id: 1
unit: def latency()
file: bench/generation/metrics/latency.py
start line: 0
end line: 0
size: 68 LOC
McCabe index: 16
number of parameters: 7

id: 2
unit: def parse_quantize_args()
file: optimum/quanto/subpackage/commands/quantize.py
start line: 0
end line: 0
size: 60 LOC
McCabe index: 1
number of parameters: 1

id: 3
unit: def main()
file: bench/generation/evaluate_configurations.py
start line: 0
end line: 0
size: 50 LOC
McCabe index: 12
number of parameters: 0

id: 4
unit: void mul()
file: optimum/quanto/library/extensions/cuda/marlin/marlin_cuda.cpp
start line: 28
end line: 75
size: 48 LOC
McCabe index: 7
number of parameters: 10

id: 5
unit: def main()
file: bench/generation/evaluate_model.py
start line: 0
end line: 0
size: 46 LOC
McCabe index: 5
number of parameters: 0

id: 6
unit: def __torch_dispatch__()
file: optimum/quanto/tensor/weights/qbytes.py
start line: 0
end line: 0
size: 43 LOC
McCabe index: 14
number of parameters: 5

id: 7
unit: def timing()
file: bench/kernels/benchmark.py
start line: 0
end line: 0
size: 43 LOC
McCabe index: 9
number of parameters: 3

id: 8
unit: def from_pretrained()
file: optimum/quanto/models/diffusers_models.py
start line: 0
end line: 0
size: 42 LOC
McCabe index: 15
number of parameters: 4

id: 9
unit: def run_benchmark()
file: bench/kernels/benchmark_w4a16.py
start line: 0
end line: 0
size: 41 LOC
McCabe index: 13
number of parameters: 2

id: 10
unit: def from_pretrained()
file: optimum/quanto/models/transformers_models.py
start line: 0
end line: 0
size: 36 LOC
McCabe index: 14
number of parameters: 4

id: 11
unit: def prepare_inputs_for_generation()
file: bench/generation/setup/awq.py
start line: 0
end line: 0
size: 33 LOC
McCabe index: 14
number of parameters: 5

id: 12
unit: def load_from_state_dict()
file: optimum/quanto/tensor/weights/qbits.py
start line: 0
end line: 0
size: 30 LOC
McCabe index: 5
number of parameters: 8

id: 13
unit: def run()
file: optimum/quanto/subpackage/commands/quantize.py
start line: 0
end line: 0
size: 29 LOC
McCabe index: 6
number of parameters: 1

id: 14
unit: def create()
file: optimum/quanto/tensor/weights/qbits.py
start line: 0
end line: 0
size: 29 LOC
McCabe index: 24
number of parameters: 9

id: 15
unit: def unpack_v2()
file: optimum/quanto/tensor/weights/awq/packed.py
start line: 0
end line: 0
size: 25 LOC
McCabe index: 2
number of parameters: 1

id: 16
unit: def gen_barchart()
file: bench/generation/gen_barchart.py
start line: 0
end line: 0
size: 24 LOC
McCabe index: 5
number of parameters: 5

id: 17
unit: def main()
file: bench/kernels/benchmark.py
start line: 0
end line: 0
size: 24 LOC
McCabe index: 7
number of parameters: 0

id: 18
unit: def lib()
file: optimum/quanto/library/extensions/extension.py
start line: 0
end line: 0
size: 23 LOC
McCabe index: 6
number of parameters: 1

id: 19
unit: def __torch_dispatch__()
file: optimum/quanto/tensor/weights/qbits.py
start line: 0
end line: 0
size: 23 LOC
McCabe index: 10
number of parameters: 5

id: 20
unit: def __init__()
file: optimum/quanto/tensor/weights/tinygemm/qbits.py
start line: 0
end line: 0
size: 23 LOC
McCabe index: 8
number of parameters: 9

id: 21
unit: def __torch_dispatch__()
file: optimum/quanto/tensor/weights/marlin/fp8/packed.py
start line: 0
end line: 0
size: 21 LOC
McCabe index: 8
number of parameters: 5

id: 22
unit: def qweight()
file: optimum/quanto/nn/qmodule.py
start line: 0
end line: 0
size: 21 LOC
McCabe index: 4
number of parameters: 1

id: 23
unit: def pack_weights()
file: optimum/quanto/tensor/packed.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 4
number of parameters: 2

id: 24
unit: def _get_perm()
file: optimum/quanto/tensor/weights/marlin/int4/packed.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 8
number of parameters: 0

id: 25
unit: def __torch_dispatch__()
file: optimum/quanto/tensor/weights/tinygemm/packed.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 8
number of parameters: 5

id: 26
unit: def forward()
file: optimum/quanto/tensor/weights/awq/qbits.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 3
number of parameters: 4

id: 27
unit: def _process_batch()
file: bench/generation/metrics/perplexity.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 8
number of parameters: 7

id: 28
unit: def prediction_accuracy()
file: bench/generation/metrics/prediction.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 4
number of parameters: 4

id: 29
unit: def equal()
file: optimum/quanto/tensor/qtensor.py
start line: 0
end line: 0
size: 19 LOC
McCabe index: 11
number of parameters: 2

