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unit: def write_replay_buffer_to_file()
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unit: def read_data_from_bigquery()
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unit: def preprocess()
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unit: def re_normalize()
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unit: def on_log()
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unit: def get_map_location()
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unit: def get_model_device()
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unit: def overlay_tracking_results()
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unit: def vqa_predict()
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unit: def caption_predict()
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unit: def force_gcs_fuse_path()
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unit: def force_gcs_path()
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unit: def download_gcs_file_to_memory()
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unit: def download_gcs_file_to_local_dir()
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unit: def encode_video()
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unit: def partition_by_ml_use()
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unit: def main()
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unit: def to_json_obj()
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unit: def load_movinet_model()
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unit: def save_model_artifact()
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unit: def deploy_model()
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unit: def main()
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unit: def main()
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unit: def __init__()
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unit: def _make_dataset()
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unit: def __init__()
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unit: def main()
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unit: def __init__()
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unit: def _make_dataset()
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unit: def main()
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unit: def __init__()
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unit: def _make_dataset()
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unit: def load_data()
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unit: def load_data()
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id: 337
unit: def write_tfrecords()
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unit: def benchmark()
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unit: def peek()
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unit: def validate()
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unit: def validate()
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unit: def load_model()
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unit: def inference()
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unit: def get_strategy()
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unit: def write_filepath()
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unit: def train()
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unit: def pipelineJob()
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id: 348
unit: def deploy_model()
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id: 349
unit: def pipeline_deploy_model()
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id: 350
unit: def download_gcs_file()
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unit: def __init__()
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unit: def handle()
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unit: def handle()
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id: 354
unit: def create_trainer()
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unit: def _merge_causal_language_model_with_lora_internal()
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unit: def merge_causal_language_model_with_lora()
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unit: def on_step_end()
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unit: def on_train_begin()
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unit: def on_train_end()
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id: 360
unit: def run_text_encoder()
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unit: def prepare_dict()
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unit: def sample_from_encoder_outputs()
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id: 363
unit: def validate_json_key()
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unit: def load_dataset_with_template()
file: community-content/vertex_model_garden/model_oss/notebook_util/dataset_validation_util.py
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unit: def ocr_predict()
file: community-content/vertex_model_garden/model_oss/notebook_util/common_util.py
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unit: def detect_predict()
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unit: def __init__()
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id: 368
unit: def download_gcs_dir_to_local()
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id: 369
unit: def get_output_video_file()
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unit: def build_tf_example()
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id: 371
unit: def _convert_df_to_tfrecord()
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unit: def convert_csv_to_tfrecord()
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id: 373
unit: def convert_jsonl_to_tfrecord()
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unit: def insert_missing_ml_use()
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unit: def beam_convert_tfexamples()
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unit: def beam_build_tfrecord_from_coco_json()
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unit: def _get_sliding_windows()
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unit: def __init__()
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id: 379
unit: def on_evaluate()
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id: 380
unit: def create()
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unit: def on_evaluate()
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unit: def create()
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unit: def inference()
file: community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/predictor/custom_handler.py
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unit: def pop()
file: notebooks/notebook_template_review.py
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id: 385
unit: def makedirs()
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unit: def _get_temp_dir()
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id: 387
unit: def evaluate_model()
file: community-content/vertex_pipeline_kfpv2/evaluate-model.py
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id: 388
unit: def pipeline_batch_predict()
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unit: def pipeline_run_jobs()
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id: 390
unit: def run_experiment()
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unit: def export_evaluation_report_to_gcs()
file: community-content/sklearn_text_classification_from_script_using_vertex_sdk/task.py
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unit: def postprocess()
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id: 393
unit: def build_hub_model()
file: community-content/vertex_model_garden/model_oss/tfvision/modeling/backbones/hub_model.py
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unit: def _generate_label_map_list()
