Index _ | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W | X | Y | Z _ __init__() (mars.dataframe.CustomReduction method) (mars.dataframe.DataFrame method) (mars.dataframe.ExecutableTuple method) (mars.dataframe.Index method) (mars.dataframe.Series method) (mars.learn.cluster.KMeans method) (mars.learn.contrib.lightgbm.LGBMClassifier method) (mars.learn.contrib.lightgbm.LGBMRanker method) (mars.learn.contrib.lightgbm.LGBMRegressor method) (mars.learn.contrib.statsmodels.MarsDistributedModel method) (mars.learn.contrib.statsmodels.MarsResults method) (mars.learn.contrib.xgboost.XGBClassifier method) (mars.learn.contrib.xgboost.XGBRegressor method) (mars.learn.decomposition.PCA method) (mars.learn.decomposition.TruncatedSVD method) (mars.learn.ensemble.BaggingClassifier method) (mars.learn.ensemble.BaggingRegressor method) (mars.learn.ensemble.BlockwiseVotingClassifier method) (mars.learn.ensemble.BlockwiseVotingRegressor method) (mars.learn.ensemble.IsolationForest method) (mars.learn.linear_model.LinearRegression method) (mars.learn.model_selection.KFold method) (mars.learn.neighbors.NearestNeighbors method) (mars.learn.preprocessing.LabelBinarizer method) (mars.learn.preprocessing.LabelEncoder method) (mars.learn.preprocessing.MinMaxScaler method) (mars.learn.semi_supervised.LabelPropagation method) (mars.learn.wrappers.ParallelPostFit method) (mars.remote.ExecutableTuple method) (mars.services.cluster.AbstractClusterBackend method) (mars.services.cluster.ClusterAPI method) (mars.services.cluster.WebClusterAPI method) (mars.services.lifecycle.LifecycleAPI method) (mars.services.lifecycle.WebLifecycleAPI method) (mars.services.meta.MetaAPI method) (mars.services.meta.WebMetaAPI method) (mars.services.scheduling.SchedulingAPI method) (mars.services.session.SessionAPI method) (mars.services.session.WebSessionAPI method) (mars.services.storage.StorageAPI method) (mars.services.storage.WebStorageAPI method) (mars.services.subtask.SubtaskAPI method) (mars.services.task.TaskAPI method) (mars.services.task.WebTaskAPI method) (mars.tensor.ExecutableTuple method) (mars.tensor.random.RandomState method) A abs() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) absolute() (in module mars.tensor), [1] AbstractClusterBackend (class in mars.services.cluster) accuracy_score() (in module mars.learn.metrics) add() (in module mars.tensor), [1] (mars.dataframe.DataFrame method) (mars.dataframe.Series method) add_prefix() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) add_suffix() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) agg() (mars.dataframe.DataFrame method) (mars.dataframe.groupby.GroupBy method) (mars.dataframe.Series method) aggregate() (mars.dataframe.DataFrame method) (mars.dataframe.groupby.GroupBy method) (mars.dataframe.Series method) airy() (in module mars.tensor.special) airye() (in module mars.tensor.special) align() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) all() (in module mars.tensor) (mars.dataframe.DataFrame method) (mars.dataframe.groupby.GroupBy method) (mars.dataframe.Index method) (mars.dataframe.Series method) allclose() (in module mars.tensor) amax() (in module mars.tensor) amin() (in module mars.tensor) angle() (in module mars.tensor) any() (in module mars.tensor) (mars.dataframe.DataFrame method) (mars.dataframe.groupby.GroupBy method) (mars.dataframe.Index method) (mars.dataframe.Series method) append() (in module mars.tensor) (mars.dataframe.DataFrame method) (mars.dataframe.Series method) apply() (mars.dataframe.DataFrame method) (mars.dataframe.groupby.GroupBy method) (mars.dataframe.Series method) arange() (in module mars.tensor) arccos() (in module mars.tensor), [1] arccosh() (in module mars.tensor), [1] arcsin() (in module mars.tensor), [1] arcsinh() (in module mars.tensor), [1] arctan() (in module mars.tensor), [1] arctan2() (in module mars.tensor), [1] arctanh() (in module mars.tensor), [1] area() (mars.dataframe.DataFrame.plot method) (mars.dataframe.Series.plot method) argmax() (in module mars.tensor) argmin() (in module mars.tensor) argwhere() (in module mars.tensor) around() (in module mars.tensor) array() (in module mars.tensor), [1] array_equal() (in module mars.tensor) array_split() (in module mars.tensor) asarray() (in module mars.tensor) ascontiguousarray() (in module mars.tensor) assert_all_finite() (in module mars.learn.utils) assign() (mars.dataframe.DataFrame method) astype() (mars.dataframe.DataFrame method) (mars.dataframe.Index method) (mars.dataframe.Series method) at (mars.dataframe.DataFrame attribute) (mars.dataframe.Series attribute) atleast_1d() (in module mars.tensor) atleast_2d() (in module mars.tensor) atleast_3d() (in module mars.tensor) auc() (in module mars.learn.metrics) autocorr() (mars.dataframe.Series method) average() (in module mars.tensor) B backfill() (mars.dataframe.DataFrame method) (mars.dataframe.groupby.GroupBy method) BaggingClassifier (class in mars.learn.ensemble) BaggingRegressor (class in mars.learn.ensemble) bar() (mars.dataframe.DataFrame.plot method) (mars.dataframe.Series.plot