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submission 748144

ftyghome · python · License unknown
Kernel source · 33 lines ↓

Use it

Vendorable · source mirrored · license unknownView source →

No package. Vendor the mirrored source: 33 lines, June 9 Researcher Reciprocity License v1.0.

submission.py
curl "https://kernelindex.com/api/v1/implementations/kernelbot-amd-mxfp4-mm-748144?include=source"
interfacepython
Compatibility
measured onAMD Instinct MI355X
declared hardwareAMD Instinct MI355X
architecturesgfx950
dtypesbf16, mxfp4

Benchmark evidence

1 measurement across 1 GPU, fastest first.

Operation / workload
Hardware
Latency
Rank
Observed
AMD MXFP4 GEMMsuite of 6 cases
AMD Instinct MI355X
7.70µs
#4 of 1143
2026-04-06
Run →

Reported · How evidence levels are derived →

Source and license

sourceavailable
revision digestsha256:910ad4d69543679293f3eaf8a83b94ee02e4dfdb9c18b33c85bb980da6c4f3ce
license declaredunknown
license concludedunknown
authorsftyghome
imported2026-08-15

Kernel source

submission.py33 lines
#!POPCORN leaderboard amd-mxfp4-mm
# This file is generated by gen_submission_binary.py. DO NOT EDIT.
import os, zlib, base64, torch, tempfile, importlib.util
os.environ.setdefault("HSA_XNACK", "0")
os.environ["PYTORCH_ROCM_ARCH"] = "gfx950:xnack-"
from torch.utils.cpp_extension import load_inline
from task import input_t, output_t

