jax to numpy array

in-place cannot be implemented in JAX. NumPy and SciPy documentation are copyright the respective authors. However, often JAX is able to provide a alternative API that is purely … jax.numpy.indices¶ jax.numpy.indices (dimensions, dtype=, sparse=False) [source] ¶ Return an array representing the indices of a grid. jax.numpy.asarray ¶ a ( array_like) – Input data, in any form that can be converted to an array. An array object satisfying the specified requirements.

This intermediate Python series explores the Numpy (short for Numerical Python) library. Prerequisite: Software Carpentry's Plotting & Programming in Python, or Python … array(object, dtype=None, copy=True, order=’K’, subok=False, ndmin=0)An array object satisfying the specified requirements.empty_like : Return an empty array with shape and type of input.

Compute an array where the subarrays contain index values 0, 1, … varying only along the corresponding axis. © Copyright 2019, Google LLC. For example, instead of in-place

© Copyright 2019, Google LLC. In practice, this means users can write import numpy as np to get NumPy functions that work on JAX arrays instead of needing to write import jax.numpy as np. We'll follow Jake VanderPlas' Python Data Science Handbook.
It might make sense to implement these methods on JAX's array objects. array updates (A small number of NumPy operations that have data-dependent output shapes are

While JAX tries to follow the NumPy API as closely as possible, sometimes JAX cannot follow NumPy exactly. empty : Return a new uninitialized array. Implements the NumPy API, using the primitives in jax.lax.