id: 30
unit: def load_from_state_dict()
file: optimum/quanto/tensor/weights/qbytes.py
start line: 0
end line: 0
size: 19 LOC
McCabe index: 5
number of parameters: 8

id: 31
unit: def __torch_dispatch__()
file: optimum/quanto/tensor/weights/marlin/int4/packed.py
start line: 0
end line: 0
size: 19 LOC
McCabe index: 6
number of parameters: 5

id: 32
unit: def forward()
file: optimum/quanto/tensor/weights/tinygemm/qbits.py
start line: 0
end line: 0
size: 19 LOC
McCabe index: 4
number of parameters: 4

id: 33
unit: def save_bar_chart()
file: bench/generation/gen_barchart.py
start line: 0
end line: 0
size: 19 LOC
McCabe index: 4
number of parameters: 5

id: 34
unit: def forward()
file: optimum/quanto/tensor/weights/marlin/fp8/qbits.py
start line: 0
end line: 0
size: 18 LOC
McCabe index: 3
number of parameters: 4

id: 35
unit: def get_column_permutation()
file: optimum/quanto/tensor/weights/marlin/fp8/packed.py
start line: 0
end line: 0
size: 18 LOC
McCabe index: 2
number of parameters: 1

id: 36
unit: def __torch_dispatch__()
file: optimum/quanto/tensor/weights/awq/packed.py
start line: 0
end line: 0
size: 18 LOC
McCabe index: 8
number of parameters: 5

id: 37
unit: def forward()
file: optimum/quanto/tensor/qbits.py
start line: 0
end line: 0
size: 17 LOC
McCabe index: 6
number of parameters: 2

id: 38
unit: def setup()
file: bench/generation/setup/awq.py
start line: 0
end line: 0
size: 17 LOC
McCabe index: 3
number of parameters: 5

id: 39
unit: def __init__()
file: optimum/quanto/tensor/weights/marlin/fp8/qbits.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 5
number of parameters: 8

id: 40
unit: def __init__()
file: optimum/quanto/tensor/weights/marlin/int4/qbits.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 6
number of parameters: 10

id: 41
unit: def pack_v2()
file: optimum/quanto/tensor/weights/awq/packed.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 4
number of parameters: 1

id: 42
unit: def main()
file: bench/kernels/benchmark_w4a16.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 3
number of parameters: 0

id: 43
unit: def qbytes_mm_impl_cuda()
file: optimum/quanto/library/qbytes_mm.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 8
number of parameters: 3

id: 44
unit: def pack_fp8_as_int32()
file: optimum/quanto/tensor/weights/marlin/fp8/packed.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 4
number of parameters: 1

id: 45
unit: def forward()
file: optimum/quanto/tensor/weights/marlin/int4/qbits.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 3
number of parameters: 4

id: 46
unit: def pack()
file: optimum/quanto/tensor/weights/marlin/int4/packed.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 3
number of parameters: 1

id: 47
unit: def optimize()
file: optimum/quanto/tensor/weights/qbits.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 3
number of parameters: 1

id: 48
unit: def setup()
file: bench/generation/setup/hqq.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 4
number of parameters: 5

id: 49
unit: def __torch_function__()
file: optimum/quanto/calibrate.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 10
number of parameters: 4

id: 50
unit: def qbytes_mm_impl_mps()
file: optimum/quanto/library/qbytes_mm.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 7
number of parameters: 3

id: 51
unit: def cat()
file: optimum/quanto/tensor/activations/qbytes_ops.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 9
number of parameters: 3

id: 52
unit: def stack()
file: optimum/quanto/tensor/activations/qbytes_ops.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 8
number of parameters: 3

id: 53
unit: def __torch_dispatch__()
file: optimum/quanto/tensor/packed.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 6
number of parameters: 5

id: 54
unit: def unpack()
file: optimum/quanto/tensor/weights/marlin/fp8/packed.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 1

id: 55
unit: def __new__()
file: optimum/quanto/tensor/weights/tinygemm/qbits.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 9

id: 56
unit: def calculate_perplexity()
file: bench/generation/metrics/perplexity.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 3

id: 57
unit: def get_problem()
file: bench/kernels/benchmark_w4a16.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 4

id: 58
unit: torch::Tensor unpack()
file: optimum/quanto/library/extensions/mps/unpack.mm
start line: 133
end line: 149
size: 13 LOC
McCabe index: 3
number of parameters: 2

id: 59
unit: def qbytes_mm_impl_cpu()
file: optimum/quanto/library/qbytes_mm.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 8
number of parameters: 3

id: 60
unit: def group()
file: optimum/quanto/tensor/grouped.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 6
number of parameters: 3

id: 61
unit: def forward()
file: optimum/quanto/tensor/weights/qbytes.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 3
number of parameters: 4

id: 62
unit: def optimize()
file: optimum/quanto/tensor/weights/qbytes.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 3
number of parameters: 1

id: 63
unit: def get_row_permutation()
file: optimum/quanto/tensor/weights/marlin/fp8/packed.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 4
number of parameters: 1