# Pre-compiled GPU binary (HSACO) — no JIT compilation needed for GPU code
HSACO_B64 = 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wX2JmbG9hdDE2UEtoUzRfUFMwX1BmUGlpuy5wcml2YXRlX3NlZ21lbnRfZml4ZWRfc2l6ZQCrLnNncHJfY291bnQ4sS5zZ3ByX3NwaWxsX2NvdW50AKcuc3ltYm9s2XhfWjIzZnVzZWRfaXFfc3RyZWFtYl9rZXJuZWxJTGkxNkVMaTIxMTJFTGk3MTY4RUxpMTZFTGk2NEVMaTUxMkVMaTFFTGk0RUxpN0VMaTE2RUxpMkVFdlBLMTJoaXBfYmZsb2F0MTZQS2hTNF9QUzBfUGZQaWkua2S4LnVuaWZvcm1fd29ya19ncm91cF9zaXplAbMudXNlc19keW5hbWljX3N0YWNrwqsudmdwcl9jb3VudESxLnZncHJfc3BpbGxfY291bnQAry53YXZlZnJvbnRfc2l6ZUDeABKrLmFncHJfY291bnQIpS5hcmdz3AAUha4uYWN0dWFsX2FjY2Vzc6lyZWFkX29ubHmuLmFkZHJlc3Nfc3BhY2WmZ2xvYmFspy5vZmZzZXQApS5zaXplCKsudmFsdWVfa2luZK1nbG9iYWxfYnVmZmVyhK4uYWRkcmVzc19zcGFjZaZnbG9iYWynLm9mZnNldAilLnNpemUIqy52YWx1ZV9raW5krWdsb2JhbF9idWZmZXKEri5hZGRyZXNzX3NwYWNlpmdsb2JhbKcub2Zmc2V0EKUuc2l6ZQirLnZhbHVlX2tpbmStZ2xvYmFsX2J1ZmZlcoWuLmFjdHVhbF9hY2Nlc3Oqd3JpdGVfb25sea4uYWRkcmVzc19zcGFjZaZnbG9iYWynLm9mZnNldBilLnNpemUIqy52YWx1ZV9raW5krWdsb2JhbF9idWZmZXKFri5hY3R1YWxfYWNjZXNzqXJlYWRfb25sea4uYWRkcmVzc19zcGFjZaZnbG9iYWynLm9mZnNldCClLnNpemUIqy52YWx1ZV9raW5krWdsb2JhbF9idWZmZXKFri5hY3R1YWxfYWNjZXNzqXJlYWRfb25sea4uYWRkcmVzc19zcGFjZaZnbG9iYWynLm9mZnNldCilLnNpemUIqy52YWx1ZV9raW5krWdsb2JhbF9idWZmZXKDpy5vZmZzZXQwpS5zaXplBKsudmFsdWVfa2luZKhieV92YWx1ZYOnLm9mZnNldDilLnNpemUEqy52YWx1ZV9raW5ktGhpZGRlbl9ibG9ja19jb3VudF94g6cub2Zmc2V0PKUuc2l6ZQSrLnZhbHVlX2tpbmS0aGlkZGVuX2Jsb2NrX2NvdW50X3mDpy5vZmZzZXRApS5zaXplBKsudmFsdWVfa2luZLRoaWRkZW5fYmxvY2tfY291bnRfeoOnLm9mZnNldESlLnNpemUCqy52YWx1ZV9raW5ks2hpZGRlbl9ncm91cF9zaXplX3iDpy5vZmZzZXRGpS5zaXplAqsudmFsdWVfa2luZLNoaWRkZW5fZ3JvdXBfc2l6ZV95g6cub2Zmc2V0SKUuc2l6ZQKrLnZhbHVlX2tpbmSzaGlkZGVuX2dyb3VwX3NpemVfeoOnLm9mZnNldEqlLnNpemUCqy52YWx1ZV9raW5ksmhpZGRlbl9yZW1haW5kZXJfeIOnLm9mZnNldEylLnNpemUCqy52YWx1ZV9raW5ksmhpZGRlbl9yZW1haW5kZXJfeYOnLm9mZnNldE6lLnNpemUCqy52YWx1ZV9raW5ksmhpZGRlbl9yZW1haW5kZXJfeoOnLm9mZnNldGClLnNpemUIqy52YWx1ZV9raW5ktmhpZGRlbl9nbG9iYWxfb2Zmc2V0X3iDpy5vZmZzZXRopS5zaXplCKsudmFsdWVfa2luZLZoaWRkZW5fZ2xvYmFsX29mZnNldF95g6cub2Zmc2V0cKUuc2l6ZQirLnZhbHVlX2tpbmS2aGlkZGVuX2dsb2JhbF9vZmZzZXRfeoOnLm9mZnNldHilLnNpemUCqy52YWx1ZV9raW5ksGhpZGRlbl9ncmlkX2RpbXO5Lmdyb3VwX3NlZ21lbnRfZml4ZWRfc2l6Zc1EALYua2VybmFyZ19zZWdtZW50X2FsaWduCLUua2VybmFyZ19zZWdtZW50X3NpemXNATipLmxhbmd1YWdlqE9wZW5DTCBDsS5sYW5ndWFnZV92ZXJzaW9ukgIAuC5tYXhfZmxhdF93b3JrZ3JvdXBfc2l6Zc0BAKUubmFtZdl0X1oyM2Z1c2VkX2lxX3N0cmVhbWJfa2VybmVsSUxpMzJFTGk0MDk2RUxpNTEyRUxpMzJFTGk2NEVMaTUxMkVMaTFFTGk0RUxpMUVMaTE2RUxpMkVFdlBLMTJoaXBfYmZsb2F0MTZQS2hTNF9QUzBfUGZQaWm7LnByaXZhdGVfc2VnbWVudF9maXhlZF9zaXplAKsuc2dwcl9jb3VudByxLnNncHJfc3BpbGxfY291bnQApy5