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Method dot

xarray/core/dataarray.py:5163–5228  ·  view source on GitHub ↗

Perform dot product of two DataArrays along their shared dims. Equivalent to taking taking tensordot over all shared dims. Parameters ---------- other : DataArray The other array with which the dot product is performed. dim : ..., str, Iterable o

(
        self,
        other: T_Xarray,
        dim: Dims = None,
    )

Source from the content-addressed store, hash-verified

5161
5162 @deprecate_dims
5163 def dot(
5164 self,
5165 other: T_Xarray,
5166 dim: Dims = None,
5167 ) -> T_Xarray:
5168 """Perform dot product of two DataArrays along their shared dims.
5169
5170 Equivalent to taking taking tensordot over all shared dims.
5171
5172 Parameters
5173 ----------
5174 other : DataArray
5175 The other array with which the dot product is performed.
5176 dim : ..., str, Iterable of Hashable or None, optional
5177 Which dimensions to sum over. Ellipsis (`...`) sums over all dimensions.
5178 If not specified, then all the common dimensions are summed over.
5179
5180 Returns
5181 -------
5182 result : DataArray
5183 Array resulting from the dot product over all shared dimensions.
5184
5185 See Also
5186 --------
5187 dot
5188 numpy.tensordot
5189
5190 Notes
5191 -----
5192 This method automatically aligns coordinates by their values (not their order).
5193 See :ref:`math automatic alignment` and :py:func:`xarray.dot` for more details.
5194
5195 Examples
5196 --------
5197 >>> da_vals = np.arange(6 * 5 * 4).reshape((6, 5, 4))
5198 >>> da = xr.DataArray(da_vals, dims=["x", "y", "z"])
5199 >>> dm_vals = np.arange(4)
5200 >>> dm = xr.DataArray(dm_vals, dims=["z"])
5201
5202 >>> dm.dims
5203 ('z',)
5204
5205 >>> da.dims
5206 ('x', 'y', 'z')
5207
5208 >>> dot_result = da.dot(dm)
5209 >>> dot_result.dims
5210 ('x', 'y')
5211
5212 Coordinates are aligned by their values:
5213
5214 >>> x = xr.DataArray([1, 10], coords=[("foo", ["a", "b"])])
5215 >>> y = xr.DataArray([2, 20], coords=[("foo", ["b", "a"])])
5216 >>> x.dot(y)
5217 <xarray.DataArray ()> Size: 8B
5218 array(40)
5219
5220 """

Callers 14

__matmul__Method · 0.95
test_dotMethod · 0.95
test_dot_align_coordsMethod · 0.95
test_matmulMethod · 0.95
__rmatmul__Method · 0.80
polyfitFunction · 0.80
test_dotFunction · 0.80
test_dot_align_coordsFunction · 0.80
test_dotMethod · 0.80
test_dot_dataarrayFunction · 0.80
test_dotMethod · 0.80

Calls

no outgoing calls

Tested by 11

test_dotMethod · 0.76
test_dot_align_coordsMethod · 0.76
test_matmulMethod · 0.76
test_dotFunction · 0.64
test_dot_align_coordsFunction · 0.64
test_dotMethod · 0.64
test_dot_dataarrayFunction · 0.64
test_dotMethod · 0.64
test_dotMethod · 0.64
test_dotMethod · 0.64