id: 64
unit: def __init__()
file: optimum/quanto/tensor/weights/awq/qbits.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 5
number of parameters: 10

id: 65
unit: def pack()
file: optimum/quanto/tensor/weights/awq/packed.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 4
number of parameters: 2

id: 66
unit: def calibrate()
file: bench/generation/setup/quanto.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 3
number of parameters: 4

id: 67
unit: def calibrate()
file: bench/generation/evaluate_model.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 3
number of parameters: 4

id: 68
unit: def _save_pretrained()
file: optimum/quanto/models/transformers_models.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 5
number of parameters: 2

id: 69
unit: def get_max_cuda_arch()
file: optimum/quanto/library/extensions/cuda/__init__.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 8
number of parameters: 0

id: 70
unit: __device__ void release()
file: optimum/quanto/library/extensions/cuda/awq/v2/semaphore.h
start line: 90
end line: 102
size: 12 LOC
McCabe index: 3
number of parameters: 1

id: 71
unit: def qbytes_int_mm()
file: optimum/quanto/library/qbytes_mm.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 2
number of parameters: 3

id: 72
unit: def backward()
file: optimum/quanto/tensor/function.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 4
number of parameters: 2

id: 73
unit: def forward()
file: optimum/quanto/tensor/weights/marlin/int4/qbits.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 2
number of parameters: 2

id: 74
unit: def pack()
file: optimum/quanto/tensor/weights/tinygemm/packed.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 4
number of parameters: 2

id: 75
unit: def unpack()
file: optimum/quanto/tensor/weights/tinygemm/packed.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 5
number of parameters: 1

id: 76
unit: def reverse_awq_order()
file: optimum/quanto/tensor/weights/awq/packed.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 1
number of parameters: 1

id: 77
unit: def get_device_memory()
file: bench/generation/metrics/latency.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 4
number of parameters: 1

id: 78
unit: def calibrate_input()
file: optimum/quanto/calibrate.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 6
number of parameters: 4

id: 79
unit: def unpack()
file: optimum/quanto/library/unpack.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 3
number of parameters: 2

id: 80
unit: __device__ void fetch()
file: optimum/quanto/library/extensions/cuda/awq/v2/semaphore.h
start line: 60
end line: 70
size: 11 LOC
McCabe index: 3
number of parameters: 0

id: 81
unit: torch::Tensor unpack_2bit()
file: optimum/quanto/library/extensions/mps/unpack.mm
start line: 119
end line: 130
size: 11 LOC
McCabe index: 1
number of parameters: 1

id: 82
unit: torch::Tensor unpack()
file: optimum/quanto/library/extensions/cpp/unpack.cpp
start line: 37
end line: 47
size: 11 LOC
McCabe index: 3
number of parameters: 2

id: 83
unit: def ungroup()
file: optimum/quanto/tensor/grouped.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 4
number of parameters: 3

id: 84
unit: def __torch_function__()
file: optimum/quanto/tensor/weights/qbytes.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 4
number of parameters: 4

id: 85
unit: def __torch_function__()
file: optimum/quanto/tensor/weights/marlin/fp8/qbits.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 4
number of parameters: 4

id: 86
unit: def __torch_function__()
file: optimum/quanto/tensor/weights/qbits.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 4
number of parameters: 4

id: 87
unit: def _save_to_state_dict()
file: optimum/quanto/nn/qmodule.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 9
number of parameters: 4

id: 88
unit: def quantize_input()
file: optimum/quanto/nn/qmodule.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 3
number of parameters: 3

id: 89
unit: def gemm_f16i4_awq()
file: optimum/quanto/library/extensions/cuda/__init__.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 1
number of parameters: 0

id: 90
unit: def qbytes_int8pack_mm()
file: optimum/quanto/library/qbytes_mm.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 3

id: 91
unit: def bmm()
file: optimum/quanto/tensor/activations/qbytes_ops.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 8
number of parameters: 3

id: 92
unit: def save_to_state_dict()
file: optimum/quanto/tensor/qtensor.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 4
number of parameters: 4

id: 93
unit: def __tensor_flatten__()
file: optimum/quanto/tensor/weights/qbytes.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 1

id: 94
unit: def __tensor_unflatten__()
file: optimum/quanto/tensor/weights/qbytes.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 3
number of parameters: 4

id: 95
unit: def weight_qbytes_tensor()
file: optimum/quanto/tensor/weights/marlin/fp8/qbits.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 1
number of parameters: 1

id: 96
unit: def unpack_int32_to_fp8()
file: optimum/quanto/tensor/weights/marlin/fp8/packed.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 1

id: 97
unit: def weight_qbits_tensor()
file: optimum/quanto/tensor/weights/marlin/int4/qbits.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 1
number of parameters: 1

id: 98
unit: def __tensor_flatten__()
file: optimum/quanto/tensor/weights/marlin/int4/qbits.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 1

id: 99
unit: def __tensor_unflatten__()
file: optimum/quanto/tensor/weights/marlin/int4/qbits.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 4

id: 100
unit: def __tensor_flatten__()
file: optimum/quanto/tensor/weights/qbits.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 1

