#include "tensorflow/compiler/mlir/lite/ir/tfl_ops.h"
#include "tensorflow/compiler/mlir/lite/transforms/passes.h"
#include "tensorflow/compiler/mlir/tensorflow/ir/tf_ops.h"

namespace mlir {
namespace TFL {
namespace {

#define GEN_PASS_DEF_ANALYZEVARIABLESPASS
#include "tensorflow/compiler/mlir/lite/transforms/passes.h.inc"

// Attribute name to be added on the module to identify whether

#include "tensorflow/compiler/mlir/lite/ir/tfl_ops.h"
#include "tensorflow/compiler/mlir/lite/transforms/passes.h"

namespace mlir {
namespace TFL {

namespace {

#define GEN_PASS_DEF_DECOMPOSEHYBRIDQUANTIZATIONPASS
#include "tensorflow/compiler/mlir/lite/transforms/passes.h.inc"

class DecomposeHybridQuantizationPass
    : public impl::DecomposeHybridQuantizationPassBase<

// using HTTP responses.
package httpresponse

import (
	"go/ast"
	"go/types"

	"golang.org/x/tools/go/analysis"
	"golang.org/x/tools/go/analysis/passes/inspect"
	"golang.org/x/tools/go/analysis/passes/internal/analysisutil"
	"golang.org/x/tools/go/ast/inspector"
	"golang.org/x/tools/internal/aliases"
	"golang.org/x/tools/internal/typesinternal"
)

// involving boolean operators.
package bools

import (
	"go/ast"
	"go/token"
	"go/types"

	"golang.org/x/tools/go/analysis"
	"golang.org/x/tools/go/analysis/passes/inspect"
	"golang.org/x/tools/go/analysis/passes/internal/analysisutil"
	"golang.org/x/tools/go/ast/astutil"
	"golang.org/x/tools/go/ast/inspector"
)

const Doc = "check for common mistakes involving boolean operators"

#define DEBUG_TYPE "lift_quantizable_spots_as_functions"

namespace mlir::quant::stablehlo {

#define GEN_PASS_DEF_LIFTQUANTIZABLESPOTSASFUNCTIONSPASS
#include "tensorflow/compiler/mlir/quantization/stablehlo/passes/passes.h.inc"

namespace {

using ::stablehlo::quantization::FunctionNameMatcherSpec;
using ::stablehlo::quantization::Method;
using ::stablehlo::quantization::QuantizationSpec;

	}
	panic("crypto: Size of unknown hash function")
}

var hashes = make([]func() hash.Hash, maxHash)

// New returns a new hash.Hash calculating the given hash function. New panics
// if the hash function is not linked into the binary.
func (h Hash) New() hash.Hash {
	if h > 0 && h < maxHash {
		f := hashes[h]
		if f != nil {
			return f()
		}
	}

# This test covers a crazy edge-case involving wildcards and multiple passes of
# patch-upgrades, but if we get it right we probably get many other edge-cases
# right too.

go list -m all
stdout '^example.net/a v0.1.0 '
! stdout '^example.net/b '


# Requesting pattern example.../b by itself fails: there is no such module
# already in the build list, and the wildcard in the first element prevents us

// erroneously passed by value.
package copylock

import (
	"bytes"
	"fmt"
	"go/ast"
	"go/token"
	"go/types"

	"golang.org/x/tools/go/analysis"
	"golang.org/x/tools/go/analysis/passes/inspect"
	"golang.org/x/tools/go/analysis/passes/internal/analysisutil"
	"golang.org/x/tools/go/ast/astutil"
	"golang.org/x/tools/go/ast/inspector"
	"golang.org/x/tools/internal/aliases"
	"golang.org/x/tools/internal/typeparams"
)

  return sum
```

Utilities have been built to compile the Python composition functions down to
the backend IR. The project also provides a set of graph optimization passes to
expand the composite ops in the graph by using the input backend IR. These
passes have been added to the TF
[common runtime](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/core/common_runtime)
for graph execution and

#include "mlir/Support/LLVM.h"  // from @llvm-project
#include "mlir/Transforms/Passes.h"  // from @llvm-project
#include "stablehlo/experimental/transforms/Passes.h"  // from @stablehlo
#include "tensorflow/compiler/mlir/lite/common/tfl_pass_config.h"
#include "tensorflow/compiler/mlir/lite/quantization/quantization_passes.h"
#include "tensorflow/compiler/mlir/lite/quantization/tensorflow/passes.h"