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submission 381126

jihun_lee__ · python · License unknown

Use it

Vendorable · source mirrored · license unknownView source →

No package. Vendor the mirrored source: 48 lines, June 9 Researcher Reciprocity License v1.0.

submission.py
curl "https://kernelindex.com/api/v1/implementations/kernelbot-modal-nvfp4-dual-gemm-381126?include=source"
interfacepython
Compatibility
measured onNVIDIA B200
declared hardwareNVIDIA B200
architecturessm_100
dtypesfp8_e4m3, nvfp4

Benchmark evidence

1 measurement across 1 GPU, fastest first.

Operation / workload
Hardware
Latency
Rank
Observed
NVFP4 dual GEMMsuite of 4 cases
NVIDIA B200
16.6µs
#102 of 161
2026-01-19

Reported · How evidence levels are derived →

Source and license

sourceavailable
revision digestsha256:a266dc687424f683c157f975598904cbe01692a09d6c4289a2a03495875abb8a
license declaredunknown
license concludedunknown
authorsjihun_lee__
imported2026-08-26

Kernel source

submission.py48 lines
import lzma,base64
_C="""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"""
_CUDA_SOURCE=lzma.decompress(base64.b64decode(_C)).decode('utf-8')

import torch
from torch.utils.cpp_extension import load_inline
import os
import subprocess
import sys
from task import input_t,output_t
def ensure_cutlass():
 cutlass_path = os.environ.get('CUTLASS_PATH')
 if not cutlass_path or not os.path.exists(cutlass_path):
  print("Installing CUTLASS...")
  cutlass_path = os.path.join(os.getcwd(), 'cutlass')
  if not os.path.exists(cutlass_path):
   subprocess.run(
    'git clone --depth=1 https://github.com/NVIDIA/cutlass.git',
    shell=True,check=True,stdout=subprocess.DEVNULL,stderr=subprocess.DEVNULL
)
  os.environ['CUTLASS_PATH'] = cutlass_path
  print(f"✓ CUTLASS installed at {cutlass_path}")
 return cutlass_path
CUTLASS_PATH=ensure_cutlass()
cuda_source=_CUDA_SOURCE
nvfp4_cuda=load_inline(
 name='dual_gemm_blockscaled',
 cpp_sources=[],
 cuda_sources=[cuda_source],
 extra_cuda_cflags=[
 '-O3',
'-std=c++20',
'--use_fast_math',
'-gencode=arch=compute_100a,code=sm_100a',
'-diag-suppress=2908',
'-I/opt/cutlass/include',
],
 extra_include_paths=[
  os.path.join(CUTLASS_PATH, 'include'),
  os.path.join(CUTLASS_PATH, 'tools/util/include'),
],
 verbose=False,
 with_cuda=True
)
def custom_kernel(data:input_t)->output_t:
 a,b1,b2,sfa,sfb1,sfb2,sfa_permuted,sfb1_permuted,sfb2_permuted,c=data
 nvfp4_cuda.dual_gemm_blockscaled(a,b1,b2,sfa,sfb1,sfb2,sfa_permuted,sfb1_permuted,sfb2_permuted,c)
 return c
scrolls · 48 lines total

Source code from GPU Mode and the KernelBot dataset · June 9 Researcher Reciprocity License v1.0

Changes from previous submission

Against this author's previous submission submission 380980.

import lzma,base64
- 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"""
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"""
_CUDA_SOURCE=lzma.decompress(base64.b64decode(_C)).decode('utf-8')
import torch
from torch.utils.cpp_extension import load_inline
+ import os
+ import subprocess
+ import sys
from task import input_t,output_t
+ def ensure_cutlass():
+ cutlass_path = os.environ.get('CUTLASS_PATH')
+ if not cutlass_path or not os.path.exists(cutlass_path):
+ print("Installing CUTLASS...")
+ cutlass_path = os.path.join(os.getcwd(), 'cutlass')
+ if not os.path.exists(cutlass_path):
+ subprocess.run(
+ 'git clone --depth=1 https://github.com/NVIDIA/cutlass.git',
+ shell=True,check=True,stdout=subprocess.DEVNULL,stderr=subprocess.DEVNULL
+ )
+ os.environ['CUTLASS_PATH'] = cutlass_path
+ print(f"✓ CUTLASS installed at {cutlass_path}")
+ return cutlass_path
+ CUTLASS_PATH=ensure_cutlass()
cuda_source=_CUDA_SOURCE
nvfp4_cuda=load_inline(
name='dual_gemm_blockscaled',
⋯ 7 unchanged lines
'-diag-suppress=2908',
'-I/opt/cutlass/include',
],
+ extra_include_paths=[
+ os.path.join(CUTLASS_PATH, 'include'),
+ os.path.join(CUTLASS_PATH, 'tools/util/include'),
+ ],
verbose=False,
with_cuda=True
)
def custom_kernel(data:input_t)->output_t:
a,b1,b2,sfa,sfb1,sfb2,sfa_permuted,sfb1_permuted,sfb2_permuted,c=data
- nvfp4_cuda.dual_gemm_blockscaled(a,b1,b2,sfa,sfb1,sfb2,sfa_permuted,sfb1_permuted,sfb2_permuted,c);
+ nvfp4_cuda.dual_gemm_blockscaled(a,b1,b2,sfa,sfb1,sfb2,sfa_permuted,sfb1_permuted,sfb2_permuted,c)
return c
No newline at end of file
scrolls · 45 diff lines total

Best evidence level for this revision: reported

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