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uv 0.11.3 (x86_64-unknown-linux-gnu)

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## master...origin/master

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96b597e qwen3.6-27b reinstated: 1/7 PASS in post-fix rerun
5722a4a opencode workspace leak: deny external_directory + drop qwen3.6-27b
50ecc7a Shakedown sweep results + drop qwen3.6-35b-a3b from active matrix

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Output:
Filesystem      Size  Used Avail Use% Mounted on
/dev/nvme0n1p2  3.6T  1.8T  1.7T  51% /

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Output:
Tue Apr 28 00:14:28 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   30C    P8             20W /  600W |     508MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (569 more chars)

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Output:
PROMPT.txt
shapes.py
sota.py
reference.py
check.py
benchmark.py
problem.yaml

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Output:
"""Naive top-k reference: torch.topk over the last dim.

This is the correctness oracle. The agent's solution must produce the same
top-k values (and equivalent indices modulo ties) within the tolerance
declared in problem.yaml. Note that solution.py is FORBIDDEN from calling
torch.topk / torch.sort / torch.kthvalue (see problem.yaml).
"""
import torch
import torch.nn as nn

OP_TYPE = "topk"
SUPPORTED_PRECISIONS = ["fp32"]
HARDWARE_REQUIRED = ["RTX_PRO_6000", "H100", "B200"]


class Model(nn.Module):
    """Top-k over the last dim of a 2D tensor.

    Input:
        x: (batch, n) fp32
    Output:
        values:  (batch, k) fp32, sorted descending
        indices: (batch, k) int64, into the last dim of x
    """

    def __init__(self, batch: int, n: int, k: int):
        super().__init__()
        self.batch, self.n, self.k = batch, n, k
        # No learned parameters, but declare a dummy buffer so state_dict
        # is non-empty and load_state_dict(strict=True) is meaningful.
        self.register_buffer("_dummy", torch.zeros(1))

    def forward(self, x: torch.Tensor):
        values, indices = torch.topk(x, k=self.k, dim=-1, largest=True, sorted=True)
        return values, indices


# Module-level shims rebuilt by check.py / benchmark.py per shape.
batch = 64
n = 8192
k = 8


def get_inputs():
    # fp32 input drawn from a roughly Gaussian distribution; ties unlikel

... (165 more chars)

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Output:
"""Correctness runner for TopK.

Runs solution.Model vs reference.Model across all shapes in shapes.py, 3 seeds
each. Top-k correctness has two parts:

  1. VALUES: sol_values must match ref_values within fp32 tol. Both are
     returned sorted descending, so positional comparison is well-defined.
  2. INDICES: lenient — we do NOT require sol_indices == ref_indices because
     ties in x can yield multiple valid index sets. Instead we gather x at
     sol_indices and check those values match ref_values within tol. This
     catches "wrong indices" without false-failing on legitimate tie-breaks.

Also rejects forbidden ops by grep.
"""
import re
import sys
from pathlib import Path

import torch
import yaml

REPO_ROOT = Path(__file__).resolve().parents[2]
sys.path.insert(0, str(REPO_ROOT))

from src.eval.correctness import check_correctness  # noqa: E402


def main():
    try:
        import reference
        import shapes
        import solution
    except Exception as e:
        print(f"FAIL: import error: {e}")
        sys.exit(1)

    problem_yaml = Path("problem.yaml")
    meta = yaml.safe_load(problem_yaml.read_text()) if problem_yaml.exists() else {}

    # --- Forbidden-op check ------------------------------------------------
    sol_src = Path("solution.py").read_text() if Path("solution.py").exists() else ""
    for forbidden in meta.get("forbidden", []):
        

... (4214 more chars)

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Output:
"""Roofline benchmark for TopK.

For each shape: times eager reference (torch.topk), compiled reference, SOTA
(also torch.topk — see sota.py), and the agent's solution. Reports achieved
TFLOPS, GB/s, and peak_fraction (vs DRAM bandwidth, since this is memory-bound).

Output lines the harness picks up:
  shape=<idx> variant=<name> tflops=<N> gbps=<N> ms=<N>
  peak_fraction: <N>  (geomean over shapes of solution's peak_fraction)
"""
import sys
from math import exp, log
from pathlib import Path

import torch
import yaml

REPO_ROOT = Path(__file__).resolve().parents[2]
sys.path.insert(0, str(REPO_ROOT))

from src.eval.roofline import compute_gbps, compute_tflops, peak_fraction  # noqa: E402
from src.eval.timing import time_fn  # noqa: E402
from src.hardware import get as get_hw  # noqa: E402


def _eval_formula(expr: str, vars: dict) -> float:
    return float(eval(expr, {"__builtins__": {}}, vars))


def main():
    import reference
    import shapes
    import solution

    meta = yaml.safe_load(Path("problem.yaml").read_text())
    hw = get_hw(meta["hardware"][0])
    peak_tflops = hw.peak_tflops_dense.get(meta["peak_tflops_key"], 0.0)
    peak_gbps = hw.peak_bandwidth_gb_s
    regime = meta.get("regime", "memory")
    flops_formula = meta["flops_formula"]
    bytes_formula = meta["bytes_formula"]
    num_perf_trials = int(meta.get("num_perf_trials", 50))

    device = torc

... (2693 more chars)

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Output:
"""Canonical shape sweep for TopK.

Mix of:
  - decoder vocab top-k (single sequence, very large n, moderate k) — pure
    bandwidth test; the input read dominates everything.
  - prefill / batched attention top-k (many rows, moderate n, small k) — tests
    per-row parallelism and shared-memory bitonic networks.
  - non-power-of-2 n stress case — bitonic sort networks naturally want
    powers of two; this forces the agent to handle padding or partial sorts.
  - small-k limit — k=1 (argmax) is a degenerate but useful sanity case.
"""

SHAPES = [
    {"batch": 1,   "n": 131072, "k": 64},   # decoder vocab top-k (Llama vocab ~128k)
    {"batch": 64,  "n": 8192,   "k": 8},    # prefill / attention top-k
    {"batch": 32,  "n": 16384,  "k": 32},   # mid-size batched
    {"batch": 16,  "n": 12000,  "k": 16},   # non-power-of-2 n stress
    {"batch": 128, "n": 4096,   "k": 1},    # batched argmax (k=1 corner case)
]

Chunk ID: fad336
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Output:
name: 05_topk_bitonic
display_name: "TopK via Bitonic Sort"
precision: fp32
regime: memory

# Top-k is dominated by the input read (small output, no reduction over k).
# Comparator-network FLOPs are not the bottleneck on real hardware, so we
# track them but score on bandwidth.
flops_formula: "batch * n * 4"            # ~O(n log^2 n) compares total, but the
                                          # bitonic network is so cheap relative
                                          # to memory that a coarse 4*n estimate
                                          # is fine for telemetry only.
bytes_formula: "batch * n * 4 + batch * k * (4 + 8)"  # fp32 input read + (fp32 value + int64 idx) output

hardware: [RTX_PRO_6000]
peak_tflops_key: fp32
peak_bandwidth_key: dram

# Top-k correctness:
#   - VALUES must match within fp32 atol/rtol (the kth largest value is
#     well-defined modulo float-equal ties, so we use a loose-ish tol).
#   - INDICES are checked leniently: for each row, the multiset of returned
#     indices must select values that match ref values within tol. Direct
#     index equality is NOT required (ties in x can yield different valid
#     index sets).
tolerance:
  float32: 1.0e-4

# Forbidden ops — using any of these in solution.py fails correctness post-hoc.
# This problem is about IMPLEMENTING the selection, not dispatching to PyTorch's
# tuned top-k. torch.s

... (801 more chars)

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Output:
"""SOTA reference for TopK: torch.topk itself.

torch.topk dispatches to a CUB-backed kernel that uses radix-select for
moderate k and a tuned bitonic sort for small n. It is the bar the agent's
hand-rolled bitonic kernel must beat. There is no obvious vendor library that
does better on the (batch, n, k) shape mix we evaluate — Faiss BlockSelect is
specialized for k>=32 with much larger n, and CUB's DeviceSegmentedRadixSort
sorts the full row (overkill for top-k).

This file is INTENTIONALLY allowed to call torch.topk because it is the SOTA
oracle, not the agent's submission. The agent's solution.py is forbidden from
using torch.topk (see problem.yaml.forbidden).
"""
from __future__ import annotations

import torch


def sota_forward(x: torch.Tensor, k: int):
    """Best-available top-k reference. x: (batch, n) fp32."""
    return torch.topk(x, k=k, dim=-1, largest=True, sorted=True)


def is_available() -> bool:
    return True

Chunk ID: 0bf0c4
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Output:
"""Centralized GPU timing for benchmark.py files.

All problems' benchmark.py should call `time_fn` from here so we have one
implementation of warmup, L2 flush, and CUDA event capture to maintain.

Methodology:
  - 10 warmup calls absorb Triton autotune (typical ~7 configs) and
    torch.compile reduce-overhead CUDA-graph capture.
  - Between each timed call, `_l2_flush()` writes 128 MB to evict L2
    (Blackwell L2 is 96 MB; we want any prior L2 contents flushed so
    we measure HBM-load bandwidth, not L2-cached bandwidth).
  - GPU timing via cuda.Event with synchronize() AFTER record() but
    BEFORE elapsed_time() — the canonical NVIDIA pattern.
  - Reported value is the median of `iters` trials, robust to outliers.

Notes / known biases not addressed here:
  - torch.compile(mode="reduce-overhead") gets CUDA graphs which eliminate
    launch overhead. Custom Triton/CUDA kernels do NOT get this treatment.
    On small shapes where launch overhead matters, this gives compile an
    artificial advantage. We accept this as the cost of using the agreed
    "compiled" baseline policy.
  - cuBLAS / cuDNN allocate workspaces on first call. 10 warmup absorbs.
  - Median over a fairly small number of trials (default 30) is fine for
    headline numbers but won't catch bimodal distributions. Use --extra
    instrumentation if you ever care.
"""
from __future__ import annotations



... (1171 more chars)

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Output:
"""Per-dtype correctness tolerance.

Stanford's KernelBench uses 1e-4 atol/rtol for fp32 and 1e-2 for fp16/bf16.
We extend to fp8 (0.1, permissive) and int (exact).
"""
from __future__ import annotations

import torch

DEFAULT_TOLERANCE = {
    torch.float32: {"atol": 1e-4, "rtol": 1e-4},
    torch.float16: {"atol": 1e-2, "rtol": 1e-2},
    torch.bfloat16: {"atol": 1e-2, "rtol": 1e-2},
    torch.float8_e4m3fn: {"atol": 1e-1, "rtol": 1e-1},
    torch.float8_e5m2: {"atol": 1e-1, "rtol": 1e-1},
    torch.int8: {"atol": 0, "rtol": 0},
    torch.int32: {"atol": 0, "rtol": 0},
    torch.int64: {"atol": 0, "rtol": 0},
}


def _coerce_float(x):
    """Accept int/float/str scientific-notation as float; pass through dicts."""
    if isinstance(x, (int, float)):
        return float(x)
    if isinstance(x, str):
        try:
            return float(x)
        except ValueError:
            return x
    return x


def tolerance_for_dtype(dtype: torch.dtype, override: dict | None = None) -> dict:
    """Lookup atol/rtol for a given dtype, with optional per-problem override.

