPE": "float16_t", "D_TYPE": "float"}, fp16))
- tasks.append(string_to_spv(f"{shader_name}_f16_aligned", "mul_mm.comp", base_dict | {"DATA_A_F16": "1", "LOAD_VEC_A": load_vec, "LOAD_VEC_B": load_vec, "B_TYPE": aligned_b_type_f16, "D_TYPE": "float"}, fp16))
-
- for tname in type_names:
- data_a_key = f"DATA_A_{tname.upper()}"
- load_vec_a = load_vec if tname in ("f32", "f16") else "2"
- tasks.append(string_to_spv(f"{shader_name}_{tname}_f32", "mul_mm.comp", base_dict | {data_a_key: "1", "B_TYPE": "float", "D_TYPE": "float"}, fp16))
- tasks.append(string_to_spv(f"{shader_name}_{tname}_f32_aligned", "mul_mm.comp", base_dict | {data_a_key: "2", "LOAD_VEC_A": load_vec_a, "LOAD_VEC_B": load_vec, "B_TYPE": aligned_b_type_f32, "D_TYPE": "float"}, fp16))
-
-
-async def main():
- logger.info("ggml_vulkan: Generating and compiling shaders to SPIR-V")
-
- tasks = []
-
- for fp16 in (False, True):
- # MUL_MAT
- matmul_shaders(tasks, fp16, False)
- # MUL_MAT_ID
- matmul_shaders(tasks, fp16, True)
-
- for tname in type_names:
- base_dict = {"FLOAT_TYPE": "float"}
-
- # mul mat vec
- data_a_key = f"DATA_A_{tname.upper()}"
- shader = f"mul_mat_vec_{tname}.comp" if tname.endswith("_k") else "mul_mat_vec.comp"
-
- tasks.append(string_to_spv(f"mul_mat_vec_{tname}_f32_f32", shader, base_dict | {data_a_key: "1", "B_TYPE": "float", "D_TYPE": "float"}))
- tasks.append(string_to_spv(f"mul_mat_vec_{tname}_f16_f32", shader, base_dict | {data_a_key: "1", "B_TYPE": "float16_t", "D_TYPE": "float"}))
-
- tasks.append(string_to_spv(f"mul_mat_vec_id_{tname}_f32", shader, base_dict | {"MUL_MAT_ID": "1", data_a_key: "1", "B_TYPE": "float", "D_TYPE": "float"}))
-
- # Dequant shaders
- if tname != "f16":
- tasks.append(string_to_spv(f"dequant_{tname}", f"dequant_{tname}.comp", base_dict | {data_a_key: "1", "D_TYPE": "float16_t"}))
-
- # get_rows
- if not tname.endswith("_k"):
- shader = "get_rows.comp" if tname in ("f32", "f16") else "get_rows_quant.comp"
-
- if tname == "f16":
- tasks.append(string_to_spv(f"get_rows_{tname}", shader, {data_a_key: "1", "B_TYPE": "int", "D_TYPE": "float16_t", "OPTIMIZATION_ERROR_WORKAROUND": "1"}))
- else:
- tasks.append(string_to_spv(f"get_rows_{tname}", shader, {data_a_key: "1", "B_TYPE": "int", "D_TYPE": "float16_t"}))
- tasks.append(string_to_spv(f"get_rows_{tname}_f32", shader, {data_a_key: "1", "B_TYPE": "int", "D_TYPE": "float"}))
-
- tasks.append(string_to_spv("mul_mat_vec_p021_f16_f32", "mul_mat_vec_p021.comp", {"A_TYPE": "float16_t", "B_TYPE": "float", "D_TYPE": "float"}))
- tasks.append(string_to_spv("mul_mat_vec_nc_f16_f32", "mul_mat_vec_nc.comp", {"A_TYPE": "float16_t", "B_TYPE": "float", "D_TYPE": "float"}))
-
- # Norms
- tasks.append(string_to_spv("norm_f32", "norm.comp", base_dict | {"A_TYPE": "float", "D_TYPE": "float"}))
- tasks.append(string_to_spv("rms_norm_f32", "rms_norm.comp", base_dict | {"A_TYPE": "float", "D_TYPE": "float"}))
-
- tasks.append(string_to_spv("cpy_f32_f32", "copy.comp", {"A_TYPE": "float", "D_TYPE": "float"}))
- tasks.append(string_to_spv("cpy_f32_f16", "copy.comp", {"A_TYPE": "float", "D_TYPE": "float16_t"}))
- tasks.append(string_to_spv("cpy_f16_f16", "copy.comp", {"A_TYPE": "float16_t", "D_TYPE": "float16_t", "OPTIMIZATION_ERROR_WORKAROUND": "1"}))
-
- tasks.append(string_to_spv("add_f32", "add.comp", {"A_TYPE": "float", "B_TYPE": "float", "D_TYPE": "float", "FLOAT_TYPE": "float"}))