zeW1ib2zZd19aMjNmdXNlZF9pcV9zdHJlYW1iX2tlcm5lbElMaTMyRUxpNDA5NkVMaTUxMkVMaTMyRUxpNjRFTGk1MTJFTGkxRUxpNEVMaTFFTGkxNkVMaTJFRXZQSzEyaGlwX2JmbG9hdDE2UEtoUzRfUFMwX1BmUGlpLmtkuC51bmlmb3JtX3dvcmtfZ3JvdXBfc2l6ZQGzLnVzZXNfZHluYW1pY19zdGFja8KrLnZncHJfY291bnRMsS52Z3ByX3NwaWxsX2NvdW50AK8ud2F2ZWZyb250X3NpemVA3gASqy5hZ3ByX2NvdW50CKUuYXJnc9wAFIWuLmFjdHVhbF9hY2Nlc3OpcmVhZF9vbmx5ri5hZGRyZXNzX3NwYWNlpmdsb2JhbKcub2Zmc2V0AKUuc2l6ZQirLnZhbHVlX2tpbmStZ2xvYmFsX2J1ZmZlcoSuLmFkZHJlc3Nfc3BhY2WmZ2xvYmFspy5vZmZzZXQIpS5zaXplCKsudmFsdWVfa2luZK1nbG9iYWxfYnVmZmVyhK4uYWRkcmVzc19zcGFjZaZnbG9iYWynLm9mZnNldBClLnNpemUIqy52YWx1ZV9raW5krWdsb2JhbF9idWZmZXKFri5hY3R1YWxfYWNjZXNzqndyaXRlX29ubHmuLmFkZHJlc3Nfc3BhY2WmZ2xvYmFspy5vZmZzZXQYpS5zaXplCKsudmFsdWVfa2luZK1nbG9iYWxfYnVmZmVyha4uYWN0dWFsX2FjY2Vzc6lyZWFkX29ubHmuLmFkZHJlc3Nfc3BhY2WmZ2xvYmFspy5vZmZzZXQgpS5zaXplCKsudmFsdWVfa2luZK1nbG9iYWxfYnVmZmVyha4uYWN0dWFsX2FjY2Vzc6lyZWFkX29ubHmuLmFkZHJlc3Nfc3BhY2WmZ2xvYmFspy5vZmZzZXQopS5zaXplCKsudmFsdWVfa2luZK1nbG9iYWxfYnVmZmVyg6cub2Zmc2V0MKUuc2l6ZQSrLnZhbHVlX2tpbmSoYnlfdmFsdWWDpy5vZmZzZXQ4pS5zaXplBKsudmFsdWVfa2luZLRoaWRkZW5fYmxvY2tfY291bnRfeIOnLm9mZnNldDylLnNpemUEqy52YWx1ZV9raW5ktGhpZGRlbl9ibG9ja19jb3VudF95g6cub2Zmc2V0QKUuc2l6ZQSrLnZhbHVlX2tpbmS0aGlkZGVuX2Jsb2NrX2NvdW50X3qDpy5vZmZzZXREpS5zaXplAqsudmFsdWVfa2luZLNoaWRkZW5fZ3JvdXBfc2l6ZV94g6cub2Zmc2V0RqUuc2l6ZQKrLnZhbHVlX2tpbmSzaGlkZGVuX2dyb3VwX3NpemVfeYOnLm9mZnNldEilLnNpemUCqy52YWx1ZV9raW5ks2hpZGRlbl9ncm91cF9zaXplX3qDpy5vZmZzZXRKpS5zaXplAqsudmFsdWVfa2luZLJoaWRkZW5fcmVtYWluZGVyX3iDpy5vZmZzZXRMpS5zaXplAqsudmFsdWVfa2luZLJoaWRkZW5fcmVtYWluZGVyX3mDpy5vZmZzZXROpS5zaXplAqsudmFsdWVfa2luZLJoaWRkZW5fcmVtYWluZGVyX3qDpy5vZmZzZXRgpS5zaXplCKsudmFsdWVfa2luZLZoaWRkZW5fZ2xvYmFsX29mZnNldF94g6cub2Zmc2V0aKUuc2l6ZQirLnZhbHVlX2tpbmS2aGlkZGVuX2dsb2JhbF9vZmZzZXRfeYOnLm9mZnNldHClLnNpemUIqy52YWx1ZV9raW5ktmhpZGRlbl9nbG9iYWxfb2Zmc2V0X3qDpy5vZmZzZXR4pS5zaXplAqsudmFsdWVfa2luZLBoaWRkZW5fZ3JpZF9kaW1zuS5ncm91cF9zZWdtZW50X2ZpeGVkX3NpemXNRAC2Lmtlcm5hcmdfc2VnbWVudF9hbGlnbgi1Lmtlcm5hcmdfc2VnbWVudF9zaXplzQE4qS5sYW5ndWFnZahPcGVuQ0wgQ7EubGFuZ3VhZ2VfdmVyc2lvbpICALgubWF4X2ZsYXRfd29ya2dyb3VwX3NpemXNAQClLm5hbWXZdF9aMjNmdXNlZF9pcV9zdHJlYW1iX2tlcm5lbElMaTMyRUxpMjg4MEVMaTUxMkVMaTMyRUxpNjRFTGk1MTJFTGkxRUxpNEVMaTFFTGkxNkVMaTJFRXZQSzEyaGlwX2JmbG9hdDE2UEtoUzRfUFMwX1BmUGlpuy5wcml2YXRlX3NlZ21lbnRfZml4ZWRfc2l6ZQCrLnNncHJfY291bnQesS5zZ3ByX3NwaWxsX2NvdW50AKcuc3ltYm9s2XdfWjIzZnVzZWRfaXFfc3RyZWFtYl9rZXJuZWxJTGkzMkVMaTI4ODBFTGk1MTJFTGkzMkVMaTY0RUxpNTEyRUxpMUVMaTRFTGkxRUxpMTZFTGkyRUV2UEsxMmhpcF9iZmxvYXQxNlBLaFM0X1BTMF9QZlBpaS5rZLgudW5pZm9ybV93b3JrX2dyb3VwX3NpemUBsy51c2VzX2R5bmFtaWNfc3RhY2vCqy52Z3ByX2NvdW50TLEudmdwcl9