    The override dict is keyed by str(dtype). Values may be:
      - a single number (or a string parseable as float, e.g. "5e-2") -> used
        as both atol and rtol
      - a dict {"atol": ..., "rtol": ...} -> used directly, with values coerced
    """
    # Accept several spellings of the same dtype key (PyYAM

... (2176 more chars)

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Output:
[project]
name = "kernelbench-hard"
version = "0.1.0"
description = "Surgical GPU kernel benchmark. Small deck, frontier agents, roofline metric, link-don't-spoil problem briefs."
requires-python = ">=3.11"
dependencies = [
    "torch>=2.11",
    "numpy>=1.26",
    "pyyaml>=6.0",
    "rich>=13.7",
    "matplotlib>=3.9",
    "pytest>=8.0",
    "ruff>=0.6",
    "einops>=0.8.2",
    "requests<2.33",
]

[build-system]
requires = ["hatchling"]
build-backend = "hatchling.build"

[tool.hatch.build.targets.wheel]
packages = ["src"]

[tool.ruff]
line-length = 100
target-version = "py311"

[tool.ruff.lint]
select = ["E", "F", "W", "I", "B", "UP"]
ignore = ["E501"]

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Output:
total 40
drwxrwxr-x  2 infatoshi infatoshi 4096 Apr 27 20:29 .
drwxrwxr-x 10 infatoshi infatoshi 4096 Apr 24 00:30 ..
-rw-rw-r--  1 infatoshi infatoshi 2084 Apr 27 03:21 PROMPT.txt
-rw-rw-r--  1 infatoshi infatoshi 4090 Apr 26 03:11 benchmark.py
-rw-rw-r--  1 infatoshi infatoshi 5611 Apr 25 22:20 check.py
-rw-rw-r--  1 infatoshi infatoshi 2199 Apr 25 22:20 problem.yaml
-rw-rw-r--  1 infatoshi infatoshi 1561 Apr 25 22:19 reference.py
-rw-rw-r--  1 infatoshi infatoshi  933 Apr 25 22:19 shapes.py
-rw-rw-r--  1 infatoshi infatoshi  945 Apr 25 22:20 sota.py

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Output:

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Output:
2.11.0+cu130
13.0
3.6.0

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Output:
nvcc: NVIDIA (R) Cuda compiler driver
Copyright (c) 2005-2026 NVIDIA Corporation
Built on Mon_Mar_02_09:52:23_PM_PST_2026
Cuda compilation tools, release 13.2, V13.2.51
Build cuda_13.2.r13.2/compiler.37434383_0

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Output:

output:
  Success. Updated the following files:
  A /home/infatoshi/cuda/KernelBench-Hard/problems/05_topk_bitonic/solution.py
metadata:
  exit_code: 0
  duration_seconds: 0.0

Chunk ID: a379df
Wall time: 1.0010 seconds
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Output:

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Output:

Chunk ID: 0fddac
Wall time: 0.0000 seconds
Process exited with code 1
Original token count: 833
Output:
FAIL: import error: Error building extension 'kb05_select_ext_v1': [1/3] /usr/local/cuda-13.2/bin/nvcc -MD -MF cuda.cuda.o.d -DTORCH_EXTENSION_NAME=kb05_select_ext_v1 -DTORCH_API_INCLUDE_EXTENSION_H -isystem /home/infatoshi/cuda/KernelBench-Hard/.venv/lib/python3.11/site-packages/torch/include -isystem /home/infatoshi/cuda/KernelBench-Hard/.venv/lib/python3.11/site-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda-13.2/include -isystem /home/infatoshi/.local/share/uv/python/cpython-3.11.15-linux-x86_64-gnu/include/python3.11 -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_BFLOAT16_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr -gencode=arch=compute_120,code=compute_120 -gencode=arch=compute_120,code=sm_120 --compiler-options '-fPIC' -O3 --use_fast_math -std=c++17 -c /home/infatoshi/.cache/torch_extensions/py311_cu130/kb05_select_ext_v1/cuda.cu -o cuda.cuda.o 
FAILED: [code=2] cuda.cuda.o 
/usr/local/cuda-13.2/bin/nvcc -MD -MF cuda.cuda.o.d -DTORCH_EXTENSION_NAME=kb05_select_ext_v1 -DTORCH_API_INCLUDE_EXTENSION_H -isystem /home/infatoshi/cuda/KernelBench-Hard/.venv/lib/python3.11/site-packages/torch/include -isystem /home/infatoshi/cuda/KernelBench-Hard/.venv/lib/python3.11/site-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda-13.2/include -isystem /home/infatoshi/.local/share/uv/python/

... (1934 more chars)

output:
  Success. Updated the following files:
  M /home/infatoshi/cuda/KernelBench-Hard/problems/05_topk_bitonic/solution.py
metadata:
  exit_code: 0
  duration_seconds: 0.0

Chunk ID: b07a8c
Wall time: 1.0011 seconds
Process running with session ID 13476
Original token count: 0
Output:

Chunk ID: 7c47b5
Wall time: 3.4491 seconds
Process exited with code 1
Original token count: 550
Output:
FAIL: import error: Error building extension 'kb05_select_ext_v1': [1/2] /usr/local/cuda-13.2/bin/nvcc -MD -MF cuda.cuda.o.d -DTORCH_EXTENSION_NAME=kb05_select_ext_v1 -DTORCH_API_INCLUDE_EXTENSION_H -isystem /home/infatoshi/cuda/KernelBench-Hard/.venv/lib/python3.11/site-packages/torch/include -isystem /home/infatoshi/cuda/KernelBench-Hard/.venv/lib/python3.11/site-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda-13.2/include -isystem /home/infatoshi/.local/share/uv/python/cpython-3.11.15-linux-x86_64-gnu/include/python3.11 -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_BFLOAT16_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr -gencode=arch=compute_120,code=compute_120 -gencode=arch=compute_120,code=sm_120 --compiler-options '-fPIC' -O3 --use_fast_math -std=c++17 -c /home/infatoshi/.cache/torch_extensions/py311_cu130/kb05_select_ext_v1/cuda.cu -o cuda.cuda.o 
FAILED: [code=2] cuda.cuda.o 
/usr/local/cuda-13.2/bin/nvcc -MD -MF cuda.cuda.o.d -DTORCH_EXTENSION_NAME=kb05_select_ext_v1 -DTORCH_API_INCLUDE_EXTENSION_H -isystem /home/infatoshi/cuda/KernelBench-Hard/.venv/lib/python3.11/site-packages/torch/include -isystem /home/infatoshi/cuda/KernelBench-Hard/.venv/lib/python3.11/site-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda-13.2/include -isystem /home/infatoshi/.local/share/uv/python/

... (801 more chars)

output:
  Success. Updated the following files:
  M /home/infatoshi/cuda/KernelBench-Hard/problems/05_topk_bitonic/solution.py
metadata:
  exit_code: 0
  duration_seconds: 0.0

Chunk ID: 45ff7e
Wall time: 1.0012 seconds
Process running with session ID 91575
Original token count: 0
Output:

Chunk ID: f3eaba
Wall time: 5.0011 seconds
Process running with session ID 91575
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Output:

Chunk ID: 0ec338
Wall time: 5.0005 seconds
Process running with session ID 91575
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Output:

Chunk ID: 5cd3df
Wall time: 5.0011 seconds
Process running with session ID 91575
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Output:

Chunk ID: 79d502
Wall time: 2.6664 seconds
Process exited with code 0
Original token count: 2
Output:
PASS

Chunk ID: 4a4de3
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:18:47 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   29C    P8             10W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 6f237e
Wall time: 1.0011 seconds
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Original token count: 0
Output:

Chunk ID: abf1a4
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 342
Output:
shape=0 variant=eager tflops=0.011 gbps=10.802 ms=0.049
shape=0 variant=compiled tflops=0.007 gbps=7.094 ms=0.074
shape=0 variant=sota tflops=0.011 gbps=10.884 ms=0.048
shape=0 variant=solution tflops=0.001 gbps=1.424 ms=0.369
shape=0 solution_peak_fraction=0.0008
shape=1 variant=eager tflops=0.044 gbps=44.336 ms=0.047
shape=1 variant=compiled tflops=0.029 gbps=28.708 ms=0.073
shape=1 variant=sota tflops=0.045 gbps=44.850 ms=0.047
shape=1 variant=solution tflops=0.045 gbps=44.973 ms=0.047
shape=1 solution_peak_fraction=0.0250
shape=2 variant=eager tflops=0.044 gbps=44.168 ms=0.048
shape=2 variant=compiled tflops=0.025 gbps=25.625 ms=0.082
shape=2 variant=sota tflops=0.044 gbps=44.049 ms=0.048
shape=2 variant=solution tflops=0.009 gbps=9.225 ms=0.229
shape=2 solution_peak_fraction=0.0051
shape=3 variant=eager tflops=0.018 gbps=17.770 ms=0.043
shape=3 variant=compiled tflops=0.010 gbps=9.892 ms=0.078
shape=3 variant=sota tflops=0.018 gbps=17.942 ms=0.043
shape=3 variant=solution tflops=0.014 gbps=14.305 ms=0.054
shape=3 solution_peak_fraction=0.0079
shape=4 variant=eager tflops=0.103 gbps=103.363 ms=0.020
shape=4 variant=compiled tflops=0.040 gbps=39.532 ms=0.053
shape=4 variant=sota tflops=0.105 gbps=105.271 ms=0.020
shape=4 variant=solution tflops=0.258 gbps=258.205 ms=0.008
shape=4 solution_peak_fraction=0.1434
peak_fraction: 0.0103
RESULT: LOW

Chunk ID: b3c327
Wall time: 0.0000 seconds
Process exited with code 2
Original token count: 35
Output:
rg: /usr/local/cuda-13.2/include/cub: IO error for operation on /usr/local/cuda-13.2/include/cub: No such file or directory (os error 2)

Chunk ID: 7c8d70
Wall time: 0.0000 seconds
Process exited with code 2
Original token count: 40
Output:
rg: /usr/local/cuda-13.2/include/cub/examples: No such file or directory (os error 2)
rg: /usr/local/cuda-13.2/samples: No such file or directory (os error 2)

Chunk ID: dcbb41
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 0
Output:

Chunk ID: a0d04b
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 22
Output:
/usr/local/cuda-13.2/targets/x86_64-linux/include/cccl/cub/block/block_radix_sort.cuh

Chunk ID: 3302f0
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 262
Output:
981:  SortDescending(KeyT (&keys)[ItemsPerThread], int begin_bit = 0, int end_bit = sizeof(KeyT) * 8)
1048:  SortDescending(KeyT (&keys)[ItemsPerThread], DecomposerT decomposer, int begin_bit, int end_bit)
1108:  SortDescending(KeyT (&keys)[ItemsPerThread], DecomposerT decomposer)
1179:  _CCCL_DEVICE _CCCL_FORCEINLINE void SortDescending(
1253:  SortDescending(
1320:  SortDescending(KeyT (&keys)[ItemsPerThread], ValueT (&values)[ItemsPerThread], DecomposerT decomposer)
1781:  SortDescendingBlockedToStriped(KeyT (&keys)[ItemsPerThread], int begin_bit = 0, int end_bit = sizeof(KeyT) * 8)
1849:  SortDescendingBlockedToStriped(KeyT (&keys)[ItemsPerThread], DecomposerT decomposer, int begin_bit, int end_bit)
1910:  SortDescendingBlockedToStriped(KeyT (&keys)[ItemsPerThread], DecomposerT decomposer)
1981:  _CCCL_DEVICE _CCCL_FORCEINLINE void SortDescendingBlockedToStriped(
2051:  SortDescendingBlockedToStriped(
2114:  SortDescendingBlockedToStriped(KeyT (&keys)[ItemsPerThread], ValueT (&values)[ItemsPerThread], DecomposerT decomposer)

Chunk ID: 0d93c7
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 2125
Output:
// SPDX-FileCopyrightText: Copyright (c) 2011, Duane Merrill. All rights reserved.
// SPDX-FileCopyrightText: Copyright (c) 2011-2018, NVIDIA CORPORATION. All rights reserved.
// SPDX-License-Identifier: BSD-3

/**
 * @file
 * The cub::BlockRadixSort class provides [<em>collective</em>](../index.html#sec0) methods for radix
 * sorting of items partitioned across a CUDA thread block.
 */

#pragma once

#include <cub/config.cuh>

#if defined(_CCCL_IMPLICIT_SYSTEM_HEADER_GCC)
#  pragma GCC system_header
#elif defined(_CCCL_IMPLICIT_SYSTEM_HEADER_CLANG)
#  pragma clang system_header
#elif defined(_CCCL_IMPLICIT_SYSTEM_HEADER_MSVC)
#  pragma system_header
#endif // no system header

#include <cub/block/block_exchange.cuh>
#include <cub/block/block_radix_rank.cuh>
#include <cub/block/radix_rank_sort_operations.cuh>
#include <cub/util_ptx.cuh>
#include <cub/util_type.cuh>

#include <cuda/std/__algorithm/min.h>
#include <cuda/std/__type_traits/enable_if.h>
#include <cuda/std/__type_traits/integral_constant.h>
#include <cuda/std/__type_traits/is_convertible.h>
#include <cuda/std/__type_traits/is_same.h>

CUB_NAMESPACE_BEGIN

//! @rst
//! BlockRadixSort class provides :ref:`collective <collective-primitives>` methods for sorting
//! items partitioned across a CUDA thread block using a radix sorting method.
//!
//! .. image:: ../../img/sorting_logo.png
//!     :align: center
//!
//! 

... (7102 more chars)

Chunk ID: 75bbba
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 941
Output:
  //!    __global__ void ExampleKernel(...)
  //!    {
  //!        // Specialize BlockRadixSort for a 1D block of 128 threads owning 4 integer keys each
  //!        using BlockRadixSort = cub::BlockRadixSort<int, 128, 4>;
  //!
  //!        // Allocate shared memory for BlockRadixSort
  //!        __shared__ typename BlockRadixSort::TempStorage temp_storage;
  //!
  //!        // Obtain a segment of consecutive items that are blocked across threads
  //!        int thread_keys[4];
  //!        ...
  //!
  //!        // Collectively sort the keys
  //!        BlockRadixSort(temp_storage).SortBlockedToStriped(thread_keys);
  //!
  //! Suppose the set of input ``thread_keys`` across the block of threads is
  //! ``{ [0,511,1,510], [2,509,3,508], [4,507,5,506], ..., [254,257,255,256] }``.
  //! The corresponding output ``thread_keys`` in those threads will be
  //! ``{ [511,383,255,127], [386,258,130,2], [385,257,128,1], ..., [384,256,128,0] }``.
  //!
  //! @endrst
  //!
  //! @param[in,out] keys
  //!   Keys to sort
  //!
  //! @param[in] begin_bit
  //!   **[optional]** The beginning (least-significant) bit index needed for key comparison
  //!
  //! @param[in] end_bit
  //!   **[optional]** The past-the-end (most-significant) bit index needed for key comparison
  _CCCL_DEVICE _CCCL_FORCEINLINE void
  SortDescendingBlockedToStriped(KeyT (&keys)[ItemsPerThread], int begin_b

... (2367 more chars)

output:
  Success. Updated the following files:
  M /home/infatoshi/cuda/KernelBench-Hard/problems/05_topk_bitonic/solution.py
metadata:
  exit_code: 0
  duration_seconds: 0.0

Chunk ID: 0f4778
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:20:28 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   29C    P8             10W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 9c9834
Wall time: 1.0014 seconds
Process running with session ID 71091
Original token count: 0
Output:

Chunk ID: 48a3fd
Wall time: 5.0015 seconds
Process running with session ID 71091
Original token count: 0
Output:

Chunk ID: 514d1a
Wall time: 5.0013 seconds
Process running with session ID 71091
Original token count: 0
Output:

Chunk ID: e346f2
Wall time: 5.0007 seconds
Process running with session ID 71091
Original token count: 0
Output:

Chunk ID: 68dae2
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 2
Output:
PASS

Chunk ID: 7f102c
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:21:01 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   29C    P5             31W /  600W |     552MiB /  97887MiB |      1%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: b40980
Wall time: 1.0009 seconds
Process running with session ID 37876
Original token count: 0
Output:

Chunk ID: 52ff84
Wall time: 1.1085 seconds
Process exited with code 0
Original token count: 343
Output:
shape=0 variant=eager tflops=0.011 gbps=10.827 ms=0.048
shape=0 variant=compiled tflops=0.007 gbps=6.942 ms=0.076
shape=0 variant=sota tflops=0.011 gbps=11.001 ms=0.048
shape=0 variant=solution tflops=0.021 gbps=20.875 ms=0.025
shape=0 solution_peak_fraction=0.0116
shape=1 variant=eager tflops=0.044 gbps=44.336 ms=0.047
shape=1 variant=compiled tflops=0.028 gbps=27.898 ms=0.075
shape=1 variant=sota tflops=0.045 gbps=44.637 ms=0.047
shape=1 variant=solution tflops=0.044 gbps=44.456 ms=0.047
shape=1 solution_peak_fraction=0.0247
shape=2 variant=eager tflops=0.044 gbps=43.874 ms=0.048
shape=2 variant=compiled tflops=0.025 gbps=25.359 ms=0.083
shape=2 variant=sota tflops=0.044 gbps=44.465 ms=0.047
shape=2 variant=solution tflops=0.091 gbps=91.365 ms=0.023
shape=2 solution_peak_fraction=0.0508
shape=3 variant=eager tflops=0.018 gbps=17.711 ms=0.044
shape=3 variant=compiled tflops=0.010 gbps=10.093 ms=0.076
shape=3 variant=sota tflops=0.018 gbps=18.124 ms=0.043
shape=3 variant=solution tflops=0.014 gbps=14.296 ms=0.054
shape=3 solution_peak_fraction=0.0079
shape=4 variant=eager tflops=0.102 gbps=101.918 ms=0.021
shape=4 variant=compiled tflops=0.039 gbps=38.888 ms=0.054
shape=4 variant=sota tflops=0.105 gbps=104.767 ms=0.020
shape=4 variant=solution tflops=0.244 gbps=244.261 ms=0.009
shape=4 solution_peak_fraction=0.1357
peak_fraction: 0.0275
RESULT: LOW

output:
  Success. Updated the following files:
  M /home/infatoshi/cuda/KernelBench-Hard/problems/05_topk_bitonic/solution.py
metadata:
  exit_code: 0
  duration_seconds: 0.0

Chunk ID: 1da812
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:21:29 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   29C    P8             12W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 709b77
Wall time: 1.0008 seconds
Process running with session ID 74642
Original token count: 0
Output:

Chunk ID: 5dfbd9
Wall time: 5.0009 seconds
Process running with session ID 74642
Original token count: 0
Output:

Chunk ID: 003658
Wall time: 5.0006 seconds
Process running with session ID 74642
Original token count: 0
Output:

Chunk ID: 83cbaa
Wall time: 4.3955 seconds
Process exited with code 0
Original token count: 2
Output:
PASS

Chunk ID: 10f441
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:21:59 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   30C    P0             49W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 5e4cbf
Wall time: 1.0010 seconds
Process running with session ID 34154
Original token count: 0
Output:

Chunk ID: 568b43
Wall time: 0.9895 seconds
Process exited with code 0
Original token count: 343
Output:
shape=0 variant=eager tflops=0.011 gbps=10.866 ms=0.048
shape=0 variant=compiled tflops=0.007 gbps=7.041 ms=0.075
shape=0 variant=sota tflops=0.011 gbps=10.942 ms=0.048
shape=0 variant=solution tflops=0.021 gbps=21.226 ms=0.025
shape=0 solution_peak_fraction=0.0118
shape=1 variant=eager tflops=0.044 gbps=44.083 ms=0.048
shape=1 variant=compiled tflops=0.029 gbps=28.708 ms=0.073
shape=1 variant=sota tflops=0.045 gbps=44.881 ms=0.047
shape=1 variant=solution tflops=0.045 gbps=44.912 ms=0.047
shape=1 solution_peak_fraction=0.0250
shape=2 variant=eager tflops=0.044 gbps=43.917 ms=0.048
shape=2 variant=compiled tflops=0.025 gbps=25.610 ms=0.082
shape=2 variant=sota tflops=0.044 gbps=44.601 ms=0.047
shape=2 variant=solution tflops=0.093 gbps=93.239 ms=0.023
shape=2 solution_peak_fraction=0.0518
shape=3 variant=eager tflops=0.018 gbps=17.862 ms=0.043
shape=3 variant=compiled tflops=0.010 gbps=10.289 ms=0.075
shape=3 variant=sota tflops=0.018 gbps=18.090 ms=0.043
shape=3 variant=solution tflops=0.041 gbps=41.296 ms=0.019
shape=3 solution_peak_fraction=0.0229
shape=4 variant=eager tflops=0.105 gbps=105.525 ms=0.020
shape=4 variant=compiled tflops=0.040 gbps=39.604 ms=0.053
shape=4 variant=sota tflops=0.106 gbps=105.610 ms=0.020
shape=4 variant=solution tflops=0.256 gbps=255.688 ms=0.008
shape=4 solution_peak_fraction=0.1420
peak_fraction: 0.0346
RESULT: LOW

output:
  Success. Updated the following files:
  M /home/infatoshi/cuda/KernelBench-Hard/problems/05_topk_bitonic/solution.py
metadata:
  exit_code: 0
  duration_seconds: 0.0

Chunk ID: e229b4
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:22:59 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   29C    P8             10W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 17b303
Wall time: 1.0011 seconds
Process running with session ID 49414
Original token count: 0
Output:

Chunk ID: 987859
Wall time: 2.2229 seconds
Process exited with code 1
Original token count: 581
Output:
FAIL: import error: Error building extension 'kb05_select_ext_v2': [1/2] /usr/local/cuda-13.2/bin/nvcc -MD -MF cuda.cuda.o.d -DTORCH_EXTENSION_NAME=kb05_select_ext_v2 -DTORCH_API_INCLUDE_EXTENSION_H -isystem /home/infatoshi/cuda/KernelBench-Hard/.venv/lib/python3.11/site-packages/torch/include -isystem /home/infatoshi/cuda/KernelBench-Hard/.venv/lib/python3.11/site-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda-13.2/include -isystem /home/infatoshi/.local/share/uv/python/cpython-3.11.15-linux-x86_64-gnu/include/python3.11 -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_BFLOAT16_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr -gencode=arch=compute_120,code=compute_120 -gencode=arch=compute_120,code=sm_120 --compiler-options '-fPIC' -O3 --use_fast_math -I/usr/local/cuda-13.2/targets/x86_64-linux/include/cccl -std=c++17 -c /home/infatoshi/.cache/torch_extensions/py311_cu130/kb05_select_ext_v2/cuda.cu -o cuda.cuda.o 
FAILED: [code=2] cuda.cuda.o 
/usr/local/cuda-13.2/bin/nvcc -MD -MF cuda.cuda.o.d -DTORCH_EXTENSION_NAME=kb05_select_ext_v2 -DTORCH_API_INCLUDE_EXTENSION_H -isystem /home/infatoshi/cuda/KernelBench-Hard/.venv/lib/python3.11/site-packages/torch/include -isystem /home/infatoshi/cuda/KernelBench-Hard/.venv/lib/python3.11/site-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda-13.2