id: 101
unit: def __tensor_unflatten__()
file: optimum/quanto/tensor/weights/qbits.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 4

id: 102
unit: def weight_qbits_tensor()
file: optimum/quanto/tensor/weights/tinygemm/qbits.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 3
number of parameters: 1

id: 103
unit: def __tensor_flatten__()
file: optimum/quanto/tensor/weights/tinygemm/qbits.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 1

id: 104
unit: def __tensor_unflatten__()
file: optimum/quanto/tensor/weights/tinygemm/qbits.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 4

id: 105
unit: def forward()
file: optimum/quanto/tensor/weights/awq/qbits.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 2

id: 106
unit: def __tensor_flatten__()
file: optimum/quanto/tensor/weights/awq/qbits.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 1

id: 107
unit: def __tensor_unflatten__()
file: optimum/quanto/tensor/weights/awq/qbits.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 4

id: 108
unit: def main()
file: bench/generation/gen_barchart.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 0

id: 109
unit: def benchmark()
file: bench/kernels/benchmark_w4a16.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 4
number of parameters: 3

id: 110
unit: def quantization_map()
file: optimum/quanto/quantize.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 5
number of parameters: 1

id: 111
unit: def absmax_scale()
file: optimum/quanto/calibrate.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 3

id: 112
unit: def fp8_marlin_gemm()
file: optimum/quanto/library/extensions/cuda/__init__.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 0

id: 113
unit: static torch::Tensor unpack_2bit()
file: optimum/quanto/library/extensions/cpp/unpack.cpp
start line: 27
end line: 35
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 114
unit: def create()
file: optimum/quanto/tensor/weights/qbytes.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 0

id: 115
unit: def unpack_int32_to_uint8()
file: optimum/quanto/tensor/weights/packing.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 2

id: 116
unit: def __tensor_flatten__()
file: optimum/quanto/tensor/weights/marlin/fp8/qbits.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 117
unit: def __tensor_unflatten__()
file: optimum/quanto/tensor/weights/marlin/fp8/qbits.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 4

id: 118
unit: def forward()
file: optimum/quanto/tensor/weights/qbits.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 0

id: 119
unit: def quantize()
file: optimum/quanto/tensor/weights/qbits.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 0

id: 120
unit: def quantize_weight()
file: optimum/quanto/tensor/weights/quantization.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 0

id: 121
unit: def __tensor_flatten__()
file: optimum/quanto/tensor/weights/awq/packed.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 1

id: 122
unit: def __tensor_unflatten__()
file: optimum/quanto/tensor/weights/awq/packed.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 4

id: 123
unit: def __init__()
file: optimum/quanto/nn/qmodule.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 0

id: 124
unit: def evaluate()
file: bench/generation/evaluate_model.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 0

id: 125
unit: def benchmark_awq()
file: bench/kernels/benchmark_w4a16.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 7

id: 126
unit: def quantize()
file: optimum/quanto/models/transformers_models.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 0

id: 127
unit: def quantize()
file: optimum/quanto/models/diffusers_models.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 0

id: 128
unit: def set_module_by_name()
file: optimum/quanto/quantize.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 2
number of parameters: 3

id: 129
unit: def __init__()
file: optimum/quanto/calibrate.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 2
number of parameters: 6

id: 130
unit: __device__ void wait()
file: optimum/quanto/library/extensions/cuda/awq/v2/semaphore.h
start line: 79
end line: 87
size: 8 LOC
McCabe index: 2
number of parameters: 1

id: 131
unit: def __tensor_flatten__()
file: optimum/quanto/tensor/activations/qbytes.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 1

id: 132
unit: def __tensor_unflatten__()
file: optimum/quanto/tensor/activations/qbytes.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 2
number of parameters: 4

id: 133
unit: def __torch_dispatch__()
file: optimum/quanto/tensor/activations/qbytes.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 5

id: 134
unit: def lt()
file: optimum/quanto/tensor/activations/qbytes_ops.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 4
number of parameters: 3

id: 135
unit: def clone()
file: optimum/quanto/tensor/activations/qbytes_ops.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 3

id: 136
unit: def split()
file: optimum/quanto/tensor/activations/qbytes_ops.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 4

id: 137
unit: def load_from_state_dict()
file: optimum/quanto/tensor/packed.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 4
number of parameters: 6

id: 138
unit: def __tensor_unflatten__()
file: optimum/quanto/tensor/packed.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 4

id: 139
unit: def __call__()
file: optimum/quanto/tensor/optimizers/symmetric_optimizer.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 4
number of parameters: 4

id: 140
unit: def quantize()
file: optimum/quanto/tensor/weights/qbytes.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 0

id: 141
unit: def dequantize()
file: optimum/quanto/tensor/weights/marlin/fp8/qbits.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 1

id: 142
unit: def pack()
file: optimum/quanto/tensor/weights/marlin/fp8/packed.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 2

id: 143
unit: def __torch_function__()
file: optimum/quanto/tensor/weights/marlin/int4/qbits.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 4

id: 144
unit: def unpack()
file: optimum/quanto/tensor/weights/marlin/int4/packed.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 2

