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  • Installation
  • Getting started
  • User Guide
  • API reference
  • Development
  • Release Notes

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  • Installation
  • Getting started
  • User Guide
  • API reference
  • Development
  • Release Notes

Section Navigation

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

Dask on Mars#

mars.contrib.dask.mars_scheduler

A Dask-Mars scheduler

mars.contrib.dask.convert_dask_collection

Convert dask collection object into mars.core.Object via remote API

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mars.remote.ExecutableTuple

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