method) barh() (mars.dataframe.DataFrame.plot method) (mars.dataframe.Series.plot method) base_estimator_ (mars.learn.ensemble.BaggingClassifier attribute) (mars.learn.ensemble.BaggingRegressor attribute) (mars.learn.ensemble.IsolationForest attribute) beta() (in module mars.tensor.random) (in module mars.tensor.special) betainc() (in module mars.tensor.special) betaincinv() (in module mars.tensor.special) betaln() (in module mars.tensor.special) between() (mars.dataframe.Series method) bfill() (mars.dataframe.DataFrame method) (mars.dataframe.groupby.GroupBy method) bincount() (in module mars.tensor) binomial() (in module mars.tensor.random) bitwise_and() (in module mars.tensor), [1] bitwise_or() (in module mars.tensor), [1] bitwise_xor() (in module mars.tensor), [1] BlockwiseVotingClassifier (class in mars.learn.ensemble) BlockwiseVotingRegressor (class in mars.learn.ensemble) box() (mars.dataframe.DataFrame.plot method) (mars.dataframe.Series.plot method) broadcast_arrays() (in module mars.tensor) broadcast_to() (in module mars.tensor) bytes() (in module mars.tensor.random) C c_ (in module mars.tensor) casefold() (mars.dataframe.Series.str method) cat() (mars.dataframe.Series.str method) cbrt() (in module mars.tensor) ceil() (in module mars.tensor), [1] (mars.dataframe.Series.dt method) center() (mars.dataframe.Series.str method) check_array() (in module mars.learn.utils) check_consistent_length() (in module mars.learn.utils) check_is_fitted() (in module mars.learn.utils.validation) check_X_y() (in module mars.learn.utils) chisquare() (in module mars.tensor.random) (in module mars.tensor.stats) choice() (in module mars.tensor.random) cholesky() (in module mars.tensor.linalg) choose() (in module mars.tensor) classes_ (mars.learn.ensemble.BaggingClassifier attribute) (mars.learn.ensemble.BlockwiseVotingClassifier attribute) (mars.learn.preprocessing.LabelBinarizer attribute) (mars.learn.preprocessing.LabelEncoder attribute) (mars.learn.semi_supervised.LabelPropagation attribute) clip() (in module mars.tensor) cluster_centers_ (mars.learn.cluster.KMeans attribute) ClusterAPI (class in mars.services.cluster) coef_ (mars.learn.linear_model.LinearRegression attribute) column_or_1d() (in module mars.learn.utils.validation) column_stack() (in module mars.tensor) columns (mars.dataframe.DataFrame property) components (mars.dataframe.Series.dt attribute) components_ (mars.learn.decomposition.PCA attribute) (mars.learn.decomposition.TruncatedSVD attribute) compress() (in module mars.tensor) concat() (in module mars.dataframe) concatenate() (in module mars.tensor) conj() (in module mars.tensor) contains() (mars.dataframe.Series.str method) convert_dask_collection() (in module mars.contrib.dask) copy() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) copysign() (in module mars.tensor), [1] copyto() (in module mars.tensor) corr() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) corrcoef() (in module mars.tensor) corrwith() (mars.dataframe.DataFrame method) cos() (in module mars.tensor), [1] cosh() (in module mars.tensor), [1] cosine_distances() (in module mars.learn.metrics.pairwise) cosine_similarity() (in module mars.learn.metrics.pairwise) count() (mars.dataframe.DataFrame method) (mars.dataframe.groupby.DataFrameGroupBy method) (mars.dataframe.groupby.GroupBy method) (mars.dataframe.Series method) (mars.dataframe.Series.str method) count_nonzero() (in module mars.tensor) cov() (in module mars.tensor) cumcount() (mars.dataframe.groupby.GroupBy method) cummax() (mars.dataframe.DataFrame method) (mars.dataframe.groupby.DataFrameGroupBy method) (mars.dataframe.groupby.GroupBy method) (mars.dataframe.Series method) cummin() (mars.dataframe.DataFrame method) (mars.dataframe.groupby.DataFrameGroupBy method) (mars.dataframe.groupby.GroupBy method) (mars.dataframe.Series method) cumprod() (in module mars.tensor) (mars.dataframe.DataFrame method) (mars.dataframe.groupby.DataFrameGroupBy method) (mars.dataframe.groupby.GroupBy method) (mars.dataframe.Series method) cumsum() (in module mars.tensor) (mars.dataframe.DataFrame method) (mars.dataframe.groupby.DataFrameGroupBy method) (mars.dataframe.groupby.GroupBy method) (mars.dataframe.Series method) CustomReduction (class in mars.dataframe) cut() (in module mars.dataframe) D data_max_ (mars.learn.preprocessing.MinMaxScaler attribute) data_min_ (mars.learn.preprocessing.MinMaxScaler attribute) data_range_ (mars.learn.preprocessing.MinMaxScaler attribute) DataFrame (class in mars.dataframe) date (mars.dataframe.Series.dt attribute) date_range() (in module mars.dataframe) dawsn() (in module mars.tensor.special) day (mars.dataframe.Series.dt attribute) day_name() (mars.dataframe.Series.dt method) dayofweek (mars.dataframe.Series.dt attribute) dayofyear (mars.dataframe.Series.dt attribute) days (mars.dataframe.Series.dt attribute) days_in_month (mars.dataframe.Series.dt attribute) daysinmonth (mars.dataframe.Series.dt attribute) decode() (mars.dataframe.Series.str method) deg2rad() (in module mars.tensor), [1] degrees() (in module mars.tensor) delete() (in module