adapt to sglang v0.5.2rc1 on dcu

This commit is contained in:
maxiao
2025-09-04 15:56:33 +08:00
commit 909abb58f5
2320 changed files with 489411 additions and 0 deletions

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# SPDX-License-Identifier: Apache-2.0
import glob
import itertools
import os
import subprocess
import jinja2
FILE_HEAD = """
// auto generated by generate.py
// clang-format off
#pragma once
#include "kernel.h"
#include "marlin_template.h"
namespace MARLIN_NAMESPACE_NAME {
""".strip()
TEMPLATE = (
"template __global__ void Marlin<"
"{{scalar_t}}, "
"{{w_type_id}}, "
"{{threads}}, "
"{{thread_m_blocks}}, "
"{{thread_n_blocks}}, "
"{{thread_k_blocks}}, "
"{{'true' if m_block_size_8 else 'false'}}, "
"{{stages}}, "
"{{'true' if has_act_order else 'false'}}, "
"{{'true' if has_zp else 'false'}}, "
"{{group_blocks}}, "
"{{'true' if is_zp_float else 'false'}}>"
"( MARLIN_KERNEL_PARAMS );"
)
KERNEL_FILE_TEMPLATE = (
"// auto generated by generate.py\n"
"// clang-format off\n"
"#pragma once\n\n"
"{% for kernel_file in kernel_files %}"
'#include "{{ kernel_file }}"\n'
"{% endfor %}"
)
KERNEL_FILE_NAME = "kernel_marlin.cuh"
# int8 with zero point case (sglang::kU8) is also supported,
# we don't add it to reduce wheel size.
SCALAR_TYPES = ["sglang::kU4", "sglang::kU4B8", "sglang::kU8B128"]
THREAD_CONFIGS = [(128, 128, 256), (64, 256, 256), (64, 128, 128)]
THREAD_M_BLOCKS = [0.5, 1, 2, 3, 4]
# group_blocks:
# = 0 : act order case
# = -1 : channelwise quantization
# > 0 : group_size=16*group_blocks
GROUP_BLOCKS = [0, -1, 2, 4, 8]
DTYPES = ["fp16", "bf16"]
def remove_old_kernels():
for filename in glob.glob(os.path.dirname(__file__) + "/kernel_*.cuh"):
subprocess.call(["rm", "-f", filename])
def generate_new_kernels():
kernel_files = set()
for scalar_type, dtype in itertools.product(SCALAR_TYPES, DTYPES):
has_zp = "B" not in scalar_type
all_template_str_list = []
for group_blocks, m_blocks, thread_configs in itertools.product(
GROUP_BLOCKS, THREAD_M_BLOCKS, THREAD_CONFIGS
):
has_act_order = group_blocks == 0
if has_zp and has_act_order:
continue
if thread_configs[2] == 256:
if m_blocks <= 1 and thread_configs[0] != 128:
continue
if m_blocks > 1 and thread_configs[0] != 64:
continue
k_blocks = thread_configs[0] // 16
n_blocks = thread_configs[1] // 16
threads = thread_configs[2]
c_dtype = "half" if dtype == "fp16" else "nv_bfloat16"
template_str = jinja2.Template(TEMPLATE).render(
scalar_t=c_dtype,
w_type_id=scalar_type + ".id()",
threads=threads,
thread_m_blocks=max(m_blocks, 1),
thread_n_blocks=n_blocks,
thread_k_blocks=k_blocks,
m_block_size_8=m_blocks == 0.5,
stages="pipe_stages",
has_act_order=has_act_order,
has_zp=has_zp,
group_blocks=group_blocks,
is_zp_float=False,
)
all_template_str_list.append(template_str)
file_content = FILE_HEAD + "\n\n"
file_content += "\n\n".join(all_template_str_list) + "\n\n}\n"
filename = f"kernel_{dtype}_{scalar_type[8:].lower()}.cuh"
with open(os.path.join(os.path.dirname(__file__), filename), "w") as f:
f.write(file_content)
kernel_files.add(filename)
kernel_files = list(kernel_files)
kernel_files.sort()
file_content = jinja2.Template(KERNEL_FILE_TEMPLATE).render(
kernel_files=kernel_files
)
with open(os.path.join(os.path.dirname(__file__), KERNEL_FILE_NAME), "w") as f:
f.write(file_content)
if __name__ == "__main__":
remove_old_kernels()
generate_new_kernels()

