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unit: def run()
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unit: def generate_model_configs()
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id: 116
unit: def extract_data()
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unit: def generate_model_configs()
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id: 118
unit: def get_nvidia_driver_install_cmd()
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unit: def configure_project_and_cluster()
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size: 9 LOC
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id: 120
unit: def validate_model_id()
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id: 121
unit: def get_bite_tpu_unittests_config()
file: dags/sparsity_diffusion_devx/configs/project_bite_config.py
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size: 9 LOC
McCabe index: 1
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unit: def load_file_from_gcs()
file: xlml/utils/mantaray.py
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McCabe index: 1
number of parameters: 1

id: 123
unit: def deploy_job()
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id: 124
unit: def create_queued_resource()
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McCabe index: 1
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id: 125
unit: def get_composer_data()
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unit: def launch_workload()
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id: 127
unit: def get_maxtext_end_to_end_gpu_gke_test_config()
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unit: def configure_project_and_cluster()
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id: 129
unit: def get_gpu_recipe_cmd()
file: dags/map_reproducibility/utils/common_utils.py
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id: 130
unit: def install_helm_cmds()
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id: 131
unit: def wait_for_jobs_cmds()
file: dags/map_reproducibility/utils/common_utils.py
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id: 132
unit: def get_nemo_metrics_cmds()
file: dags/map_reproducibility/utils/common_utils.py
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id: 133
unit: def get_gpu_gke_test_config()
file: dags/sparsity_diffusion_devx/configs/gke_config.py
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id: 134
unit: def local_ssd_disk()
file: xlml/utils/gpu.py
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unit: def generate_tb_file_location()
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unit: def run_model()
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id: 137
unit: def update_run_name_from_quantization_config()
file: dags/multipod/configs/maxtext_sweep_gke_config.py
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unit: def convert_checkpoint_and_run_training()
file: dags/multipod/maxtext_end_to_end.py
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size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 139
unit: def sample_job_configure_project_and_cluster()
file: dags/map_reproducibility/utils/sample_workload_utils.py
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size: 7 LOC
McCabe index: 1
number of parameters: 2

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unit: def write_run_results()
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size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 141
unit: def clone_recipes_gob()
file: dags/map_reproducibility/utils/common_utils.py
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size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 142
unit: def clone_internal_recipes_gob()
file: dags/map_reproducibility/utils/common_utils.py
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size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 143
unit: def get_bq_writer_repo()
file: dags/map_reproducibility/utils/common_utils.py
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size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 144
unit: def namespace_cmds()
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McCabe index: 1
number of parameters: 0

id: 145
unit: def get_accelerator_type()
file: dags/map_reproducibility/utils/common_utils.py
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size: 7 LOC
McCabe index: 4
number of parameters: 1

id: 146
unit: def get_cluster()
file: dags/map_reproducibility/utils/common_utils.py
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id: 147
unit: def get_software_id()
file: dags/map_reproducibility/utils/common_utils.py
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McCabe index: 3
number of parameters: 1

id: 148
unit: def convert_checkpoint_and_run_training()
file: dags/sparsity_diffusion_devx/maxtext_moe_tpu_e2e.py
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size: 7 LOC
McCabe index: 1
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id: 149
unit: def process_metrics()
file: xlml/utils/metric.py
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size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 150
unit: def generate_gcs_folder_location()
file: xlml/utils/name_format.py
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size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 151
unit: def run_with_quarantine()
file: xlml/apis/task.py
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size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 152
unit: def run_queued_resource_test()
file: xlml/apis/task.py
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size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 153
unit: def set_up_torchbench_gpu()
file: dags/pytorch_xla/configs/pytorchxla_torchbench_config.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 154
unit: def gen_layers()
file: dags/multipod/legacy_tests/gpt1-like.py
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number of parameters: 1

id: 155
unit: def training_loop()
file: dags/multipod/legacy_tests/gpt1-like.py
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McCabe index: 1
number of parameters: 2

