hummingbird
0.4.8
  • Main website
  • hummingbird
    • hummingbird.ml
      • hummingbird.ml._executor
        • Executor
      • hummingbird.ml._parse
        • _build_sklearn_api_parsers_map()
        • _build_sparkml_api_parsers_map()
        • _declare_input_variables()
        • _declare_output_variables()
        • _fetch_input_slice()
        • _get_column_index()
        • _get_column_indices()
        • _parse_onnx_api()
        • _parse_onnx_single_operator()
        • _parse_sklearn_api()
        • _parse_sklearn_bagging()
        • _parse_sklearn_column_transformer()
        • _parse_sklearn_feature_union()
        • _parse_sklearn_model_selection()
        • _parse_sklearn_multi_output_regressor()
        • _parse_sklearn_pipeline()
        • _parse_sklearn_regressor_chain()
        • _parse_sklearn_single_model()
        • _parse_sklearn_stacking()
        • _parse_sparkml_api()
        • _parse_sparkml_pipeline()
        • _parse_sparkml_single_operator()
        • _remove_zipmap()
        • parse_onnx_api_model()
        • parse_sklearn_api_model()
        • parse_sparkml_api_model()
      • hummingbird.ml._topology
        • Topology
        • _compile_to_tvm()
        • _get_batch_size()
        • _get_trace_input_from_test_input()
        • _jit_trace()
        • convert()
      • hummingbird.ml._utils
        • _Constants
        • assert_lightgbm_installed()
        • assert_onnx_ml_tools_installed()
        • assert_onnx_runtime_installed()
        • assert_pandas_installed()
        • assert_sklearn_installed()
        • assert_sparkml_installed()
        • assert_torch_installed()
        • assert_tvm_installed()
        • assert_xgboost_installed()
        • check_dumped_versions()
        • dump_versions()
        • from_strings_to_ints()
        • get_device()
        • is_pandas_dataframe()
        • is_spark_dataframe()
        • lightgbm_installed()
        • load()
        • onnx_ml_tools_installed()
        • onnx_runtime_installed()
        • pandas_installed()
        • prophet_installed()
        • sklearn_installed()
        • sparkml_installed()
        • torch_installed()
        • tvm_installed()
        • xgboost_installed()
      • hummingbird.ml.convert
        • _convert_common()
        • _convert_lightgbm()
        • _convert_onnxml()
        • _convert_sklearn()
        • _convert_sparkml()
        • _convert_xgboost()
        • _is_onnx_model()
        • _is_sparkml_model()
        • _supported_backend_check()
        • _supported_backend_check_config()
        • convert()
        • convert_batch()
      • hummingbird.ml.exceptions
        • ConstantError
        • MissingBackend
        • MissingConverter
      • hummingbird.ml.supported
        • BATCH_SIZE
        • CONTAINER
        • INPUT_NAMES
        • MAX_STRING_LENGTH
        • N_THREADS
        • ONNX_OUTPUT_MODEL_NAME
        • ONNX_TARGET_OPSET
        • OUTPUT_NAMES
        • REMAINDER_SIZE
        • TREE_IMPLEMENTATION
        • TREE_OP_PRECISION_DTYPE
        • TVM_MAX_FUSE_DEPTH
        • TVM_PAD_INPUT
        • _build_backend_map()
        • _build_lightgbm_operator_list()
        • _build_onnxml_api_operator_name_map()
        • _build_onnxml_operator_list()
        • _build_prophet_api_operator_name_map()
        • _build_prophet_operator_list()
        • _build_sklearn_api_operator_name_map()
        • _build_sklearn_operator_list()
        • _build_sparkml_api_operator_name_map()
        • _build_sparkml_operator_list()
        • _build_xgboost_operator_list()
        • get_onnxml_api_operator_name()
        • get_sklearn_api_operator_name()
        • get_sparkml_api_operator_name()
      • hummingbird.ml.containers
        • hummingbird.ml.containers._input_containers
        • hummingbird.ml.containers._sklearn_api_containers
        • hummingbird.ml.containers.batch_container
        • hummingbird.ml.containers.sklearn
      • hummingbird.ml.operator_converters
        • hummingbird.ml.operator_converters._array_feature_extractor_implementations
        • hummingbird.ml.operator_converters._decomposition_implementations
        • hummingbird.ml.operator_converters._discretizer_implementations
        • hummingbird.ml.operator_converters._gbdt_commons
        • hummingbird.ml.operator_converters._imputer_implementations
        • hummingbird.ml.operator_converters._kneighbors_implementations
        • hummingbird.ml.operator_converters._label_encoder_implementations
        • hummingbird.ml.operator_converters._linear_implementations
        • hummingbird.ml.operator_converters._mixture_implementations
        • hummingbird.ml.operator_converters._mlp_implementations
        • hummingbird.ml.operator_converters._nb_implementations
        • hummingbird.ml.operator_converters._normalizer_implementations
        • hummingbird.ml.operator_converters._one_hot_encoder_implementations
        • hummingbird.ml.operator_converters._physical_operator
        • hummingbird.ml.operator_converters._pipeline_implementations
        • hummingbird.ml.operator_converters._scaler_implementations
        • hummingbird.ml.operator_converters._sv_implementations
        • hummingbird.ml.operator_converters._tree_commons
        • hummingbird.ml.operator_converters._tree_implementations
        • hummingbird.ml.operator_converters.constants
        • hummingbird.ml.operator_converters.lightgbm
        • hummingbird.ml.operator_converters.prophet
        • hummingbird.ml.operator_converters.xgb
        • hummingbird.ml.operator_converters.onnx
        • hummingbird.ml.operator_converters.sklearn
        • hummingbird.ml.operator_converters.sparkml
hummingbird
  • Welcome to Hummingbird
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Welcome to HummingbirdΒΆ

_images/hb-logo-notext.png

This is the API documentation for the Python interface.

Entrypoint for Hummingbird modules.

  • Main website
  • hummingbird
    • hummingbird.ml
      • hummingbird.ml._executor
      • hummingbird.ml._parse
      • hummingbird.ml._topology
      • hummingbird.ml._utils
      • hummingbird.ml.convert
      • hummingbird.ml.exceptions
      • hummingbird.ml.supported
      • hummingbird.ml.containers
      • hummingbird.ml.operator_converters
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