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#pragma once
#ifndef MARLIN_NAMESPACE_NAME
#define MARLIN_NAMESPACE_NAME marlin_moe_wna16
#endif
#include "gemm/marlin/marlin.cuh"
#include "gemm/marlin/marlin_dtypes.cuh"
#include "scalar_type.hpp"
#define MARLIN_KERNEL_PARAMS \
const int4 *__restrict__ A, const int4 *__restrict__ B, int4 *__restrict__ C, int4 *__restrict__ C_tmp, \
const int4 *__restrict__ scales_ptr, const int4 *__restrict__ zp_ptr, const int *__restrict__ g_idx, \
const int32_t *__restrict__ sorted_token_ids_ptr, const int32_t *__restrict__ expert_ids_ptr, \
const int32_t *__restrict__ num_tokens_past_padded_ptr, const float *__restrict__ topk_weights_ptr, int top_k, \
bool mul_topk_weights, bool is_ep, int num_groups, int prob_m, int prob_n, int prob_k, int *locks, \
bool use_atomic_add, bool use_fp32_reduce
namespace MARLIN_NAMESPACE_NAME {
template <
typename scalar_t, // compute dtype, half or nv_float16
const sglang::ScalarTypeId w_type_id, // weight ScalarType id
const int threads, // number of threads in a threadblock
const int thread_m_blocks, // number of 16x16 blocks in the m
// dimension (batchsize) of the
// threadblock
const int thread_n_blocks, // same for n dimension (output)
const int thread_k_blocks, // same for k dimension (reduction)
const bool m_block_size_8, // whether m_block_size == 8
// only works when thread_m_blocks == 1
const int stages, // number of stages for the async global->shared
// fetch pipeline
const bool has_act_order, // whether act_order is enabled
const bool has_zp, // whether zero-points are enabled
const int group_blocks, // number of consecutive 16x16 blocks
// with a separate quantization scale
const bool is_zp_float // is zero point of float16 type?
>
__global__ void Marlin(MARLIN_KERNEL_PARAMS);
}