id: 145
unit: def _get_perms()
file: optimum/quanto/tensor/weights/marlin/permutations.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 5
number of parameters: 0

id: 146
unit: def marlin_permute()
file: optimum/quanto/tensor/weights/marlin/permutations.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 2

id: 147
unit: def __torch_function__()
file: optimum/quanto/tensor/weights/tinygemm/qbits.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 4

id: 148
unit: def weight_qbits_tensor()
file: optimum/quanto/tensor/weights/awq/qbits.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 1

id: 149
unit: def __torch_function__()
file: optimum/quanto/tensor/weights/awq/qbits.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 4

id: 150
unit: def __init__()
file: bench/generation/metrics/perplexity.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 7

id: 151
unit: def benchmark_marlin()
file: bench/kernels/benchmark_w4a16.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 7

id: 152
unit: def __getitem__()
file: optimum/quanto/models/shared_dict.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 153
unit: def _quantize_submodule()
file: optimum/quanto/quantize.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 154
unit: def quantize()
file: optimum/quanto/quantize.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 155
unit: def __exit__()
file: optimum/quanto/calibrate.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 4

id: 156
unit: def __init__()
file: optimum/quanto/library/extensions/extension.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 157
unit: kernel void mask_and_rshift()
file: optimum/quanto/library/extensions/mps/unpack.mm
start line: 27
end line: 33
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 158
unit: torch::Tensor unpack_4bit()
file: optimum/quanto/library/extensions/mps/unpack.mm
start line: 110
end line: 117
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 159
unit: static torch::Tensor unpack_4bit()
file: optimum/quanto/library/extensions/cpp/unpack.cpp
start line: 19
end line: 25
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 160
unit: def forward()
file: optimum/quanto/tensor/activations/qbytes.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 4

id: 161
unit: def transpose2d()
file: optimum/quanto/tensor/activations/qbytes_ops.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 162
unit: def where()
file: optimum/quanto/tensor/activations/qbytes_ops.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 4
number of parameters: 4

id: 163
unit: def shrink_lp_op()
file: optimum/quanto/tensor/optimizers/hqq_optimizer.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 3

id: 164
unit: def __init__()
file: optimum/quanto/tensor/optimizers/hqq_optimizer.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 165
unit: def __call__()
file: optimum/quanto/tensor/optimizers/affine_optimizer.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 166
unit: def axis_to_dim()
file: optimum/quanto/tensor/core.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 167
unit: def __new__()
file: optimum/quanto/tensor/weights/marlin/fp8/packed.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 5

id: 168
unit: def __tensor_flatten__()
file: optimum/quanto/tensor/weights/marlin/fp8/packed.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 1

id: 169
unit: def __tensor_unflatten__()
file: optimum/quanto/tensor/weights/marlin/fp8/packed.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 4

id: 170
unit: def __new__()
file: optimum/quanto/tensor/weights/marlin/int4/qbits.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 10

id: 171
unit: def __new__()
file: optimum/quanto/tensor/weights/marlin/int4/packed.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 5

id: 172
unit: def __tensor_flatten__()
file: optimum/quanto/tensor/weights/marlin/int4/packed.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 173
unit: def __tensor_unflatten__()
file: optimum/quanto/tensor/weights/marlin/int4/packed.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 4

id: 174
unit: def __tensor_flatten__()
file: optimum/quanto/tensor/weights/tinygemm/packed.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 1

id: 175
unit: def __tensor_unflatten__()
file: optimum/quanto/tensor/weights/tinygemm/packed.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 4

id: 176
unit: def __new__()
file: optimum/quanto/tensor/weights/awq/qbits.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 10

id: 177
unit: def __new__()
file: optimum/quanto/tensor/weights/awq/packed.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 7

id: 178
unit: def qcreate()
file: optimum/quanto/nn/qlayernorm.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 179
unit: def qcreate()
file: optimum/quanto/nn/qmodule.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 180
unit: def qcreate()
file: optimum/quanto/nn/qconv2d.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 181
unit: def qcreate()
file: optimum/quanto/nn/qlinear.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 182
unit: def setup()
file: bench/generation/setup/quanto.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 183
unit: def keyword_to_qtype()
file: bench/generation/setup/quanto.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 184
unit: def short_name()
file: bench/generation/evaluate_configurations.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 1

id: 185
unit: def run_benchmark()
file: bench/kernels/benchmark_marlin_fp8.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 186
unit: def benchmark_dense()
file: bench/kernels/benchmark_w4a16.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 5

id: 187
unit: def __getattr__()
file: optimum/quanto/models/transformers_models.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 188
unit: def __getattr__()
file: optimum/quanto/models/diffusers_models.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 189
unit: def _save_pretrained()
file: optimum/quanto/models/diffusers_models.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 190
unit: def _is_xpu_available()
file: optimum/quanto/library/extensions/__init__.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 0

id: 191
unit: def qbytes_mm()
file: optimum/quanto/library/qbytes_mm.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 3

id: 192
unit: def mul()
file: optimum/quanto/tensor/activations/qbytes_ops.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 3