zcGlsbF9jb3VudACvLndhdmVmcm9udF9zaXplQN4AEqsuYWdwcl9jb3VudAilLmFyZ3OXha4uYWN0dWFsX2FjY2Vzc6lyZWFkX29ubHmuLmFkZHJlc3Nfc3BhY2WmZ2xvYmFspy5vZmZzZXQApS5zaXplCKsudmFsdWVfa2luZK1nbG9iYWxfYnVmZmVyhK4uYWRkcmVzc19zcGFjZaZnbG9iYWynLm9mZnNldAilLnNpemUIqy52YWx1ZV9raW5krWdsb2JhbF9idWZmZXKEri5hZGRyZXNzX3NwYWNlpmdsb2JhbKcub2Zmc2V0EKUuc2l6ZQirLnZhbHVlX2tpbmStZ2xvYmFsX2J1ZmZlcoWuLmFjdHVhbF9hY2Nlc3Oqd3JpdGVfb25sea4uYWRkcmVzc19zcGFjZaZnbG9iYWynLm9mZnNldBilLnNpemUIqy52YWx1ZV9raW5krWdsb2JhbF9idWZmZXKEri5hZGRyZXNzX3NwYWNlpmdsb2JhbKcub2Zmc2V0IKUuc2l6ZQirLnZhbHVlX2tpbmStZ2xvYmFsX2J1ZmZlcoSuLmFkZHJlc3Nfc3BhY2WmZ2xvYmFspy5vZmZzZXQopS5zaXplCKsudmFsdWVfa2luZK1nbG9iYWxfYnVmZmVyg6cub2Zmc2V0MKUuc2l6ZQSrLnZhbHVlX2tpbmSoYnlfdmFsdWW5Lmdyb3VwX3NlZ21lbnRfZml4ZWRfc2l6Zc1AALYua2VybmFyZ19zZWdtZW50X2FsaWduCLUua2VybmFyZ19zZWdtZW50X3NpemU0qS5sYW5ndWFnZahPcGVuQ0wgQ7EubGFuZ3VhZ2VfdmVyc2lvbpICALgubWF4X2ZsYXRfd29ya2dyb3VwX3NpemXNAQClLm5hbWXZhV9aMjNmdXNlZF9xdWFudF9nZW1tX2tlcm5lbElMaTY0RUxpNzE2OEVMaTIwNDhFTGkzMkVMaTY0RUxpNTEyRUxpMUVMaTRFTGkxRUw3WGNkTW9kZTFFTGk0RUxpMTZFTGkyRUV2UEsxMmhpcF9iZmxvYXQxNlBLaFM1X1BTMV9QdlM3X2m7LnByaXZhdGVfc2VnbWVudF9maXhlZF9zaXplAKsuc2dwcl9jb3VudCKxLnNncHJfc3BpbGxfY291bnQApy5zeW1ib2zZiF9aMjNmdXNlZF9xdWFudF9nZW1tX2tlcm5lbElMaTY0RUxpNzE2OEVMaTIwNDhFTGkzMkVMaTY0RUxpNTEyRUxpMUVMaTRFTGkxRUw3WGNkTW9kZTFFTGk0RUxpMTZFTGkyRUV2UEsxMmhpcF9iZmxvYXQxNlBLaFM1X1BTMV9QdlM3X2kua2S4LnVuaWZvcm1fd29ya19ncm91cF9zaXplAbMudXNlc19keW5hbWljX3N0YWNrwqsudmdwcl9jb3VudFixLnZncHJfc3BpbGxfY291bnQAry53YXZlZnJvbnRfc2l6ZUDeABKrLmFncHJfY291bnQQpS5hcmdzl4WuLmFjdHVhbF9hY2Nlc3OpcmVhZF9vbmx5ri5hZGRyZXNzX3NwYWNlpmdsb2JhbKcub2Zmc2V0AKUuc2l6ZQirLnZhbHVlX2tpbmStZ2xvYmFsX2J1ZmZlcoSuLmFkZHJlc3Nfc3BhY2WmZ2xvYmFspy5vZmZzZXQIpS5zaXplCKsudmFsdWVfa2luZK1nbG9iYWxfYnVmZmVyhK4uYWRkcmVzc19zcGFjZaZnbG9iYWynLm9mZnNldBClLnNpemUIqy52YWx1ZV9raW5krWdsb2JhbF9idWZmZXKFri5hY3R1YWxfYWNjZXNzqndyaXRlX29ubHmuLmFkZHJlc3Nfc3BhY2WmZ2xvYmFspy5vZmZzZXQYpS5zaXplCKsudmFsdWVfa2luZK1nbG9iYWxfYnVmZmVyhK4uYWRkcmVzc19zcGFjZaZnbG9iYWynLm9mZnNldCClLnNpemUIqy52YWx1ZV9raW5krWdsb2JhbF9idWZmZXKEri5hZGRyZXNzX3NwYWNlpmdsb2JhbKcub2Zmc2V0KKUuc2l6ZQirLnZhbHVlX2tpbmStZ2xvYmFsX2J1ZmZlcoOnLm9mZnNldDClLnNpemUEqy52YWx1ZV9raW5kqGJ5X3ZhbHVluS5ncm91cF9zZWdtZW50X2ZpeGVkX3NpemXNQAC2Lmtlcm5hcmdfc2VnbWVudF9hbGlnbgi1Lmtlcm5hcmdfc2VnbWVudF9zaXplNKkubGFuZ3VhZ2WoT3BlbkNMIEOxLmxhbmd1YWdlX3ZlcnNpb26SAgC4Lm1heF9mbGF0X3dvcmtncm91cF9zaXplzQEApS5uYW1l2YdfWjIzZnVzZWRfcXVhbnRfZ2VtbV9rZXJuZWxJTGkyNTZFTGkzMDcyRUxpMTUzNkVMaTMyRUxpMTI4RUxpNTEyRUxpMUVMaTRFTGkxRUw3WGNkTW9kZTJFTGkyRUxpMzJFTGkyRUV2UEsxMmhpcF9iZmxvYXQxNlBLaFM1X1BTMV9QdlM3X2m7LnByaXZhdGVfc2VnbWVudF9maXhlZF9zaXplAKsuc2dwcl9jb3