file: community-content/vertex_model_garden/model_oss/tfvision/serving/detection.py
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unit: def _read_label()
file: community-content/vertex_model_garden/model_oss/tfvision/serving/image_classification.py
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unit: def _cleanup_text()
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unit: def convert_model_to_fp8()
file: community-content/vertex_model_garden/model_oss/peft/train/vmg/utils.py
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id: 398
unit: def process_image()
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unit: def error()
file: community-content/vertex_model_garden/model_oss/keras/serve.py
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unit: def check_key_in_json()
file: community-content/vertex_model_garden/model_oss/keras/serve.py
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unit: def handle()
file: community-content/vertex_model_garden/model_oss/vot/handler.py
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id: 402
unit: def force_gcs_fuse_path()
file: community-content/vertex_model_garden/model_oss/notebook_util/dataset_validation_util.py
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unit: def get_filtered_dataset()
file: community-content/vertex_model_garden/model_oss/notebook_util/dataset_validation_util.py
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unit: def format_dataset()
file: community-content/vertex_model_garden/model_oss/notebook_util/dataset_validation_util.py
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unit: def gcs_fuse_path()
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unit: def create_job_name()
file: community-content/vertex_model_garden/model_oss/notebook_util/common_util.py
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id: 407
unit: def image_to_base64()
file: community-content/vertex_model_garden/model_oss/notebook_util/common_util.py
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id: 408
unit: def resize_image()
file: community-content/vertex_model_garden/model_oss/notebook_util/common_util.py
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unit: def get_resource_id()
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unit: def ingest_bigquery_dataset_into_tfrecord()
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unit: def get_string_labels()
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unit: def predict()
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unit: def compute_metrics()
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unit: def compute_metrics()
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unit: def train_policy_on_trajectory()
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unit: def __init__()
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unit: def get_default_strategy()
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unit: def clean_up()
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unit: def async_predict()
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unit: def preprocess()
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unit: def preprocess()
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unit: def preprocess()
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unit: def preprocess()
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unit: def get_default_strategy()
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unit: def _format_text_generation_output()
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unit: def _calculate_hf_eval_metrics()
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unit: def create_compute_metrics()
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unit: def force_gc()
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unit: def serve_main()
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unit: def base64_to_image()
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unit: def download_image()
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unit: def __init__()
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unit: def base64_to_image()
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unit: def upload_local_dir_to_gcs()
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unit: def upload_file_to_gcs_path()
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unit: def delete_local_file()
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unit: def delete_local_dir()
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unit: def convert_to_feature()
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unit: def create_ml_use_array_with_split()
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unit: def replace_unassigned_ml_use()
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unit: def write_label_map()
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unit: def process()
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unit: def preprocess()
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unit: def postprocess()
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unit: def _base64_to_image()
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unit: def save()
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unit: def load()
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id: 536
unit: def main()
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unit: def __init__()
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unit: def update()
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unit: def __init__()
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unit: def __init__()
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unit: def save()
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unit: def __init__()
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id: 543
unit: def _startup_event()
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unit: def writeback()
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unit: def __init__()
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unit: def postprocess()
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unit: def get_distribution_multiworkermirrored_strategy()
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unit: def _is_chief()
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unit: def pipeline_evaluation()
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unit: def pipeline_create_endpoint()
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unit: def pipeline_train_model()
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unit: def delete_endpoint()
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unit: def pipeline_run_experiment()
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unit: def __init__()
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unit: def postprocess()
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unit: def __init__()
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unit: def predict()
file: community-content/vertex_cpr_samples/torch/predictor_resnet.py
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unit: def postprocess()
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unit: def __init__()
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unit: def predict()
file: community-content/vertex_cpr_samples/xgboost/predictor_Classifier.py
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unit: def postprocess()
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unit: def __init__()
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unit: def predict()
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unit: def postprocess()
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unit: def __init__()
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unit: def predict()
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unit: def postprocess()
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unit: def __init__()
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unit: def predict()