mars.tensor) density() (mars.dataframe.DataFrame.plot method) (mars.dataframe.Series.plot method) describe() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) diag() (in module mars.tensor) diagflat() (in module mars.tensor) diff() (in module mars.tensor) (mars.dataframe.DataFrame method) (mars.dataframe.Series method) digamma() (in module mars.tensor.special) digitize() (in module mars.tensor) dirichlet() (in module mars.tensor.random) DistributedSampler (in module mars.learn.contrib.pytorch) div() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) divide() (in module mars.tensor), [1] dot() (in module mars.tensor) (mars.dataframe.DataFrame method) (mars.dataframe.Series method) drop() (mars.dataframe.DataFrame method) (mars.dataframe.Index method) (mars.dataframe.Series method) drop_duplicates() (mars.dataframe.DataFrame method) (mars.dataframe.Index method) (mars.dataframe.Series method) dropna() (mars.dataframe.DataFrame method) (mars.dataframe.Index method) (mars.dataframe.Series method) dsplit() (in module mars.tensor) dstack() (in module mars.tensor) dt() (mars.dataframe.Series method) dtype (mars.dataframe.Series property) dtypes (mars.dataframe.DataFrame property) duplicated() (mars.dataframe.DataFrame method) (mars.dataframe.Index method) (mars.dataframe.Series method) E ediff1d() (in module mars.tensor) ellip_harm() (in module mars.tensor.special) ellip_harm_2() (in module mars.tensor.special) ellip_normal() (in module mars.tensor.special) ellipe() (in module mars.tensor.special) ellipeinc() (in module mars.tensor.special) ellipk() (in module mars.tensor.special) ellipkinc() (in module mars.tensor.special) ellipkm1() (in module mars.tensor.special) empty() (in module mars.tensor) empty_like() (in module mars.tensor) encode() (mars.dataframe.Series.str method) end_time (mars.dataframe.Series.dt attribute) endswith() (mars.dataframe.Series.str method) entr() (in module mars.tensor.special) eq() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) equal() (in module mars.tensor), [1] erf() (in module mars.tensor.special) erfc() (in module mars.tensor.special) erfcinv() (in module mars.tensor.special) erfcx() (in module mars.tensor.special) erfi() (in module mars.tensor.special) erfinv() (in module mars.tensor.special) estimators_ (mars.learn.ensemble.BaggingClassifier attribute) (mars.learn.ensemble.BaggingRegressor attribute) (mars.learn.ensemble.BlockwiseVotingClassifier attribute) (mars.learn.ensemble.BlockwiseVotingRegressor attribute) (mars.learn.ensemble.IsolationForest attribute) estimators_features_ (mars.learn.ensemble.BaggingClassifier attribute) (mars.learn.ensemble.BaggingRegressor attribute) (mars.learn.ensemble.IsolationForest attribute) euclidean_distances() (in module mars.learn.metrics.pairwise) eval() (in module mars.dataframe) (mars.dataframe.DataFrame method) ewm() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) ExecutableTuple (class in mars.dataframe) (class in mars.remote) (class in mars.tensor) exp() (in module mars.tensor), [1] exp2() (in module mars.tensor), [1] expand_dims() (in module mars.tensor) expanding() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) explained_variance_ (mars.learn.decomposition.PCA attribute) (mars.learn.decomposition.TruncatedSVD attribute) explained_variance_ratio_ (mars.learn.decomposition.PCA attribute) (mars.learn.decomposition.TruncatedSVD attribute) explode() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) expm1() (in module mars.tensor), [1] exponential() (in module mars.tensor.random) extract() (in module mars.tensor) (mars.dataframe.Series.str method) extractall() (mars.dataframe.Series.str method) eye() (in module mars.tensor), [1] F f() (in module mars.tensor.random) f1_score() (in module mars.learn.metrics) fbeta_score() (in module mars.learn.metrics) ffill() (mars.dataframe.DataFrame method) (mars.dataframe.groupby.GroupBy method) fft() (in module mars.tensor.fft) fft2() (in module mars.tensor.fft) fftfreq() (in module mars.tensor.fft) fftn() (in module mars.tensor.fft) fftshift() (in module mars.tensor.fft) fillna() (mars.dataframe.DataFrame method) (mars.dataframe.groupby.DataFrameGroupBy method) (mars.dataframe.Index method) (mars.dataframe.Series method) find() (mars.dataframe.Series.str method) findall() (mars.dataframe.Series.str method) fix() (in module mars.tensor) flatnonzero() (in module mars.tensor) flip() (in module mars.tensor) fliplr() (in module mars.tensor) flipud() (in module mars.tensor) float_power() (in module mars.tensor) floor() (in module mars.tensor), [1] (mars.dataframe.Series.dt method) floor_divide() (in module mars.tensor), [1] floordiv() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) fmax() (in module mars.tensor), [1] fmin() (in module mars.tensor), [1] fmod() (in module mars.tensor), [1] freq (mars.dataframe.Series.dt attribute) fresnel() (in module mars.tensor.special) frexp() (in module mars.tensor), [1] from_hdf5() (in module mars.tensor) from_tiledb() (in module mars.tensor) from_zarr() (in module mars.tensor) full() (in module mars.tensor) G gamma() (in module mars.tensor.random) (in