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// auto generated by generate.py
// clang-format off
#pragma once
#include "kernel.h"
#include "marlin_template.h"
namespace MARLIN_NAMESPACE_NAME {
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 256, 1, 8, 8, true, pipe_stages, false, true, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 128, 1, 8, 4, true, pipe_stages, false, true, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 256, 1, 8, 8, false, pipe_stages, false, true, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 128, 1, 8, 4, false, pipe_stages, false, true, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 256, 2, 16, 4, false, pipe_stages, false, true, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 128, 2, 8, 4, false, pipe_stages, false, true, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 256, 3, 16, 4, false, pipe_stages, false, true, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 128, 3, 8, 4, false, pipe_stages, false, true, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 256, 4, 16, 4, false, pipe_stages, false, true, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 128, 4, 8, 4, false, pipe_stages, false, true, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 256, 1, 8, 8, true, pipe_stages, false, true, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 128, 1, 8, 4, true, pipe_stages, false, true, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 256, 1, 8, 8, false, pipe_stages, false, true, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 128, 1, 8, 4, false, pipe_stages, false, true, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 256, 2, 16, 4, false, pipe_stages, false, true, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 128, 2, 8, 4, false, pipe_stages, false, true, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 256, 3, 16, 4, false, pipe_stages, false, true, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 128, 3, 8, 4, false, pipe_stages, false, true, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 256, 4, 16, 4, false, pipe_stages, false, true, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 128, 4, 8, 4, false, pipe_stages, false, true, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 256, 1, 8, 8, true, pipe_stages, false, true, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 128, 1, 8, 4, true, pipe_stages, false, true, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 256, 1, 8, 8, false, pipe_stages, false, true, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 128, 1, 8, 4, false, pipe_stages, false, true, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 256, 2, 16, 4, false, pipe_stages, false, true, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 128, 2, 8, 4, false, pipe_stages, false, true, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 256, 3, 16, 4, false, pipe_stages, false, true, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 128, 3, 8, 4, false, pipe_stages, false, true, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 256, 4, 16, 4, false, pipe_stages, false, true, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 128, 4, 8, 4, false, pipe_stages, false, true, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 256, 1, 8, 8, true, pipe_stages, false, true, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 128, 1, 8, 4, true, pipe_stages, false, true, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 256, 1, 8, 8, false, pipe_stages, false, true, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 128, 1, 8, 4, false, pipe_stages, false, true, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 256, 2, 16, 4, false, pipe_stages, false, true, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 128, 2, 8, 4, false, pipe_stages, false, true, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 256, 3, 16, 4, false, pipe_stages, false, true, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 128, 3, 8, 4, false, pipe_stages, false, true, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 256, 4, 16, 4, false, pipe_stages, false, true, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4.id(), 128, 4, 8, 4, false, pipe_stages, false, true, 8, false>( MARLIN_KERNEL_PARAMS );
}

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// auto generated by generate.py
// clang-format off
#pragma once
#include "kernel.h"
#include "marlin_template.h"
namespace MARLIN_NAMESPACE_NAME {
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 256, 1, 8, 8, true, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 128, 1, 8, 4, true, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 256, 1, 8, 8, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 128, 1, 8, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 256, 2, 16, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 128, 2, 8, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 256, 3, 16, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 128, 3, 8, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 256, 4, 16, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 128, 4, 8, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 256, 1, 8, 8, true, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 128, 1, 8, 4, true, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 256, 1, 8, 8, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 128, 1, 8, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 256, 2, 16, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 128, 2, 8, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 256, 3, 16, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 128, 3, 8, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 256, 4, 16, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 128, 4, 8, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 256, 1, 8, 8, true, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 128, 1, 8, 4, true, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 256, 1, 8, 8, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 128, 1, 8, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 256, 2, 16, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 128, 2, 8, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 256, 3, 16, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 128, 3, 8, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 256, 4, 16, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 128, 4, 8, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 256, 1, 8, 8, true, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 128, 1, 8, 4, true, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 256, 1, 8, 8, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 128, 1, 8, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 256, 2, 16, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 128, 2, 8, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 256, 3, 16, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 128, 3, 8, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 256, 4, 16, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 128, 4, 8, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 256, 1, 8, 8, true, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 128, 1, 8, 4, true, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 256, 1, 8, 8, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 128, 1, 8, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 256, 2, 16, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 128, 2, 8, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 256, 3, 16, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 128, 3, 8, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 256, 4, 16, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU4B8.id(), 128, 4, 8, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
}

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// auto generated by generate.py
// clang-format off
#pragma once
#include "kernel.h"
#include "marlin_template.h"
namespace MARLIN_NAMESPACE_NAME {
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 256, 1, 8, 8, true, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 128, 1, 8, 4, true, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 256, 1, 8, 8, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 128, 1, 8, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 256, 2, 16, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 128, 2, 8, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 256, 3, 16, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 128, 3, 8, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 256, 4, 16, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 128, 4, 8, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 256, 1, 8, 8, true, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 128, 1, 8, 4, true, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 256, 1, 8, 8, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 128, 1, 8, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 256, 2, 16, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 128, 2, 8, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 256, 3, 16, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 128, 3, 8, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 256, 4, 16, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 128, 4, 8, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 256, 1, 8, 8, true, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 128, 1, 8, 4, true, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 256, 1, 8, 8, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 128, 1, 8, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 256, 2, 16, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 128, 2, 8, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 256, 3, 16, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 128, 3, 8, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 256, 4, 16, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 128, 4, 8, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 256, 1, 8, 8, true, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 128, 1, 8, 4, true, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 256, 1, 8, 8, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 128, 1, 8, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 256, 2, 16, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 128, 2, 8, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 256, 3, 16, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 128, 3, 8, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 256, 4, 16, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 128, 4, 8, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 256, 1, 8, 8, true, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 128, 1, 8, 4, true, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 256, 1, 8, 8, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 128, 1, 8, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 256, 2, 16, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 128, 2, 8, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 256, 3, 16, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 128, 3, 8, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 256, 4, 16, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<nv_bfloat16, sglang::kU8B128.id(), 128, 4, 8, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
}

