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Update tutorials for release 0.7.4
This provides information about how to install TFQ in Colab, and also how to get Keras 2.
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‎docs/tutorials/barren_plateaus.ipynb‎

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"## Setup"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"colab": {},
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"colab_type": "code",
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"id": "TorxE5tnkvb2"
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},
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"outputs": [],
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"source": [
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"!pip install tensorflow==2.15.0"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"colab": {},
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"colab_type": "code",
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"id": "saFHsRDpkvkH"
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},
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"metadata": {},
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"outputs": [],
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"source": [
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"!pip install tensorflow-quantum==0.7.3"
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"# When running in Colab, some preinstalled packages must\n",
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"# be uninstalled before installing TensorFlow Quantum 0.7.4.\n",
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"# Make sure to click \"Restart session\" when prompted.\n",
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"import sys, os\n",
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"if 'google.colab' in sys.modules:\n",
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" !pip uninstall -y albucore albumentations chex dopamine-rl flax google-adk google-ai-generativelanguage google-generativeai grpcio-status jax jaxlib keras-hub opencv-contrib-python opencv-python opencv-python-headless opentelemetry-proto opentelemetry-exporter-otlp-proto-http optax orbax-checkpoint protobuf pymc pytensor shap tensorflow-decision-forests tensorflow-hub tensorflow-text tensorstore tf-keras tsfresh ydf\n",
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"!pip install tensorflow-quantum[and-tensorflow]"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Configure the use of Keras 2:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"colab": {},
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"colab_type": "code",
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"id": "4Ql5PW-ACO0J"
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},
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"metadata": {},
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"outputs": [],
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"source": [
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"# Update package resources to account for version changes.\n",
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"import importlib, pkg_resources\n",
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"import sys\n",
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"import tf_keras\n",
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"\n",
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"importlib.reload(pkg_resources)"
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"%env TF_USE_LEGACY_KERAS=1\n",
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"sys.modules[\"keras\"] = tf_keras"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"colab_type": "text",
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"id": "1PaclXeSrrMW"
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"id": "F1L8h1YKUvIO"
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},
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"source": [
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"Now import TensorFlow and the module dependencies:"
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"Now import TensorFlow, TensorFlow Quantum, and other modules needed:"
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]
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},
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{
@@ -509,13 +502,21 @@
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"toc_visible": true
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},
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"kernelspec": {
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"display_name": "Python 3",
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"display_name": "Python 3 (ipykernel)",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"version": "3.10.9 (main, Dec 7 2022, 13:47:07) [GCC 12.2.0]"
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.12.11"
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},
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"vscode": {
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"interpreter": {
@@ -524,5 +525,5 @@
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}
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},
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"nbformat": 4,
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"nbformat_minor": 0
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"nbformat_minor": 4
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}

‎docs/tutorials/gradients.ipynb‎

Lines changed: 34 additions & 33 deletions
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"## Setup"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"colab": {},
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"colab_type": "code",
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"id": "TorxE5tnkvb2"
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},
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"outputs": [],
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"source": [
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"!pip install tensorflow==2.15.0"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"colab_type": "text",
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"id": "OIbP5hklC338"
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"id": "FxkQA6oblNqI"
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},
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"source": [
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"Install TensorFlow Quantum:"
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"colab": {},
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"colab_type": "code",
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"id": "saFHsRDpkvkH"
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},
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"metadata": {},
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"outputs": [],
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"source": [
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"!pip install tensorflow-quantum==0.7.3"
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"# When running in Colab, some preinstalled packages must\n",
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"# be uninstalled before installing TensorFlow Quantum 0.7.4.\n",
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"# Make sure to click \"Restart session\" when prompted.\n",
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"import sys, os\n",
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"if 'google.colab' in sys.modules:\n",
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" !pip uninstall -y albucore albumentations chex dopamine-rl flax google-adk google-ai-generativelanguage google-generativeai grpcio-status jax jaxlib keras-hub opencv-contrib-python opencv-python opencv-python-headless opentelemetry-proto opentelemetry-exporter-otlp-proto-http optax orbax-checkpoint protobuf pymc pytensor shap tensorflow-decision-forests tensorflow-hub tensorflow-text tensorstore tf-keras tsfresh ydf\n",
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"!pip install tensorflow-quantum[and-tensorflow]"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Configure the use of Keras 2:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"colab": {},
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"colab_type": "code",
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"id": "4Ql5PW-ACO0J"
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},
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"metadata": {},
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"outputs": [],
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"source": [
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"# Update package resources to account for version changes.\n",
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"import importlib, pkg_resources\n",
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"import sys\n",
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"import tf_keras\n",
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"\n",
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"importlib.reload(pkg_resources)"
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"%env TF_USE_LEGACY_KERAS=1\n",
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"sys.modules[\"keras\"] = tf_keras"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"colab_type": "text",
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"id": "MkTqyoSxGUfB"
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"id": "F1L8h1YKUvIO"
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},
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"source": [
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"Now import TensorFlow and the module dependencies:"
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"Now import TensorFlow, TensorFlow Quantum, and other modules needed:"
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]
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},
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{
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"toc_visible": true
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},
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"kernelspec": {
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"display_name": "Python 3",
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"display_name": "Python 3 (ipykernel)",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"version": "3.10.9 (main, Dec 7 2022, 13:47:07) [GCC 12.2.0]"
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.12.11"
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},
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"vscode": {
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"interpreter": {
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}
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},
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"nbformat": 4,
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"nbformat_minor": 0
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"nbformat_minor": 4
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}

