Spaces:
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Sleeping
File size: 49,491 Bytes
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{
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{
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"metadata": {},
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"Label: 2\n",
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"Record 7:\n",
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"\n",
"\n",
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"Label: 4\n",
"\n",
"\n"
]
}
],
"source": [
"import tensorflow as tf\n",
"from tensorflow.keras.datasets import mnist\n",
"\n",
"# Load MNIST data\n",
"(x_train, y_train), (x_test, y_test) = mnist.load_data()\n",
"\n",
"# Display the first 10 records\n",
"for i in range(10):\n",
" print(f\"Record {i+1}:\")\n",
" print(f\"Image:\\n{x_train[i]}\")\n",
" print(f\"Label: {y_train[i]}\")\n",
" print(\"\\n\")\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting tensorflow\n",
" Downloading tensorflow-2.16.2-cp310-cp310-macosx_12_0_arm64.whl (227.0 MB)\n",
"\u001b[K |████████████████████████████████| 227.0 MB 50.3 MB/s eta 0:00:01\n",
"\u001b[?25hCollecting h5py>=3.10.0\n",
" Using cached h5py-3.11.0-cp310-cp310-macosx_11_0_arm64.whl (2.9 MB)\n",
"Collecting libclang>=13.0.0\n",
" Using cached libclang-18.1.1-py2.py3-none-macosx_11_0_arm64.whl (26.4 MB)\n",
"Requirement already satisfied: opt-einsum>=2.3.2 in /Users/nihar/.pyenv/versions/3.10.0/lib/python3.10/site-packages (from tensorflow) (3.3.0)\n",
"Collecting astunparse>=1.6.0\n",
" Using cached astunparse-1.6.3-py2.py3-none-any.whl (12 kB)\n",
"Collecting keras>=3.0.0\n",
" Downloading keras-3.4.1-py3-none-any.whl (1.1 MB)\n",
"\u001b[K |████████████████████████████████| 1.1 MB 23.7 MB/s eta 0:00:01\n",
"\u001b[?25hCollecting ml-dtypes~=0.3.1\n",
" Using cached ml_dtypes-0.3.2-cp310-cp310-macosx_10_9_universal2.whl (389 kB)\n",
"Requirement already satisfied: typing-extensions>=3.6.6 in /Users/nihar/.pyenv/versions/3.10.0/lib/python3.10/site-packages (from tensorflow) (4.11.0)\n",
"Requirement already satisfied: grpcio<2.0,>=1.24.3 in /Users/nihar/.pyenv/versions/3.10.0/lib/python3.10/site-packages (from tensorflow) (1.64.1)\n",
"Requirement already satisfied: protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.20.3 in /Users/nihar/.pyenv/versions/3.10.0/lib/python3.10/site-packages (from tensorflow) (3.20.3)\n",
"Requirement already satisfied: six>=1.12.0 in /Users/nihar/.pyenv/versions/3.10.0/lib/python3.10/site-packages (from tensorflow) (1.16.0)\n",
"Requirement already satisfied: absl-py>=1.0.0 in /Users/nihar/.pyenv/versions/3.10.0/lib/python3.10/site-packages (from tensorflow) (2.1.0)\n",
"Collecting google-pasta>=0.1.1\n",
" Using cached google_pasta-0.2.0-py3-none-any.whl (57 kB)\n",
"Collecting tensorboard<2.17,>=2.16\n",
" Using cached tensorboard-2.16.2-py3-none-any.whl (5.5 MB)\n",
"Requirement already satisfied: wrapt>=1.11.0 in /Users/nihar/.pyenv/versions/3.10.0/lib/python3.10/site-packages (from tensorflow) (1.16.0)\n",
"Requirement already satisfied: numpy<2.0.0,>=1.23.5 in /Users/nihar/.pyenv/versions/3.10.0/lib/python3.10/site-packages (from tensorflow) (1.26.4)\n",
"Requirement already satisfied: setuptools in /Users/nihar/.pyenv/versions/3.10.0/lib/python3.10/site-packages (from tensorflow) (70.1.0)\n",
"Requirement already satisfied: termcolor>=1.1.0 in /Users/nihar/.pyenv/versions/3.10.0/lib/python3.10/site-packages (from tensorflow) (2.4.0)\n",
"Collecting tensorflow-io-gcs-filesystem>=0.23.1\n",
" Using cached tensorflow_io_gcs_filesystem-0.37.0-cp310-cp310-macosx_12_0_arm64.whl (3.5 MB)\n",
"Requirement already satisfied: flatbuffers>=23.5.26 in /Users/nihar/.pyenv/versions/3.10.0/lib/python3.10/site-packages (from tensorflow) (24.3.25)\n",
"Requirement already satisfied: packaging in /Users/nihar/.pyenv/versions/3.10.0/lib/python3.10/site-packages (from tensorflow) (24.0)\n",
"Collecting gast!=0.5.0,!=0.5.1,!=0.5.2,>=0.2.1\n",
" Downloading gast-0.6.0.tar.gz (27 kB)\n",
"Requirement already satisfied: requests<3,>=2.21.0 in /Users/nihar/.pyenv/versions/3.10.0/lib/python3.10/site-packages (from tensorflow) (2.32.3)\n",
"Collecting wheel<1.0,>=0.23.0\n",