id: 193
unit: def transpose()
file: optimum/quanto/tensor/activations/qbytes_ops.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 3

id: 194
unit: def forward()
file: optimum/quanto/tensor/qbytes.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 195
unit: def __init__()
file: optimum/quanto/tensor/qbits.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 10

id: 196
unit: def forward()
file: optimum/quanto/tensor/function.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 4

id: 197
unit: def __new__()
file: optimum/quanto/tensor/packed.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 6

id: 198
unit: def __new__()
file: optimum/quanto/tensor/weights/marlin/fp8/qbits.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 8

id: 199
unit: def __new__()
file: optimum/quanto/tensor/weights/qbits.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 10

id: 200
unit: def pack()
file: optimum/quanto/tensor/weights/awq/packed.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 4

id: 201
unit: def from_module()
file: optimum/quanto/nn/qmodule.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 202
unit: def _prepare_data()
file: bench/generation/metrics/perplexity.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 4
number of parameters: 1

id: 203
unit: def get_unpack_bench()
file: bench/kernels/benchmark.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 204
unit: def requantize()
file: optimum/quanto/quantize.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 205
unit: def calibrate_output()
file: optimum/quanto/calibrate.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 206
unit: def tag_outputs()
file: optimum/quanto/calibrate.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 207
unit: __host__ __device__ Semaphore()
file: optimum/quanto/library/extensions/cuda/awq/v2/semaphore.h
start line: 53
end line: 57
size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 208
unit: def __new__()
file: optimum/quanto/tensor/activations/qbytes.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 7

id: 209
unit: def register_qbytestensor_op()
file: optimum/quanto/tensor/activations/qbytes_ops.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 210
unit: def copy_()
file: optimum/quanto/tensor/activations/qbytes_ops.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 3

id: 211
unit: def neg()
file: optimum/quanto/tensor/activations/qbytes_ops.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 4

id: 212
unit: def unary_type_agnostic_op()
file: optimum/quanto/tensor/activations/qbytes_ops.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 4

id: 213
unit: def relu()
file: optimum/quanto/tensor/activations/qbytes_ops.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 2

id: 214
unit: def view()
file: optimum/quanto/tensor/activations/qbytes_ops.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 3

id: 215
unit: def grouped_shape()
file: optimum/quanto/tensor/grouped.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 3

id: 216
unit: def qfloat()
file: optimum/quanto/tensor/qtype.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 217
unit: def __repr__()
file: optimum/quanto/tensor/packed.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 1

id: 218
unit: def pack()
file: optimum/quanto/tensor/packed.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 3

id: 219
unit: def __new__()
file: optimum/quanto/tensor/weights/qbytes.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 9

id: 220
unit: def save_to_state_dict()
file: optimum/quanto/tensor/weights/qbytes.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 4

id: 221
unit: def get_scale_perms()
file: optimum/quanto/tensor/weights/marlin/fp8/packed.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 0

id: 222
unit: def save_to_state_dict()
file: optimum/quanto/tensor/weights/qbits.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 4

id: 223
unit: def __new__()
file: optimum/quanto/tensor/weights/tinygemm/packed.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 5

id: 224
unit: def unpack()
file: optimum/quanto/tensor/weights/awq/packed.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 225
unit: def reverse()
file: optimum/quanto/tensor/weights/reordering.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 226
unit: def register_qmodule()
file: optimum/quanto/nn/qmodule.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 227
unit: def quantize_module()
file: optimum/quanto/nn/qmodule.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 228
unit: def quantize_output()
file: optimum/quanto/nn/qmodule.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 229
unit: def setup()
file: bench/generation/setup/bnb.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 230
unit: def shape_generator()
file: bench/kernels/benchmark_marlin_fp8.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 4
number of parameters: 0

id: 231
unit: def __init__()
file: optimum/quanto/models/transformers_models.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 3
number of parameters: 2

id: 232
unit: def __init__()
file: optimum/quanto/models/shared_dict.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 233
unit: def __init__()
file: optimum/quanto/models/diffusers_models.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 3
number of parameters: 2

id: 234
unit: def move_tensor()
file: optimum/quanto/quantize.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 235
unit: def freeze()
file: optimum/quanto/quantize.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 3
number of parameters: 1

id: 236
unit: def _updated_scale()
file: optimum/quanto/calibrate.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 3

id: 237
unit: def __enter__()
file: optimum/quanto/calibrate.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 238
unit: __device__ int get_state()
file: optimum/quanto/library/extensions/cuda/awq/v2/semaphore.h
start line: 73
end line: 76
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 239
unit: def _to_copy()
file: optimum/quanto/tensor/activations/qbytes_ops.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 4

id: 240
unit: def detach()
file: optimum/quanto/tensor/activations/qbytes_ops.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 241
unit: def div()
file: optimum/quanto/tensor/activations/qbytes_ops.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 3

id: 242
unit: def is_same_size()
file: optimum/quanto/tensor/activations/qbytes_ops.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 3
number of parameters: 3

id: 243
unit: def _softmax()
file: optimum/quanto/tensor/activations/qbytes_ops.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 244
unit: def quantize_activation()
file: optimum/quanto/tensor/activations/quantization.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 3