... (925 more chars)

output:
  Success. Updated the following files:
  M /home/infatoshi/cuda/KernelBench-Hard/problems/05_topk_bitonic/solution.py
metadata:
  exit_code: 0
  duration_seconds: 0.0

Chunk ID: f5bcba
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:23:19 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   29C    P8             11W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 1395b8
Wall time: 1.0011 seconds
Process running with session ID 2644
Original token count: 0
Output:

Chunk ID: 7f4d0e
Wall time: 5.0009 seconds
Process running with session ID 2644
Original token count: 0
Output:

Chunk ID: e906b4
Wall time: 5.0015 seconds
Process running with session ID 2644
Original token count: 0
Output:

Chunk ID: 044f02
Wall time: 5.0007 seconds
Process running with session ID 2644
Original token count: 0
Output:

Chunk ID: 16c3fd
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 2
Output:
PASS

Chunk ID: 954b18
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:23:48 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   30C    P0             55W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 6315d7
Wall time: 1.0009 seconds
Process running with session ID 42315
Original token count: 0
Output:

Chunk ID: bca78a
Wall time: 0.6825 seconds
Process exited with code 0
Original token count: 343
Output:
shape=0 variant=eager tflops=0.011 gbps=10.823 ms=0.049
shape=0 variant=compiled tflops=0.007 gbps=7.118 ms=0.074
shape=0 variant=sota tflops=0.011 gbps=10.931 ms=0.048
shape=0 variant=solution tflops=0.021 gbps=20.822 ms=0.025
shape=0 solution_peak_fraction=0.0116
shape=1 variant=eager tflops=0.044 gbps=43.980 ms=0.048
shape=1 variant=compiled tflops=0.028 gbps=28.228 ms=0.075
shape=1 variant=sota tflops=0.045 gbps=45.127 ms=0.047
shape=1 variant=solution tflops=0.045 gbps=44.927 ms=0.047
shape=1 solution_peak_fraction=0.0250
shape=2 variant=eager tflops=0.044 gbps=44.286 ms=0.048
shape=2 variant=compiled tflops=0.026 gbps=25.785 ms=0.082
shape=2 variant=sota tflops=0.044 gbps=44.450 ms=0.047
shape=2 variant=solution tflops=0.093 gbps=94.037 ms=0.022
shape=2 solution_peak_fraction=0.0522
shape=3 variant=eager tflops=0.018 gbps=17.822 ms=0.043
shape=3 variant=compiled tflops=0.010 gbps=10.238 ms=0.075
shape=3 variant=sota tflops=0.018 gbps=18.110 ms=0.043
shape=3 variant=solution tflops=0.040 gbps=40.261 ms=0.019
shape=3 solution_peak_fraction=0.0224
shape=4 variant=eager tflops=0.105 gbps=105.525 ms=0.020
shape=4 variant=compiled tflops=0.040 gbps=39.796 ms=0.053
shape=4 variant=sota tflops=0.105 gbps=105.187 ms=0.020
shape=4 variant=solution tflops=0.267 gbps=267.690 ms=0.008
shape=4 solution_peak_fraction=0.1487
peak_fraction: 0.0347
RESULT: LOW

output:
  Success. Updated the following files:
  M /home/infatoshi/cuda/KernelBench-Hard/problems/05_topk_bitonic/solution.py
metadata:
  exit_code: 0
  duration_seconds: 0.0

Chunk ID: e4954c
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:24:10 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   29C    P8             10W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 5a7b53
Wall time: 1.0006 seconds
Process running with session ID 91487
Original token count: 0
Output:

Chunk ID: 5f1d04
Wall time: 5.0004 seconds
Process running with session ID 91487
Original token count: 0
Output:

Chunk ID: db429b
Wall time: 5.0012 seconds
Process running with session ID 91487
Original token count: 0
Output:

Chunk ID: 4e442c
Wall time: 5.0014 seconds
Process running with session ID 91487
Original token count: 0
Output:

Chunk ID: 241e32
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 2
Output:
PASS

Chunk ID: 99ed42
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:24:42 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   30C    P5             29W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: b1ed2e
Wall time: 1.0010 seconds
Process running with session ID 81161
Original token count: 0
Output:

Chunk ID: e2dedf
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 343
Output:
shape=0 variant=eager tflops=0.011 gbps=10.863 ms=0.048
shape=0 variant=compiled tflops=0.007 gbps=7.007 ms=0.075
shape=0 variant=sota tflops=0.011 gbps=10.899 ms=0.048
shape=0 variant=solution tflops=0.021 gbps=21.172 ms=0.025
shape=0 solution_peak_fraction=0.0118
shape=1 variant=eager tflops=0.044 gbps=44.576 ms=0.047
shape=1 variant=compiled tflops=0.028 gbps=28.565 ms=0.074
shape=1 variant=sota tflops=0.045 gbps=44.942 ms=0.047
shape=1 variant=solution tflops=0.095 gbps=95.396 ms=0.022
shape=1 solution_peak_fraction=0.0530
shape=2 variant=eager tflops=0.044 gbps=44.616 ms=0.047
shape=2 variant=compiled tflops=0.026 gbps=25.770 ms=0.082
shape=2 variant=sota tflops=0.044 gbps=44.108 ms=0.048
shape=2 variant=solution tflops=0.093 gbps=93.770 ms=0.022
shape=2 solution_peak_fraction=0.0521
shape=3 variant=eager tflops=0.018 gbps=17.875 ms=0.043
shape=3 variant=compiled tflops=0.010 gbps=10.364 ms=0.074
shape=3 variant=sota tflops=0.018 gbps=18.110 ms=0.043
shape=3 variant=solution tflops=0.041 gbps=41.509 ms=0.019
shape=3 solution_peak_fraction=0.0231
shape=4 variant=eager tflops=0.107 gbps=106.641 ms=0.020
shape=4 variant=compiled tflops=0.040 gbps=39.942 ms=0.053
shape=4 variant=sota tflops=0.105 gbps=105.187 ms=0.020
shape=4 variant=solution tflops=0.260 gbps=259.739 ms=0.008
shape=4 solution_peak_fraction=0.1443
peak_fraction: 0.0404
RESULT: LOW

output:
  Success. Updated the following files:
  M /home/infatoshi/cuda/KernelBench-Hard/problems/05_topk_bitonic/solution.py
metadata:
  exit_code: 0
  duration_seconds: 0.0

Chunk ID: 3db31a
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:25:28 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   29C    P8             10W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 5d8d03
Wall time: 1.0011 seconds
Process running with session ID 35056
Original token count: 0
Output:

Chunk ID: 194fa0
Wall time: 5.0013 seconds
Process running with session ID 35056
Original token count: 0
Output:

Chunk ID: 9dbc75
Wall time: 5.0012 seconds
Process running with session ID 35056
Original token count: 0
Output:

Chunk ID: fa52e5
Wall time: 0.2584 seconds
Process exited with code 0
Original token count: 2
Output:
PASS

Chunk ID: aac670
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:25:57 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   30C    P0             55W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 9346d3
Wall time: 1.0011 seconds
Process running with session ID 63040
Original token count: 0
Output:

Chunk ID: 98ead0
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 343
Output:
shape=0 variant=eager tflops=0.011 gbps=10.859 ms=0.048
shape=0 variant=compiled tflops=0.007 gbps=7.024 ms=0.075
shape=0 variant=sota tflops=0.011 gbps=11.012 ms=0.048
shape=0 variant=solution tflops=0.021 gbps=21.351 ms=0.025
shape=0 solution_peak_fraction=0.0119
shape=1 variant=eager tflops=0.044 gbps=44.291 ms=0.047
shape=1 variant=compiled tflops=0.028 gbps=28.571 ms=0.074
shape=1 variant=sota tflops=0.045 gbps=44.958 ms=0.047
shape=1 variant=solution tflops=0.096 gbps=95.813 ms=0.022
shape=1 solution_peak_fraction=0.0532
shape=2 variant=eager tflops=0.044 gbps=44.301 ms=0.048
shape=2 variant=compiled tflops=0.026 gbps=25.665 ms=0.082
shape=2 variant=sota tflops=0.044 gbps=44.752 ms=0.047
shape=2 variant=solution tflops=0.092 gbps=93.042 ms=0.023
shape=2 solution_peak_fraction=0.0517
shape=3 variant=eager tflops=0.018 gbps=17.829 ms=0.043
shape=3 variant=compiled tflops=0.010 gbps=10.337 ms=0.075
shape=3 variant=sota tflops=0.018 gbps=18.077 ms=0.043
shape=3 variant=solution tflops=0.041 gbps=41.653 ms=0.019
shape=3 solution_peak_fraction=0.0231
shape=4 variant=eager tflops=0.102 gbps=102.395 ms=0.020
shape=4 variant=compiled tflops=0.039 gbps=39.425 ms=0.053
shape=4 variant=sota tflops=0.105 gbps=105.271 ms=0.020
shape=4 variant=solution tflops=0.255 gbps=255.191 ms=0.008
shape=4 solution_peak_fraction=0.1418
peak_fraction: 0.0404
RESULT: LOW

output:
  Success. Updated the following files:
  M /home/infatoshi/cuda/KernelBench-Hard/problems/05_topk_bitonic/solution.py
metadata:
  exit_code: 0
  duration_seconds: 0.0

Chunk ID: 90fec0
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:26:13 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   30C    P8             10W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 238f8e
Wall time: 1.0010 seconds
Process running with session ID 63177
Original token count: 0
Output:

Chunk ID: 7aab92
Wall time: 5.0008 seconds
Process running with session ID 63177
Original token count: 0
Output:

Chunk ID: 268832
Wall time: 5.0017 seconds
Process running with session ID 63177
Original token count: 0
Output:

Chunk ID: f8f652
Wall time: 5.0008 seconds
Process running with session ID 63177
Original token count: 0
Output:

Chunk ID: fef613
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 2
Output:
PASS

Chunk ID: 81dbe2
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:26:43 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   30C    P3             35W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 0bc67e
Wall time: 1.0011 seconds
Process running with session ID 38055
Original token count: 0
Output:

Chunk ID: 910953
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 343
Output:
shape=0 variant=eager tflops=0.011 gbps=10.870 ms=0.048
shape=0 variant=compiled tflops=0.007 gbps=7.068 ms=0.074
shape=0 variant=sota tflops=0.011 gbps=10.928 ms=0.048
shape=0 variant=solution tflops=0.015 gbps=15.019 ms=0.035
shape=0 solution_peak_fraction=0.0083
shape=1 variant=eager tflops=0.044 gbps=44.486 ms=0.047
shape=1 variant=compiled tflops=0.028 gbps=27.815 ms=0.076
shape=1 variant=sota tflops=0.045 gbps=45.081 ms=0.047
shape=1 variant=solution tflops=0.095 gbps=95.396 ms=0.022
shape=1 solution_peak_fraction=0.0530
shape=2 variant=eager tflops=0.044 gbps=44.242 ms=0.048
shape=2 variant=compiled tflops=0.025 gbps=25.645 ms=0.082
shape=2 variant=sota tflops=0.044 gbps=44.391 ms=0.048
shape=2 variant=solution tflops=0.092 gbps=92.390 ms=0.023
shape=2 solution_peak_fraction=0.0513
shape=3 variant=eager tflops=0.018 gbps=17.842 ms=0.043
shape=3 variant=compiled tflops=0.010 gbps=10.353 ms=0.074
shape=3 variant=sota tflops=0.018 gbps=18.029 ms=0.043
shape=3 variant=solution tflops=0.041 gbps=41.190 ms=0.019
shape=3 solution_peak_fraction=0.0229
shape=4 variant=eager tflops=0.104 gbps=103.690 ms=0.020
shape=4 variant=compiled tflops=0.039 gbps=39.437 ms=0.053
shape=4 variant=sota tflops=0.105 gbps=104.767 ms=0.020
shape=4 variant=solution tflops=0.256 gbps=256.188 ms=0.008
shape=4 solution_peak_fraction=0.1423
peak_fraction: 0.0375
RESULT: LOW

output:
  Success. Updated the following files:
  M /home/infatoshi/cuda/KernelBench-Hard/problems/05_topk_bitonic/solution.py
metadata:
  exit_code: 0
  duration_seconds: 0.0

Chunk ID: e04f26
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:27:04 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   30C    P8             10W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 97c917
Wall time: 1.0010 seconds
Process running with session ID 10931
Original token count: 0
Output:

Chunk ID: ffa549
Wall time: 5.0016 seconds
Process running with session ID 10931
Original token count: 0
Output:

Chunk ID: 61a4eb
Wall time: 5.0010 seconds
Process running with session ID 10931
Original token count: 0
Output:

Chunk ID: 7a3ca0
Wall time: 5.0005 seconds
Process running with session ID 10931
Original token count: 0
Output:

Chunk ID: 1429d4
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 2
Output:
PASS

Chunk ID: f4ce7f
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:27:36 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   30C    P0             49W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 4180f1
Wall time: 1.0005 seconds
Process running with session ID 13857
Original token count: 0
Output:

Chunk ID: b40772
Wall time: 0.8376 seconds
Process exited with code 0
Original token count: 343
Output:
shape=0 variant=eager tflops=0.011 gbps=10.884 ms=0.048
shape=0 variant=compiled tflops=0.007 gbps=7.074 ms=0.074
shape=0 variant=sota tflops=0.011 gbps=11.027 ms=0.048
shape=0 variant=solution tflops=0.023 gbps=22.996 ms=0.023
shape=0 solution_peak_fraction=0.0128
shape=1 variant=eager tflops=0.044 gbps=44.351 ms=0.047
shape=1 variant=compiled tflops=0.028 gbps=27.946 ms=0.075
shape=1 variant=sota tflops=0.045 gbps=45.035 ms=0.047
shape=1 variant=solution tflops=0.098 gbps=98.617 ms=0.021
shape=1 solution_peak_fraction=0.0548
shape=2 variant=eager tflops=0.044 gbps=44.064 ms=0.048
shape=2 variant=compiled tflops=0.026 gbps=25.710 ms=0.082
shape=2 variant=sota tflops=0.044 gbps=44.435 ms=0.047
shape=2 variant=solution tflops=0.093 gbps=93.371 ms=0.023
shape=2 solution_peak_fraction=0.0519
shape=3 variant=eager tflops=0.018 gbps=17.862 ms=0.043
shape=3 variant=compiled tflops=0.010 gbps=10.391 ms=0.074
shape=3 variant=sota tflops=0.018 gbps=18.049 ms=0.043
shape=3 variant=solution tflops=0.041 gbps=41.509 ms=0.019
shape=3 solution_peak_fraction=0.0231
shape=4 variant=eager tflops=0.104 gbps=103.690 ms=0.020
shape=4 variant=compiled tflops=0.040 gbps=39.724 ms=0.053
shape=4 variant=sota tflops=0.106 gbps=105.695 ms=0.020
shape=4 variant=solution tflops=0.257 gbps=257.192 ms=0.008
shape=4 solution_peak_fraction=0.1429
peak_fraction: 0.0413
RESULT: LOW

output:
  Success. Updated the following files:
  M /home/infatoshi/cuda/KernelBench-Hard/problems/05_topk_bitonic/solution.py
metadata:
  exit_code: 0
  duration_seconds: 0.0

Chunk ID: 5e17fb
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:27:48 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   30C    P3             46W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 6cf651
Wall time: 1.0011 seconds
Process running with session ID 41355
Original token count: 0
Output:

Chunk ID: 78525a
Wall time: 5.0013 seconds
Process running with session ID 41355
Original token count: 0
Output:

Chunk ID: 2a1fb3
Wall time: 5.0043 seconds
Process running with session ID 41355
Original token count: 0
Output:

Chunk ID: 0ed5df
Wall time: 5.0005 seconds
Process running with session ID 41355
Original token count: 0
Output:

Chunk ID: 358c8a
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 2
Output:
PASS

Chunk ID: b8613a
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:28:19 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   29C    P0             49W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 7009a6
Wall time: 1.0011 seconds
Process running with session ID 25730
Original token count: 0
Output:

Chunk ID: a00fbf
Wall time: 0.5998 seconds
Process exited with code 0
Original token count: 343
Output:
shape=0 variant=eager tflops=0.011 gbps=10.924 ms=0.048
shape=0 variant=compiled tflops=0.007 gbps=7.097 ms=0.074
shape=0 variant=sota tflops=0.011 gbps=10.946 ms=0.048
shape=0 variant=solution tflops=0.023 gbps=23.142 ms=0.023
shape=0 solution_peak_fraction=0.0129
shape=1 variant=eager tflops=0.045 gbps=44.804 ms=0.047
shape=1 variant=compiled tflops=0.029 gbps=28.677 ms=0.073
shape=1 variant=sota tflops=0.045 gbps=45.096 ms=0.047
shape=1 variant=solution tflops=0.094 gbps=94.573 ms=0.022
shape=1 solution_peak_fraction=0.0525
shape=2 variant=eager tflops=0.044 gbps=44.301 ms=0.048
shape=2 variant=compiled tflops=0.026 gbps=25.750 ms=0.082
shape=2 variant=sota tflops=0.044 gbps=44.331 ms=0.048
shape=2 variant=solution tflops=0.093 gbps=93.636 ms=0.023
shape=2 solution_peak_fraction=0.0520
shape=3 variant=eager tflops=0.018 gbps=17.842 ms=0.043
shape=3 variant=compiled tflops=0.010 gbps=10.326 ms=0.075
shape=3 variant=sota tflops=0.018 gbps=18.151 ms=0.042
shape=3 variant=solution tflops=0.042 gbps=41.761 ms=0.018
shape=3 solution_peak_fraction=0.0232
shape=4 variant=eager tflops=0.103 gbps=103.445 ms=0.020
shape=4 variant=compiled tflops=0.040 gbps=39.966 ms=0.053
shape=4 variant=sota tflops=0.105 gbps=105.187 ms=0.020
shape=4 variant=solution tflops=0.259 gbps=259.225 ms=0.008
shape=4 solution_peak_fraction=0.1440
peak_fraction: 0.0411
RESULT: LOW

output:
  Success. Updated the following files:
  M /home/infatoshi/cuda/KernelBench-Hard/problems/05_topk_bitonic/solution.py
metadata:
  exit_code: 0
  duration_seconds: 0.0

Chunk ID: 030c71
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:28:35 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   29C    P8             11W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 11c8c6
Wall time: 1.0015 seconds
Process running with session ID 6278
Original token count: 0
Output:

Chunk ID: 4c9379
Wall time: 5.0012 seconds
Process running with session ID 6278
Original token count: 0
Output:

Chunk ID: e1b1e8
Wall time: 5.0004 seconds
Process running with session ID 6278
Original token count: 0
Output:

Chunk ID: a2f15b
Wall time: 3.0193 seconds
Process exited with code 0
Original token count: 2
Output:
PASS

Chunk ID: 78a1f6
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:29:03 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   29C    P0             58W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: a24271
Wall time: 1.0011 seconds
Process running with session ID 87935
Original token count: 0
Output:

Chunk ID: 9ee747
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 343
Output:
shape=0 variant=eager tflops=0.011 gbps=10.891 ms=0.048
shape=0 variant=compiled tflops=0.007 gbps=7.086 ms=0.074
shape=0 variant=sota tflops=0.011 gbps=10.924 ms=0.048
shape=0 variant=solution tflops=0.023 gbps=22.884 ms=0.023
shape=0 solution_peak_fraction=0.0127
shape=1 variant=eager tflops=0.044 gbps=44.576 ms=0.047
shape=1 variant=compiled tflops=0.028 gbps=27.739 ms=0.076
shape=1 variant=sota tflops=0.045 gbps=45.096 ms=0.047
shape=1 variant=solution tflops=0.096 gbps=96.023 ms=0.022
shape=1 solution_peak_fraction=0.0533
shape=2 variant=eager tflops=0.044 gbps=44.094 ms=0.048
shape=2 variant=compiled tflops=0.025 gbps=25.462 ms=0.083
shape=2 variant=sota tflops=0.044 gbps=44.510 ms=0.047
shape=2 variant=solution tflops=0.093 gbps=93.703 ms=0.023
shape=2 solution_peak_fraction=0.0521
shape=3 variant=eager tflops=0.018 gbps=17.796 ms=0.043
shape=3 variant=compiled tflops=0.010 gbps=10.382 ms=0.074
shape=3 variant=sota tflops=0.018 gbps=18.049 ms=0.043
shape=3 variant=solution tflops=0.041 gbps=41.617 ms=0.019
shape=3 solution_peak_fraction=0.0231
shape=4 variant=eager tflops=0.104 gbps=104.433 ms=0.020
shape=4 variant=compiled tflops=0.040 gbps=40.137 ms=0.052
shape=4 variant=sota tflops=0.104 gbps=104.267 ms=0.020
shape=4 variant=solution tflops=0.263 gbps=262.862 ms=0.008
shape=4 solution_peak_fraction=0.1460
peak_fraction: 0.0412
RESULT: LOW

output:
  Success. Updated the following files:
  M /home/infatoshi/cuda/KernelBench-Hard/problems/05_topk_bitonic/solution.py
metadata:
  exit_code: 0
  duration_seconds: 0.0

Chunk ID: 6bcd03
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:29:19 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   29C    P5             17W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 29256e
Wall time: 1.0011 seconds
Process running with session ID 67082
Original token count: 0
Output:

Chunk ID: 87f5a9
Wall time: 5.0004 seconds
Process running with session ID 67082
Original token count: 0
Output:

Chunk ID: 3830e3
Wall time: 5.0011 seconds
Process running with session ID 67082
Original token count: 0
Output:

Chunk ID: d85072
Wall time: 5.0010 seconds
Process running with session ID 67082
Original token count: 0
Output:

Chunk ID: c78037
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 2
Output:
PASS