module mars.tensor.special) gammainc() (in module mars.tensor.special) gammaincc() (in module mars.tensor.special) gammainccinv() (in module mars.tensor.special) gammaincinv() (in module mars.tensor.special) gammaln() (in module mars.tensor.special) gammasgn() (in module mars.tensor.special) ge() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) gen_tensorflow_dataset() (in module mars.learn.contrib.tensorflow) geometric() (in module mars.tensor.random) get() (mars.dataframe.Series.str method) get_dummies() (in module mars.dataframe) greater() (in module mars.tensor), [1] greater_equal() (in module mars.tensor), [1] groupby() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) gt() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) gumbel() (in module mars.tensor.random) H hankel1() (in module mars.tensor.special) hankel1e() (in module mars.tensor.special) hankel2() (in module mars.tensor.special) hankel2e() (in module mars.tensor.special) haversine_distances() (in module mars.learn.metrics.pairwise) head() (mars.dataframe.DataFrame method) (mars.dataframe.groupby.GroupBy method) (mars.dataframe.Series method) hexbin() (mars.dataframe.DataFrame.plot method) hfft() (in module mars.tensor.fft) hist() (mars.dataframe.DataFrame.plot method) (mars.dataframe.Series.plot method) histogram() (in module mars.tensor) histogram_bin_edges() (in module mars.tensor) hour (mars.dataframe.Series.dt attribute) hsplit() (in module mars.tensor) hstack() (in module mars.tensor) hypergeometric() (in module mars.tensor.random) hypot() (in module mars.tensor), [1] I i0() (in module mars.tensor) iat (mars.dataframe.DataFrame attribute) (mars.dataframe.Series attribute) identity() (in module mars.tensor), [1] ifft() (in module mars.tensor.fft) ifft2() (in module mars.tensor.fft) ifftn() (in module mars.tensor.fft) ifftshift() (in module mars.tensor.fft) ihfft() (in module mars.tensor.fft) iloc (mars.dataframe.DataFrame attribute) (mars.dataframe.Series attribute) imag() (in module mars.tensor) in1d() (in module mars.tensor) Index (class in mars.dataframe) index (mars.dataframe.DataFrame property) (mars.dataframe.Series property) index() (mars.dataframe.Series.str method) indices() (in module mars.tensor) inertia_ (mars.learn.cluster.KMeans attribute) inner() (in module mars.tensor) insert() (in module mars.tensor) (mars.dataframe.DataFrame method) intercept_ (mars.learn.linear_model.LinearRegression attribute) invert() (in module mars.tensor), [1] irfft() (in module mars.tensor.fft) irfft2() (in module mars.tensor.fft) irfftn() (in module mars.tensor.fft) is_leap_year (mars.dataframe.Series.dt attribute) is_monotonic (mars.dataframe.Index property) (mars.dataframe.Series property) is_monotonic_decreasing (mars.dataframe.Index property) (mars.dataframe.Series property) is_monotonic_increasing (mars.dataframe.Index property) (mars.dataframe.Series property) is_month_end (mars.dataframe.Series.dt attribute) is_month_start (mars.dataframe.Series.dt attribute) is_multilabel() (in module mars.learn.utils.multiclass) is_quarter_end (mars.dataframe.Series.dt attribute) is_quarter_start (mars.dataframe.Series.dt attribute) is_year_end (mars.dataframe.Series.dt attribute) is_year_start (mars.dataframe.Series.dt attribute) isalnum() (mars.dataframe.Series.str method) isalpha() (mars.dataframe.Series.str method) isclose() (in module mars.tensor) iscomplex() (in module mars.tensor) isdecimal() (mars.dataframe.Series.str method) isdigit() (mars.dataframe.Series.str method) isfinite() (in module mars.tensor), [1] isin() (in module mars.tensor) (mars.dataframe.Series method) isinf() (in module mars.tensor), [1] islower() (mars.dataframe.Series.str method) isna() (in module mars.dataframe) (mars.dataframe.DataFrame method) (mars.dataframe.Index method) (mars.dataframe.Series method) isnan() (in module mars.tensor), [1] isnull() (in module mars.dataframe) (mars.dataframe.DataFrame method) isnumeric() (mars.dataframe.Series.str method) IsolationForest (class in mars.learn.ensemble) isreal() (in module mars.tensor) isspace() (mars.dataframe.Series.str method) istitle() (mars.dataframe.Series.str method) isupper() (mars.dataframe.Series.str method) itairy() (in module mars.tensor.special) items() (mars.dataframe.Series method) iteritems() (mars.dataframe.Series method) iterrows() (mars.dataframe.DataFrame method) itertuples() (mars.dataframe.DataFrame method) iv() (in module mars.tensor.special) ive() (in module mars.tensor.special) J join() (mars.dataframe.DataFrame method) (mars.dataframe.Series.str method) jv() (in module mars.tensor.special) jve() (in module mars.tensor.special) K k_means() (in module mars.learn.cluster) kde() (mars.dataframe.DataFrame.plot method) (mars.dataframe.Series.plot method) KFold (class in mars.learn.model_selection) KMeans (class in mars.learn.cluster) kn() (in module mars.tensor.special) ks_1samp() (in module mars.tensor.stats) ks_2samp() (in module mars.tensor.stats) kurt() (mars.dataframe.DataFrame method) (mars.dataframe.groupby.GroupBy method) (mars.dataframe.Series method) kurtosis() (mars.dataframe.DataFrame