}

//===----------------------------------------------------------------------===//
// Einsum.
//===----------------------------------------------------------------------===//

// -----

// CHECK-LABEL: func @einsum
func.func @einsum(%arg0: tensor<2x3xf32>, %arg1: tensor<3x4xf32>) -> tensor<2x4xf32> {
  // CHECK:  mhlo.einsum
  %0 = "tf.Einsum"(%arg0, %arg1) {equation = "ab,bc->ac"} : (tensor<2x3xf32>, tensor<3x4xf32>) -> tensor<2x4xf32>

This is why working with archives is similar to working with files and directories.

Out of the box, Gradle supports the creation of ZIP and TAR archives and, by extension, Java's JAR, WAR, and EAR formats—Java's archive formats are all ZIPs.

is raised.

@compatibility(numpy)
Similar to [`numpy.einsum`](https://docs.scipy.org/doc/numpy/reference/generated/numpy.einsum.html).

Comparison with `numpy.einsum`:

 * This Op only supports unary and binary forms of `numpy.einsum`.
 * This Op does not support implicit form. (i.e. equations without `->`).

#include "tensorflow/compiler/mlir/lite/utils/utils.h"
#include "tensorflow/compiler/mlir/lite/utils/validators.h"
#include "tensorflow/compiler/mlir/tensorflow/ir/tf_ops.h"
#include "tensorflow/compiler/mlir/tensorflow/transforms/einsum.h"
#include "tensorflow/compiler/mlir/tensorflow/transforms/passes.h"
#include "tensorflow/compiler/mlir/tensorflow/transforms/unroll_batch_matmul.h"
#include "tensorflow/compiler/mlir/tensorflow/utils/dynamic_shape_utils.h"

      "Dequantize",
      "Diag",
      "DynamicInfeedEnqueueTupleOp",
      "DynamicInfeedDequeueTupleOp",
      "DynamicStitch",
      "DynamicPartition",
      "Einsum",
      "EmptyTensorList",
      "EnsureShape",
      "ExtractImagePatches",
      "Igamma",
      "IgammaGradA",
      "RandomGammaGrad",
      "Igammac",
      "FFT",
      "FFT2D",

d,rebil-a-si,?f-morf,i&-morf,am&-sndnyd,detsohpw,??l&ecelffaw,uf-ytnuob:.a&hpla,teb,?,?ppmswa,ru-&elpmis,taen,?ssukoreh,xegap,?m&n-morf,pml.ppa,rofe&pyt.orp,rerac-htlaeh,?sacrasevres,uirarret-yltsaf,?n&a&cilbuper-a-si,f&-sllub-a-si,racsan-a-si,?i&cisum-a-si,ratrebil-a-si,?tarukas,?c,dc&hsums,umpw,xirtrepmi,?eerg-a-si,i&-morf,jod,?m-morf,o&ehtnaptog,isam-al-a-tse,r&italik,tap-el-tse,?s&iam-al-a-tse,replausunu,??pj,t-morf,?o&bordym,c,hce-namtsop,jodsnd,m&-morf,ed-baltlow,?n:iloxip,,t&ingocnozama.&...

d,rebil-a-si,?f-morf,i&-morf,am&-sndnyd,detsohpw,??l&ecelffaw,uf-ytnuob:.a&hpla,teb,?,?ppmswa,ru-&elpmis,taen,?ssukoreh,xegap,?m&n-morf,pml.ppa,rofe&pyt.orp,rerac-htlaeh,?sacrasevres,uirarret-yltsaf,?n&a&cilbuper-a-si,f&-sllub-a-si,racsan-a-si,?i&cisum-a-si,ratrebil-a-si,?tarukas,?c,dc&hsums,umpw,xirtrepmi,?eerg-a-si,i&-morf,jod,?m-morf,o&ehtnaptog,isam-al-a-tse,r&italik,tap-el-tse,?s&iam-al-a-tse,replausunu,??pj,t-morf,?o&bordym,c,hce-namtsop,jodsnd,m&-morf,ed-baltlow,?n:iloxip,,t&ingocnozama.&...

Gradle will verify any artifact downloaded using its dependency management engine, which includes, but is not limited to:

- artifact files (e.g jar files, zips, ...) used during a build
- metadata artifacts (POM files, Ivy descriptors, Gradle Module Metadata)
- plugins (both project and settings plugins)
- artifacts resolved using the advanced dependency resolution APIs

  broadcast_one_side(rhs, rhs_type, rhs_splitted.getTail(), out_rhs);
}

class ConvertBatchMatMulV2Op : public OpRewritePattern<TF::BatchMatMulV2Op> {
 public:
  // TODO(hinsu): Legalize this op to Einsum op. HLO Einsum op needs to be moved
  // to CHLO and it is missing legalization to MHLO. Once that is done, this
  // pattern's benefit can be changed back to one as well as the fallback
  // lowering pattern for the op can be removed.

// EinsumOp
//===----------------------------------------------------------------------===//

// Verifies that,
// * Arity of the op is at most two.
//
// TODO(hinsu): Verify einsum equation attribute.
LogicalResult EinsumOp::verify() {
  EinsumOp op = *this;
  if (op.getN() > 2) {
    return op.emitOpError("supports at most two operands");
  }
  return success();
}