VudCCxLnNncHJfc3BpbGxfY291bnQApy5zeW1ib2zZil9aMjNmdXNlZF9xdWFudF9nZW1tX2tlcm5lbElMaTI1NkVMaTMwNzJFTGkxNTM2RUxpMzJFTGkxMjhFTGk1MTJFTGkxRUxpNEVMaTFFTDdYY2RNb2RlMkVMaTJFTGkzMkVMaTJFRXZQSzEyaGlwX2JmbG9hdDE2UEtoUzVfUFMxX1B2UzdfaS5rZLgudW5pZm9ybV93b3JrX2dyb3VwX3NpemUBsy51c2VzX2R5bmFtaWNfc3RhY2vCqy52Z3ByX2NvdW50zIixLnZncHJfc3BpbGxfY291bnQAry53YXZlZnJvbnRfc2l6ZUDeABKrLmFncHJfY291bnQEpS5hcmdz3AAUha4uYWN0dWFsX2FjY2Vzc6lyZWFkX29ubHmuLmFkZHJlc3Nfc3BhY2WmZ2xvYmFspy5vZmZzZXQApS5zaXplCKsudmFsdWVfa2luZK1nbG9iYWxfYnVmZmVyhK4uYWRkcmVzc19zcGFjZaZnbG9iYWynLm9mZnNldAilLnNpemUIqy52YWx1ZV9raW5krWdsb2JhbF9idWZmZXKEri5hZGRyZXNzX3NwYWNlpmdsb2JhbKcub2Zmc2V0EKUuc2l6ZQirLnZhbHVlX2tpbmStZ2xvYmFsX2J1ZmZlcoWuLmFjdHVhbF9hY2Nlc3Oqd3JpdGVfb25sea4uYWRkcmVzc19zcGFjZaZnbG9iYWynLm9mZnNldBilLnNpemUIqy52YWx1ZV9raW5krWdsb2JhbF9idWZmZXKEri5hZGRyZXNzX3NwYWNlpmdsb2JhbKcub2Zmc2V0IKUuc2l6ZQirLnZhbHVlX2tpbmStZ2xvYmFsX2J1ZmZlcoSuLmFkZHJlc3Nfc3BhY2WmZ2xvYmFspy5vZmZzZXQopS5zaXplCKsudmFsdWVfa2luZK1nbG9iYWxfYnVmZmVyg6cub2Zmc2V0MKUuc2l6ZQSrLnZhbHVlX2tpbmSoYnlfdmFsdWWDpy5vZmZzZXQ4pS5zaXplBKsudmFsdWVfa2luZLRoaWRkZW5fYmxvY2tfY291bnRfeIOnLm9mZnNldDylLnNpemUEqy52YWx1ZV9raW5ktGhpZGRlbl9ibG9ja19jb3VudF95g6cub2Zmc2V0QKUuc2l6ZQSrLnZhbHVlX2tpbmS0aGlkZGVuX2Jsb2NrX2NvdW50X3qDpy5vZmZzZXREpS5zaXplAqsudmFsdWVfa2luZLNoaWRkZW5fZ3JvdXBfc2l6ZV94g6cub2Zmc2V0RqUuc2l6ZQKrLnZhbHVlX2tpbmSzaGlkZGVuX2dyb3VwX3NpemVfeYOnLm9mZnNldEilLnNpemUCqy52YWx1ZV9raW5ks2hpZGRlbl9ncm91cF9zaXplX3qDpy5vZmZzZXRKpS5zaXplAqsudmFsdWVfa2luZLJoaWRkZW5fcmVtYWluZGVyX3iDpy5vZmZzZXRMpS5zaXplAqsudmFsdWVfa2luZLJoaWRkZW5fcmVtYWluZGVyX3mDpy5vZmZzZXROpS5zaXplAqsudmFsdWVfa2luZLJoaWRkZW5fcmVtYWluZGVyX3qDpy5vZmZzZXRgpS5zaXplCKsudmFsdWVfa2luZLZoaWRkZW5fZ2xvYmFsX29mZnNldF94g6cub2Zmc2V0aKUuc2l6ZQirLnZhbHVlX2tpbmS2aGlkZGVuX2dsb2JhbF9vZmZzZXRfeYOnLm9mZnNldHClLnNpemUIqy52YWx1ZV9raW5ktmhpZGRlbl9nbG9iYWxfb2Zmc2V0X3qDpy5vZmZzZXR4pS5zaXplAqsudmFsdWVfa2luZLBoaWRkZW5fZ3JpZF9kaW1zuS5ncm91cF9zZWdtZW50X2ZpeGVkX3NpemXNIgS2Lmtlcm5hcmdfc2VnbWVudF9hbGlnbgi1Lmtlcm5hcmdfc2VnbWVudF9zaXplzQE4qS5sYW5ndWFnZahPcGVuQ0wgQ7EubGFuZ3VhZ2VfdmVyc2lvbpICALgubWF4X2ZsYXRfd29ya2dyb3VwX3NpemXNAQClLm5hbWXZdF9aMjNmdXNlZF9pcV9zdHJlYW1iX2tlcm5lbElMaThFTGkyMTEyRUxpNzE2OEVMaTE2RUxpNjRFTGk1MTJFTGkxRUxpNEVMaTdFTGkxNkVMaTJFRXZQSzEyaGlwX2JmbG9hdDE2UEtoUzRfUFMwX1BmUGlpuy5wcml2YXRlX3NlZ21lbnRfZml4ZWRfc2l6ZQCrLnNncHJfY291bnQ4sS5zZ3ByX3NwaWxsX2NvdW50AKcuc3ltYm9s2XdfWjIzZnVzZWR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# Host-only C++ launcher (hipModule API + pybind11) — compiles in <1s
HOST_SRC = zlib.decompress(base64.b64decode(b'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')).decode("utf-8")