Chunk ID: 635f87
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:29:50 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   29C    P3             45W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: cd7e2b
Wall time: 1.0010 seconds
Process running with session ID 53135
Original token count: 0
Output:

Chunk ID: a17da4
Wall time: 0.9042 seconds
Process exited with code 0
Original token count: 343
Output:
shape=0 variant=eager tflops=0.011 gbps=10.834 ms=0.048
shape=0 variant=compiled tflops=0.007 gbps=7.094 ms=0.074
shape=0 variant=sota tflops=0.011 gbps=10.979 ms=0.048
shape=0 variant=solution tflops=0.021 gbps=21.505 ms=0.024
shape=0 solution_peak_fraction=0.0119
shape=1 variant=eager tflops=0.045 gbps=44.637 ms=0.047
shape=1 variant=compiled tflops=0.029 gbps=28.590 ms=0.074
shape=1 variant=sota tflops=0.045 gbps=45.487 ms=0.046
shape=1 variant=solution tflops=0.098 gbps=98.101 ms=0.021
shape=1 solution_peak_fraction=0.0545
shape=2 variant=eager tflops=0.044 gbps=44.286 ms=0.048
shape=2 variant=compiled tflops=0.026 gbps=25.937 ms=0.081
shape=2 variant=sota tflops=0.045 gbps=45.058 ms=0.047
shape=2 variant=solution tflops=0.093 gbps=93.903 ms=0.022
shape=2 solution_peak_fraction=0.0522
shape=3 variant=eager tflops=0.018 gbps=17.882 ms=0.043
shape=3 variant=compiled tflops=0.010 gbps=10.348 ms=0.075
shape=3 variant=sota tflops=0.018 gbps=18.117 ms=0.043
shape=3 variant=solution tflops=0.042 gbps=41.689 ms=0.018
shape=3 solution_peak_fraction=0.0232
shape=4 variant=eager tflops=0.104 gbps=103.772 ms=0.020
shape=4 variant=compiled tflops=0.040 gbps=39.700 ms=0.053
shape=4 variant=sota tflops=0.105 gbps=104.851 ms=0.020
shape=4 variant=solution tflops=0.259 gbps=258.714 ms=0.008
shape=4 solution_peak_fraction=0.1437
peak_fraction: 0.0408
RESULT: LOW

output:
  Success. Updated the following files:
  M /home/infatoshi/cuda/KernelBench-Hard/problems/05_topk_bitonic/solution.py
metadata:
  exit_code: 0
  duration_seconds: 0.0

Chunk ID: f54942
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:30:09 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   29C    P8             10W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: b0bf0a
Wall time: 1.0011 seconds
Process running with session ID 93194
Original token count: 0
Output:

Chunk ID: ccc209
Wall time: 5.0009 seconds
Process running with session ID 93194
Original token count: 0
Output:

Chunk ID: 3a2c20
Wall time: 5.0013 seconds
Process running with session ID 93194
Original token count: 0
Output:

Chunk ID: e53a35
Wall time: 5.0017 seconds
Process running with session ID 93194
Original token count: 0
Output:

Chunk ID: 06a6ac
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 2
Output:
PASS

Chunk ID: 3526a3
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:30:39 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   29C    P0             49W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 32c56f
Wall time: 1.0006 seconds
Process running with session ID 61777
Original token count: 0
Output:

Chunk ID: 47e521
Wall time: 0.2551 seconds
Process exited with code 0
Original token count: 343
Output:
shape=0 variant=eager tflops=0.011 gbps=10.845 ms=0.048
shape=0 variant=compiled tflops=0.007 gbps=7.063 ms=0.074
shape=0 variant=sota tflops=0.011 gbps=10.931 ms=0.048
shape=0 variant=solution tflops=0.023 gbps=23.142 ms=0.023
shape=0 solution_peak_fraction=0.0129
shape=1 variant=eager tflops=0.044 gbps=44.501 ms=0.047
shape=1 variant=compiled tflops=0.029 gbps=28.646 ms=0.073
shape=1 variant=sota tflops=0.045 gbps=45.408 ms=0.046
shape=1 variant=solution tflops=0.095 gbps=94.914 ms=0.022
shape=1 solution_peak_fraction=0.0527
shape=2 variant=eager tflops=0.044 gbps=44.450 ms=0.047
shape=2 variant=compiled tflops=0.026 gbps=25.745 ms=0.082
shape=2 variant=sota tflops=0.044 gbps=44.752 ms=0.047
shape=2 variant=solution tflops=0.093 gbps=93.570 ms=0.023
shape=2 solution_peak_fraction=0.0520
shape=3 variant=eager tflops=0.018 gbps=17.909 ms=0.043
shape=3 variant=compiled tflops=0.010 gbps=10.395 ms=0.074
shape=3 variant=sota tflops=0.018 gbps=18.104 ms=0.043
shape=3 variant=solution tflops=0.042 gbps=41.797 ms=0.018
shape=3 solution_peak_fraction=0.0232
shape=4 variant=eager tflops=0.103 gbps=103.363 ms=0.020
shape=4 variant=compiled tflops=0.040 gbps=39.616 ms=0.053
shape=4 variant=sota tflops=0.106 gbps=106.209 ms=0.020
shape=4 variant=solution tflops=0.264 gbps=263.920 ms=0.008
shape=4 solution_peak_fraction=0.1466
peak_fraction: 0.0413
RESULT: LOW

output:
  Success. Updated the following files:
  M /home/infatoshi/cuda/KernelBench-Hard/problems/05_topk_bitonic/solution.py
metadata:
  exit_code: 0
  duration_seconds: 0.0

Chunk ID: e0f9d5
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:31:01 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   29C    P8             18W /  600W |     552MiB /  97887MiB |      1%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: c9f282
Wall time: 1.0008 seconds
Process running with session ID 68516
Original token count: 0
Output:

Chunk ID: b01975
Wall time: 5.0016 seconds
Process running with session ID 68516
Original token count: 0
Output:

Chunk ID: 86248e
Wall time: 5.0016 seconds
Process running with session ID 68516
Original token count: 0
Output:

Chunk ID: 15fdfd
Wall time: 5.0009 seconds
Process running with session ID 68516
Original token count: 2
Output:
PASS

Chunk ID: 44d09a
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 0
Output:

Chunk ID: 462477
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:31:31 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   29C    P3             47W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: a6effc
Wall time: 1.0014 seconds
Process running with session ID 83299
Original token count: 0
Output:

Chunk ID: 332f8b
Wall time: 0.3949 seconds
Process exited with code 0
Original token count: 343
Output:
shape=0 variant=eager tflops=0.011 gbps=10.953 ms=0.048
shape=0 variant=compiled tflops=0.007 gbps=7.056 ms=0.074
shape=0 variant=sota tflops=0.011 gbps=10.942 ms=0.048
shape=0 variant=solution tflops=0.023 gbps=23.094 ms=0.023
shape=0 solution_peak_fraction=0.0128
shape=1 variant=eager tflops=0.045 gbps=44.683 ms=0.047
shape=1 variant=compiled tflops=0.028 gbps=28.234 ms=0.074
shape=1 variant=sota tflops=0.045 gbps=44.973 ms=0.047
shape=1 variant=solution tflops=0.096 gbps=96.164 ms=0.022
shape=1 solution_peak_fraction=0.0534
shape=2 variant=eager tflops=0.044 gbps=44.495 ms=0.047
shape=2 variant=compiled tflops=0.026 gbps=25.795 ms=0.082
shape=2 variant=sota tflops=0.044 gbps=44.420 ms=0.047
shape=2 variant=solution tflops=0.091 gbps=91.556 ms=0.023
shape=2 solution_peak_fraction=0.0509
shape=3 variant=eager tflops=0.018 gbps=17.895 ms=0.043
shape=3 variant=compiled tflops=0.010 gbps=10.313 ms=0.075
shape=3 variant=sota tflops=0.018 gbps=18.083 ms=0.043
shape=3 variant=solution tflops=0.042 gbps=41.906 ms=0.018
shape=3 solution_peak_fraction=0.0233
shape=4 variant=eager tflops=0.105 gbps=104.767 ms=0.020
shape=4 variant=compiled tflops=0.040 gbps=39.796 ms=0.053
shape=4 variant=sota tflops=0.105 gbps=105.187 ms=0.020
shape=4 variant=solution tflops=0.258 gbps=257.697 ms=0.008
shape=4 solution_peak_fraction=0.1432
peak_fraction: 0.0410
RESULT: LOW

output:
  Success. Updated the following files:
  M /home/infatoshi/cuda/KernelBench-Hard/problems/05_topk_bitonic/solution.py
metadata:
  exit_code: 0
  duration_seconds: 0.0

Chunk ID: a08c66
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:31:45 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   29C    P5             15W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: cb257d
Wall time: 1.0008 seconds
Process running with session ID 88132
Original token count: 0
Output:

Chunk ID: 6e230a
Wall time: 5.0008 seconds
Process running with session ID 88132
Original token count: 0
Output:

Chunk ID: a0f95b
Wall time: 5.0007 seconds
Process running with session ID 88132
Original token count: 0
Output:

Chunk ID: 9839f8
Wall time: 5.0007 seconds
Process running with session ID 88132
Original token count: 0
Output:

Chunk ID: 91acb0
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 2
Output:
PASS

Chunk ID: e2f00b
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:32:21 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   29C    P5             37W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 26e38b
Wall time: 1.0010 seconds
Process running with session ID 59635
Original token count: 0
Output:

Chunk ID: f6f3f3
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 343
Output:
shape=0 variant=eager tflops=0.011 gbps=10.852 ms=0.048
shape=0 variant=compiled tflops=0.007 gbps=7.097 ms=0.074
shape=0 variant=sota tflops=0.011 gbps=10.961 ms=0.048
shape=0 variant=solution tflops=0.023 gbps=23.094 ms=0.023
shape=0 solution_peak_fraction=0.0128
shape=1 variant=eager tflops=0.044 gbps=44.546 ms=0.047
shape=1 variant=compiled tflops=0.028 gbps=28.065 ms=0.075
shape=1 variant=sota tflops=0.045 gbps=44.896 ms=0.047
shape=1 variant=solution tflops=0.100 gbps=100.043 ms=0.021
shape=1 solution_peak_fraction=0.0556
shape=2 variant=eager tflops=0.044 gbps=44.182 ms=0.048
shape=2 variant=compiled tflops=0.025 gbps=25.393 ms=0.083
shape=2 variant=sota tflops=0.044 gbps=44.661 ms=0.047
shape=2 variant=solution tflops=0.093 gbps=93.703 ms=0.023
shape=2 solution_peak_fraction=0.0521
shape=3 variant=eager tflops=0.018 gbps=17.796 ms=0.043
shape=3 variant=compiled tflops=0.010 gbps=10.359 ms=0.074
shape=3 variant=sota tflops=0.018 gbps=18.009 ms=0.043
shape=3 variant=solution tflops=0.047 gbps=47.017 ms=0.016
shape=3 solution_peak_fraction=0.0261
shape=4 variant=eager tflops=0.104 gbps=103.772 ms=0.020
shape=4 variant=compiled tflops=0.040 gbps=39.532 ms=0.053
shape=4 variant=sota tflops=0.105 gbps=105.441 ms=0.020
shape=4 variant=solution tflops=0.255 gbps=255.191 ms=0.008
shape=4 solution_peak_fraction=0.1418
peak_fraction: 0.0424
RESULT: LOW

output:
  Success. Updated the following files:
  M /home/infatoshi/cuda/KernelBench-Hard/problems/05_topk_bitonic/solution.py
metadata:
  exit_code: 0
  duration_seconds: 0.0