" Using cached wheel-0.43.0-py3-none-any.whl (65 kB)\n",
"Requirement already satisfied: rich in /Users/nihar/.pyenv/versions/3.10.0/lib/python3.10/site-packages (from keras>=3.0.0->tensorflow) (13.7.1)\n",
"Collecting optree\n",
" Using cached optree-0.11.0-cp310-cp310-macosx_11_0_arm64.whl (273 kB)\n",
"Collecting namex\n",
" Using cached namex-0.0.8-py3-none-any.whl (5.8 kB)\n",
"Requirement already satisfied: charset-normalizer<4,>=2 in /Users/nihar/.pyenv/versions/3.10.0/lib/python3.10/site-packages (from requests<3,>=2.21.0->tensorflow) (3.3.2)\n",
"Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/nihar/.pyenv/versions/3.10.0/lib/python3.10/site-packages (from requests<3,>=2.21.0->tensorflow) (2.2.2)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /Users/nihar/.pyenv/versions/3.10.0/lib/python3.10/site-packages (from requests<3,>=2.21.0->tensorflow) (2024.6.2)\n",
"Requirement already satisfied: idna<4,>=2.5 in /Users/nihar/.pyenv/versions/3.10.0/lib/python3.10/site-packages (from requests<3,>=2.21.0->tensorflow) (3.7)\n",
"Requirement already satisfied: werkzeug>=1.0.1 in /Users/nihar/.pyenv/versions/3.10.0/lib/python3.10/site-packages (from tensorboard<2.17,>=2.16->tensorflow) (2.2.3)\n",
"Collecting tensorboard-data-server<0.8.0,>=0.7.0\n",
" Using cached tensorboard_data_server-0.7.2-py3-none-any.whl (2.4 kB)\n",
"Collecting markdown>=2.6.8\n",
" Using cached Markdown-3.6-py3-none-any.whl (105 kB)\n",
"Requirement already satisfied: MarkupSafe>=2.1.1 in /Users/nihar/.pyenv/versions/3.10.0/lib/python3.10/site-packages (from werkzeug>=1.0.1->tensorboard<2.17,>=2.16->tensorflow) (2.1.5)\n",
"Requirement already satisfied: markdown-it-py>=2.2.0 in /Users/nihar/.pyenv/versions/3.10.0/lib/python3.10/site-packages (from rich->keras>=3.0.0->tensorflow) (3.0.0)\n",
"Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /Users/nihar/.pyenv/versions/3.10.0/lib/python3.10/site-packages (from rich->keras>=3.0.0->tensorflow) (2.17.2)\n",
"Requirement already satisfied: mdurl~=0.1 in /Users/nihar/.pyenv/versions/3.10.0/lib/python3.10/site-packages (from markdown-it-py>=2.2.0->rich->keras>=3.0.0->tensorflow) (0.1.2)\n",
"Using legacy 'setup.py install' for gast, since package 'wheel' is not installed.\n",
"Installing collected packages: wheel, tensorboard-data-server, optree, namex, ml-dtypes, markdown, h5py, tensorflow-io-gcs-filesystem, tensorboard, libclang, keras, google-pasta, gast, astunparse, tensorflow\n",
" Attempting uninstall: ml-dtypes\n",
" Found existing installation: ml-dtypes 0.4.0\n",
" Uninstalling ml-dtypes-0.4.0:\n",
" Successfully uninstalled ml-dtypes-0.4.0\n",
" Running setup.py install for gast ... \u001b[?25ldone\n",
"\u001b[?25hSuccessfully installed astunparse-1.6.3 gast-0.6.0 google-pasta-0.2.0 h5py-3.11.0 keras-3.4.1 libclang-18.1.1 markdown-3.6 ml-dtypes-0.3.2 namex-0.0.8 optree-0.11.0 tensorboard-2.16.2 tensorboard-data-server-0.7.2 tensorflow-2.16.2 tensorflow-io-gcs-filesystem-0.37.0 wheel-0.43.0\n",
"\u001b[33mWARNING: You are using pip version 21.2.3; however, version 24.1.1 is available.\n",
"You should consider upgrading via the '/Users/nihar/.pyenv/versions/3.10.0/bin/python3.10 -m pip install --upgrade pip' command.\u001b[0m\n"
]
}
],
"source": [
"!pip install tensorflow"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"zsh:1: unmatched \"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/nihar/.pyenv/versions/3.10.0/lib/python3.10/pty.py:89: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
" pid, fd = os.forkpty()\n"
]
}
],
"source": [
"!streamlit run /Users/nihar/Desktop/Desktop - nihar’s MacBook Air/cc/code files/auto-ML/NNbasics/code.py\""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"ename": "",
"evalue": "",
"output_type": "error",
"traceback": [
"\u001b[1;31mRunning cells with 'Python 3.12.3' requires the ipykernel package.\n",
"\u001b[1;31mRun the following command to install 'ipykernel' into the Python environment. \n",
"\u001b[1;31mCommand: '/opt/homebrew/bin/python3 -m pip install ipykernel -U --user --force-reinstall'"
]
}
],
"source": [
"!streamlit run \"/Users/nihar/Desktop/Desktop - nihar’s MacBook Air/cc/code files/auto-ML/NNbasics/code.py\""
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
|