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unit: def postprocess()
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unit: def __init__()
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unit: def predict()
file: community-content/vertex_cpr_samples/sklearn/predictor_LinearRegression.py
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id: 573
unit: def postprocess()
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unit: def extend_parser_arguments()
file: community-content/vertex_model_garden/model_oss/detectron2/trainer_utils.py
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unit: def reg_loss()
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unit: def output_specs()
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unit: def get_best_oss_trial()
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unit: def get_best_hpt_trials()
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unit: def get_inference_signatures()
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unit: def preprocess()
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unit: def serve()
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unit: def inference_from_image_tensors()
file: community-content/vertex_model_garden/model_oss/tfvision/serving/image_classification.py
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unit: def get_inference_signatures()
file: community-content/vertex_model_garden/model_oss/tfvision/serving/image_classification.py
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unit: def inference()
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unit: def _append_args_to_command_in_place()
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unit: def _get_train_and_maybe_merge_cmd_and_dirs_to_sync()
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unit: def _get_merge_cmd_and_dirs_to_sync()
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unit: def check_merge_lora_model_flags()
file: community-content/vertex_model_garden/model_oss/peft/train/vmg/merge_causal_language_model_lora.py
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unit: def find_all_linear_names()
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unit: def _preprocess_data()
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unit: def _compute_metrics_with_tokenizer()
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unit: def preprocess_logits_for_metrics()
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unit: def init_partial_state()
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unit: def get_final_checkpoint_path()
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unit: def _maybe_get_modules_to_not_convert_by_model_id()
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unit: def calc_histogram()
file: community-content/vertex_model_garden/model_oss/peft/train/util/dataset_stats.py
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unit: def __iter__()
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unit: def __iter__()
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unit: def inference()
file: community-content/vertex_model_garden/model_oss/llava/handler.py
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unit: def postprocess()
file: community-content/vertex_model_garden/model_oss/llava/handler.py
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unit: def apply_augmentation()
file: community-content/vertex_model_garden/model_oss/keras/train.py
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unit: def save_weights()
file: community-content/vertex_model_garden/model_oss/keras/train.py
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id: 603
unit: def ping()
file: community-content/vertex_model_garden/model_oss/keras/serve.py
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id: 604
unit: def preprocess()
file: community-content/vertex_model_garden/model_oss/vot/handler.py
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unit: def postprocess()
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id: 606
unit: def is_gcs_path()
file: community-content/vertex_model_garden/model_oss/notebook_util/dataset_validation_util.py
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unit: def get_response_separator()
file: community-content/vertex_model_garden/model_oss/notebook_util/dataset_validation_util.py
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unit: def get_instruction_separator()
file: community-content/vertex_model_garden/model_oss/notebook_util/dataset_validation_util.py
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unit: def should_add_pad_token()
file: community-content/vertex_model_garden/model_oss/notebook_util/dataset_validation_util.py
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unit: def should_add_eos_token()
file: community-content/vertex_model_garden/model_oss/notebook_util/dataset_validation_util.py
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unit: def convert_numpy_array_to_byte_string_via_tf_tensor()
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unit: def save_subset_annotation()
file: community-content/vertex_model_garden/model_oss/notebook_util/common_util.py
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unit: def decode_image()
file: community-content/vertex_model_garden/model_oss/notebook_util/common_util.py
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unit: def poll_and_wait()
file: community-content/vertex_model_garden/model_oss/notebook_util/common_util.py
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unit: def __init__()
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unit: def __init__()
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unit: def parse_args()
file: community-content/vertex_model_garden/model_oss/autogluon/train.py
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unit: def ping()
file: community-content/vertex_model_garden/model_oss/autogluon/serve.py
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unit: def generate_tmp_path()
file: community-content/vertex_model_garden/model_oss/util/fileutils.py
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unit: def is_file_available()
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id: 621
unit: def download_gcs_file_list_to_local()
file: community-content/vertex_model_garden/model_oss/util/fileutils.py
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end line: 0
size: 2 LOC
McCabe index: 1
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id: 622
unit: def _upload_local_files_to_gcs()
file: community-content/vertex_model_garden/model_oss/util/fileutils.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 623
unit: def release_text_assets()
file: community-content/vertex_model_garden/model_oss/util/fileutils.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 624
unit: def convert_list_to_label_map()
file: community-content/vertex_model_garden/model_oss/util/commons.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 625
unit: def manage_sync_path()
file: community-content/vertex_model_garden/model_oss/util/gcs_syncer.py
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size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 626
unit: def cleanup_gcs_rsync()
file: community-content/vertex_model_garden/model_oss/util/gcs_syncer.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 627
unit: def inference()
file: community-content/vertex_model_garden/model_oss/imagebind/handler.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 628
unit: def process()
file: community-content/vertex_model_garden/model_oss/data_converter/data_converter_vcn_lib.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 629
unit: def convert_coco_label_map_91()
file: community-content/vertex_model_garden/model_oss/data_converter/convert_coco_label_map_iod.py
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end line: 0
size: 2 LOC
McCabe index: 1
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id: 630
unit: def convert_coco_label_map_80()