_mod = load_inline(
    name="mxfp4_hsaco_launcher",
    cpp_sources=[HOST_SRC],
    cuda_sources=[""],
    verbose=False,
    extra_cflags=["-O3", "-ffast-math", "-march=native"],
    extra_cuda_cflags=[],
    extra_ldflags=["-lamdhip64"],
)

# Load pre-compiled HSACO into GPU module
_hsaco_bytes = base64.b64decode(HSACO_B64)
_mod.init_hsaco(torch.frombuffer(bytearray(_hsaco_bytes), dtype=torch.uint8))
_quant_gemm = _mod.quant_gemm

def custom_kernel(data: input_t) -> output_t:
    A, _, _, B_shuffle, B_scale_sh = data
    return _quant_gemm(A, B_shuffle.view(torch.uint8), B_scale_sh.view(torch.uint8))
scrolls · 33 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 740392.

  #!POPCORN leaderboard amd-mxfp4-mm
- # This file is generated by gen_submission.py. DO NOT EDIT.
- import os, zlib, base64, torch
+ # This file is generated by gen_submission_binary.py. DO NOT EDIT.
+ import os, zlib, base64, torch, tempfile, importlib.util
  os.environ.setdefault("HSA_XNACK", "0")
  os.environ["PYTORCH_ROCM_ARCH"] = "gfx950:xnack-"
  from torch.utils.cpp_extension import load_inline
  from task import input_t, output_t
   