Reason to do this: jax.numpy package. alternative API that is purely functional. full_like : Return a new array with shape of input filled with value. This includes lists, lists of tuples,... dtype ( data-type, optional) – By default, the data-type is inferred from the input data. ones_like : Return an array of ones with shape and type of input. NumPy and SciPy documentation are copyright the respective authors. full : Return a new array of given shape filled with value. empty : Return a new uninitialized array. zeros_like : Return an array of zeros with shape and type of input. Returns out ndarray. A working prototype of this can be found in #611. full_like : Return a new array with shape of input filled with value. empty_like : Return an empty array with shape and type of input. ones_like : Return an array of ones with shape and type of input. While JAX tries to follow the NumPy API as closely as possible, sometimes JAX However, often JAX is able to provide a incompatible with Not every function in NumPy is implemented; contributions are welcome!Test whether all array elements along a given axis evaluate to True.Returns True if two arrays are element-wise equal within a tolerance.Test whether all array elements along a given axis evaluate to True.Return the maximum of an array or maximum along an axis.Return the minimum of an array or minimum along an axis.Test whether any array element along a given axis evaluates to True.Return evenly spaced values within a given interval.Returns the indices of the maximum values along an axis.Returns the indices of the minimum values along an axis.Find the indices of array elements that are non-zero, grouped by element.True if two arrays have the same shape and elements, False otherwise.Return a string representation of the data in an array.Convert inputs to arrays with at least one dimension.View inputs as arrays with at least two dimensions.View inputs as arrays with at least three dimensions.Compute the weighted average along the specified axis.Count number of occurrences of each value in array of non-negative ints.Compute the bit-wise AND of two arrays element-wise.Compute bit-wise inversion, or bit-wise NOT, element-wise.Compute the bit-wise OR of two arrays element-wise.Compute the bit-wise XOR of two arrays element-wise.Like Numpy’s broadcast_arrays but doesn’t return views.Returns True if cast between data types can occur according to the casting rule.Abstract base class of all character string scalar types.Abstract base class of all complex number scalar types that are made up of floating-point numbers.The warning raised when casting a complex dtype to a real dtype.Return selected slices of an array along given axis.Returns the discrete, linear convolution of two one-dimensional sequences.Return Pearson product-moment correlation coefficients.Estimate a covariance matrix, given data and weights.Return the cross product of two (arrays of) vectors.Return the cumulative product of elements along a given axis.Return the cumulative product of elements along a given axis.Return the cumulative sum of the elements along a given axis.Create a two-dimensional array with the flattened input as a diagonal.Return the indices to access the main diagonal of an array.Return the indices to access the main diagonal of an n-dimensional array.Calculate the n-th discrete difference along the given axis.Return the indices of the bins to which each value in input array belongs.Returns a true division of the inputs, element-wise.Return element-wise quotient and remainder simultaneously.Split array into multiple sub-arrays along the 3rd axis (depth).Stack arrays in sequence depth wise (along third axis).The differences between consecutive elements of an array.Evaluates the Einstein summation convention on the operands.Evaluates the lowest cost contraction order for an einsum expression byReturn a new array of given shape and type, filled with zeros.Return an array of zeros with the same shape and type as a given array.Calculate the exponential of all elements in the input array.Return the elements of an array that satisfy some condition.Return a 2-D array with ones on the diagonal and zeros elsewhere.Return indices that are non-zero in the flattened version of a.Abstract base class of all scalar types without predefined length.Reverse the order of elements in an array along the given axis.Abstract base class of all floating-point scalar types.First array elements raised to powers from second array, element-wise.Return the largest integer smaller or equal to the division of the inputs.Decompose the elements of x into mantissa and twos exponent.Return a new array of given shape and type, filled with Return a full array with the same shape and type as a given array.Return numbers spaced evenly on a log scale (a geometric progression).Function to calculate only the edges of the bins used by the Split an array into multiple sub-arrays horizontally (column-wise).Stack arrays in sequence horizontally (column wise).Given the “legs” of a right triangle, return its hypotenuse.Modified Bessel function of the first kind, order 0.Test whether each element of a 1-D array is also present in a second array.Return an array representing the indices of a grid.Abstract base class of all numeric scalar types with a (potentially) inexact representation of the values in its range, such as floating-point numbers.Compute bit-wise inversion, or bit-wise NOT, element-wise.Returns a boolean array where two arrays are element-wise equal within aReturns a bool array, where True if input element is complex.Check for a complex type or an array of complex numbers.Test element-wise for finiteness (not infinity or not Not a Number).Test element-wise for positive or negative infinity.Test element-wise for NaN and return result as a boolean array.Test element-wise for negative infinity, return result as bool array.Test element-wise for positive infinity, return result as bool array.Returns a bool array, where True if input element is real.Return True if x is a not complex type or an array of complex numbers.Returns True if first argument is a typecode lower/equal in type hierarchy.Determine if the first argument is a subclass of the second argument.Check whether or not an object can be iterated