‎docs/tutorials/hello_many_worlds.ipynb‎

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Original file line numberDiff line numberDiff line change
@@ -90,22 +90,6 @@
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"## Setup"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"colab": {},
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"colab_type": "code",
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"id": "TorxE5tnkvb2",
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"vscode": {
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"languageId": "python"
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}
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},
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"outputs": [],
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"source": [
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"!pip install tensorflow==2.15.0"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"colab": {},
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"colab_type": "code",
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"id": "saFHsRDpkvkH",
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"vscode": {
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"languageId": "python"
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}
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},
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"metadata": {},
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"outputs": [],
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"source": [
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"!pip install tensorflow-quantum==0.7.3"
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"# When running in Colab, some preinstalled packages must\n",
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"# be uninstalled before installing TensorFlow Quantum 0.7.4.\n",
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"# Make sure to click \"Restart session\" when prompted.\n",
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"import sys, os\n",
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"if 'google.colab' in sys.modules:\n",
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" !pip uninstall -y albucore albumentations chex dopamine-rl flax google-adk google-ai-generativelanguage google-generativeai grpcio-status jax jaxlib keras-hub opencv-contrib-python opencv-python opencv-python-headless opentelemetry-proto opentelemetry-exporter-otlp-proto-http optax orbax-checkpoint protobuf pymc pytensor shap tensorflow-decision-forests tensorflow-hub tensorflow-text tensorstore tf-keras tsfresh ydf\n",
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"!pip install tensorflow-quantum[and-tensorflow]"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Configure the use of Keras 2:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"colab": {},
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"colab_type": "code",
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"id": "4Ql5PW-ACO0J",
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"vscode": {
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"languageId": "python"
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}
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},
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"metadata": {},
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"outputs": [],
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"source": [
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"# Update package resources to account for version changes.\n",
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"import importlib, pkg_resources\n",
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"import sys\n",
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"import tf_keras\n",
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"\n",
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"importlib.reload(pkg_resources)"
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"%env TF_USE_LEGACY_KERAS=1\n",
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"sys.modules[\"keras\"] = tf_keras"
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]
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},
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{
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"id": "F1L8h1YKUvIO"
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},
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"source": [
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"Now import TensorFlow and the module dependencies:"
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"Now import TensorFlow, TensorFlow Quantum, and other modules needed:"
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]
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},
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{
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"id": "yJSC9qH76pJA"
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},
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"source": [
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"The model attempts to output the correct correct measurement value of $\\hat{Z}$ for each command. The commands and correct values are defined below."
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"The model attempts to output the correct measurement value of $\\hat{Z}$ for each command. The commands and correct values are defined below."
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{
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"toc_visible": true
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"kernelspec": {
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"display_name": "Python 3",
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"display_name": "Python 3 (ipykernel)",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.12.11"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 0
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"nbformat_minor": 4
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}

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