Chunk ID: 3f0c70
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:32:39 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   29C    P8             12W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 638b12
Wall time: 1.0010 seconds
Process running with session ID 52016
Original token count: 0
Output:

Chunk ID: e77911
Wall time: 5.0002 seconds
Process running with session ID 52016
Original token count: 0
Output:

Chunk ID: 5f0928
Wall time: 5.0003 seconds
Process running with session ID 52016
Original token count: 0
Output:

Chunk ID: 9a2252
Wall time: 0.0631 seconds
Process exited with code 0
Original token count: 2
Output:
PASS

Chunk ID: 3f9c9b
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:33:10 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   29C    P0             49W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 48912b
Wall time: 1.0011 seconds
Process running with session ID 96609
Original token count: 0
Output:

Chunk ID: 157d36
Wall time: 0.3210 seconds
Process exited with code 0
Original token count: 343
Output:
shape=0 variant=eager tflops=0.011 gbps=10.852 ms=0.048
shape=0 variant=compiled tflops=0.007 gbps=7.079 ms=0.074
shape=0 variant=sota tflops=0.011 gbps=10.950 ms=0.048
shape=0 variant=solution tflops=0.023 gbps=22.980 ms=0.023
shape=0 solution_peak_fraction=0.0128
shape=1 variant=eager tflops=0.045 gbps=44.759 ms=0.047
shape=1 variant=compiled tflops=0.028 gbps=28.325 ms=0.074
shape=1 variant=sota tflops=0.045 gbps=45.439 ms=0.046
shape=1 variant=solution tflops=0.095 gbps=95.535 ms=0.022
shape=1 solution_peak_fraction=0.0531
shape=2 variant=eager tflops=0.044 gbps=44.286 ms=0.048
shape=2 variant=compiled tflops=0.026 gbps=25.785 ms=0.082
shape=2 variant=sota tflops=0.044 gbps=44.601 ms=0.047
shape=2 variant=solution tflops=0.093 gbps=93.305 ms=0.023
shape=2 solution_peak_fraction=0.0518
shape=3 variant=eager tflops=0.018 gbps=17.856 ms=0.043
shape=3 variant=compiled tflops=0.010 gbps=10.331 ms=0.075
shape=3 variant=sota tflops=0.018 gbps=18.077 ms=0.043
shape=3 variant=solution tflops=0.043 gbps=42.761 ms=0.018
shape=3 solution_peak_fraction=0.0238
shape=4 variant=eager tflops=0.103 gbps=103.282 ms=0.020
shape=4 variant=compiled tflops=0.040 gbps=40.002 ms=0.052
shape=4 variant=sota tflops=0.106 gbps=106.295 ms=0.020
shape=4 variant=solution tflops=0.258 gbps=257.697 ms=0.008
shape=4 solution_peak_fraction=0.1432
peak_fraction: 0.0413
RESULT: LOW

output:
  Success. Updated the following files:
  M /home/infatoshi/cuda/KernelBench-Hard/problems/05_topk_bitonic/solution.py
metadata:
  exit_code: 0
  duration_seconds: 0.0

Chunk ID: 3f153b
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:33:30 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   29C    P8             10W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 3095fe
Wall time: 1.0011 seconds
Process running with session ID 93268
Original token count: 0
Output:

Chunk ID: 5da693
Wall time: 5.0013 seconds
Process running with session ID 93268
Original token count: 0
Output:

Chunk ID: dc84d1
Wall time: 5.0003 seconds
Process running with session ID 93268
Original token count: 0
Output:

Chunk ID: aaaf0d
Wall time: 5.0010 seconds
Process running with session ID 93268
Original token count: 2
Output:
PASS

Chunk ID: 67a9de
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 0
Output:

Chunk ID: b92161
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:34:02 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   30C    P0             48W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: e6a77f
Wall time: 1.0008 seconds
Process running with session ID 34564
Original token count: 0
Output:

Chunk ID: 9576e0
Wall time: 0.6677 seconds
Process exited with code 0
Original token count: 343
Output:
shape=0 variant=eager tflops=0.011 gbps=10.830 ms=0.048
shape=0 variant=compiled tflops=0.007 gbps=7.137 ms=0.074
shape=0 variant=sota tflops=0.011 gbps=10.924 ms=0.048
shape=0 variant=solution tflops=0.023 gbps=23.061 ms=0.023
shape=0 solution_peak_fraction=0.0128
shape=1 variant=eager tflops=0.045 gbps=44.683 ms=0.047
shape=1 variant=compiled tflops=0.028 gbps=28.343 ms=0.074
shape=1 variant=sota tflops=0.045 gbps=45.158 ms=0.047
shape=1 variant=solution tflops=0.095 gbps=95.466 ms=0.022
shape=1 solution_peak_fraction=0.0530
shape=2 variant=eager tflops=0.044 gbps=43.932 ms=0.048
shape=2 variant=compiled tflops=0.026 gbps=25.948 ms=0.081
shape=2 variant=sota tflops=0.044 gbps=44.692 ms=0.047
shape=2 variant=solution tflops=0.093 gbps=93.371 ms=0.023
shape=2 solution_peak_fraction=0.0519
shape=3 variant=eager tflops=0.018 gbps=17.822 ms=0.043
shape=3 variant=compiled tflops=0.010 gbps=10.368 ms=0.074
shape=3 variant=sota tflops=0.018 gbps=18.131 ms=0.043
shape=3 variant=solution tflops=0.042 gbps=41.833 ms=0.018
shape=3 solution_peak_fraction=0.0232
shape=4 variant=eager tflops=0.105 gbps=104.851 ms=0.020
shape=4 variant=compiled tflops=0.040 gbps=39.954 ms=0.053
shape=4 variant=sota tflops=0.106 gbps=105.952 ms=0.020
shape=4 variant=solution tflops=0.249 gbps=249.369 ms=0.008
shape=4 solution_peak_fraction=0.1385
peak_fraction: 0.0408
RESULT: LOW

Chunk ID: e6de86
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 4617
Output:
     1	from __future__ import annotations
     2	
     3	import torch
     4	import torch.nn as nn
     5	from torch.utils.cpp_extension import load_inline
     6	
     7	
     8	_CPP_SRC = r"""
     9	#include <torch/extension.h>
    10	#include <vector>
    11	
    12	std::vector<torch::Tensor> select_forward(torch::Tensor x, int64_t k);
    13	
    14	PYBIND11_MODULE(TORCH_EXTENSION_NAME, m) {
    15	    m.def("select_forward", &select_forward, "select_forward");
    16	}
    17	"""
    18	
    19	
    20	_CUDA_SRC = r"""
    21	#include <ATen/cuda/CUDAContext.h>
    22	#include <c10/cuda/CUDAException.h>
    23	#include <torch/extension.h>
    24	
    25	#include <cuda.h>
    26	#include <cuda_runtime.h>
    27	#include <cooperative_groups.h>
    28	#include <cub/block/block_radix_sort.cuh>
    29	#include <stdint.h>
    30	#include <vector>
    31	
    32	static __device__ __forceinline__ float fp_inf() {
    33	    return __int_as_float(0x7f800000);
    34	}
    35	
    36	static __device__ __forceinline__ bool better_pair(float v, int i, float best_v, int best_i) {
    37	    return (v > best_v) || ((v == best_v) && (i < best_i));
    38	}
    39	
    40	static __device__ __forceinline__ bool after_pair(float v, int i, float prev_v, int prev_i) {
    41	    return (v < prev_v) || ((v == prev_v) && (i > prev_i));
    42	}
    43	
    44	namespace cg = cooperative_gro

... (17071 more chars)

Chunk ID: f6688c
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 1765
Output:
   520	            partial_vals[partial_base + local] = keys1[i];
   521	            partial_idx[partial_base + local] = vals1[i];
   522	        }
   523	    }
   524	    __syncthreads();
   525	    cg::this_grid().sync();
   526	
   527	    if (block < gridDim.x / blocks_per_row) {
   528	        const int count = blocks_per_row * K;
   529	        const int reduce_base = block * count;
   530	
   531	        float keys2[ITEMS2];
   532	        int vals2[ITEMS2];
   533	        #pragma unroll
   534	        for (int i = 0; i < ITEMS2; ++i) {
   535	            const int pos = tid * ITEMS2 + i;
   536	            if (pos < count) {
   537	                keys2[i] = partial_vals[reduce_base + pos];
   538	                vals2[i] = partial_idx[reduce_base + pos];
   539	            } else {
   540	                keys2[i] = -fp_inf();
   541	                vals2[i] = -1;
   542	            }
   543	        }
   544	        Sort2(temp_storage.s2).SortDescending(keys2, vals2);
   545	
   546	        const int out_base = block * K;
   547	        #pragma unroll
   548	        for (int i = 0; i < ITEMS2; ++i) {
   549	            const int local = tid * ITEMS2 + i;
   550	            if (local < K) {
   551	                out_vals[out_base + local] = keys2[i];
   552	                out_idx[out_base + local] = static_cast<int64_t>(vals2[i]);
   553	            }
   554	     

... (5662 more chars)

output:
  Success. Updated the following files:
  M /home/infatoshi/cuda/KernelBench-Hard/problems/05_topk_bitonic/solution.py
metadata:
  exit_code: 0
  duration_seconds: 0.0

Chunk ID: 30aedf
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 2678
Output:
   200	    const float* x,
   201	    float* vals,
   202	    int64_t* idx,
   203	    int batch,
   204	    int n,
   205	    cudaStream_t stream
   206	) {
   207	    constexpr int bpr = 1;
   208	    int chunk = n;
   209	    size_t smem = shared_bytes<K, LOCAL, NT>();
   210	    segment_select_kernel<K, LOCAL, NT, true><<<batch, NT, smem, stream>>>(
   211	        x, vals, reinterpret_cast<void*>(idx), batch, n, bpr, chunk
   212	    );
   213	}
   214	
   215	template<int K, int NT, int ITEMS1, int ITEMS2>
   216	static void launch_cub_two_pass(
   217	    const torch::Tensor& x,
   218	    torch::Tensor& vals,
   219	    torch::Tensor& idx,
   220	    int batch,
   221	    int n,
   222	    int blocks_per_row,
   223	    cudaStream_t stream
   224	) {
   225	    auto partial_vals = torch::empty({batch * blocks_per_row, K}, x.options());
   226	    auto partial_idx = torch::empty(
   227	        {batch * blocks_per_row, K},
   228	        x.options().dtype(torch::kInt32)
   229	    );
   230	
   231	    int chunk = (n + blocks_per_row - 1) / blocks_per_row;
   232	    cub_segment_sort_kernel<K, NT, ITEMS1, false>
   233	        <<<batch * blocks_per_row, NT, 0, stream>>>(
   234	            x.data_ptr<float>(),
   235	            partial_vals.data_ptr<float>(),
   236	            reinterpret_cast<void*>(partial_idx.data_ptr<int>()),
   237	            n,
   238	      

... (9314 more chars)

output:
  Success. Updated the following files:
  M /home/infatoshi/cuda/KernelBench-Hard/problems/05_topk_bitonic/solution.py
metadata:
  exit_code: 0
  duration_seconds: 0.0