method) (mars.dataframe.groupby.GroupBy method) (mars.dataframe.Series method) kv() (in module mars.tensor.special) kve() (in module mars.tensor.special) L label_binarize() (in module mars.learn.preprocessing) label_distributions_ (mars.learn.semi_supervised.LabelPropagation attribute) LabelBinarizer (class in mars.learn.preprocessing) LabelEncoder (class in mars.learn.preprocessing) LabelPropagation (class in mars.learn.semi_supervised) labels_ (mars.learn.cluster.KMeans attribute) laplace() (in module mars.tensor.random) ldexp() (in module mars.tensor), [1] le() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) left_shift() (in module mars.tensor), [1] len() (mars.dataframe.Series.str method) less() (in module mars.tensor), [1] less_equal() (in module mars.tensor), [1] LGBMClassifier (class in mars.learn.contrib.lightgbm) LGBMRanker (class in mars.learn.contrib.lightgbm) LGBMRegressor (class in mars.learn.contrib.lightgbm) LifecycleAPI (class in mars.services.lifecycle) line() (mars.dataframe.DataFrame.plot method) (mars.dataframe.Series.plot method) LinearRegression (class in mars.learn.linear_model) linspace() (in module mars.tensor) ljust() (mars.dataframe.Series.str method) loc (mars.dataframe.DataFrame attribute) (mars.dataframe.Series attribute) log() (in module mars.tensor), [1] log10() (in module mars.tensor), [1] log1p() (in module mars.tensor), [1] log2() (in module mars.tensor), [1] log_loss() (in module mars.learn.metrics) logaddexp() (in module mars.tensor), [1] logaddexp2() (in module mars.tensor), [1] loggamma() (in module mars.tensor.special) logical_and() (in module mars.tensor), [1] logical_not() (in module mars.tensor), [1] logical_or() (in module mars.tensor), [1] logical_xor() (in module mars.tensor), [1] lognormal() (in module mars.tensor.random) logseries() (in module mars.tensor.random) lower() (mars.dataframe.Series.str method) lstrip() (mars.dataframe.Series.str method) lt() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) M make_blobs() (in module mars.learn.datasets) make_classification() (in module mars.learn.datasets) make_low_rank_matrix() (in module mars.learn.datasets) make_regression() (in module mars.learn.datasets) manhattan_distances() (in module mars.learn.metrics.pairwise) map() (mars.dataframe.Index method) (mars.dataframe.Series method) map_chunk() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) mars.learn.cluster module mars.learn.contrib.lightgbm module mars.learn.contrib.pytorch module mars.learn.contrib.statsmodels module mars.learn.contrib.tensorflow module mars.learn.contrib.xgboost module mars.learn.datasets module mars.learn.decomposition module mars.learn.metrics module, [1] mars.learn.metrics.pairwise module mars.learn.neighbors module mars.learn.preprocessing module mars.learn.semi_supervised module mars.learn.utils module mars.learn.wrappers module mars.tensor module mars.tensor.fft module mars.tensor.random module mars_scheduler() (in module mars.contrib.dask) MarsDataset (in module mars.learn.contrib.pytorch) MarsDistributedModel (class in mars.learn.contrib.statsmodels) MarsDMatrix() (in module mars.learn.contrib.xgboost) MarsResults (class in mars.learn.contrib.statsmodels) mask() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) match() (mars.dataframe.Series.str method) matmul() (in module mars.tensor) max() (mars.dataframe.DataFrame method) (mars.dataframe.groupby.GroupBy method) (mars.dataframe.Index method) (mars.dataframe.Series method) max_samples_ (mars.learn.ensemble.IsolationForest attribute) maximum() (in module mars.tensor), [1] mean() (in module mars.tensor) (mars.dataframe.DataFrame method) (mars.dataframe.groupby.GroupBy method) (mars.dataframe.Series method) mean_ (mars.learn.decomposition.PCA attribute) median() (mars.dataframe.Series method) melt() (in module mars.dataframe) (mars.dataframe.DataFrame method) memory_usage() (mars.dataframe.DataFrame method) (mars.dataframe.Index method) (mars.dataframe.Series method) merge() (in module mars.dataframe) (mars.dataframe.DataFrame method) meshgrid() (in module mars.tensor) MetaAPI (class in mars.services.meta) mgrid (in module mars.tensor) microsecond (mars.dataframe.Series.dt attribute) microseconds (mars.dataframe.Series.dt attribute) min() (mars.dataframe.DataFrame method) (mars.dataframe.groupby.GroupBy method) (mars.dataframe.Index method) (mars.dataframe.Series method) min_ (mars.learn.preprocessing.MinMaxScaler attribute) minimum() (in module mars.tensor), [1] minmax_scale() (in module mars.learn.preprocessing) MinMaxScaler (class in mars.learn.preprocessing) minute (mars.dataframe.Series.dt attribute) mod() (in module mars.tensor), [1] (mars.dataframe.DataFrame method) (mars.dataframe.Series method) modf() (in module mars.tensor), [1] modfresnelm() (in module mars.tensor.special) modfresnelp() (in module mars.tensor.special) module mars.learn.cluster mars.learn.contrib.lightgbm mars.learn.contrib.pytorch mars.learn.contrib.statsmodels mars.learn.contrib.tensorflow mars.learn.contrib.xgboost mars.learn.datasets mars.learn.decomposition