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// auto generated by generate.py
// clang-format off
#pragma once
#include "kernel.h"
#include "marlin_template.h"
namespace MARLIN_NAMESPACE_NAME {
template __global__ void Marlin<half, sglang::kU4.id(), 256, 1, 8, 8, true, pipe_stages, false, true, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 128, 1, 8, 4, true, pipe_stages, false, true, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 256, 1, 8, 8, false, pipe_stages, false, true, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 128, 1, 8, 4, false, pipe_stages, false, true, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 256, 2, 16, 4, false, pipe_stages, false, true, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 128, 2, 8, 4, false, pipe_stages, false, true, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 256, 3, 16, 4, false, pipe_stages, false, true, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 128, 3, 8, 4, false, pipe_stages, false, true, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 256, 4, 16, 4, false, pipe_stages, false, true, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 128, 4, 8, 4, false, pipe_stages, false, true, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 256, 1, 8, 8, true, pipe_stages, false, true, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 128, 1, 8, 4, true, pipe_stages, false, true, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 256, 1, 8, 8, false, pipe_stages, false, true, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 128, 1, 8, 4, false, pipe_stages, false, true, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 256, 2, 16, 4, false, pipe_stages, false, true, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 128, 2, 8, 4, false, pipe_stages, false, true, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 256, 3, 16, 4, false, pipe_stages, false, true, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 128, 3, 8, 4, false, pipe_stages, false, true, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 256, 4, 16, 4, false, pipe_stages, false, true, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 128, 4, 8, 4, false, pipe_stages, false, true, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 256, 1, 8, 8, true, pipe_stages, false, true, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 128, 1, 8, 4, true, pipe_stages, false, true, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 256, 1, 8, 8, false, pipe_stages, false, true, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 128, 1, 8, 4, false, pipe_stages, false, true, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 256, 2, 16, 4, false, pipe_stages, false, true, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 128, 2, 8, 4, false, pipe_stages, false, true, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 256, 3, 16, 4, false, pipe_stages, false, true, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 128, 3, 8, 4, false, pipe_stages, false, true, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 256, 4, 16, 4, false, pipe_stages, false, true, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 128, 4, 8, 4, false, pipe_stages, false, true, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 256, 1, 8, 8, true, pipe_stages, false, true, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 128, 1, 8, 4, true, pipe_stages, false, true, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 256, 1, 8, 8, false, pipe_stages, false, true, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 128, 1, 8, 4, false, pipe_stages, false, true, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 256, 2, 16, 4, false, pipe_stages, false, true, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 128, 2, 8, 4, false, pipe_stages, false, true, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 256, 3, 16, 4, false, pipe_stages, false, true, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 128, 3, 8, 4, false, pipe_stages, false, true, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 256, 4, 16, 4, false, pipe_stages, false, true, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4.id(), 128, 4, 8, 4, false, pipe_stages, false, true, 8, false>( MARLIN_KERNEL_PARAMS );
}