id: 245
unit: def __init__()
file: optimum/quanto/tensor/qbytes.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 8

id: 246
unit: def qint()
file: optimum/quanto/tensor/qtype.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 247
unit: def __tensor_flatten__()
file: optimum/quanto/tensor/packed.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 248
unit: def __init__()
file: optimum/quanto/tensor/weights/qbits.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 10

id: 249
unit: def __init__()
file: optimum/quanto/tensor/weights/awq/packed.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 7

id: 250
unit: def unpack()
file: optimum/quanto/tensor/weights/awq/packed.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 251
unit: def reorder()
file: optimum/quanto/tensor/weights/reordering.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 3

id: 252
unit: def freeze()
file: optimum/quanto/nn/qmodule.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 253
unit: def _compute_batch_logits()
file: bench/generation/metrics/perplexity.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 254
unit: def perplexity()
file: bench/generation/metrics/perplexity.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 255
unit: def register_extension()
file: optimum/quanto/library/extensions/extension.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 256
unit: static inline id getMTLBufferStorage()
file: optimum/quanto/library/extensions/mps/unpack.mm
start line: 38
end line: 40
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 257
unit: def qfallback()
file: optimum/quanto/tensor/qtensor.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 3

id: 258
unit: def __init__()
file: optimum/quanto/tensor/qtensor.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 259
unit: def __init__()
file: optimum/quanto/tensor/packed.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 6

id: 260
unit: def unpack()
file: optimum/quanto/tensor/packed.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 261
unit: def dtype_info()
file: optimum/quanto/tensor/core.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 262
unit: def __init__()
file: optimum/quanto/tensor/weights/qbytes.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 9

id: 263
unit: def pack()
file: optimum/quanto/tensor/weights/marlin/int4/packed.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 264
unit: def _get_inverted_perms()
file: optimum/quanto/tensor/weights/marlin/permutations.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 265
unit: def forward()
file: optimum/quanto/tensor/weights/tinygemm/qbits.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 266
unit: def disable_output_quantization()
file: optimum/quanto/nn/qmodule.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 267
unit: def softmax()
file: bench/generation/metrics/perplexity.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 268
unit: def is_transformers_available()
file: optimum/quanto/models/__init__.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 269
unit: def is_diffusers_available()
file: optimum/quanto/models/__init__.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 270
unit: def forward()
file: optimum/quanto/models/transformers_models.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 271
unit: def __call__()
file: optimum/quanto/models/transformers_models.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 272
unit: def __repr__()
file: optimum/quanto/models/transformers_models.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 273
unit: def _qmap_name()
file: optimum/quanto/models/transformers_models.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 274
unit: def __iter__()
file: optimum/quanto/models/shared_dict.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 275
unit: def __len__()
file: optimum/quanto/models/shared_dict.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 276
unit: def __contains__()
file: optimum/quanto/models/shared_dict.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 277
unit: def keys()
file: optimum/quanto/models/shared_dict.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 278
unit: def forward()
file: optimum/quanto/models/diffusers_models.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 279
unit: def __call__()
file: optimum/quanto/models/diffusers_models.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 280
unit: def _qmap_name()
file: optimum/quanto/models/diffusers_models.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 281
unit: def parse_args()
file: optimum/quanto/subpackage/commands/quantize.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 282
unit: def quantize_symmetric()
file: optimum/quanto/library/quantize.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 283
unit: def quantize_affine()
file: optimum/quanto/library/quantize.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 284
unit: def unpack_cuda()
file: optimum/quanto/library/extensions/cuda/__init__.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 285
unit: def gptq_marlin_repack()
file: optimum/quanto/library/extensions/cuda/__init__.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 286
unit: def gemm_f16i4_marlin()
file: optimum/quanto/library/extensions/cuda/__init__.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 287
unit: def unpack_hip()
file: optimum/quanto/library/extensions/hip/__init__.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 288
unit: def unpack_xpu()
file: optimum/quanto/library/extensions/xpu/__init__.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 289
unit: def get_extension()
file: optimum/quanto/library/extensions/extension.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 290
unit: def is_extension_available()
file: optimum/quanto/library/extensions/extension.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 291
unit: def unpack_mps()
file: optimum/quanto/library/extensions/mps/__init__.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 292
unit: def unpack_cpp()
file: optimum/quanto/library/extensions/cpp/__init__.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 293
unit: def qbytes_mm_impl_default()
file: optimum/quanto/library/qbytes_mm.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 294
unit: def backward()
file: optimum/quanto/tensor/activations/qbytes.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 295
unit: def __init__()
file: optimum/quanto/tensor/activations/qbytes.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 7

id: 296
unit: def quantize()
file: optimum/quanto/tensor/activations/qbytes.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 297
unit: def get_qbytestensor_op_dispatch()
file: optimum/quanto/tensor/activations/qbytes_ops.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 298
unit: def is_scalar()
file: optimum/quanto/tensor/activations/qbytes_ops.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 3
number of parameters: 1

