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# get os info
uname -as
# get compiler info
g++ --version
# check python library versions
pip list 2>&1 | grep "proto\|numpy\|tensorflow"
# get TensorFlow information
cat <<EOF > /tmp/check_tf.py
import tensorflow as tf;
print("path = %s" % tf.__file__)

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% sudo pip install s3cmd

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import tensorflow as tf
import numpy as np

BATCH = 2
NUM_EPOCHS = 25


"""
ResNet50 is implemented here:
https://github.com/tensorflow/tensorflow/blob/bd754067dac90182d883f621b775d76ec7c6b87d/tensorflow/python/eager/benchmarks/resnet50/resnet50.py#L1

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// A simple quickref for Eigen. Add anything that's missing.
// Main author: Keir Mierle

#include <Eigen/Dense>

Matrix<double, 3, 3> A;               // Fixed rows and cols. Same as Matrix3d.
Matrix<double, 3, Dynamic> B;         // Fixed rows, dynamic cols.
Matrix<double, Dynamic, Dynamic> C;   // Full dynamic. Same as MatrixXd.
Matrix<double, 3, 3, RowMajor> E;     // Row major; default is column-major.
Matrix3f P, Q, R;                     // 3x3 float matrix.

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blueprint:
  name: Close Blinds At Sunset
  description: Blinds will be closed at sunset
  domain: automation
  input:
    target_blind:
      name: Blinds
      description: This is the blind (or blinds) that will be closed at sunset
      selector:
        target:

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MIT License

Copyright (c) <year> <copyright holders>

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE S

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g++ main.cc -std=c++17 && ./a.out

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Agent Guidelines for Rust Code Quality

This document provides guidelines for maintaining high-quality Rust code. These rules MUST be followed by all AI coding agents and contributors.

Your Core Principles

All code you write MUST be fully optimized.

"Fully optimized" includes: