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Ops checklist (for future macros) #84

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minghuaw opened this issue Jul 6, 2024 · 0 comments
Open

Ops checklist (for future macros) #84

minghuaw opened this issue Jul 6, 2024 · 0 comments

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@minghuaw
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minghuaw commented Jul 6, 2024

The list of ops below is copied from https://github.com/ml-explore/mlx-swift/blob/36d63a1fc386a551df14f5b67df1756dc17d2ebc/Source/MLX/Documentation.docc/free-functions.md and they don't necessarily match one-to-one in the rust binding. The op will be checked out if an equivalent is implemented in the rust binding.

Please note that random ops are NOT included


Topics

Element-wise Arithmetic Free Functions

  • abs(_:stream:)
  • acos(_:stream:)
  • acosh(_:stream:)
  • add(_:_:stream:)
  • asin(_:stream:)
  • asinh(_:stream:)
  • atan(_:stream:)
  • atanh(_:stream:)
  • ceil(_:stream:)
  • clip(_:min:max:stream:)
  • clip(_:max:stream:)
  • cos(_:stream:)
  • cosh(_:stream:)
  • divide(_:_:stream:)
  • erf(_:stream:)
  • erfInverse(_:stream:)
  • exp(_:stream:)
  • expm1(_:stream:)
  • floor(_:stream:)
  • floorDivide(_:_:stream:)
  • log(_:stream:)
  • log10(_:stream:)
  • log1p(_:stream:)
  • log2(_:stream:)
  • logAddExp(_:_:stream:)
  • logicalNot(_:stream:)
  • matmul(_:_:stream:)
  • maximum(_:_:stream:)
  • minimum(_:_:stream:)
  • multiply(_:_:stream:)
  • negative(_:stream:)
  • notEqual(_:_:stream:)
  • pow(_:_:stream:)-7pe7j
  • pow(_:_:stream:)-49xi0
  • pow(_:_:stream:)-8ie9c
  • reciprocal(_:stream:)
  • remainder(_:_:stream:)
  • round(_:decimals:stream:)
  • rsqrt(_:stream:)
  • sigmoid(_:stream:)
  • sign(_:stream:)
  • sin(_:stream:)
  • sinh(_:stream:)
  • softmax(_:precise:stream:)
  • softmax(_:axis:precise:stream:)
  • softmax(_:axes:precise:stream:)
  • sqrt(_:stream:)
  • square(_:stream:)
  • subtract(_:_:stream:)
  • tan(_:stream:)
  • tanh(_:stream:)
  • which(_:_:_:stream:)

Convolution

  • conv1d(_:_:stride:padding:dilation:groups:stream:)
  • conv2d(_:_:stride:padding:dilation:groups:stream:)
  • convolve(_:_:mode:stream:)

Cumulative

  • cummax(_:axis:reverse:inclusive:stream:)
  • cummax(_:reverse:inclusive:stream:)
  • cummin(_:axis:reverse:inclusive:stream:)
  • cummin(_:reverse:inclusive:stream:)
  • cumprod(_:axis:reverse:inclusive:stream:)
  • cumprod(_:reverse:inclusive:stream:)
  • cumsum(_:axis:reverse:inclusive:stream:)
  • cumsum(_:reverse:inclusive:stream:)

Indexes

  • argMax(_:axis:keepDims:stream:)
  • argMax(_:keepDims:stream:)
  • argMin(_:axis:keepDims:stream:)
  • argMin(_:keepDims:stream:)
  • argPartition(_:kth:axis:stream:)
  • argPartition(_:kth:stream:)
  • argSort(_:axis:stream:)
  • argSort(_:stream:)
  • takeAlong(_:_:axis:stream:)
  • takeAlong(_:_:stream:)
  • take(_:_:stream:)
  • take(_:_:axis:stream:)
  • top(_:k:stream:)
  • top(_:k:axis:stream:)