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// auto generated by generate.py
// clang-format off
#pragma once
#include "kernel.h"
#include "marlin_template.h"
namespace MARLIN_NAMESPACE_NAME {
template __global__ void Marlin<half, sglang::kU4B8.id(), 256, 1, 8, 8, true, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 128, 1, 8, 4, true, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 256, 1, 8, 8, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 128, 1, 8, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 256, 2, 16, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 128, 2, 8, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 256, 3, 16, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 128, 3, 8, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 256, 4, 16, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 128, 4, 8, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 256, 1, 8, 8, true, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 128, 1, 8, 4, true, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 256, 1, 8, 8, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 128, 1, 8, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 256, 2, 16, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 128, 2, 8, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 256, 3, 16, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 128, 3, 8, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 256, 4, 16, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 128, 4, 8, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 256, 1, 8, 8, true, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 128, 1, 8, 4, true, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 256, 1, 8, 8, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 128, 1, 8, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 256, 2, 16, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 128, 2, 8, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 256, 3, 16, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 128, 3, 8, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 256, 4, 16, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 128, 4, 8, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 256, 1, 8, 8, true, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 128, 1, 8, 4, true, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 256, 1, 8, 8, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 128, 1, 8, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 256, 2, 16, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 128, 2, 8, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 256, 3, 16, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 128, 3, 8, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 256, 4, 16, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 128, 4, 8, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 256, 1, 8, 8, true, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 128, 1, 8, 4, true, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 256, 1, 8, 8, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 128, 1, 8, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 256, 2, 16, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 128, 2, 8, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 256, 3, 16, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 128, 3, 8, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 256, 4, 16, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU4B8.id(), 128, 4, 8, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
}

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// auto generated by generate.py
// clang-format off
#pragma once
#include "kernel.h"
#include "marlin_template.h"
namespace MARLIN_NAMESPACE_NAME {
template __global__ void Marlin<half, sglang::kU8B128.id(), 256, 1, 8, 8, true, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 128, 1, 8, 4, true, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 256, 1, 8, 8, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 128, 1, 8, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 256, 2, 16, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 128, 2, 8, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 256, 3, 16, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 128, 3, 8, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 256, 4, 16, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 128, 4, 8, 4, false, pipe_stages, true, false, 0, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 256, 1, 8, 8, true, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 128, 1, 8, 4, true, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 256, 1, 8, 8, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 128, 1, 8, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 256, 2, 16, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 128, 2, 8, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 256, 3, 16, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 128, 3, 8, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 256, 4, 16, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 128, 4, 8, 4, false, pipe_stages, false, false, -1, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 256, 1, 8, 8, true, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 128, 1, 8, 4, true, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 256, 1, 8, 8, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 128, 1, 8, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 256, 2, 16, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 128, 2, 8, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 256, 3, 16, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 128, 3, 8, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 256, 4, 16, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 128, 4, 8, 4, false, pipe_stages, false, false, 2, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 256, 1, 8, 8, true, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 128, 1, 8, 4, true, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 256, 1, 8, 8, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 128, 1, 8, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 256, 2, 16, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 128, 2, 8, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 256, 3, 16, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 128, 3, 8, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 256, 4, 16, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 128, 4, 8, 4, false, pipe_stages, false, false, 4, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 256, 1, 8, 8, true, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 128, 1, 8, 4, true, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 256, 1, 8, 8, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 128, 1, 8, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 256, 2, 16, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 128, 2, 8, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 256, 3, 16, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 128, 3, 8, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 256, 4, 16, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
template __global__ void Marlin<half, sglang::kU8B128.id(), 128, 4, 8, 4, false, pipe_stages, false, false, 8, false>( MARLIN_KERNEL_PARAMS );
}

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// auto generated by generate.py
// clang-format off
#pragma once
#include "kernel_bf16_ku4.cuh"
#include "kernel_bf16_ku4b8.cuh"
#include "kernel_bf16_ku8b128.cuh"
#include "kernel_fp16_ku4.cuh"
#include "kernel_fp16_ku4b8.cuh"
#include "kernel_fp16_ku8b128.cuh"

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