-
- tasks.append(string_to_spv("split_k_reduce", "mul_mat_split_k_reduce.comp", {}))
-
- tasks.append(string_to_spv("mul_f32", "mul.comp", {"A_TYPE": "float", "B_TYPE": "float", "D_TYPE": "float", "FLOAT_TYPE": "float"}))
-
- tasks.append(string_to_spv("div_f32", "div.comp", {"A_TYPE": "float", "B_TYPE": "float", "D_TYPE": "float", "FLOAT_TYPE": "float"}))
-
- tasks.append(string_to_spv("scale_f32", "scale.comp", {"A_TYPE": "float", "D_TYPE": "float", "FLOAT_TYPE": "float"}))
-
- tasks.append(string_to_spv("sqr_f32", "square.comp", {"A_TYPE": "float", "D_TYPE": "float", "FLOAT_TYPE": "float"}))
-
- tasks.append(string_to_spv("clamp_f32", "clamp.comp", {"A_TYPE": "float", "D_TYPE": "float", "FLOAT_TYPE": "float"}))
-
- tasks.append(string_to_spv("gelu_f32", "gelu.comp", {"A_TYPE": "float", "D_TYPE": "float"}))
- tasks.append(string_to_spv("silu_f32", "silu.comp", {"A_TYPE": "float", "D_TYPE": "float"}))
- tasks.append(string_to_spv("relu_f32", "relu.comp", {"A_TYPE": "float", "D_TYPE": "float"}))
-
- tasks.append(string_to_spv("diag_mask_inf_f32", "diag_mask_inf.comp", {"A_TYPE": "float", "D_TYPE": "float"}))
-
- tasks.append(string_to_spv("soft_max_f32", "soft_max.comp", base_dict | {"A_TYPE": "float", "B_TYPE": "float", "D_TYPE": "float"}))
- tasks.append(string_to_spv("soft_max_f32_f16", "soft_max.comp", base_dict | {"A_TYPE": "float", "B_TYPE": "float16_t", "D_TYPE": "float"}))
-
- tasks.append(string_to_spv("rope_norm_f32", "rope_norm.comp", {"A_TYPE": "float", "D_TYPE": "float"}))
- tasks.append(string_to_spv("rope_norm_f16", "rope_norm.comp", {"A_TYPE": "float16_t", "D_TYPE": "float16_t"}))
-
- tasks.append(string_to_spv("rope_neox_f32", "rope_neox.comp", {"A_TYPE": "float", "D_TYPE": "float"}))
- tasks.append(string_to_spv("rope_neox_f16", "rope_neox.comp", {"A_TYPE": "float16_t", "D_TYPE": "float16_t"}))
-
- tasks.append(string_to_spv("argsort_f32", "argsort.comp", {"A_TYPE": "float"}))
-
- tasks.append(string_to_spv("sum_rows_f32", "sum_rows.comp", base_dict | {"A_TYPE": "float", "D_TYPE": "float"}))
-
- # Helper to decorate tasks with semaphore acquisition.
- async def withSemaphore(sem, task):
- async with sem:
- return await task
-
- # Run tasks concurrently guarded by a concurrency limit.
- sem = asyncio.Semaphore(ASYNCIO_CONCURRENCY)
- await asyncio.gather(*(withSemaphore(sem, task) for task in tasks))
-
- with open("ggml-vulkan-shaders.hpp", "w") as f:
- f.write("#include <cstdint>\n\n")
- for name, path in sorted(shader_fnames):
-
- with open(path, "rb") as spv:
- counter = 0
- newline_counter = 0
- f.write(f"unsigned char {name}_data[] = {{\n")
- for val in spv.read():
- f.write(f"0x{val:02x},")
- newline_counter += 1
- counter += 1
- if newline_counter >= 12:
- newline_counter = 0
- f.write("\n")
- f.write("\n};\n")
- f.write(f"const uint64_t {name}_len = {counter};\n\n")
- os.remove(path)
-
-
-if __name__ == "__main__":
- parser = argparse.ArgumentParser(description="GGML Vulkan Shader Generator")
-
- parser.add_argument("--glslc", help="Path to glslc")
- parser.add_argument("--verbose", action="store_true", help="increase output verbosity")
-
- args = parser.parse_args()
-
- logging.basicConfig(level=logging.DEBUG if args.verbose else logging.INFO)
-
- if args.glslc:
- GLSLC = args.glslc
-
- asyncio.run(main())