Chunk ID: c5ddd6
Wall time: 0.0000 seconds
Process exited with code 1
Original token count: 0
Output:

Chunk ID: a9e5c9
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 2161
Output:
from __future__ import annotations

import torch
import torch.nn as nn
from torch.utils.cpp_extension import load_inline


_CPP_SRC = r"""
#include <torch/extension.h>
#include <vector>

std::vector<torch::Tensor> select_forward(torch::Tensor x, int64_t k);

PYBIND11_MODULE(TORCH_EXTENSION_NAME, m) {
    m.def("select_forward", &select_forward, "select_forward");
}
"""


_CUDA_SRC = r"""
#include <ATen/cuda/CUDAContext.h>
#include <c10/cuda/CUDAException.h>
#include <torch/extension.h>

#include <cuda.h>
#include <cuda_runtime.h>
#include <cub/block/block_radix_sort.cuh>
#include <stdint.h>
#include <vector>

static __device__ __forceinline__ float fp_inf() {
    return __int_as_float(0x7f800000);
}

static __device__ __forceinline__ bool better_pair(float v, int i, float best_v, int best_i) {
    return (v > best_v) || ((v == best_v) && (i < best_i));
}

static __device__ __forceinline__ void warp_reduce_best(float &v, int &idx) {
    unsigned mask = 0xffffffffu;
    #pragma unroll
    for (int offset = 16; offset > 0; offset >>= 1) {
        float ov = __shfl_down_sync(mask, v, offset);
        int oi = __shfl_down_sync(mask, idx, offset);
        if (better_pair(ov, oi, v, idx)) {
            v = ov;
            idx = oi;
        }
    }
    v = __shfl_sync(mask, v, 0);
    idx = __shfl_sync(mask, idx, 0);
}

template<int NT>
__global__ __launch_bounds__(NT, 4) void arg

... (7247 more chars)

Chunk ID: ef65bf
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 5
Output:
All checks passed!

Chunk ID: 946999
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:35:50 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   28C    P8             15W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 1cc232
Wall time: 1.0011 seconds
Process running with session ID 86344
Original token count: 0
Output:

Chunk ID: 068cee
Wall time: 5.0009 seconds
Process running with session ID 86344
Original token count: 0
Output:

Chunk ID: 287837
Wall time: 5.0007 seconds
Process running with session ID 86344
Original token count: 0
Output:

Chunk ID: 1b7045
Wall time: 5.0007 seconds
Process running with session ID 86344
Original token count: 2
Output:
PASS

Chunk ID: 32bede
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 0
Output:

Chunk ID: 85e493
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:36:24 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   29C    P8             13W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 31a2da
Wall time: 1.0010 seconds
Process running with session ID 35129
Original token count: 0
Output:

Chunk ID: 183b84
Wall time: 0.0084 seconds
Process exited with code 0
Original token count: 343
Output:
shape=0 variant=eager tflops=0.011 gbps=10.838 ms=0.048
shape=0 variant=compiled tflops=0.007 gbps=7.048 ms=0.074
shape=0 variant=sota tflops=0.011 gbps=10.939 ms=0.048
shape=0 variant=solution tflops=0.023 gbps=22.900 ms=0.023
shape=0 solution_peak_fraction=0.0127
shape=1 variant=eager tflops=0.044 gbps=44.471 ms=0.047
shape=1 variant=compiled tflops=0.028 gbps=28.491 ms=0.074
shape=1 variant=sota tflops=0.045 gbps=45.174 ms=0.047
shape=1 variant=solution tflops=0.095 gbps=95.744 ms=0.022
shape=1 solution_peak_fraction=0.0532
shape=2 variant=eager tflops=0.044 gbps=44.346 ms=0.048
shape=2 variant=compiled tflops=0.026 gbps=25.665 ms=0.082
shape=2 variant=sota tflops=0.044 gbps=44.707 ms=0.047
shape=2 variant=solution tflops=0.093 gbps=93.239 ms=0.023
shape=2 solution_peak_fraction=0.0518
shape=3 variant=eager tflops=0.018 gbps=17.902 ms=0.043
shape=3 variant=compiled tflops=0.010 gbps=10.234 ms=0.075
shape=3 variant=sota tflops=0.018 gbps=18.043 ms=0.043
shape=3 variant=solution tflops=0.047 gbps=47.155 ms=0.016
shape=3 solution_peak_fraction=0.0262
shape=4 variant=eager tflops=0.103 gbps=103.038 ms=0.020
shape=4 variant=compiled tflops=0.040 gbps=39.736 ms=0.053
shape=4 variant=sota tflops=0.106 gbps=105.952 ms=0.020
shape=4 variant=solution tflops=0.257 gbps=257.192 ms=0.008
shape=4 solution_peak_fraction=0.1429
peak_fraction: 0.0420
RESULT: LOW

Chunk ID: 61d205
Wall time: 0.0000 seconds
Process exited with code 5
Original token count: 85
Output:
============================= test session starts ==============================
platform linux -- Python 3.11.15, pytest-9.0.3, pluggy-1.6.0
rootdir: /home/infatoshi/cuda/KernelBench-Hard
configfile: pyproject.toml
plugins: anyio-4.13.0
collected 0 items

============================ no tests ran in 0.00s =============================

Chunk ID: dadbf5
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 7
Output:
../../tests/test_eval.py

Chunk ID: a1d0c9
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 3
Output:
../../tests

Chunk ID: 543595
Wall time: 0.7957 seconds
Process exited with code 0
Original token count: 105
Output:
============================= test session starts ==============================
platform linux -- Python 3.11.15, pytest-9.0.3, pluggy-1.6.0
rootdir: /home/infatoshi/cuda/KernelBench-Hard
configfile: pyproject.toml
plugins: anyio-4.13.0
collected 10 items

../../tests/test_eval.py ..........                                      [100%]

============================== 10 passed in 0.55s ==============================

Chunk ID: d9eaac
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 0
Output:

Chunk ID: da361e
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 189
Output:
total 60
drwxrwxr-x  3 infatoshi infatoshi 4096 Apr 28 00:18 .
drwxrwxr-x 10 infatoshi infatoshi 4096 Apr 24 00:30 ..
-rw-rw-r--  1 infatoshi infatoshi 2084 Apr 27 03:21 PROMPT.txt
drwxrwxr-x  2 infatoshi infatoshi 4096 Apr 28 00:35 __pycache__
-rw-rw-r--  1 infatoshi infatoshi 4090 Apr 26 03:11 benchmark.py
-rw-rw-r--  1 infatoshi infatoshi 5611 Apr 25 22:20 check.py
-rw-rw-r--  1 infatoshi infatoshi    8 Apr 28 00:36 framework.txt
-rw-rw-r--  1 infatoshi infatoshi 2199 Apr 25 22:20 problem.yaml
-rw-rw-r--  1 infatoshi infatoshi 1561 Apr 25 22:19 reference.py
-rw-rw-r--  1 infatoshi infatoshi  933 Apr 25 22:19 shapes.py
-rw-rw-r--  1 infatoshi infatoshi 8642 Apr 28 00:35 solution.py
-rw-rw-r--  1 infatoshi infatoshi  945 Apr 25 22:20 sota.py

Chunk ID: ab9b90
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 2
Output:
unknown

output:
  Success. Updated the following files:
  M /home/infatoshi/cuda/KernelBench-Hard/problems/05_topk_bitonic/solution.py
metadata:
  exit_code: 0
  duration_seconds: 0.0

Chunk ID: 5288aa
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 5
Output:
All checks passed!

Chunk ID: 3510d4
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:37:42 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   28C    P8             11W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: b6e078
Wall time: 1.0011 seconds
Process running with session ID 28378
Original token count: 2
Output:
PASS

Chunk ID: 6af641
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 0
Output:

Chunk ID: add37d
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 3
Output:
cuda_raw

Chunk ID: 7a4169
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 515
Output:
Tue Apr 28 00:38:11 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 595.58.03              Driver Version: 595.58.03      CUDA Version: 13.2     |
+-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA RTX PRO 6000 Blac...    On  |   00000000:01:00.0  On |                  Off |
| 30%   29C    P8             10W /  600W |     552MiB /  97887MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                           

... (661 more chars)

Chunk ID: 61f883
Wall time: 1.0011 seconds
Process running with session ID 72840
Original token count: 0
Output:

Chunk ID: 1f85cc
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 343
Output:
shape=0 variant=eager tflops=0.011 gbps=10.788 ms=0.049
shape=0 variant=compiled tflops=0.007 gbps=6.985 ms=0.075
shape=0 variant=sota tflops=0.011 gbps=10.997 ms=0.048
shape=0 variant=solution tflops=0.023 gbps=22.932 ms=0.023
shape=0 solution_peak_fraction=0.0127
shape=1 variant=eager tflops=0.044 gbps=44.351 ms=0.047
shape=1 variant=compiled tflops=0.028 gbps=28.307 ms=0.074
shape=1 variant=sota tflops=0.045 gbps=44.973 ms=0.047
shape=1 variant=solution tflops=0.096 gbps=95.953 ms=0.022
shape=1 solution_peak_fraction=0.0533
shape=2 variant=eager tflops=0.044 gbps=44.271 ms=0.048
shape=2 variant=compiled tflops=0.023 gbps=23.033 ms=0.092
shape=2 variant=sota tflops=0.036 gbps=35.816 ms=0.059
shape=2 variant=solution tflops=0.085 gbps=85.058 ms=0.025
shape=2 solution_peak_fraction=0.0473
shape=3 variant=eager tflops=0.017 gbps=16.981 ms=0.045
shape=3 variant=compiled tflops=0.009 gbps=9.134 ms=0.084
shape=3 variant=sota tflops=0.017 gbps=17.261 ms=0.045
shape=3 variant=solution tflops=0.042 gbps=42.423 ms=0.018
shape=3 solution_peak_fraction=0.0236
shape=4 variant=eager tflops=0.095 gbps=95.256 ms=0.022
shape=4 variant=compiled tflops=0.040 gbps=39.917 ms=0.053
shape=4 variant=sota tflops=0.106 gbps=106.295 ms=0.020
shape=4 variant=solution tflops=0.254 gbps=253.710 ms=0.008
shape=4 solution_peak_fraction=0.1409
peak_fraction: 0.0403
RESULT: LOW

Chunk ID: df15e2
Wall time: 0.7995 seconds
Process exited with code 0
Original token count: 105
Output:
============================= test session starts ==============================
platform linux -- Python 3.11.15, pytest-9.0.3, pluggy-1.6.0
rootdir: /home/infatoshi/cuda/KernelBench-Hard
configfile: pyproject.toml
plugins: anyio-4.13.0
collected 10 items

../../tests/test_eval.py ..........                                      [100%]

============================== 10 passed in 0.55s ==============================

Chunk ID: 3e5690
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 81
Output:
!! ../../.pytest_cache/
!! ../../.ruff_cache/
!! ../../.venv/
!! ../../outputs/
!! __pycache__/
!! framework.txt
!! solution.py
!! ../../src/__pycache__/
!! ../../src/eval/__pycache__/
!! ../../src/hardware/__pycache__/
!! ../../src/viewer/__pycache__/
!! ../../src/viewer/parsers/__pycache__/
!! ../../tests/__pycache__/

Chunk ID: 307e83
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 4
Output:
309 solution.py

Chunk ID: 8b2b12
Wall time: 0.0000 seconds
Process exited with code 0
Original token count: 3
Output:
cuda_raw