- CUDA_SRC = zlib.decompress(base64.b64decode(b'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')).decode("utf-8")
+ # Pre-compiled GPU binary (HSACO) — no JIT compilation needed for GPU code
+ HSACO_B64 = 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  
+ # Host-only C++ launcher (hipModule API + pybind11) — compiles in <1s
+ HOST_SRC = zlib.decompress(base64.b64decode(b'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')).decode("utf-8")
+  
  _mod = load_inline(
-     name="mxfp4_gemm_submission",
-     cpp_sources=[""],
-     cuda_sources=[CUDA_SRC],
+     name="mxfp4_hsaco_launcher",
+     cpp_sources=[HOST_SRC],
+     cuda_sources=[""],
      verbose=False,
-     extra_cflags=["-Ofast", "-ffast-math", "-march=native", "-funroll-loops", "-fomit-frame-pointer"],
-     extra_cuda_cflags=[
-         "-std=c++20", "-Ofast", "-ffast-math", "-ffp-contract=fast", "-DGEMM6_SWIZZLE=0",
-         "-U__HIP_NO_HALF_OPERATORS__", "-U__HIP_NO_HALF_CONVERSIONS__",
-     ],
+     extra_cflags=["-O3", "-ffast-math", "-march=native"],
+     extra_cuda_cflags=[],
+     extra_ldflags=["-lamdhip64"],
  )
+  
+ # Load pre-compiled HSACO into GPU module
+ _hsaco_bytes = base64.b64decode(HSACO_B64)
+ _mod.init_hsaco(torch.frombuffer(bytearray(_hsaco_bytes), dtype=torch.uint8))
  _quant_gemm = _mod.quant_gemm
   
  def custom_kernel(data: input_t) -> output_t:
      A, _, _, B_shuffle, B_scale_sh = data
-     return _quant_gemm(A, B_shuffle.view(torch.uint8), B_scale_sh.view(torch.uint8))
   No newline at end of file
+     return _quant_gemm(A, B_shuffle.view(torch.uint8), B_scale_sh.view(torch.uint8))
scrolls · 45 diff lines total

Best evidence level for this revision: reported

JSON