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[IOTDB-5728] Implement config parser & model/dataset factory on MLNode #9458

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merged 21 commits into from
Mar 31, 2023

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lichenyu20
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Implement mlnode parser

parse training request of type TCreateTrainingTaskReq
Usage:

    modelId = 'mid_etth1_dlinear_default'
    isAuto = False
    modelConfigs = {
        'task_class': 'forecast_training_task',
        'source_type': 'thrift',
        'dataset_type': 'window',
        'time_embed': 'h',
        'input_len': 96,
        'pred_len': 96,
        'model_name': 'dlinear',
        'input_vars': 7,
        'output_vars': 7,
        'task_type': 'm',
        'kernel_size': 25,
        'learning_rate': 1e-3,
        'batch_size': 32,
        'num_workers': 0,
        'epochs': 10,
        'metric_names': ['MSE', 'MAE']
    }
    queryExpressions = ['root.eg.etth1.**', 'root.eg.etth1.**', 'root.eg.etth1.**']
    queryFilter = '0,1501516800000'
    req = TCreateTrainingTaskReq(
        modelId=str(modelId),
        isAuto=isAuto,
        modelConfigs={k: str(v) for k, v in modelConfigs.items()},
        queryExpressions=[str(query) for query in queryExpressions],
        queryFilter=str(queryFilter),
    )
    data_conf, model_conf, task_conf = parse_training_request(req)

mlnode/iotdb/mlnode/parser.py Outdated Show resolved Hide resolved
mlnode/test/test_parse_training_request.py Outdated Show resolved Hide resolved
@liuminghui233 liuminghui233 changed the title [IOTDB-5728] Implement mlnode parser [IOTDB-5728] Implement config parser & model/dataset factory on MLNode Mar 31, 2023
@liuminghui233 liuminghui233 merged commit 0750fa6 into apache:master Mar 31, 2023
SteveYurongSu added a commit to MiniSho/iotdb that referenced this pull request Mar 31, 2023
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4 participants