id: 156
unit: def get_jax_distributed_initialize_config()
file: dags/multipod/configs/jax_tests_gke_config.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 157
unit: def get_nightly_pytorch_config()
file: dags/multipod/configs/pytorch_config.py
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size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 158
unit: def download_maxtext()
file: dags/multipod/configs/common.py
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size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 159
unit: def new_process_metrics()
file: dags/mantaray/run_mantaray_jobs.py
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size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 160
unit: def run_internal_sample_aotc_workload()
file: dags/map_reproducibility/utils/sample_workload_utils.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 161
unit: def get_pre_workload_cmds()
file: dags/map_reproducibility/utils/common_utils.py
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size: 6 LOC
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number of parameters: 2

id: 162
unit: def get_skip_steps_for_metrics_calculation()
file: dags/map_reproducibility/utils/common_utils.py
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size: 6 LOC
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number of parameters: 1

id: 163
unit: def cleanup_all_runs_cmds()
file: dags/map_reproducibility/utils/common_utils.py
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size: 6 LOC
McCabe index: 1
number of parameters: 3

id: 164
unit: def run_internal_aotc_workload()
file: dags/map_reproducibility/utils/internal_aotc_workload.py
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size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 165
unit: def _validate_id()
file: dags/map_reproducibility/utils/benchmarkdb_utils.py
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size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 166
unit: def install_tf()
file: dags/solutions_team/configs/tensorflow/common.py
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size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 167
unit: def add_test_config_metadata()
file: xlml/utils/metric.py
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size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 168
unit: def clean_up_workload()
file: xlml/utils/xpk.py
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size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 169
unit: def disk_from_image()
file: xlml/utils/gpu.py
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size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 170
unit: def run_job()
file: xlml/utils/gke.py
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size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 171
unit: def ssh_tpu()
file: xlml/utils/tpu.py
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size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 172
unit: def get_headers()
file: xlml/utils/composer.py
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size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 173
unit: def clean_up_existing_instance()
file: xlml/apis/task.py
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size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 174
unit: def set_up_torchbench_tpu()
file: dags/pytorch_xla/configs/pytorchxla_torchbench_config.py
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size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 175
unit: def multiply_layers()
file: dags/multipod/legacy_tests/gpt1-like.py
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size: 5 LOC
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number of parameters: 2

id: 176
unit: def calculate_tflops()
file: dags/multipod/legacy_tests/gpt1-like.py
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size: 5 LOC
McCabe index: 1
number of parameters: 3

id: 177
unit: def wait_for_cluster_ready()
file: dags/multipod/maxtext_gpu_end_to_end.py
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size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 178
unit: def get_path()
file: dags/mantaray/run_mantaray_jobs.py
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size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 179
unit: def get_values_file_path()
file: dags/map_reproducibility/utils/sample_workload_utils.py
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size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 180
unit: def get_recipe_repo_path()
file: dags/map_reproducibility/utils/common_utils.py
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size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 181
unit: def get_two_node_cmds()
file: dags/map_reproducibility/utils/common_utils.py
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size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 182
unit: def export_env_variables()
file: dags/solutions_team/configs/tensorflow/common.py
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size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 183
unit: def is_valid_metric()
file: xlml/utils/bigquery.py
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size: 5 LOC
McCabe index: 4
number of parameters: 2

id: 184
unit: def process_tensorboard_summary()
file: xlml/utils/metric.py
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size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 185
unit: def generate_workload_id()
file: xlml/utils/xpk.py
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size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 186
unit: def ssh_host()
file: xlml/utils/gpu.py
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size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 187
unit: def run_with_name_gen_and_quarantine()
file: xlml/apis/task.py
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size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 188
unit: def run_model()
file: xlml/apis/task.py
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size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 189
unit: def gen_data()
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 190
unit: def setup_maxtext()
file: dags/multipod/configs/common.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 191
unit: def setup_mxla_collective()
file: dags/multipod/configs/common.py
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size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 192
unit: def new_add_airflow_metadata()
file: dags/mantaray/run_mantaray_jobs.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 193
unit: def vllm_request_rate_inf_nightly_on_v6e_4_persistent_TPUVM()
file: dags/mantaray/run_mantaray_jobs.py
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end line: 0
size: 4 LOC
McCabe index: 1
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id: 194
unit: def get_gs_bucket()
file: dags/composer_env.py
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size: 4 LOC
McCabe index: 2
number of parameters: 0