id: 299
unit: def cannot_mm()
file: optimum/quanto/tensor/activations/qbytes_ops.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 300
unit: def dequantize()
file: optimum/quanto/tensor/qtensor.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 301
unit: def axis()
file: optimum/quanto/tensor/qtensor.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 302
unit: def qtype()
file: optimum/quanto/tensor/qtensor.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 303
unit: def numpy()
file: optimum/quanto/tensor/qtensor.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 304
unit: def backward()
file: optimum/quanto/tensor/qbytes.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 305
unit: def __repr__()
file: optimum/quanto/tensor/qbytes.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 306
unit: def dequantize()
file: optimum/quanto/tensor/qbytes.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 307
unit: def backward()
file: optimum/quanto/tensor/qbits.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 308
unit: def __repr__()
file: optimum/quanto/tensor/qbits.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 309
unit: def dequantize()
file: optimum/quanto/tensor/qbits.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 310
unit: def __str__()
file: optimum/quanto/tensor/qtype.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 311
unit: def __hash__()
file: optimum/quanto/tensor/qtype.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 312
unit: def bits()
file: optimum/quanto/tensor/packed.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 313
unit: def dtype()
file: optimum/quanto/tensor/packed.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 314
unit: def numpy()
file: optimum/quanto/tensor/packed.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 315
unit: def __call__()
file: optimum/quanto/tensor/optimizers/optimizer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 316
unit: def optimize()
file: optimum/quanto/tensor/optimizers/max_optimizer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 317
unit: def optimize()
file: optimum/quanto/tensor/optimizers/hqq_optimizer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 318
unit: def optimize()
file: optimum/quanto/tensor/optimizers/affine_optimizer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 319
unit: def optimize()
file: optimum/quanto/tensor/optimizers/absmax_optimizer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 320
unit: def optimize()
file: optimum/quanto/tensor/optimizers/symmetric_optimizer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 321
unit: def forward()
file: optimum/quanto/tensor/weights/qbytes.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 322
unit: def backward()
file: optimum/quanto/tensor/weights/qbytes.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 323
unit: def weight_qbytes_tensor()
file: optimum/quanto/tensor/weights/qbytes.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 324
unit: def __repr__()
file: optimum/quanto/tensor/weights/marlin/fp8/qbits.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 325
unit: def __init__()
file: optimum/quanto/tensor/weights/marlin/fp8/packed.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 5

id: 326
unit: def __repr__()
file: optimum/quanto/tensor/weights/marlin/fp8/packed.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 327
unit: def dtype()
file: optimum/quanto/tensor/weights/marlin/fp8/packed.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 328
unit: def backward()
file: optimum/quanto/tensor/weights/marlin/int4/qbits.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 329
unit: def dequantize()
file: optimum/quanto/tensor/weights/marlin/int4/qbits.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 330
unit: def __init__()
file: optimum/quanto/tensor/weights/marlin/int4/packed.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 5

id: 331
unit: def __repr__()
file: optimum/quanto/tensor/weights/marlin/int4/packed.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 332
unit: def unpack()
file: optimum/quanto/tensor/weights/marlin/int4/packed.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 333
unit: def dtype()
file: optimum/quanto/tensor/weights/marlin/int4/packed.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 334
unit: def numpy()
file: optimum/quanto/tensor/weights/marlin/int4/packed.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 335
unit: def backward()
file: optimum/quanto/tensor/weights/qbits.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 336
unit: def weight_qbits_tensor()
file: optimum/quanto/tensor/weights/qbits.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 337
unit: def backward()
file: optimum/quanto/tensor/weights/tinygemm/qbits.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 338
unit: def dequantize()
file: optimum/quanto/tensor/weights/tinygemm/qbits.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 339
unit: def __init__()
file: optimum/quanto/tensor/weights/tinygemm/packed.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 5

id: 340
unit: def __repr__()
file: optimum/quanto/tensor/weights/tinygemm/packed.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 341
unit: def dtype()
file: optimum/quanto/tensor/weights/tinygemm/packed.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 342
unit: def numpy()
file: optimum/quanto/tensor/weights/tinygemm/packed.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 343
unit: def backward()
file: optimum/quanto/tensor/weights/awq/qbits.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 344
unit: def dequantize()
file: optimum/quanto/tensor/weights/awq/qbits.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 345
unit: def __repr__()
file: optimum/quanto/tensor/weights/awq/packed.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 346
unit: def dtype()
file: optimum/quanto/tensor/weights/awq/packed.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 347
unit: def numpy()
file: optimum/quanto/tensor/weights/awq/packed.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 348
unit: def forward()
file: optimum/quanto/nn/qlayernorm.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 349
unit: def _load_from_state_dict()
file: optimum/quanto/nn/qmodule.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 350
unit: def qforward()
file: optimum/quanto/nn/qmodule.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 351
unit: def frozen()
file: optimum/quanto/nn/qmodule.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 352
unit: def forward()
file: optimum/quanto/nn/qconv2d.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 353
unit: def forward()
file: optimum/quanto/nn/qlinear.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 354
unit: def evaluate_model_configurations()
file: bench/generation/evaluate_configurations.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 355
unit: def shape_generator()
file: bench/kernels/benchmark_marlin_fp8.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0