mars.learn.metrics, [1] mars.learn.metrics.pairwise mars.learn.neighbors mars.learn.preprocessing mars.learn.semi_supervised mars.learn.utils mars.learn.wrappers mars.tensor mars.tensor.fft mars.tensor.random month (mars.dataframe.Series.dt attribute) month_name() (mars.dataframe.Series.dt method) moveaxis() (in module mars.tensor) mul() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) multigammaln() (in module mars.tensor.special) multilabel_confusion_matrix() (in module mars.learn.metrics) multinomial() (in module mars.tensor.random) multiply() (in module mars.tensor), [1] multivariate_normal() (in module mars.tensor.random) N n_classes_ (mars.learn.ensemble.BaggingClassifier attribute) n_components_ (mars.learn.decomposition.PCA attribute) n_features_in_ (mars.learn.linear_model.LinearRegression attribute) n_iter_ (mars.learn.cluster.KMeans attribute) (mars.learn.semi_supervised.LabelPropagation attribute) n_samples_seen_ (mars.learn.preprocessing.MinMaxScaler attribute) name (mars.dataframe.Index property) (mars.dataframe.Series property) names (mars.dataframe.Index property) nan_to_num() (in module mars.tensor) nanargmax() (in module mars.tensor) nanargmin() (in module mars.tensor) nancumprod() (in module mars.tensor) nancumsum() (in module mars.tensor) nanmax() (in module mars.tensor) nanmean() (in module mars.tensor) nanmin() (in module mars.tensor) nanosecond (mars.dataframe.Series.dt attribute) nanoseconds (mars.dataframe.Series.dt attribute) nanprod() (in module mars.tensor) nanstd() (in module mars.tensor) nansum() (in module mars.tensor) nanvar() (in module mars.tensor) ndim (mars.dataframe.DataFrame property) (mars.dataframe.Index property) (mars.dataframe.Series property) ne() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) NearestNeighbors (class in mars.learn.neighbors) negative() (in module mars.tensor), [1] negative_binomial() (in module mars.tensor.random) nextafter() (in module mars.tensor), [1] noise_variance_ (mars.learn.decomposition.PCA attribute) noncentral_chisquare() (in module mars.tensor.random) noncentral_f() (in module mars.tensor.random) nonzero() (in module mars.tensor) norm() (in module mars.tensor.linalg) normal() (in module mars.tensor.random) normalize() (in module mars.learn.preprocessing) (mars.dataframe.Series.dt method) (mars.dataframe.Series.str method) not_equal() (in module mars.tensor), [1] notna() (in module mars.dataframe) (mars.dataframe.DataFrame method) (mars.dataframe.Index method) (mars.dataframe.Series method) notnull() (in module mars.dataframe) (mars.dataframe.DataFrame method) nunique() (mars.dataframe.DataFrame method) (mars.dataframe.groupby.DataFrameGroupBy method) (mars.dataframe.Series method) O offset_ (mars.learn.ensemble.IsolationForest attribute) ogrid (in module mars.tensor) ones() (in module mars.tensor) ones_like() (in module mars.tensor) P pad() (mars.dataframe.DataFrame method) (mars.dataframe.Series.str method) pairwise_distances() (in module mars.learn.metrics) ParallelPostFit (class in mars.learn.wrappers) pareto() (in module mars.tensor.random) partition() (mars.dataframe.Series.str method) PCA (class in mars.learn.decomposition) pct_change() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) pie() (mars.dataframe.DataFrame.plot method) (mars.dataframe.Series.plot method) plot() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) poch() (in module mars.tensor.special) poisson() (in module mars.tensor.random) polygamma() (in module mars.tensor.special) pop() (mars.dataframe.DataFrame method) positive() (in module mars.tensor) pow() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) power() (in module mars.tensor), [1] (in module mars.tensor.random) power_divergence() (in module mars.tensor.stats) precision_recall_fscore_support() (in module mars.learn.metrics) precision_score() (in module mars.learn.metrics) predict() (in module mars.learn.contrib.xgboost) prod() (in module mars.tensor) (mars.dataframe.DataFrame method) (mars.dataframe.Series method) product() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) psi() (in module mars.tensor.special) ptp() (in module mars.tensor) Q qcut() (in module mars.dataframe) qr() (in module mars.tensor.linalg) quantile() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) quarter (mars.dataframe.Series.dt attribute) query() (mars.dataframe.DataFrame method) qyear (mars.dataframe.Series.dt attribute) R r2_score() (in module mars.learn.metrics) r_ (in module mars.tensor) rad2deg() (in module mars.tensor), [1] radd() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) radians() (in module mars.tensor) rand() (in module mars.tensor.random) randint() (in module mars.tensor.random), [1] randn() (in module mars.tensor.random) random() (in module mars.tensor.random) random_integers() (in module mars.tensor.random) random_sample() (in module mars.tensor.random) RandomSampler (in module mars.learn.contrib.pytorch) RandomState (class in mars.tensor.random) ranf() (in module mars.tensor.random) rank_ (mars.learn.linear_model.LinearRegression attribute) ravel() (in module