over.Perform an indirect stable sort using a sequence of keys.Return evenly spaced numbers over a specified interval.Return the base 10 logarithm of the input array, element-wise.Return the natural logarithm of one plus the input array, element-wise.Logarithm of the sum of exponentiations of the inputs.Logarithm of the sum of exponentiations of the inputs in base-2.Compute the truth value of x1 XOR x2, element-wise.Return the indices to access (n, n) arrays, given a masking function.Return the maximum of an array or maximum along an axis.Compute the arithmetic mean along the specified axis.Return coordinate matrices from coordinate vectors.Return the minimum of an array or minimum along an axis.Return the fractional and integral parts of an array, element-wise.Return a copy of an array sorted along the first axis.Return the indices of the maximum values in the specified axis ignoringReturn the indices of the minimum values in the specified axis ignoringReturn the cumulative product of array elements over a given axis treating Not aReturn the cumulative sum of array elements over a given axis treating Not aReturn the maximum of an array or maximum along an axis, ignoring anyCompute the arithmetic mean along the specified axis, ignoring NaNs.Compute the median along the specified axis, while ignoring NaNs.Return minimum of an array or minimum along an axis, ignoring any NaNs.Compute the qth percentile of the data along the specified axis,Return the product of array elements over a given axis treating Not aCompute the qth quantile of the data along the specified axis,Compute the standard deviation along the specified axis, whileReturn the sum of array elements over a given axis treating Not aReplace NaN with zero and infinity with large finite numbers (defaultCompute the variance along the specified axis, while ignoring NaNs.Return the next floating-point value after x1 towards x2, element-wise.Return the indices of the elements that are non-zero.Return a new array of given shape and type, filled with ones.Return an array of ones with the same shape and type as a given array.Packs the elements of a binary-valued array into bits in a uint8 array.Compute the q-th percentile of the data along the specified axis.Return the derivative of the specified order of a polynomial.First array elements raised to powers from second array, element-wise.Return the product of array elements over a given axis.Return the product of array elements over a given axis.Returns the type to which a binary operation should cast its arguments.Compute the q-th quantile of the data along the specified axis.Return the reciprocal of the argument, element-wise.Gives a new shape to an array without changing its data.Returns the type that results from applying the NumPyRound elements of the array to the nearest integer.Roll the specified axis backwards, until it lies in a given position.Return the roots of a polynomial with coefficients given in p.Rotate an array by 90 degrees in the plane specified by axes.Save several arrays into a single file in uncompressed Find indices where elements should be inserted to maintain order.Return an array drawn from elements in choicelist, depending on conditions.Returns an element-wise indication of the sign of a number.Returns element-wise True where signbit is set (less than zero).Abstract base class of all signed integer scalar types.Test whether any array element along a given axis evaluates to True.Sort a complex array using the real part first, then the imaginary part.Split an array into multiple sub-arrays as views into Return the non-negative square-root of an array, element-wise.Remove single-dimensional entries from the shape of an array.Compute the standard deviation along the specified axis.Take values from the input array by matching 1d index and data slices.Construct an array by repeating A the number of times given by reps.Integrate along the given axis using the composite trapezoidal rule.An array with ones at and below the given diagonal and zeros elsewhere.Return the indices for the lower-triangle of an (n, m) array.Return the indices for the upper-triangle of an (n, m) array.Returns a true division of the inputs, element-wise.Return the truncated value of the input, element-wise.Unpacks elements of a uint8 array into a binary-valued output array.Converts a flat index or array of flat indices into a tupleAbstract base class of all unsigned integer scalar types.Unwrap by changing deltas between values to 2*pi complement.Split an array into multiple sub-arrays vertically (row-wise).Return a new array of given shape and type, filled with zeros.Return an array of zeros with the same shape and type as a given array.Compute the one-dimensional discrete Fourier Transform.Compute the 2-dimensional discrete Fourier TransformReturn the Discrete Fourier Transform sample frequencies.Compute the N-dimensional discrete Fourier Transform.Shift the zero-frequency component to the center of the spectrum.Compute the FFT of a signal that has Hermitian symmetry, i.e., a realCompute the one-dimensional inverse discrete Fourier Transform.Compute the 2-dimensional inverse discrete Fourier Transform.Compute the N-dimensional inverse discrete Fourier Transform.Compute the inverse FFT of a signal that has Hermitian symmetry.Compute the inverse of the n-point DFT for real input.Compute the 2-dimensional inverse FFT of a real array.Compute the inverse of the N-dimensional FFT of real input.Compute the one-dimensional discrete Fourier Transform for real input.Return the Discrete Fourier Transform sample frequenciesCompute the N-dimensional discrete Fourier Transform for real input.Compute the eigenvalues and right eigenvectors of a square array.Return the eigenvalues and eigenvectors of a complex HermitianCompute the eigenvalues of a complex Hermitian or real symmetric matrix.Return the least-squares solution to a linear matrix equation.Compute the dot product of two or more arrays in a single function call,Compute the (Moore-Penrose) pseudo-inverse of a matrix.Compute the sign and (natural) logarithm of the determinant of an array.Solve a linear matrix equation, or system of linear scalar equations.Compute the ‘inverse’ of an N-dimensional array.

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