id: 195
unit: def get_patheon_job_link()
file: dags/map_reproducibility/utils/common_utils.py
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size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 196
unit: def set_up_se()
file: dags/solutions_team/configs/tensorflow/common.py
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size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 197
unit: def set_up_pjrt()
file: dags/solutions_team/configs/tensorflow/common.py
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size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 198
unit: def get_current_datetime()
file: dags/sparsity_diffusion_devx/configs/gke_config.py
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size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 199
unit: def run_workload()
file: xlml/utils/mantaray.py
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size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 200
unit: def __init__()
file: xlml/utils/bigquery.py
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size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 201
unit: def metric_history_table_id()
file: xlml/utils/bigquery.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 202
unit: def metadata_history_table_id()
file: xlml/utils/bigquery.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 203
unit: def is_valid_tag()
file: xlml/utils/metric.py
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size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 204
unit: def read_from_tb()
file: xlml/utils/metric.py
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size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 205
unit: def add_airflow_metadata()
file: xlml/utils/metric.py
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size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 206
unit: def is_valid_gpu_version()
file: xlml/utils/xpk.py
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size: 4 LOC
McCabe index: 3
number of parameters: 1

id: 207
unit: def get_image_from_family()
file: xlml/utils/gpu.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 208
unit: def create_metadata()
file: xlml/utils/gpu.py
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McCabe index: 2
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id: 209
unit: def get_existing_resource()
file: xlml/utils/gpu.py
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size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 210
unit: def clean_up_ssh_keys()
file: xlml/utils/gpu.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 211
unit: def read_input_file()
file: dags/inference/utils/trtllm_bench_jsonl_converter.py
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size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 212
unit: def multiply_layers_with_loss()
file: dags/multipod/legacy_tests/gpt1-like.py
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size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 213
unit: def new_add_test_config_metadata()
file: dags/mantaray/run_mantaray_jobs.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 214
unit: def get_internal_pre_workload_cmds()
file: dags/map_reproducibility/utils/common_utils.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 215
unit: def get_internal_recipe_repo_path()
file: dags/map_reproducibility/utils/common_utils.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 216
unit: def set_up_tensorflow_models()
file: dags/solutions_team/configs/tensorflow/common.py
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size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 217
unit: def aggregate_metrics()
file: xlml/utils/metric.py
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size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 218
unit: def process_json_lines()
file: xlml/utils/metric.py
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size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 219
unit: def get_gce_job_status()
file: xlml/utils/metric.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 220
unit: def zone_to_region()
file: xlml/utils/gke.py
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size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 221
unit: def generate_tpu_name()
file: xlml/utils/tpu.py
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size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 222
unit: def get_airflow_url()
file: xlml/utils/composer.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 223
unit: def generate_run_name()
file: xlml/utils/name_format.py
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size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 224
unit: def generate_startup_script()
file: xlml/utils/startup_script.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 225
unit: def post_process()
file: xlml/apis/task.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 226
unit: def get_mlperf_converter_script()
file: dags/inference/maxtext_inference_offline_benchmark.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 227
unit: def run_test_code_on_persistent_TPUVM()
file: dags/mantaray/run_mantaray_jobs.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 228
unit: def run_on_v6e_4_persistent_TPUVM()
file: dags/mantaray/run_mantaray_jobs.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 229
unit: def vllm_request_rate_1_nightly_on_v6e_4_persistent_TPUVM()
file: dags/mantaray/run_mantaray_jobs.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 230
unit: def vllm_request_rate_4_nightly_on_v6e_4_persistent_TPUVM()
file: dags/mantaray/run_mantaray_jobs.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 231
unit: def vllm_request_rate_16_nightly_on_v6e_4_persistent_TPUVM()
file: dags/mantaray/run_mantaray_jobs.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
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id: 232
unit: def is_prod_env()
file: dags/composer_env.py
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id: 233
unit: def is_dev_env()
file: dags/composer_env.py
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id: 234
unit: def __init__()
file: dags/map_reproducibility/utils/common_utils.py
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size: 2 LOC
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id: 235
unit: def __repr__()
file: dags/map_reproducibility/utils/common_utils.py
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size: 2 LOC
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id: 236
unit: def __str__()
file: dags/map_reproducibility/utils/common_utils.py
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size: 2 LOC
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id: 237
unit: def get_internal_pre_workload_job_name()
file: dags/map_reproducibility/utils/common_utils.py
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size: 2 LOC
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number of parameters: 0