Factory

  • MLX/zeros(_:type:stream:)
  • MLX/zeros(like:stream:)
  • MLX/ones(_:type:stream:)
  • MLX/ones(like:stream:)
  • MLX/eye(_:m:k:type:stream:)
  • MLX/full(_:values:type:stream:)
  • MLX/full(_:values:stream:)
  • MLX/identity(_:type:stream:)
  • MLX/linspace(_:_:count:stream:)-7vj0o
  • MLX/linspace(_:_:count:stream:)-6w959
  • MLX/repeated(_:count:axis:stream:)
  • MLX/repeated(_:count:stream:)
  • MLX/repeat(_:count:axis:stream:)
  • MLX/repeat(_:count:stream:)
  • MLX/tri(_:m:k:type:stream:)
  • tril(_:k:stream:)
  • triu(_:k:stream:)

I/O

  • loadArray(url:stream:)
  • loadArrays(url:stream:)
  • loadArraysAndMetadata(url:stream:)
  • save(array:url:stream:)
  • save(arrays:metadata:url:stream:)

Logical

  • all(_:axes:keepDims:stream:)
  • all(_:keepDims:stream:)
  • all(_:axis:keepDims:stream:)
  • allClose(_:_:rtol:atol:equalNaN:stream:)
  • any(_:axes:keepDims:stream:)
  • any(_:keepDims:stream:)
  • any(_:axis:keepDims:stream:)
  • arrayEqual(_:_:equalNAN:stream:)
  • equal(_:_:stream:)
  • greater(_:_:stream:)
  • greaterEqual(_:_:stream:)
  • less(_:_:stream:)
  • lessEqual(_:_:stream:)
  • logicalNot(_:stream:)
  • notEqual(_:_:stream:)
  • where(_:_:_:stream:)

Logical Reduction

  • all(_:axes:keepDims:stream:)
  • any(_:axes:keepDims:stream:)

Aggregating Reduction

  • logSumExp(_:axes:keepDims:stream:)
  • product(_:axis:keepDims:stream:)
  • max(_:axes:keepDims:stream:)
  • mean(_:axes:keepDims:stream:)
  • min(_:axes:keepDims:stream:)
  • sum(_:axes:keepDims:stream:)
  • variance(_:axes:keepDims:ddof:stream:)

Shapes

  • asStrided(_:_:strides:offset:stream:)
  • broadcast(_:to:stream:)
  • concatenated(_:axis:stream:)
  • expandedDimensions(_:axes:stream:)
  • expandedDimensions(_:axis:stream:)
  • movedAxis(_:source:destination:stream:)
  • padded(_:width:value:stream:)
  • padded(_:widths:value:stream:)
  • reshaped(_:_:stream:)-5x3y0
  • reshaped(_:_:stream:)-96lgr
  • split(_:indices:axis:stream:)
  • split(_:parts:axis:stream:)
  • split(_:axis:stream:)
  • squeezed(_:stream:)
  • squeezed(_:axis:stream:)
  • squeezed(_:axes:stream:)
  • stacked(_:axis:stream:)
  • swappedAxes(_:_:_:stream:)
  • transposed(_:stream:)
  • transposed(_:axis:stream:)
  • transposed(_:axes:stream:)
  • transposed(_:_:stream:)
  • T(_:stream:)

Sorting

  • argSort(_:axis:stream:)
  • argPartition(_:kth:axis:stream:)
  • sorted(_:stream:)
  • sorted(_:axis:stream:)
  • partitioned(_:kth:stream:)
  • partitioned(_:kth:axis:stream:)

Quantization

  • quantized(_:groupSize:bits:stream:)
  • quantizedMatmul(_:_:scales:biases:transpose:groupSize:bits:stream:)
  • dequantized(_:scales:biases:groupSize:bits:stream:)

Evaluation and Transformation

  • eval(_:)-190w1
  • eval(_:)-3b2g9
  • eval(_:)-8fexv
  • eval(_:)-91pbd
  • asyncEval(_:)-6j4zg
  • asyncEval(_:)-6uc2e
  • asyncEval(_:)-11gzm
  • grad(_:)-r8dv
  • grad(_:)-7z6i
  • grad(_:argumentNumbers:)-2ictk
  • grad(_:argumentNumbers:)-5va2g
  • valueAndGrad(_:)
  • valueAndGrad(_:argumentNumbers:)
  • stopGradient(_:stream:)
  • jvp(_:primals:tangents:)
  • vjp(_:primals:cotangents:)

Other

  • diag(_:k:stream:)
  • diagonal(_:offset:axis1:axis2:stream:)
@minghuaw minghuaw changed the title Ops checklist Ops checklist (for future macros) Jul 14, 2024
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