fc1 = gen_mnist_ops.new_fully_connected(reshape, self.weights['f3'],
                                            self.biases['b3'], 'RELU')
    # output shape: [-1, 10]
    return gen_mnist_ops.new_fully_connected(fc1, self.weights['f4'],
                                             self.biases['b4'])


def main(strategy):
  """Trains an MNIST model using the given tf.distribute.Strategy."""

 private:
  // Whether the value is used as a bias input of another op. Here we assume
  // bias is used immediately by the user. This assumption is always correct
  // after constant folding.
  bool UsedAsBias(Value value) {
    for (auto &use : value.getUses()) {
      auto biases = TFL::GetOpQuantSpec(use.getOwner())->biases_params;
      if (biases.find(use.getOperandNumber()) != biases.end()) return true;
    }
    return false;
  }

        return;

      // We only fold int32/int64 for Const and i32 for QConst if not specify
      // all constants flag. (Since they're more like "configs" or i32 biases.)
      // We will fold every const ops (and q_const ops) if we speicfy the
      // fold_all_constants_flag.
      if (!fold_all_constants_flag_) {
        if (!IsConstOrQConstInt(op)) return;
      }

	// randomly. We may want to either pick a much larger value
	// (AFL uses 32768, paired with a similar impl to chooseLen
	// which biases towards smaller lengths that grow over time),
	// or set the max based on characteristics of the corpus
	// (libFuzzer sets a min/max based on the min/max size of
	// entries in the corpus and then picks uniformly from
	// that range).
	n := m.chooseLen(4096)
	if len(b)+n >= cap(b) {

v2;
package aliases;
prefix go;
package aliases go.aliases go.aliases;
type <type 1 "A0" = <type 2 "T0" <type 3 [10 ] <type -11>>
 func (? <esc:0x1> <type 2>) .go.aliases.m1 ();
 func (? <esc:0x1> <type 1>) .go.aliases.m2 ();
 func (? <esc:0x1> <type 4 "V1" = <type 5 "V2" = <type 6 "V3" = <type 2>>>>) .go.aliases.n ();
>>;
type <type 7 "A1" = <type 8 "T1" <type 9 [] <type -20>>>>;
type <type 10 "A10" = <type 11 [10 ] <type -11>>>;

package aliases

type (
	T0 [10]int
	T1 []byte
	T2 struct {
		x int
	}
	T3 interface {
		m() T2
	}
	T4 func(int, T0) chan T2
)

// basic aliases
type (
	Ai = int
	A0 = T0
	A1 = T1
	A2 = T2
	A3 = T3
	A4 = T4

	A10 = [10]int
	A11 = []byte
	A12 = struct {
		x int
	}
	A13 = interface {
		m() A2
	}
	A14 = func(int, A0) chan A2
)

// alias receiver types

// Copyright 2024 The Go Authors. All rights reserved.
// Use of this source code is governed by a BSD-style
// license that can be found in the LICENSE file.

package aliases

import (
	"go/token"
	"go/types"
)

// Package aliases defines backward compatible shims
// for the types.Alias type representation added in 1.22.
// This defines placeholders for x/tools until 1.26.

// NewAlias creates a new TypeName in Package pkg that

# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

# This script verifies that all the imports have our preferred alias(es). The
# preferred aliases for imports are listed in `hack/.import-aliases`.
# Usage: `hack/verify-import-aliases.sh`.

set -o errexit
set -o nounset

# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

# !!!EXPERIMENTAL!!! Upgrade a K8s cluster from routes to IP aliases for
# node connectivity on GCE. This is only for migration.

set -o errexit
set -o nounset

Mateusz Poliwczak <******@****.***> 1668103677 +0000