file: community-content/vertex_model_garden/model_oss/data_converter/convert_coco_label_map_iod.py
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end line: 0
size: 2 LOC
McCabe index: 1
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id: 631
unit: def convert_to_string_feature()
file: community-content/vertex_model_garden/model_oss/data_converter/common_lib.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 632
unit: def convert_to_list_string_feature()
file: community-content/vertex_model_garden/model_oss/data_converter/common_lib.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 633
unit: def merge_seq_into_dicts()
file: community-content/vertex_model_garden/model_oss/data_converter/common_lib.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 634
unit: def reformat_bbox()
file: community-content/vertex_model_garden/model_oss/data_converter/common_lib.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 635
unit: def create_label_map()
file: community-content/vertex_model_garden/model_oss/data_converter/common_lib.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 636
unit: def coco_json_to_image_rows()
file: community-content/vertex_model_garden/model_oss/data_converter/common_lib.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 637
unit: def _condense_bounding_boxes()
file: community-content/vertex_model_garden/model_oss/data_converter/data_converter_iod_lib.py
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size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 638
unit: def convert_coco_json_categories_to_label_map()
file: community-content/vertex_model_garden/model_oss/data_converter/data_converter_iod_lib.py
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end line: 0
size: 2 LOC
McCabe index: 1
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id: 639
unit: def _run_convert_pipeline()
file: community-content/vertex_model_garden/model_oss/data_converter/data_converter_icn_lib.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 640
unit: def _biomedclip_inference()
file: community-content/vertex_model_garden/model_oss/open_clip/handler.py
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size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 641
unit: def inference()
file: community-content/vertex_model_garden/model_oss/open_clip/handler.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 642
unit: def preprocess()
file: community-content/vertex_model_garden/model_oss/transformers/handler.py
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size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 643
unit: def is_gcs_path()
file: community-content/vertex_model_garden/model_oss/transformers/sam_handler.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 644
unit: def preprocess()
file: community-content/vertex_model_garden/model_oss/transformers/sam_handler.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 645
unit: def create_detection_output()
file: community-content/vertex_model_garden/model_oss/movinet/serving/video_serving_lib.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 646
unit: def clear_frame_data()
file: community-content/vertex_model_garden/model_oss/movinet/serving/video_serving_lib.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 647
unit: def __len__()
file: community-content/vertex_model_garden/model_oss/movinet/serving/video_serving_lib.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 648
unit: def middle_timestamp()
file: community-content/vertex_model_garden/model_oss/movinet/serving/video_serving_lib.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 649
unit: def _read_frames_from_window()
file: community-content/vertex_model_garden/model_oss/movinet/serving/video_serving_lib.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 650
unit: def _predict()
file: community-content/vertex_model_garden/model_oss/movinet/serving/video_serving_lib.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 651
unit: def postprocess_vcn()
file: community-content/vertex_model_garden/model_oss/movinet/serving/video_serving_lib.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 652
unit: def temporal_nonmaximal_suppression()
file: community-content/vertex_model_garden/model_oss/movinet/serving/video_serving_lib.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 653
unit: def ping()
file: community-content/vertex_model_garden/model_oss/movinet/serving/serving_main.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 654
unit: def __init__()
file: community-content/cpr-examples/timm_serving/timm_serving/predictor.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 655
unit: def postprocess()
file: community-content/cpr-examples/timm_serving/timm_serving/predictor.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 656
unit: def identity()
file: community-content/pytorch_efficient_training/resnet_fsdp_wds.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 657
unit: def identity()
file: community-content/pytorch_efficient_training/resnet_ddp_wds.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 658
unit: def __str__()
file: community-content/pytorch_image_classification_distributed_data_parallel_training_with_vertex_sdk/trainer/task.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 659
unit: def average()
file: community-content/pytorch_image_classification_distributed_data_parallel_training_with_vertex_sdk/trainer/task.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 660
unit: def __str__()
file: community-content/pytorch_image_classification_distributed_data_parallel_training_with_vertex_sdk/trainer/task.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 661
unit: def accuracy()
file: community-content/pytorch_image_classification_distributed_data_parallel_training_with_vertex_sdk/trainer/task.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 662
unit: def forward()
file: community-content/pytorch_image_classification_distributed_data_parallel_training_with_vertex_sdk/trainer/task.py
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size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 663
unit: def postprocess()
file: community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/predictor/custom_handler.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 664
unit: def _health()
file: community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/src/prediction_container/main.py
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size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 665
unit: def health()
file: community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/src/prediction_container/main.py
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size: 2 LOC
McCabe index: 1
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id: 666
unit: def _parse_record()
file: community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/src/trainer/trainer_component.py
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McCabe index: 1
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id: 667
unit: def health()
file: community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/step_by_step_sdk_tf_agents_bandits_movie_recommendation/src/prediction/main.py
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McCabe index: 1
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id: 668
unit: def norm()
file: notebooks/community/persistent_resource/training_code/mpg_container/trainer/train.py
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McCabe index: 1
number of parameters: 1

id: 669
unit: def generate_uuid()
file: notebooks/community/ml_ops/setup.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 670
unit: def get_train_test_data()
file: community-content/sklearn_text_classification_from_script_using_vertex_sdk/task.py
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size: 1 LOC
McCabe index: 1
number of parameters: 0

id: 671
unit: def train_and_score()
file: community-content/sklearn_text_classification_from_script_using_vertex_sdk/task.py
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size: 1 LOC
McCabe index: 1
number of parameters: 0