id: 238
unit: def calculate_maxtext_metrics()
file: dags/map_reproducibility/utils/common_utils.py
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size: 2 LOC
McCabe index: 1
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id: 239
unit: def get_bq_writer_path()
file: dags/map_reproducibility/utils/common_utils.py
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size: 2 LOC
McCabe index: 1
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id: 240
unit: def get_docker_image()
file: dags/map_reproducibility/utils/common_utils.py
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size: 2 LOC
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id: 241
unit: def get_db_client()
file: dags/map_reproducibility/utils/benchmarkdb_utils.py
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size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 242
unit: def _get_vllm_benchmark_parameters()
file: dags/solutions_team/configs/vllm/vllm_benchmark_config.py
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end line: 0
size: 2 LOC
McCabe index: 1
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id: 243
unit: def get_gpu_vllm_benchmark_cmds()
file: dags/solutions_team/configs/vllm/vllm_benchmark_config.py
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size: 2 LOC
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id: 244
unit: def get_tpu_vllm_benchmark_cmds()
file: dags/solutions_team/configs/vllm/vllm_benchmark_config.py
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size: 2 LOC
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id: 245
unit: def job_history_table_id()
file: xlml/utils/bigquery.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 246
unit: def download_object_from_gcs()
file: xlml/utils/metric.py
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size: 2 LOC
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number of parameters: 0

id: 247
unit: def process_profile()
file: xlml/utils/metric.py
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McCabe index: 1
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id: 248
unit: def encode_url()
file: xlml/utils/metric.py
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number of parameters: 1

id: 249
unit: def generate_row_uuid()
file: xlml/utils/metric.py
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id: 250
unit: def generate_process_id()
file: xlml/utils/metric.py
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size: 2 LOC
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id: 251
unit: def update_dataset_name_if_needed()
file: xlml/utils/metric.py
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size: 2 LOC
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number of parameters: 0

id: 252
unit: def get_gke_job_status()
file: xlml/utils/metric.py
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size: 2 LOC
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number of parameters: 0

id: 253
unit: def _get_core_api_client()
file: xlml/utils/xpk.py
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id: 254
unit: def _list_workload_pods()
file: xlml/utils/xpk.py
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id: 255
unit: def _get_batch_api_client()
file: xlml/utils/xpk.py
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id: 256
unit: def _get_workload_job()
file: xlml/utils/xpk.py
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id: 257
unit: def wait_for_workload_start()
file: xlml/utils/xpk.py
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size: 2 LOC
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id: 258
unit: def wait_for_workload_completion()
file: xlml/utils/xpk.py
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size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 259
unit: def generate_gpu_name()
file: xlml/utils/gpu.py
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size: 2 LOC
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number of parameters: 0

id: 260
unit: def __init__()
file: xlml/utils/gke.py
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size: 2 LOC
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number of parameters: 2

id: 261
unit: def get_authenticated_client()
file: xlml/utils/gke.py
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size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 262
unit: def create_queued_resource_request()
file: xlml/utils/tpu.py
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size: 2 LOC
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number of parameters: 0

id: 263
unit: def check_if_startup_script_end()
file: xlml/utils/tpu.py
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id: 264
unit: def kill_process_by_pid()
file: xlml/utils/tpu.py
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size: 2 LOC
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number of parameters: 0

id: 265
unit: def clean_up_idle_queued_resources()
file: xlml/utils/tpu.py
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size: 2 LOC
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number of parameters: 0

id: 266
unit: def monitor_startup_script()
file: xlml/utils/startup_script.py
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size: 2 LOC
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id: 267
unit: def run()
file: xlml/apis/task.py
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size: 2 LOC
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number of parameters: 1

id: 268
unit: def run_with_run_name_generation()
file: xlml/apis/task.py
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size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 269
unit: def provision_via_existing_instance()
file: xlml/apis/task.py
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size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 270
unit: def provision()
file: xlml/apis/task.py
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number of parameters: 0

id: 271
unit: def clean_up()
file: xlml/apis/task.py
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id: 272
unit: def post_process()
file: xlml/apis/task.py
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size: 2 LOC
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number of parameters: 0