mars.tensor) rayleigh() (in module mars.tensor.random) rbf_kernel() (in module mars.learn.metrics.pairwise) rdiv() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) read_csv() (in module mars.dataframe) read_parquet() (in module mars.dataframe) read_sql() (in module mars.dataframe) read_sql_query() (in module mars.dataframe) read_sql_table() (in module mars.dataframe) real() (in module mars.tensor) rebalance() (mars.dataframe.DataFrame method) recall_score() (in module mars.learn.metrics) reciprocal() (in module mars.tensor), [1] reindex() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) reindex_like() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) rel_entr() (in module mars.tensor.special) remainder() (in module mars.tensor), [1] rename() (mars.dataframe.DataFrame method) (mars.dataframe.Index method) (mars.dataframe.Series method) rename_axis() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) repeat() (in module mars.tensor) (mars.dataframe.Series.str method) replace() (mars.dataframe.DataFrame method) (mars.dataframe.Series.str method) reset_index() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) reshape() (in module mars.tensor) rfft() (in module mars.tensor.fft) rfft2() (in module mars.tensor.fft) rfftfreq() (in module mars.tensor.fft) rfftn() (in module mars.tensor.fft) rfind() (mars.dataframe.Series.str method) rfloordiv() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) rgamma() (in module mars.tensor.special) right_shift() (in module mars.tensor), [1] rindex() (mars.dataframe.Series.str method) rint() (in module mars.tensor), [1] rjust() (mars.dataframe.Series.str method) rmod() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) rmul() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) roc_auc_score() (in module mars.learn.metrics) roc_curve() (in module mars.learn.metrics) roll() (in module mars.tensor) rollaxis() (in module mars.tensor) rolling() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) round() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) (mars.dataframe.Series.dt method) round_() (in module mars.tensor) rpartition() (mars.dataframe.Series.str method) rpow() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) rsplit() (mars.dataframe.Series.str method) rstrip() (mars.dataframe.Series.str method) rsub() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) rtruediv() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) run_pytorch_script() (in module mars.learn.contrib.pytorch) run_tensorflow_script() (in module mars.learn.contrib.tensorflow) S sample() (in module mars.tensor.random) (mars.dataframe.DataFrame method) (mars.dataframe.groupby.DataFrameGroupBy method) (mars.dataframe.Series method) scale_ (mars.learn.preprocessing.MinMaxScaler attribute) scatter() (mars.dataframe.DataFrame.plot method) SchedulingAPI (class in mars.services.scheduling) searchsorted() (in module mars.tensor) second (mars.dataframe.Series.dt attribute) seconds (mars.dataframe.Series.dt attribute) seed() (in module mars.tensor.random) select_dtypes() (mars.dataframe.DataFrame method) sem() (mars.dataframe.DataFrame method) (mars.dataframe.groupby.GroupBy method) (mars.dataframe.Series method) SequentialSampler (in module mars.learn.contrib.pytorch) Series (class in mars.dataframe) SessionAPI (class in mars.services.session) set_axis() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) set_index() (mars.dataframe.DataFrame method) set_names() (mars.dataframe.Index method) setdiff1d() (in module mars.tensor) shape (mars.dataframe.DataFrame property) (mars.dataframe.Series property) shift() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) shuffle() (in module mars.learn.utils) sign() (in module mars.tensor), [1] signbit() (in module mars.tensor), [1] sin() (in module mars.tensor), [1] sinc() (in module mars.tensor) singular_ (mars.learn.linear_model.LinearRegression attribute) singular_values_ (mars.learn.decomposition.PCA attribute) (mars.learn.decomposition.TruncatedSVD attribute) sinh() (in module mars.tensor), [1] size (mars.dataframe.Index property) size() (mars.dataframe.groupby.GroupBy method) skew() (mars.dataframe.DataFrame method) (mars.dataframe.groupby.GroupBy method) (mars.dataframe.Series method) slice() (mars.dataframe.Series.str method) slice_replace() (mars.dataframe.Series.str method) sort() (in module mars.tensor) (mars.tensor.core.Tensor method) sort_index() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) sort_values() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) spacing() (in module mars.tensor) sparse_input_ (mars.learn.preprocessing.LabelBinarizer attribute) spawn() (in module mars.remote) split() (in module mars.tensor) (mars.dataframe.Series.str method) sqrt() (in module mars.tensor), [1] square() (in module mars.tensor), [1] squeeze() (in module mars.tensor) stack() (in module mars.tensor) (mars.dataframe.DataFrame method) standard_cauchy() (in module mars.tensor.random) standard_exponential() (in module mars.tensor.random) standard_gamma() (in module mars.tensor.random) standard_normal() (in module mars.tensor.random) standard_t() (in module mars.tensor.random) start_time (mars.dataframe.Series.dt attribute) startswith() (mars.dataframe.Series.str method) std() (in module mars.tensor) (mars.dataframe.DataFrame method) (mars.dataframe.groupby.GroupBy method) (mars.dataframe.Series method) StorageAPI (class in mars.services.storage) str() (mars.dataframe.Series method) strftime() (mars.dataframe.Series.dt method) strip() (mars.dataframe.Series.str method) sub() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) SubsetRandomSampler (in module mars.learn.contrib.pytorch) SubtaskAPI (class in mars.services.subtask) subtract() (in module mars.tensor), [1] sum() (in module mars.tensor) (mars.dataframe.DataFrame method) (mars.dataframe.groupby.GroupBy method) (mars.dataframe.Series method) svd() (in module mars.tensor.linalg) swapaxes() (in module mars.tensor) swapcase() (mars.dataframe.Series.str method) T T (mars.dataframe.DataFrame property) (mars.dataframe.Index property) (mars.dataframe.Series property) (mars.tensor.core.Tensor property) tail() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) take() (in module mars.tensor) tan() (in module mars.tensor), [1] tanh() (in module mars.tensor), [1] TaskAPI (class in mars.services.task) tensor() (in module mars.tensor), [1] tensordot() (in module mars.tensor) tile() (in module mars.tensor) time (mars.dataframe.Series.dt attribute) timetz (mars.dataframe.Series.dt attribute) title() (mars.dataframe.Series.str method) to_csv() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) to_datetime() (in module mars.dataframe) to_frame() (mars.dataframe.Index method) (mars.dataframe.Series method) to_hdf5() (in module mars.tensor) to_parquet() (mars.dataframe.DataFrame method) to_period() (mars.dataframe.Series.dt method) to_pydatetime() (mars.dataframe.Series.dt method) to_pytimedelta() (mars.dataframe.Series.dt method) to_series() (mars.dataframe.Index method) to_sql() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) to_tensor() (mars.dataframe.Series method) to_tiledb() (in module mars.tensor) to_zarr() (in module mars.tensor) total_seconds() (mars.dataframe.Series.dt method) train() (in module mars.learn.contrib.xgboost) train_test_split() (in module mars.learn.model_selection) transduction_ (mars.learn.semi_supervised.LabelPropagation attribute) transform() (mars.dataframe.DataFrame method) (mars.dataframe.groupby.GroupBy method) (mars.dataframe.Series method) translate() (mars.dataframe.Series.str method) transpose() (in module mars.tensor) (mars.dataframe.DataFrame method) trapz() (in module mars.tensor) triangular() (in module mars.tensor.random) tril() (in module mars.tensor) triu() (in module mars.tensor) true_divide() (in module mars.tensor), [1] truediv() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) trunc() (in module mars.tensor), [1] TruncatedSVD (class in mars.learn.decomposition) tshift() (mars.dataframe.DataFrame method) (mars.dataframe.Series method) ttest_1samp() (in module mars.tensor.stats) ttest_ind() (in module mars.tensor.stats) ttest_ind_from_stats() (in module mars.tensor.stats) ttest_rel() (in module mars.tensor.stats) type_of_target() (in module mars.learn.utils.multiclass) tz (mars.dataframe.Series.dt attribute) tz_convert() (mars.dataframe.Series.dt method) tz_localize() (mars.dataframe.Series.dt method) U uniform() (in module mars.tensor.random) union1d() (in module mars.tensor) unique() (in module mars.tensor) unravel_index() (in module mars.tensor) upper() (mars.dataframe.Series.str method) V value_counts() (mars.dataframe.Series method) var() (in module mars.tensor) (mars.dataframe.DataFrame method) (mars.dataframe.groupby.GroupBy method) (mars.dataframe.Series method) vdot() (in module mars.tensor) vonmises() (in module mars.tensor.random) vsplit() (in module mars.tensor) vstack() (in module mars.tensor) W wald() (in module mars.tensor.random) WebClusterAPI (class in mars.services.cluster) WebLifecycleAPI (class in mars.services.lifecycle) WebMetaAPI (class in mars.services.meta) WebSessionAPI (class in mars.services.session) WebStorageAPI (class in mars.services.storage) WebTaskAPI (class in mars.services.task) week (mars.dataframe.Series.dt attribute) weekday (mars.dataframe.Series.dt attribute) weekofyear (mars.dataframe.Series.dt attribute) weibull() (in module mars.tensor.random) where() (in module mars.tensor) (mars.dataframe.DataFrame method) (mars.dataframe.Series method) wofz() (in module mars.tensor.special) wrap() (mars.dataframe.Series.str method) X X_ (mars.learn.semi_supervised.LabelPropagation attribute) XGBClassifier (class in mars.learn.contrib.xgboost) XGBRegressor (class in mars.learn.contrib.xgboost) xlogy() (in module mars.tensor.special) Y y_type_ (mars.learn.preprocessing.LabelBinarizer attribute) year (mars.dataframe.Series.dt attribute) yn() (in module mars.tensor.special) yv() (in module mars.tensor.special) yve() (in module mars.tensor.special) Z zeros() (in module mars.tensor), [1] zeros_like() (in module mars.tensor) zfill() (mars.dataframe.Series.str method) zipf() (in module mars.tensor.random)