CARVIEW |
Select Language
HTTP/2 200
content-type: application/octet-stream
x-guploader-uploadid: ABgVH89y1tJOPQ2XX2p8TiWejx_bATRS_7M0-YVEAEeiqpSjkG_1KV4fbN9fPxSOf-Yo2F0R
expires: Thu, 24 Jul 2025 05:03:46 GMT
date: Thu, 24 Jul 2025 04:03:46 GMT
cache-control: public, max-age=3600
last-modified: Sun, 15 Dec 2024 12:29:45 GMT
etag: "198f2d01ca9d8f7d38f14ba2f9e93951"
x-goog-generation: 1734265785168434
x-goog-metageneration: 1
x-goog-stored-content-encoding: identity
x-goog-stored-content-length: 1392449
x-goog-hash: crc32c=nvEXXA==
x-goog-hash: md5=GY8tAcqdj3048Uui+ek5UQ==
x-goog-storage-class: MULTI_REGIONAL
accept-ranges: bytes
content-length: 1392449
server: UploadServer
alt-svc: h3=":443"; ma=2592000,h3-29=":443"; ma=2592000
{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "7765UFHoyGx6"
},
"source": [
"##### Copyright 2020 The TensorFlow Authors."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"cellView": "form",
"execution": {
"iopub.execute_input": "2024-12-15T12:16:12.785579Z",
"iopub.status.busy": "2024-12-15T12:16:12.785034Z",
"iopub.status.idle": "2024-12-15T12:16:12.789199Z",
"shell.execute_reply": "2024-12-15T12:16:12.788576Z"
},
"id": "KsOkK8O69PyT"
},
"outputs": [],
"source": [
"#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
"# You may obtain a copy of the License at\n",
"#\n",
"# https://www.apache.org/licenses/LICENSE-2.0\n",
"#\n",
"# Unless required by applicable law or agreed to in writing, software\n",
"# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
"# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
"# See the License for the specific language governing permissions and\n",
"# limitations under the License."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "RKQpW0JqQQmY"
},
"source": [
"# Shape Constraints with Tensorflow Lattice\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "r61fkA2i9Y3_"
},
"source": [
"\n",
"
"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "2plcL3iTVjsp"
},
"source": [
"## Overview\n",
"\n",
"This tutorial is an overview of the constraints and regularizers provided by the TensorFlow Lattice (TFL) library. Here we use TFL premade models on synthetic datasets, but note that everything in this tutorial can also be done with models constructed from TFL Keras layers.\n",
"\n",
"Before proceeding, make sure your runtime has all required packages installed (as imported in the code cells below)."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "x769lI12IZXB"
},
"source": [
"## Setup"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "fbBVAR6UeRN5"
},
"source": [
"Installing TF Lattice package:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"execution": {
"iopub.execute_input": "2024-12-15T12:16:12.792493Z",
"iopub.status.busy": "2024-12-15T12:16:12.791936Z",
"iopub.status.idle": "2024-12-15T12:16:17.371638Z",
"shell.execute_reply": "2024-12-15T12:16:17.370525Z"
},
"id": "bpXjJKpSd3j4"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: tensorflow in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (2.18.0)\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: tf-keras in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (2.18.0)\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting tensorflow-lattice\r\n",
" Using cached tensorflow_lattice-2.1.1-py2.py3-none-any.whl.metadata (1.8 kB)\r\n",
"Requirement already satisfied: pydot in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (3.0.3)\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting graphviz\r\n",
" Using cached graphviz-0.20.3-py3-none-any.whl.metadata (12 kB)\r\n",
"Requirement already satisfied: absl-py>=1.0.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow) (2.1.0)\r\n",
"Requirement already satisfied: astunparse>=1.6.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow) (1.6.3)\r\n",
"Requirement already satisfied: flatbuffers>=24.3.25 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow) (24.3.25)\r\n",
"Requirement already satisfied: gast!=0.5.0,!=0.5.1,!=0.5.2,>=0.2.1 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow) (0.6.0)\r\n",
"Requirement already satisfied: google-pasta>=0.1.1 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow) (0.2.0)\r\n",
"Requirement already satisfied: libclang>=13.0.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow) (18.1.1)\r\n",
"Requirement already satisfied: opt-einsum>=2.3.2 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow) (3.4.0)\r\n",
"Requirement already satisfied: packaging in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow) (24.2)\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0dev,>=3.20.3 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow) (3.20.3)\r\n",
"Requirement already satisfied: requests<3,>=2.21.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow) (2.32.3)\r\n",
"Requirement already satisfied: setuptools in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow) (75.6.0)\r\n",
"Requirement already satisfied: six>=1.12.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow) (1.17.0)\r\n",
"Requirement already satisfied: termcolor>=1.1.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow) (2.5.0)\r\n",
"Requirement already satisfied: typing-extensions>=3.6.6 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow) (4.12.2)\r\n",
"Requirement already satisfied: wrapt>=1.11.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow) (1.17.0)\r\n",
"Requirement already satisfied: grpcio<2.0,>=1.24.3 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow) (1.68.1)\r\n",
"Requirement already satisfied: tensorboard<2.19,>=2.18 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow) (2.18.0)\r\n",
"Requirement already satisfied: keras>=3.5.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow) (3.7.0)\r\n",
"Requirement already satisfied: numpy<2.1.0,>=1.26.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow) (2.0.2)\r\n",
"Requirement already satisfied: h5py>=3.11.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow) (3.12.1)\r\n",
"Requirement already satisfied: ml-dtypes<0.5.0,>=0.4.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow) (0.4.1)\r\n",
"Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow) (0.37.1)\r\n",
"Requirement already satisfied: matplotlib in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow-lattice) (3.9.4)\r\n",
"Requirement already satisfied: pandas in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow-lattice) (2.2.3)\r\n",
"Requirement already satisfied: scikit-learn in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow-lattice) (1.6.0)\r\n",
"Requirement already satisfied: pyparsing>=3.0.9 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from pydot) (3.2.0)\r\n",
"Requirement already satisfied: wheel<1.0,>=0.23.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from astunparse>=1.6.0->tensorflow) (0.43.0)\r\n",
"Requirement already satisfied: rich in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from keras>=3.5.0->tensorflow) (13.9.4)\r\n",
"Requirement already satisfied: namex in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from keras>=3.5.0->tensorflow) (0.0.8)\r\n",
"Requirement already satisfied: optree in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from keras>=3.5.0->tensorflow) (0.13.1)\r\n",
"Requirement already satisfied: charset-normalizer<4,>=2 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from requests<3,>=2.21.0->tensorflow) (3.4.0)\r\n",
"Requirement already satisfied: idna<4,>=2.5 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from requests<3,>=2.21.0->tensorflow) (3.10)\r\n",
"Requirement already satisfied: urllib3<3,>=1.21.1 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from requests<3,>=2.21.0->tensorflow) (2.2.3)\r\n",
"Requirement already satisfied: certifi>=2017.4.17 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from requests<3,>=2.21.0->tensorflow) (2024.12.14)\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: markdown>=2.6.8 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorboard<2.19,>=2.18->tensorflow) (3.7)\r\n",
"Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorboard<2.19,>=2.18->tensorflow) (0.7.2)\r\n",
"Requirement already satisfied: werkzeug>=1.0.1 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorboard<2.19,>=2.18->tensorflow) (3.1.3)\r\n",
"Requirement already satisfied: contourpy>=1.0.1 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from matplotlib->tensorflow-lattice) (1.3.0)\r\n",
"Requirement already satisfied: cycler>=0.10 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from matplotlib->tensorflow-lattice) (0.12.1)\r\n",
"Requirement already satisfied: fonttools>=4.22.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from matplotlib->tensorflow-lattice) (4.55.3)\r\n",
"Requirement already satisfied: kiwisolver>=1.3.1 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from matplotlib->tensorflow-lattice) (1.4.7)\r\n",
"Requirement already satisfied: pillow>=8 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from matplotlib->tensorflow-lattice) (11.0.0)\r\n",
"Requirement already satisfied: python-dateutil>=2.7 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from matplotlib->tensorflow-lattice) (2.9.0.post0)\r\n",
"Requirement already satisfied: importlib-resources>=3.2.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from matplotlib->tensorflow-lattice) (6.4.5)\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: pytz>=2020.1 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from pandas->tensorflow-lattice) (2024.2)\r\n",
"Requirement already satisfied: tzdata>=2022.7 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from pandas->tensorflow-lattice) (2024.2)\r\n",
"Requirement already satisfied: scipy>=1.6.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from scikit-learn->tensorflow-lattice) (1.13.1)\r\n",
"Requirement already satisfied: joblib>=1.2.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from scikit-learn->tensorflow-lattice) (1.4.2)\r\n",
"Requirement already satisfied: threadpoolctl>=3.1.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from scikit-learn->tensorflow-lattice) (3.5.0)\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: zipp>=3.1.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from importlib-resources>=3.2.0->matplotlib->tensorflow-lattice) (3.21.0)\r\n",
"Requirement already satisfied: importlib-metadata>=4.4 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from markdown>=2.6.8->tensorboard<2.19,>=2.18->tensorflow) (8.5.0)\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: MarkupSafe>=2.1.1 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from werkzeug>=1.0.1->tensorboard<2.19,>=2.18->tensorflow) (3.0.2)\r\n",
"Requirement already satisfied: markdown-it-py>=2.2.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from rich->keras>=3.5.0->tensorflow) (3.0.0)\r\n",
"Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from rich->keras>=3.5.0->tensorflow) (2.18.0)\r\n",
"Requirement already satisfied: mdurl~=0.1 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from markdown-it-py>=2.2.0->rich->keras>=3.5.0->tensorflow) (0.1.2)\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Using cached tensorflow_lattice-2.1.1-py2.py3-none-any.whl (219 kB)\r\n",
"Using cached graphviz-0.20.3-py3-none-any.whl (47 kB)\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Installing collected packages: graphviz, tensorflow-lattice\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Successfully installed graphviz-0.20.3 tensorflow-lattice-2.1.1\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting tensorflow_decision_forests\r\n",
" Downloading tensorflow_decision_forests-1.11.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (6.0 kB)\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: numpy in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow_decision_forests) (2.0.2)\r\n",
"Requirement already satisfied: pandas in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow_decision_forests) (2.2.3)\r\n",
"Requirement already satisfied: tensorflow==2.18.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow_decision_forests) (2.18.0)\r\n",
"Requirement already satisfied: six in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow_decision_forests) (1.17.0)\r\n",
"Requirement already satisfied: absl-py in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow_decision_forests) (2.1.0)\r\n",
"Requirement already satisfied: wheel in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow_decision_forests) (0.43.0)\r\n",
"Collecting wurlitzer (from tensorflow_decision_forests)\r\n",
" Downloading wurlitzer-3.1.1-py3-none-any.whl.metadata (2.5 kB)\r\n",
"Requirement already satisfied: tf-keras~=2.17 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow_decision_forests) (2.18.0)\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting ydf (from tensorflow_decision_forests)\r\n",
" Downloading ydf-0.9.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (3.2 kB)\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: astunparse>=1.6.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (1.6.3)\r\n",
"Requirement already satisfied: flatbuffers>=24.3.25 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (24.3.25)\r\n",
"Requirement already satisfied: gast!=0.5.0,!=0.5.1,!=0.5.2,>=0.2.1 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (0.6.0)\r\n",
"Requirement already satisfied: google-pasta>=0.1.1 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (0.2.0)\r\n",
"Requirement already satisfied: libclang>=13.0.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (18.1.1)\r\n",
"Requirement already satisfied: opt-einsum>=2.3.2 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (3.4.0)\r\n",
"Requirement already satisfied: packaging in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (24.2)\r\n",
"Requirement already satisfied: protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0dev,>=3.20.3 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (3.20.3)\r\n",
"Requirement already satisfied: requests<3,>=2.21.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (2.32.3)\r\n",
"Requirement already satisfied: setuptools in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (75.6.0)\r\n",
"Requirement already satisfied: termcolor>=1.1.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (2.5.0)\r\n",
"Requirement already satisfied: typing-extensions>=3.6.6 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (4.12.2)\r\n",
"Requirement already satisfied: wrapt>=1.11.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (1.17.0)\r\n",
"Requirement already satisfied: grpcio<2.0,>=1.24.3 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (1.68.1)\r\n",
"Requirement already satisfied: tensorboard<2.19,>=2.18 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (2.18.0)\r\n",
"Requirement already satisfied: keras>=3.5.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (3.7.0)\r\n",
"Requirement already satisfied: h5py>=3.11.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (3.12.1)\r\n",
"Requirement already satisfied: ml-dtypes<0.5.0,>=0.4.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (0.4.1)\r\n",
"Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow==2.18.0->tensorflow_decision_forests) (0.37.1)\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: python-dateutil>=2.8.2 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from pandas->tensorflow_decision_forests) (2.9.0.post0)\r\n",
"Requirement already satisfied: pytz>=2020.1 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from pandas->tensorflow_decision_forests) (2024.2)\r\n",
"Requirement already satisfied: tzdata>=2022.7 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from pandas->tensorflow_decision_forests) (2024.2)\r\n",
"Requirement already satisfied: rich in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from keras>=3.5.0->tensorflow==2.18.0->tensorflow_decision_forests) (13.9.4)\r\n",
"Requirement already satisfied: namex in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from keras>=3.5.0->tensorflow==2.18.0->tensorflow_decision_forests) (0.0.8)\r\n",
"Requirement already satisfied: optree in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from keras>=3.5.0->tensorflow==2.18.0->tensorflow_decision_forests) (0.13.1)\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: charset-normalizer<4,>=2 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from requests<3,>=2.21.0->tensorflow==2.18.0->tensorflow_decision_forests) (3.4.0)\r\n",
"Requirement already satisfied: idna<4,>=2.5 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from requests<3,>=2.21.0->tensorflow==2.18.0->tensorflow_decision_forests) (3.10)\r\n",
"Requirement already satisfied: urllib3<3,>=1.21.1 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from requests<3,>=2.21.0->tensorflow==2.18.0->tensorflow_decision_forests) (2.2.3)\r\n",
"Requirement already satisfied: certifi>=2017.4.17 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from requests<3,>=2.21.0->tensorflow==2.18.0->tensorflow_decision_forests) (2024.12.14)\r\n",
"Requirement already satisfied: markdown>=2.6.8 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorboard<2.19,>=2.18->tensorflow==2.18.0->tensorflow_decision_forests) (3.7)\r\n",
"Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorboard<2.19,>=2.18->tensorflow==2.18.0->tensorflow_decision_forests) (0.7.2)\r\n",
"Requirement already satisfied: werkzeug>=1.0.1 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorboard<2.19,>=2.18->tensorflow==2.18.0->tensorflow_decision_forests) (3.1.3)\r\n",
"Requirement already satisfied: importlib-metadata>=4.4 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from markdown>=2.6.8->tensorboard<2.19,>=2.18->tensorflow==2.18.0->tensorflow_decision_forests) (8.5.0)\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: MarkupSafe>=2.1.1 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from werkzeug>=1.0.1->tensorboard<2.19,>=2.18->tensorflow==2.18.0->tensorflow_decision_forests) (3.0.2)\r\n",
"Requirement already satisfied: markdown-it-py>=2.2.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from rich->keras>=3.5.0->tensorflow==2.18.0->tensorflow_decision_forests) (3.0.0)\r\n",
"Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from rich->keras>=3.5.0->tensorflow==2.18.0->tensorflow_decision_forests) (2.18.0)\r\n",
"Requirement already satisfied: zipp>=3.20 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tensorboard<2.19,>=2.18->tensorflow==2.18.0->tensorflow_decision_forests) (3.21.0)\r\n",
"Requirement already satisfied: mdurl~=0.1 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from markdown-it-py>=2.2.0->rich->keras>=3.5.0->tensorflow==2.18.0->tensorflow_decision_forests) (0.1.2)\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading tensorflow_decision_forests-1.11.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (15.9 MB)\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading wurlitzer-3.1.1-py3-none-any.whl (8.6 kB)\r\n",
"Downloading ydf-0.9.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (9.5 MB)\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Installing collected packages: ydf, wurlitzer, tensorflow_decision_forests\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Successfully installed tensorflow_decision_forests-1.11.0 wurlitzer-3.1.1 ydf-0.9.0\r\n"
]
}
],
"source": [
"#@test {\"skip\": true}\n",
"!pip install -U tensorflow tf-keras tensorflow-lattice pydot graphviz\n",
"!pip install -U tensorflow_decision_forests"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "jSVl9SHTeSGX"
},
"source": [
"Importing required packages:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"cellView": "both",
"execution": {
"iopub.execute_input": "2024-12-15T12:16:17.375174Z",
"iopub.status.busy": "2024-12-15T12:16:17.374882Z",
"iopub.status.idle": "2024-12-15T12:16:20.493926Z",
"shell.execute_reply": "2024-12-15T12:16:20.493252Z"
},
"id": "iY6awAl058TV"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2024-12-15 12:16:17.652728: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:477] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
"WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n",
"E0000 00:00:1734264977.676108 13137 cuda_dnn.cc:8310] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
"E0000 00:00:1734264977.683272 13137 cuda_blas.cc:1418] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n"
]
},
{
"data": {
"text/html": [
"\n",
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import tensorflow as tf\n",
"import tensorflow_lattice as tfl\n",
"import tensorflow_decision_forests as tfdf\n",
"\n",
"from IPython.core.pylabtools import figsize\n",
"import functools\n",
"import logging\n",
"import matplotlib\n",
"from matplotlib import pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"import sys\n",
"import tempfile\n",
"logging.disable(sys.maxsize)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"execution": {
"iopub.execute_input": "2024-12-15T12:16:20.497075Z",
"iopub.status.busy": "2024-12-15T12:16:20.496473Z",
"iopub.status.idle": "2024-12-15T12:16:20.504383Z",
"shell.execute_reply": "2024-12-15T12:16:20.503788Z"
},
"id": "8dsfk2oNlakY"
},
"outputs": [],
"source": [
"# Use Keras 2.\n",
"version_fn = getattr(tf.keras, \"version\", None)\n",
"if version_fn and version_fn().startswith(\"3.\"):\n",
" import tf_keras as keras\n",
"else:\n",
" keras = tf.keras"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "7TmBk_IGgJF0"
},
"source": [
"Default values used in this guide:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"execution": {
"iopub.execute_input": "2024-12-15T12:16:20.507057Z",
"iopub.status.busy": "2024-12-15T12:16:20.506673Z",
"iopub.status.idle": "2024-12-15T12:16:20.509978Z",
"shell.execute_reply": "2024-12-15T12:16:20.509352Z"
},
"id": "kQHPyPsPUF92"
},
"outputs": [],
"source": [
"NUM_EPOCHS = 1000\n",
"BATCH_SIZE = 64\n",
"LEARNING_RATE=0.01"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "FjR7D8Ag3z0d"
},
"source": [
"## Training Dataset for Ranking Restaurants"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "a1YetzbdFOij"
},
"source": [
"Imagine a simplified scenario where we want to determine whether or not users will click on a restaurant search result. The task is to predict the clickthrough rate (CTR) given input features:\n",
"- Average rating (`avg_rating`): a numeric feature with values in the range [1,5].\n",
"- Number of reviews (`num_reviews`): a numeric feature with values capped at 200, which we use as a measure of trendiness.\n",
"- Dollar rating (`dollar_rating`): a categorical feature with string values in the set {\"D\", \"DD\", \"DDD\", \"DDDD\"}.\n",
"\n",
"Here we create a synthetic dataset where the true CTR is given by the formula:\n",
"$$\n",
"CTR = 1 / (1 + exp\\{\\mbox{b(dollar_rating)}-\\mbox{avg_rating}\\times log(\\mbox{num_reviews}) /4 \\})\n",
"$$\n",
"where $b(\\cdot)$ translates each `dollar_rating` to a baseline value:\n",
"$$\n",
"\\mbox{D}\\to 3,\\ \\mbox{DD}\\to 2,\\ \\mbox{DDD}\\to 4,\\ \\mbox{DDDD}\\to 4.5.\n",
"$$\n",
"\n",
"This formula reflects typical user patterns. e.g. given everything else fixed, users prefer restaurants with higher star ratings, and \"\\\\$\\\\$\" restaurants will receive more clicks than \"\\\\$\", followed by \"\\\\$\\\\$\\\\$\" and \"\\\\$\\\\$\\\\$\\\\$\"."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"execution": {
"iopub.execute_input": "2024-12-15T12:16:20.512805Z",
"iopub.status.busy": "2024-12-15T12:16:20.512305Z",
"iopub.status.idle": "2024-12-15T12:16:20.516587Z",
"shell.execute_reply": "2024-12-15T12:16:20.516010Z"
},
"id": "mKovnyv1jATw"
},
"outputs": [],
"source": [
"dollar_ratings_vocab = [\"D\", \"DD\", \"DDD\", \"DDDD\"]\n",
"def click_through_rate(avg_ratings, num_reviews, dollar_ratings):\n",
" dollar_rating_baseline = {\"D\": 3, \"DD\": 2, \"DDD\": 4, \"DDDD\": 4.5}\n",
" return 1 / (1 + np.exp(\n",
" np.array([dollar_rating_baseline[d] for d in dollar_ratings]) -\n",
" avg_ratings * np.log1p(num_reviews) / 4))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "BPlgRdt6jAbP"
},
"source": [
"Let's take a look at the contour plots of this CTR function."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"execution": {
"iopub.execute_input": "2024-12-15T12:16:20.519206Z",
"iopub.status.busy": "2024-12-15T12:16:20.518794Z",
"iopub.status.idle": "2024-12-15T12:16:21.366356Z",
"shell.execute_reply": "2024-12-15T12:16:21.365709Z"
},
"id": "KC5qX_XKmc7g"
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def color_bar():\n",
" bar = matplotlib.cm.ScalarMappable(\n",
" norm=matplotlib.colors.Normalize(0, 1, True),\n",
" cmap=\"viridis\",\n",
" )\n",
" bar.set_array([0, 1])\n",
" return bar\n",
"\n",
"\n",
"def plot_fns(fns, res=25):\n",
" \"\"\"Generates contour plots for a list of (name, fn) functions.\"\"\"\n",
" num_reviews, avg_ratings = np.meshgrid(\n",
" np.linspace(0, 200, num=res),\n",
" np.linspace(1, 5, num=res),\n",
" )\n",
" figsize(13, 3.5 * len(fns))\n",
" fig, axes = plt.subplots(\n",
" len(fns), len(dollar_ratings_vocab), sharey=True, layout=\"constrained\"\n",
" )\n",
" axes = axes.flatten()\n",
" axes_index = 0\n",
" for fn_name, fn in fns:\n",
" for dollar_rating_split in dollar_ratings_vocab:\n",
" dollar_ratings = np.repeat(dollar_rating_split, res**2)\n",
" values = fn(avg_ratings.flatten(), num_reviews.flatten(), dollar_ratings)\n",
" title = \"{}: dollar_rating={}\".format(fn_name, dollar_rating_split)\n",
" subplot = axes[axes_index]\n",
" axes_index += 1\n",
" subplot.contourf(\n",
" avg_ratings,\n",
" num_reviews,\n",
" np.reshape(values, (res, res)),\n",
" vmin=0,\n",
" vmax=1,\n",
" )\n",
" subplot.title.set_text(title)\n",
" subplot.set(xlabel=\"Average Rating\")\n",
" subplot.set(ylabel=\"Number of Reviews\")\n",
" subplot.set(xlim=(1, 5))\n",
"\n",
" if len(fns) <= 2:\n",
" cax = fig.add_axes([\n",
" axes[-1].get_position().x1 + 0.11,\n",
" axes[-1].get_position().y0,\n",
" 0.02,\n",
" 0.8,\n",
" ])\n",
" _ = fig.colorbar(color_bar(), cax=cax)\n",
"\n",
"\n",
"plot_fns([(\"CTR\", click_through_rate)])"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Ol91olp3muNN"
},
"source": [
"### Preparing Data\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "H8BOshZS9xwn"
},
"source": [
"We now need to create our synthetic datasets. We start by generating a simulated dataset of restaurants and their features."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"execution": {
"iopub.execute_input": "2024-12-15T12:16:21.369281Z",
"iopub.status.busy": "2024-12-15T12:16:21.369087Z",
"iopub.status.idle": "2024-12-15T12:16:22.033047Z",
"shell.execute_reply": "2024-12-15T12:16:22.032385Z"
},
"id": "MhqcOPdTT_wj"
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def sample_restaurants(n):\n",
" avg_ratings = np.random.uniform(1.0, 5.0, n)\n",
" num_reviews = np.round(np.exp(np.random.uniform(0.0, np.log(200), n)))\n",
" dollar_ratings = np.random.choice(dollar_ratings_vocab, n)\n",
" ctr_labels = click_through_rate(avg_ratings, num_reviews, dollar_ratings)\n",
" return avg_ratings, num_reviews, dollar_ratings, ctr_labels\n",
"\n",
"\n",
"np.random.seed(42)\n",
"avg_ratings, num_reviews, dollar_ratings, ctr_labels = sample_restaurants(2000)\n",
"\n",
"figsize(5, 5)\n",
"fig, axs = plt.subplots(1, 1, sharey=False, layout=\"constrained\")\n",
"\n",
"for rating, marker in [(\"D\", \"o\"), (\"DD\", \"^\"), (\"DDD\", \"+\"), (\"DDDD\", \"x\")]:\n",
" plt.scatter(\n",
" x=avg_ratings[np.where(dollar_ratings == rating)],\n",
" y=num_reviews[np.where(dollar_ratings == rating)],\n",
" c=ctr_labels[np.where(dollar_ratings == rating)],\n",
" vmin=0,\n",
" vmax=1,\n",
" marker=marker,\n",
" label=rating)\n",
"plt.xlabel(\"Average Rating\")\n",
"plt.ylabel(\"Number of Reviews\")\n",
"plt.legend()\n",
"plt.xlim((1, 5))\n",
"plt.title(\"Distribution of restaurants\")\n",
"_ = fig.colorbar(color_bar(), cax=fig.add_axes([1.05, 0.1, 0.05, 0.85]))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "tRetsfLv_JSR"
},
"source": [
"Let's produce the training, validation and testing datasets. When a restaurant is viewed in the search results, we can record user's engagement (click or no click) as a sample point.\n",
"\n",
"In practice, users often do not go through all search results. This means that users will likely only see restaurants already considered \"good\" by the current ranking model in use. As a result, \"good\" restaurants are more frequently impressed and over-represented in the training datasets. When using more features, the training dataset can have large gaps in \"bad\" parts of the feature space.\n",
"\n",
"When the model is used for ranking, it is often evaluated on all relevant results with a more uniform distribution that is not well-represented by the training dataset. A flexible and complicated model might fail in this case due to overfitting the over-represented data points and thus lack generalizability. We handle this issue by applying domain knowledge to add *shape constraints* that guide the model to make reasonable predictions when it cannot pick them up from the training dataset.\n",
"\n",
"In this example, the training dataset mostly consists of user interactions with good and popular restaurants. The testing dataset has a uniform distribution to simulate the evaluation setting discussed above. Note that such testing dataset will not be available in a real problem setting."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"execution": {
"iopub.execute_input": "2024-12-15T12:16:22.038103Z",
"iopub.status.busy": "2024-12-15T12:16:22.037633Z",
"iopub.status.idle": "2024-12-15T12:16:22.903003Z",
"shell.execute_reply": "2024-12-15T12:16:22.902293Z"
},
"id": "jS6WOtXQ8jwX"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2024-12-15 12:16:22.116657: E external/local_xla/xla/stream_executor/cuda/cuda_driver.cc:152] failed call to cuInit: INTERNAL: CUDA error: Failed call to cuInit: CUDA_ERROR_NO_DEVICE: no CUDA-capable device is detected\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def sample_dataset(n, testing_set):\n",
" (avg_ratings, num_reviews, dollar_ratings, ctr_labels) = sample_restaurants(n)\n",
" if testing_set:\n",
" # Testing has a more uniform distribution over all restaurants.\n",
" num_views = np.random.poisson(lam=3, size=n)\n",
" else:\n",
" # Training/validation datasets have more views on popular restaurants.\n",
" num_views = np.random.poisson(lam=ctr_labels * num_reviews / 50.0, size=n)\n",
"\n",
" return pd.DataFrame({\n",
" \"avg_rating\": np.repeat(avg_ratings, num_views),\n",
" \"num_reviews\": np.repeat(num_reviews, num_views),\n",
" \"dollar_rating\": np.repeat(dollar_ratings, num_views),\n",
" \"clicked\": np.random.binomial(n=1, p=np.repeat(ctr_labels, num_views)),\n",
" })\n",
"\n",
"\n",
"# Generate datasets.\n",
"np.random.seed(42)\n",
"data_train = sample_dataset(500, testing_set=False)\n",
"data_val = sample_dataset(500, testing_set=False)\n",
"data_test = sample_dataset(500, testing_set=True)\n",
"\n",
"ds_train = tfdf.keras.pd_dataframe_to_tf_dataset(\n",
" data_train, label=\"clicked\", batch_size=BATCH_SIZE\n",
")\n",
"ds_val = tfdf.keras.pd_dataframe_to_tf_dataset(\n",
" data_val, label=\"clicked\", batch_size=BATCH_SIZE\n",
")\n",
"ds_test = tfdf.keras.pd_dataframe_to_tf_dataset(\n",
" data_test, label=\"clicked\", batch_size=BATCH_SIZE\n",
")\n",
"\n",
"# feature_analysis_data is used to find quantiles of featurse.\n",
"feature_analysis_data = data_train.copy()\n",
"feature_analysis_data[\"dollar_rating\"] = feature_analysis_data[\n",
" \"dollar_rating\"\n",
"].map({v: i for i, v in enumerate(dollar_ratings_vocab)})\n",
"feature_analysis_data = dict(feature_analysis_data)\n",
"\n",
"# Plotting dataset densities.\n",
"figsize(12, 5)\n",
"fig, axs = plt.subplots(1, 2, sharey=False, tight_layout=False)\n",
"for ax, data, title in [\n",
" (axs[0], data_train, \"training\"),\n",
" (axs[1], data_test, \"testing\"),\n",
"]:\n",
" _, _, _, density = ax.hist2d(\n",
" x=data[\"avg_rating\"],\n",
" y=data[\"num_reviews\"],\n",
" bins=(np.linspace(1, 5, num=21), np.linspace(0, 200, num=21)),\n",
" cmap=\"Blues\",\n",
" )\n",
" ax.set(xlim=(1, 5))\n",
" ax.set(ylim=(0, 200))\n",
" ax.set(xlabel=\"Average Rating\")\n",
" ax.set(ylabel=\"Number of Reviews\")\n",
" ax.title.set_text(\"Density of {} examples\".format(title))\n",
" _ = fig.colorbar(density, ax=ax)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "qoTrw3FZqvPK"
},
"source": [
"## Fitting Gradient Boosted Trees"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ZklNowexE3wB"
},
"source": [
"We first create a few auxillary functions for plotting and calculating validation and test metrics."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"execution": {
"iopub.execute_input": "2024-12-15T12:16:22.906594Z",
"iopub.status.busy": "2024-12-15T12:16:22.906084Z",
"iopub.status.idle": "2024-12-15T12:16:22.912888Z",
"shell.execute_reply": "2024-12-15T12:16:22.912286Z"
},
"id": "3BqGqScQzlYf"
},
"outputs": [],
"source": [
"def pred_fn(model, from_logits, avg_ratings, num_reviews, dollar_rating):\n",
" preds = model.predict(\n",
" tf.data.Dataset.from_tensor_slices({\n",
" \"avg_rating\": avg_ratings,\n",
" \"num_reviews\": num_reviews,\n",
" \"dollar_rating\": dollar_rating,\n",
" }).batch(1),\n",
" verbose=0,\n",
" )\n",
" if from_logits:\n",
" preds = tf.math.sigmoid(preds)\n",
" return preds\n",
"\n",
"\n",
"def analyze_model(models, from_logits=False, print_metrics=True):\n",
" pred_fns = []\n",
" for model, name in models:\n",
" if print_metrics:\n",
" metric = model.evaluate(ds_val, return_dict=True, verbose=0)\n",
" print(\"Validation AUC: {}\".format(metric[\"auc\"]))\n",
" metric = model.evaluate(ds_test, return_dict=True, verbose=0)\n",
" print(\"Testing AUC: {}\".format(metric[\"auc\"]))\n",
"\n",
" pred_fns.append(\n",
" (\"{} pCTR\".format(name), functools.partial(pred_fn, model, from_logits))\n",
" )\n",
"\n",
" pred_fns.append((\"CTR\", click_through_rate))\n",
" plot_fns(pred_fns)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "JVef4f8yUUbs"
},
"source": [
"We can fit TensorFlow gradient boosted decision trees on the dataset:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"execution": {
"iopub.execute_input": "2024-12-15T12:16:22.915588Z",
"iopub.status.busy": "2024-12-15T12:16:22.915117Z",
"iopub.status.idle": "2024-12-15T12:16:33.489823Z",
"shell.execute_reply": "2024-12-15T12:16:33.488919Z"
},
"id": "DnPYlRAo2mnQ"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2024-12-15 12:16:22.937245: W external/ydf/yggdrasil_decision_forests/learner/gradient_boosted_trees/gradient_boosted_trees.cc:1840] \"goss_alpha\" set but \"sampling_method\" not equal to \"GOSS\".\n",
"2024-12-15 12:16:22.937282: W external/ydf/yggdrasil_decision_forests/learner/gradient_boosted_trees/gradient_boosted_trees.cc:1850] \"goss_beta\" set but \"sampling_method\" not equal to \"GOSS\".\n",
"2024-12-15 12:16:22.937290: W external/ydf/yggdrasil_decision_forests/learner/gradient_boosted_trees/gradient_boosted_trees.cc:1864] \"selective_gradient_boosting_ratio\" set but \"sampling_method\" not equal to \"SELGB\".\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Num validation examples: tf.Tensor(155, shape=(), dtype=int32)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n",
"I0000 00:00:1734264987.120228 13137 kernel.cc:782] Start Yggdrasil model training\n",
"I0000 00:00:1734264987.120285 13137 kernel.cc:783] Collect training examples\n",
"I0000 00:00:1734264987.120293 13137 kernel.cc:795] Dataspec guide:\n",
"column_guides {\n",
" column_name_pattern: \"^__LABEL$\"\n",
" type: CATEGORICAL\n",
" categorial {\n",
" min_vocab_frequency: 0\n",
" max_vocab_count: -1\n",
" }\n",
"}\n",
"column_guides {\n",
" column_name_pattern: \"^num_reviews$\"\n",
"}\n",
"column_guides {\n",
" column_name_pattern: \"^avg_rating$\"\n",
"}\n",
"column_guides {\n",
" column_name_pattern: \"^dollar_rating$\"\n",
"}\n",
"default_column_guide {\n",
" categorial {\n",
" max_vocab_count: 2000\n",
" }\n",
" discretized_numerical {\n",
" maximum_num_bins: 255\n",
" }\n",
"}\n",
"ignore_columns_without_guides: true\n",
"detect_numerical_as_discretized_numerical: false\n",
"\n",
"I0000 00:00:1734264987.120673 13137 kernel.cc:401] Number of batches: 3\n",
"I0000 00:00:1734264987.120684 13137 kernel.cc:402] Number of examples: 162\n",
"I0000 00:00:1734264987.120732 13137 kernel.cc:802] Training dataset:\n",
"Number of records: 162\n",
"Number of columns: 4\n",
"\n",
"Number of columns by type:\n",
"\tCATEGORICAL: 2 (50%)\n",
"\tNUMERICAL: 2 (50%)\n",
"\n",
"Columns:\n",
"\n",
"CATEGORICAL: 2 (50%)\n",
"\t0: \"__LABEL\" CATEGORICAL integerized vocab-size:3 no-ood-item\n",
"\t2: \"dollar_rating\" CATEGORICAL has-dict vocab-size:5 zero-ood-items most-frequent:\"D\" 61 (37.6543%)\n",
"\n",
"NUMERICAL: 2 (50%)\n",
"\t1: \"avg_rating\" NUMERICAL mean:3.52831 min:1.14939 max:4.90341 sd:1.04368\n",
"\t3: \"num_reviews\" NUMERICAL mean:107.932 min:6 max:200 sd:52.6472\n",
"\n",
"Terminology:\n",
"\tnas: Number of non-available (i.e. missing) values.\n",
"\tood: Out of dictionary.\n",
"\tmanually-defined: Attribute whose type is manually defined by the user, i.e., the type was not automatically inferred.\n",
"\ttokenized: The attribute value is obtained through tokenization.\n",
"\thas-dict: The attribute is attached to a string dictionary e.g. a categorical attribute stored as a string.\n",
"\tvocab-size: Number of unique values.\n",
"\n",
"I0000 00:00:1734264987.120753 13137 kernel.cc:807] Collect validation dataset\n",
"I0000 00:00:1734264987.120796 13137 kernel.cc:401] Number of batches: 3\n",
"I0000 00:00:1734264987.120801 13137 kernel.cc:402] Number of examples: 155\n",
"I0000 00:00:1734264987.120845 13137 kernel.cc:813] Validation dataset:\n",
"Number of records: 155\n",
"Number of columns: 4\n",
"\n",
"Number of columns by type:\n",
"\tCATEGORICAL: 2 (50%)\n",
"\tNUMERICAL: 2 (50%)\n",
"\n",
"Columns:\n",
"\n",
"CATEGORICAL: 2 (50%)\n",
"\t0: \"__LABEL\" CATEGORICAL integerized vocab-size:3 no-ood-item\n",
"\t2: \"dollar_rating\" CATEGORICAL has-dict vocab-size:5 zero-ood-items most-frequent:\"D\" 55 (35.4839%)\n",
"\n",
"NUMERICAL: 2 (50%)\n",
"\t1: \"avg_rating\" NUMERICAL mean:3.58594 min:1.11015 max:4.99128 sd:1.03425\n",
"\t3: \"num_reviews\" NUMERICAL mean:103.374 min:8 max:195 sd:54.6089\n",
"\n",
"Terminology:\n",
"\tnas: Number of non-available (i.e. missing) values.\n",
"\tood: Out of dictionary.\n",
"\tmanually-defined: Attribute whose type is manually defined by the user, i.e., the type was not automatically inferred.\n",
"\ttokenized: The attribute value is obtained through tokenization.\n",
"\thas-dict: The attribute is attached to a string dictionary e.g. a categorical attribute stored as a string.\n",
"\tvocab-size: Number of unique values.\n",
"\n",
"I0000 00:00:1734264987.120859 13137 kernel.cc:818] Configure learner\n",
"2024-12-15 12:16:27.121065: W external/ydf/yggdrasil_decision_forests/learner/gradient_boosted_trees/gradient_boosted_trees.cc:1840] \"goss_alpha\" set but \"sampling_method\" not equal to \"GOSS\".\n",
"2024-12-15 12:16:27.121093: W external/ydf/yggdrasil_decision_forests/learner/gradient_boosted_trees/gradient_boosted_trees.cc:1850] \"goss_beta\" set but \"sampling_method\" not equal to \"GOSS\".\n",
"2024-12-15 12:16:27.121100: W external/ydf/yggdrasil_decision_forests/learner/gradient_boosted_trees/gradient_boosted_trees.cc:1864] \"selective_gradient_boosting_ratio\" set but \"sampling_method\" not equal to \"SELGB\".\n",
"I0000 00:00:1734264987.121144 13137 kernel.cc:831] Training config:\n",
"learner: \"GRADIENT_BOOSTED_TREES\"\n",
"features: \"^avg_rating$\"\n",
"features: \"^dollar_rating$\"\n",
"features: \"^num_reviews$\"\n",
"label: \"^__LABEL$\"\n",
"task: CLASSIFICATION\n",
"random_seed: 42\n",
"metadata {\n",
" framework: \"TF Keras\"\n",
"}\n",
"pure_serving_model: false\n",
"[yggdrasil_decision_forests.model.gradient_boosted_trees.proto.gradient_boosted_trees_config] {\n",
" num_trees: 32\n",
" decision_tree {\n",
" max_depth: 6\n",
" min_examples: 10\n",
" in_split_min_examples_check: true\n",
" keep_non_leaf_label_distribution: true\n",
" num_candidate_attributes: -1\n",
" missing_value_policy: GLOBAL_IMPUTATION\n",
" allow_na_conditions: false\n",
" categorical_set_greedy_forward {\n",
" sampling: 0.1\n",
" max_num_items: -1\n",
" min_item_frequency: 1\n",
" }\n",
" growing_strategy_best_first_global {\n",
" }\n",
" categorical {\n",
" cart {\n",
" }\n",
" }\n",
" axis_aligned_split {\n",
" }\n",
" internal {\n",
" sorting_strategy: PRESORTED\n",
" }\n",
" uplift {\n",
" min_examples_in_treatment: 5\n",
" split_score: KULLBACK_LEIBLER\n",
" }\n",
" }\n",
" shrinkage: 0.1\n",
" loss: DEFAULT\n",
" validation_set_ratio: 0.1\n",
" validation_interval_in_trees: 1\n",
" early_stopping: VALIDATION_LOSS_INCREASE\n",
" early_stopping_num_trees_look_ahead: 30\n",
" l2_regularization: 0\n",
" lambda_loss: 1\n",
" mart {\n",
" }\n",
" adapt_subsample_for_maximum_training_duration: false\n",
" l1_regularization: 0\n",
" use_hessian_gain: false\n",
" l2_regularization_categorical: 1\n",
" xe_ndcg {\n",
" ndcg_truncation: 5\n",
" }\n",
" stochastic_gradient_boosting {\n",
" ratio: 1\n",
" }\n",
" apply_link_function: true\n",
" compute_permutation_variable_importance: false\n",
" early_stopping_initial_iteration: 10\n",
"}\n",
"\n",
"I0000 00:00:1734264987.121481 13137 kernel.cc:834] Deployment config:\n",
"cache_path: \"/tmpfs/tmp/tmpzhxlvspr/working_cache\"\n",
"num_threads: 1\n",
"try_resume_training: true\n",
"\n",
"I0000 00:00:1734264987.121608 13370 kernel.cc:895] Train model\n",
"I0000 00:00:1734264987.126817 13370 kernel.cc:926] Export model in log directory: /tmpfs/tmp/tmpzhxlvspr with prefix c7e436946aa24045\n",
"I0000 00:00:1734264987.127407 13370 kernel.cc:944] Save model in resources\n",
"I0000 00:00:1734264987.129082 13137 abstract_model.cc:914] Model self evaluation:\n",
"Task: CLASSIFICATION\n",
"Label: __LABEL\n",
"Loss (BINOMIAL_LOG_LIKELIHOOD): 1.1606\n",
"\n",
"Accuracy: 0.677419 CI95[W][0 1]\n",
"ErrorRate: : 0.322581\n",
"\n",
"\n",
"Confusion Table:\n",
"truth\\prediction\n",
" 1 2\n",
"1 16 36\n",
"2 14 89\n",
"Total: 155\n",
"\n",
"\n",
"WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n",
"I0000 00:00:1734264987.142072 13137 quick_scorer_extended.cc:922] The binary was compiled without AVX2 support, but your CPU supports it. Enable it for faster model inference.\n",
"I0000 00:00:1734264987.142165 13137 abstract_model.cc:1404] Engine \"GradientBoostedTreesQuickScorerExtended\" built\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Validation AUC: 0.7145258188247681\n",
"Testing AUC: 0.8356180191040039\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"gbt_model = tfdf.keras.GradientBoostedTreesModel(\n",
" features=[\n",
" tfdf.keras.FeatureUsage(name=\"num_reviews\"),\n",
" tfdf.keras.FeatureUsage(name=\"avg_rating\"),\n",
" tfdf.keras.FeatureUsage(name=\"dollar_rating\"),\n",
" ],\n",
" exclude_non_specified_features=True,\n",
" num_threads=1,\n",
" num_trees=32,\n",
" max_depth=6,\n",
" min_examples=10,\n",
" growing_strategy=\"BEST_FIRST_GLOBAL\",\n",
" random_seed=42,\n",
" temp_directory=tempfile.mkdtemp(),\n",
")\n",
"gbt_model.compile(metrics=[keras.metrics.AUC(name=\"auc\")])\n",
"gbt_model.fit(ds_train, validation_data=ds_val, verbose=0)\n",
"analyze_model([(gbt_model, \"GBT\")])"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "nYZtd6YvsNdn"
},
"source": [
"Even though the model has captured the general shape of the true CTR and has decent validation metrics, it has counter-intuitive behavior in several parts of the input space: the estimated CTR decreases as the average rating or number of reviews increase. This is due to a lack of sample points in areas not well-covered by the training dataset. The model simply has no way to deduce the correct behaviour solely from the data.\n",
"\n",
"To solve this issue, we enforce the shape constraint that the model must output values monotonically increasing with respect to both the average rating and the number of reviews. We will later see how to implement this in TFL.\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Uf7WqGooFiEp"
},
"source": [
"## Fitting a DNN"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "_s2aT3x0E_tF"
},
"source": [
"We can repeat the same steps with a DNN classifier. We can observe a similar pattern: not having enough sample points with small number of reviews results in nonsensical extrapolation."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"execution": {
"iopub.execute_input": "2024-12-15T12:16:33.493450Z",
"iopub.status.busy": "2024-12-15T12:16:33.492772Z",
"iopub.status.idle": "2024-12-15T12:16:33.672915Z",
"shell.execute_reply": "2024-12-15T12:16:33.671921Z"
},
"id": "WKZzCY-UkZX-"
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"keras.utils.set_random_seed(42)\n",
"inputs = {\n",
" \"num_reviews\": keras.Input(shape=(1,), dtype=tf.float32),\n",
" \"avg_rating\": keras.Input(shape=(1), dtype=tf.float32),\n",
" \"dollar_rating\": keras.Input(shape=(1), dtype=tf.string),\n",
"}\n",
"inputs_flat = keras.layers.Concatenate()([\n",
" inputs[\"num_reviews\"],\n",
" inputs[\"avg_rating\"],\n",
" keras.layers.StringLookup(\n",
" vocabulary=dollar_ratings_vocab,\n",
" num_oov_indices=0,\n",
" output_mode=\"one_hot\",\n",
" )(inputs[\"dollar_rating\"]),\n",
"])\n",
"dense_layers = keras.Sequential(\n",
" [\n",
" keras.layers.Dense(16, activation=\"relu\"),\n",
" keras.layers.Dense(16, activation=\"relu\"),\n",
" keras.layers.Dense(1, activation=None),\n",
" ],\n",
" name=\"dense_layers\",\n",
")\n",
"dnn_model = keras.Model(inputs=inputs, outputs=dense_layers(inputs_flat))\n",
"keras.utils.plot_model(\n",
" dnn_model, expand_nested=True, show_layer_names=False, rankdir=\"LR\"\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"execution": {
"iopub.execute_input": "2024-12-15T12:16:33.676296Z",
"iopub.status.busy": "2024-12-15T12:16:33.675715Z",
"iopub.status.idle": "2024-12-15T12:16:41.631775Z",
"shell.execute_reply": "2024-12-15T12:16:41.631128Z"
},
"id": "6zFqu6wf1I30"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Validation AUC: 0.7568147778511047\n",
"Testing AUC: 0.8183510899543762\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dnn_model.compile(\n",
" loss=keras.losses.BinaryCrossentropy(from_logits=True),\n",
" metrics=[keras.metrics.AUC(from_logits=True, name=\"auc\")],\n",
" optimizer=keras.optimizers.Adam(LEARNING_RATE),\n",
")\n",
"dnn_model.fit(ds_train, epochs=200, verbose=0)\n",
"analyze_model([(dnn_model, \"DNN\")], from_logits=True)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "0Avkw-okw7JL"
},
"source": [
"## Shape Constraints"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "3ExyethCFBrP"
},
"source": [
"TensorFlow Lattice (TFL) is focused on enforcing shape constraints to safeguard model behavior beyond the training data. These shape constraints are applied to TFL Keras layers. Their details can be found in [our JMLR paper](https://jmlr.org/papers/volume17/15-243/15-243.pdf).\n",
"\n",
"In this tutorial we use TF premade models to cover various shape constraints, but note that all these steps can be done with models created from TFL Keras layers.\n",
"\n",
"Using TFL premade models also requires:\n",
"- a *model config*: defining the model architecture and per-feature shape constraints and regularizers.\n",
"- a *feature analysis dataset*: a dataset used for TFL initialization (feature quantile calcuation).\n",
"\n",
"For a more thorough description, please refer to the premade models or the API docs."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "anyCM4sCpOSo"
},
"source": [
"### Monotonicity\n",
"We first address the monotonicity concerns by adding monotonicity shape constraints to the continuous features. We use a calibrated lattice model with added output calibration: each feature is calibrated using categorical or piecewise-linear calibrators, then fed into a lattice model, followed by an output piecewise-linear calibrator.\n",
"\n",
"To instruct TFL to enforce shape constraints, we specify the constraints in the *feature configs*. The following code shows how we can require the output to be monotonically increasing with respect to both `num_reviews` and `avg_rating` by setting `monotonicity=\"increasing\"`.\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"execution": {
"iopub.execute_input": "2024-12-15T12:16:41.635487Z",
"iopub.status.busy": "2024-12-15T12:16:41.635035Z",
"iopub.status.idle": "2024-12-15T12:16:41.640294Z",
"shell.execute_reply": "2024-12-15T12:16:41.639683Z"
},
"id": "hFlkZs5RgFcP"
},
"outputs": [],
"source": [
"model_config = tfl.configs.CalibratedLatticeConfig(\n",
" feature_configs=[\n",
" tfl.configs.FeatureConfig(\n",
" name=\"num_reviews\",\n",
" lattice_size=3,\n",
" monotonicity=\"increasing\",\n",
" pwl_calibration_num_keypoints=32,\n",
" ),\n",
" tfl.configs.FeatureConfig(\n",
" name=\"avg_rating\",\n",
" lattice_size=3,\n",
" monotonicity=\"increasing\",\n",
" pwl_calibration_num_keypoints=32,\n",
" ),\n",
" tfl.configs.FeatureConfig(\n",
" name=\"dollar_rating\",\n",
" lattice_size=3,\n",
" pwl_calibration_num_keypoints=4,\n",
" vocabulary_list=dollar_ratings_vocab,\n",
" num_buckets=len(dollar_ratings_vocab),\n",
" ),\n",
" ],\n",
" output_calibration=True,\n",
" output_initialization=np.linspace(-2, 2, num=5),\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "GOlzuyQsGre5"
},
"source": [
"We now use the `feature_analysis_data` to find and set the quantile values for the input features. These values can be pre-calculated and set explicitly in the feature config depending on the training pipeline."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"execution": {
"iopub.execute_input": "2024-12-15T12:16:41.642917Z",
"iopub.status.busy": "2024-12-15T12:16:41.642533Z",
"iopub.status.idle": "2024-12-15T12:16:41.651120Z",
"shell.execute_reply": "2024-12-15T12:16:41.650526Z"
},
"id": "f-bTmfBnghuX"
},
"outputs": [],
"source": [
"feature_analysis_data = data_train.copy()\n",
"feature_analysis_data[\"dollar_rating\"] = feature_analysis_data[\n",
" \"dollar_rating\"\n",
"].map({v: i for i, v in enumerate(dollar_ratings_vocab)})\n",
"feature_analysis_data = dict(feature_analysis_data)\n",
"\n",
"feature_keypoints = tfl.premade_lib.compute_feature_keypoints(\n",
" feature_configs=model_config.feature_configs, features=feature_analysis_data\n",
")\n",
"tfl.premade_lib.set_feature_keypoints(\n",
" feature_configs=model_config.feature_configs,\n",
" feature_keypoints=feature_keypoints,\n",
" add_missing_feature_configs=False,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"execution": {
"iopub.execute_input": "2024-12-15T12:16:41.653576Z",
"iopub.status.busy": "2024-12-15T12:16:41.653165Z",
"iopub.status.idle": "2024-12-15T12:16:45.057160Z",
"shell.execute_reply": "2024-12-15T12:16:45.056304Z"
},
"id": "FCm1lOjmwur_"
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"keras.utils.set_random_seed(42)\n",
"inputs = {\n",
" \"num_reviews\": keras.Input(shape=(1,), dtype=tf.float32),\n",
" \"avg_rating\": keras.Input(shape=(1), dtype=tf.float32),\n",
" \"dollar_rating\": keras.Input(shape=(1), dtype=tf.string),\n",
"}\n",
"ordered_inputs = [\n",
" inputs[\"num_reviews\"],\n",
" inputs[\"avg_rating\"],\n",
" keras.layers.StringLookup(\n",
" vocabulary=dollar_ratings_vocab,\n",
" num_oov_indices=0,\n",
" output_mode=\"int\",\n",
" )(inputs[\"dollar_rating\"]),\n",
"]\n",
"outputs = tfl.premade.CalibratedLattice(\n",
" model_config=model_config, name=\"CalibratedLattice\"\n",
")(ordered_inputs)\n",
"tfl_model_0 = keras.Model(inputs=inputs, outputs=outputs)\n",
"\n",
"keras.utils.plot_model(\n",
" tfl_model_0, expand_nested=True, show_layer_names=False, rankdir=\"LR\"\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ubNRBCWW5wQ9"
},
"source": [
"Using a `CalibratedLatticeConfig` creates a premade classifier that first applies a *calibrator* to each input (a piece-wise linear function for numeric features) followed by a *lattice* layer to non-linearly fuse the calibrated features. We have also enabled output piece-wise linear calibration.\n"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"execution": {
"iopub.execute_input": "2024-12-15T12:16:45.060769Z",
"iopub.status.busy": "2024-12-15T12:16:45.060103Z",
"iopub.status.idle": "2024-12-15T12:16:53.232903Z",
"shell.execute_reply": "2024-12-15T12:16:53.232023Z"
},
"id": "Am1OwtzzU7no"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Validation AUC: 0.7199402451515198\n",
"Testing AUC: 0.798313558101654\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tfl_model_0.compile(\n",
" loss=keras.losses.BinaryCrossentropy(from_logits=True),\n",
" metrics=[keras.metrics.AUC(from_logits=True, name=\"auc\")],\n",
" optimizer=keras.optimizers.Adam(LEARNING_RATE),\n",
")\n",
"tfl_model_0.fit(ds_train, epochs=100, verbose=0)\n",
"analyze_model([(tfl_model_0, \"TFL0\")], from_logits=True)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "7vZ5fShXs504"
},
"source": [
"With the constraints added, the estimated CTR will always increase as the average rating increases or the number of reviews increases. This is done by making sure that the calibrators and the lattice are monotonic."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "pSUd6aFlpYz4"
},
"source": [
"### Partial Monotonicity for Categorical Calibration\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "CnPiqf4rq6kJ"
},
"source": [
"To use constraints on the third feature, `dollar_rating`, we should recall that categorical features require a slightly different treatment in TFL. Here we enforce the partial monotonicity constraint that outputs for \"DD\" restaurants should be larger than \"D\" restaurants when all other inputs are fixed. This is done using the `monotonicity` setting in the feature config. We also need to use `tfl.premade_lib.set_categorical_monotonicities` to convert the constrains specified in string values into the numerical format understood by the library."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"execution": {
"iopub.execute_input": "2024-12-15T12:16:53.237432Z",
"iopub.status.busy": "2024-12-15T12:16:53.236968Z",
"iopub.status.idle": "2024-12-15T12:17:01.847894Z",
"shell.execute_reply": "2024-12-15T12:17:01.847239Z"
},
"id": "FH2ItfsTsE3S"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Validation AUC: 0.741411566734314\n",
"Testing AUC: 0.8500608205795288\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"keras.utils.set_random_seed(42)\n",
"model_config = tfl.configs.CalibratedLatticeConfig(\n",
" feature_configs=[\n",
" tfl.configs.FeatureConfig(\n",
" name=\"num_reviews\",\n",
" lattice_size=3,\n",
" monotonicity=\"increasing\",\n",
" pwl_calibration_convexity=\"concave\",\n",
" pwl_calibration_num_keypoints=32,\n",
" ),\n",
" tfl.configs.FeatureConfig(\n",
" name=\"avg_rating\",\n",
" lattice_size=3,\n",
" monotonicity=\"increasing\",\n",
" pwl_calibration_num_keypoints=32,\n",
" ),\n",
" tfl.configs.FeatureConfig(\n",
" name=\"dollar_rating\",\n",
" lattice_size=3,\n",
" pwl_calibration_num_keypoints=4,\n",
" vocabulary_list=dollar_ratings_vocab,\n",
" num_buckets=len(dollar_ratings_vocab),\n",
" monotonicity=[(\"D\", \"DD\")],\n",
" ),\n",
" ],\n",
" output_calibration=True,\n",
" output_initialization=np.linspace(-2, 2, num=5),\n",
")\n",
"\n",
"tfl.premade_lib.set_feature_keypoints(\n",
" feature_configs=model_config.feature_configs,\n",
" feature_keypoints=feature_keypoints,\n",
" add_missing_feature_configs=False,\n",
")\n",
"tfl.premade_lib.set_categorical_monotonicities(model_config.feature_configs)\n",
"\n",
"outputs = tfl.premade.CalibratedLattice(\n",
" model_config=model_config, name=\"CalibratedLattice\"\n",
")(ordered_inputs)\n",
"tfl_model_1 = keras.Model(inputs=inputs, outputs=outputs)\n",
"tfl_model_1.compile(\n",
" loss=keras.losses.BinaryCrossentropy(from_logits=True),\n",
" metrics=[keras.metrics.AUC(from_logits=True, name=\"auc\")],\n",
" optimizer=keras.optimizers.Adam(LEARNING_RATE),\n",
")\n",
"tfl_model_1.fit(ds_train, epochs=100, verbose=0)\n",
"analyze_model([(tfl_model_1, \"TFL1\")], from_logits=True)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "gdIzhYL79_Pp"
},
"source": [
"Here we also plot the predicted CTR of this model conditioned on `dollar_rating`. Notice that all the constraints we required are fulfilled in each of the slices."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "J6CP2Ovapiu3"
},
"source": [
"### 2D Shape Constraint: Trust\n",
"A 5-star rating for a restaurant with only one or two reviews is likely an unreliable rating (the restaurant might not actually be good), whereas a 4-star rating for a restaurant with hundreds of reviews is much more reliable (the restaurant is likely good in this case). We can see that the number of reviews of a restaurant affects how much trust we place in its average rating.\n",
"\n",
"We can exercise TFL trust constraints to inform the model that the larger (or smaller) value of one feature indicates more reliance or trust of another feature. This is done by setting `reflects_trust_in` configuration in the feature config."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"execution": {
"iopub.execute_input": "2024-12-15T12:17:01.851528Z",
"iopub.status.busy": "2024-12-15T12:17:01.850985Z",
"iopub.status.idle": "2024-12-15T12:17:10.906707Z",
"shell.execute_reply": "2024-12-15T12:17:10.906050Z"
},
"id": "OA14j0erm6TJ"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Validation AUC: 0.774645209312439\n",
"Testing AUC: 0.8462862372398376\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"keras.utils.set_random_seed(42)\n",
"model_config = tfl.configs.CalibratedLatticeConfig(\n",
" feature_configs=[\n",
" tfl.configs.FeatureConfig(\n",
" name=\"num_reviews\",\n",
" lattice_size=3,\n",
" monotonicity=\"increasing\",\n",
" pwl_calibration_num_keypoints=32,\n",
" # Larger num_reviews indicating more trust in avg_rating.\n",
" reflects_trust_in=[\n",
" tfl.configs.TrustConfig(\n",
" feature_name=\"avg_rating\", trust_type=\"edgeworth\"\n",
" ),\n",
" ],\n",
" ),\n",
" tfl.configs.FeatureConfig(\n",
" name=\"avg_rating\",\n",
" lattice_size=3,\n",
" monotonicity=\"increasing\",\n",
" pwl_calibration_num_keypoints=32,\n",
" ),\n",
" tfl.configs.FeatureConfig(\n",
" name=\"dollar_rating\",\n",
" lattice_size=3,\n",
" pwl_calibration_num_keypoints=4,\n",
" vocabulary_list=dollar_ratings_vocab,\n",
" num_buckets=len(dollar_ratings_vocab),\n",
" monotonicity=[(\"D\", \"DD\")],\n",
" ),\n",
" ],\n",
" output_calibration=True,\n",
" output_initialization=np.linspace(-2, 2, num=5),\n",
")\n",
"\n",
"tfl.premade_lib.set_feature_keypoints(\n",
" feature_configs=model_config.feature_configs,\n",
" feature_keypoints=feature_keypoints,\n",
" add_missing_feature_configs=False,\n",
")\n",
"tfl.premade_lib.set_categorical_monotonicities(model_config.feature_configs)\n",
"\n",
"outputs = tfl.premade.CalibratedLattice(\n",
" model_config=model_config, name=\"CalibratedLattice\"\n",
")(ordered_inputs)\n",
"tfl_model_2 = keras.Model(inputs=inputs, outputs=outputs)\n",
"tfl_model_2.compile(\n",
" loss=keras.losses.BinaryCrossentropy(from_logits=True),\n",
" metrics=[keras.metrics.AUC(from_logits=True, name=\"auc\")],\n",
" optimizer=keras.optimizers.Adam(LEARNING_RATE),\n",
")\n",
"tfl_model_2.fit(ds_train, epochs=100, verbose=0)\n",
"analyze_model([(tfl_model_2, \"TFL2\")], from_logits=True)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "puvP9X8XxyRV"
},
"source": [
"The following plot presents the trained lattice function. Due to the trust constraint, we expect that larger values of calibrated `num_reviews` would force higher slope with respect to calibrated `avg_rating`, resulting in a more significant move in the lattice output."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"cellView": "both",
"execution": {
"iopub.execute_input": "2024-12-15T12:17:10.909975Z",
"iopub.status.busy": "2024-12-15T12:17:10.909499Z",
"iopub.status.idle": "2024-12-15T12:17:11.073365Z",
"shell.execute_reply": "2024-12-15T12:17:11.072703Z"
},
"id": "RounEQebxxnA"
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lattice_params = tfl_model_2.layers[-1].layers[-2].weights[0].numpy()\n",
"lat_mesh_x, lat_mesh_y = np.meshgrid(\n",
" np.linspace(0, 1, num=3),\n",
" np.linspace(0, 1, num=3),\n",
")\n",
"lat_mesh_z = np.reshape(np.asarray(lattice_params[0::3]), (3, 3))\n",
"\n",
"figure = plt.figure(figsize=(6, 6))\n",
"axes = figure.add_subplot(projection=\"3d\")\n",
"axes.plot_wireframe(lat_mesh_x, lat_mesh_y, lat_mesh_z, color=\"dodgerblue\")\n",
"plt.legend([\"Lattice Lookup\"])\n",
"plt.title(\"Trust\")\n",
"plt.xlabel(\"Calibrated avg_rating\")\n",
"plt.ylabel(\"Calibrated num_reviews\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "RfniRZCHIvfK"
},
"source": [
"### Diminishing Returns\n",
"[Diminishing returns](https://en.wikipedia.org/wiki/Diminishing_returns) means that the marginal gain of increasing a certain feature value will decrease as we increase the value. In our case we expect that the `num_reviews` feature follows this pattern, so we can configure its calibrator accordingly. Notice that we can decompose diminishing returns into two sufficient conditions:\n",
"\n",
"- the calibrator is monotonicially increasing, and\n",
"- the calibrator is concave (setting `pwl_calibration_convexity=\"concave\"`).\n"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"execution": {
"iopub.execute_input": "2024-12-15T12:17:11.077793Z",
"iopub.status.busy": "2024-12-15T12:17:11.077335Z",
"iopub.status.idle": "2024-12-15T12:17:20.271847Z",
"shell.execute_reply": "2024-12-15T12:17:20.271109Z"
},
"id": "XQrM9BskY-wx"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Validation AUC: 0.7506535053253174\n",
"Testing AUC: 0.8575603365898132\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"keras.utils.set_random_seed(42)\n",
"model_config = tfl.configs.CalibratedLatticeConfig(\n",
" feature_configs=[\n",
" tfl.configs.FeatureConfig(\n",
" name=\"num_reviews\",\n",
" lattice_size=3,\n",
" monotonicity=\"increasing\",\n",
" pwl_calibration_convexity=\"concave\",\n",
" pwl_calibration_num_keypoints=32,\n",
" reflects_trust_in=[\n",
" tfl.configs.TrustConfig(\n",
" feature_name=\"avg_rating\", trust_type=\"edgeworth\"\n",
" ),\n",
" ],\n",
" ),\n",
" tfl.configs.FeatureConfig(\n",
" name=\"avg_rating\",\n",
" lattice_size=3,\n",
" monotonicity=\"increasing\",\n",
" pwl_calibration_num_keypoints=32,\n",
" ),\n",
" tfl.configs.FeatureConfig(\n",
" name=\"dollar_rating\",\n",
" lattice_size=3,\n",
" pwl_calibration_num_keypoints=4,\n",
" vocabulary_list=dollar_ratings_vocab,\n",
" num_buckets=len(dollar_ratings_vocab),\n",
" monotonicity=[(\"D\", \"DD\")],\n",
" ),\n",
" ],\n",
" output_calibration=True,\n",
" output_initialization=np.linspace(-2, 2, num=5),\n",
")\n",
"\n",
"tfl.premade_lib.set_feature_keypoints(\n",
" feature_configs=model_config.feature_configs,\n",
" feature_keypoints=feature_keypoints,\n",
" add_missing_feature_configs=False,\n",
")\n",
"tfl.premade_lib.set_categorical_monotonicities(model_config.feature_configs)\n",
"\n",
"outputs = tfl.premade.CalibratedLattice(\n",
" model_config=model_config, name=\"CalibratedLattice\"\n",
")(ordered_inputs)\n",
"tfl_model_3 = keras.Model(inputs=inputs, outputs=outputs)\n",
"tfl_model_3.compile(\n",
" loss=keras.losses.BinaryCrossentropy(from_logits=True),\n",
" metrics=[keras.metrics.AUC(from_logits=True, name=\"auc\")],\n",
" optimizer=keras.optimizers.Adam(LEARNING_RATE),\n",
")\n",
"tfl_model_3.fit(\n",
" ds_train,\n",
" epochs=100,\n",
" verbose=0\n",
")\n",
"analyze_model([(tfl_model_3, \"TFL3\")], from_logits=True)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "LSmzHkPUo9u5"
},
"source": [
"Notice how the testing metric improves by adding the concavity constraint. The prediction plot also better resembles the ground truth."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "SKe3UHX6pUjw"
},
"source": [
"### Smoothing Calibrators\n",
"We notice in the prediction curves above that even though the output is monotonic in specified features, the changes in the slopes are abrupt and hard to interpret. That suggests we might want to consider smoothing this calibrator using a regularizer setup in the `regularizer_configs`.\n",
"\n",
"Here we apply a `hessian` regularizer to make the calibration more linear. You can also use the `laplacian` regularizer to flatten the calibrator and the `wrinkle` regularizer to reduce changes in the curvature.\n"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"execution": {
"iopub.execute_input": "2024-12-15T12:17:20.275207Z",
"iopub.status.busy": "2024-12-15T12:17:20.275006Z",
"iopub.status.idle": "2024-12-15T12:17:30.078787Z",
"shell.execute_reply": "2024-12-15T12:17:30.078081Z"
},
"id": "CxcCNxhkqC7u"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Validation AUC: 0.7562546730041504\n",
"Testing AUC: 0.8593733310699463\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"keras.utils.set_random_seed(42)\n",
"model_config = tfl.configs.CalibratedLatticeConfig(\n",
" feature_configs=[\n",
" tfl.configs.FeatureConfig(\n",
" name=\"num_reviews\",\n",
" lattice_size=3,\n",
" monotonicity=\"increasing\",\n",
" pwl_calibration_convexity=\"concave\",\n",
" pwl_calibration_num_keypoints=32,\n",
" regularizer_configs=[\n",
" tfl.configs.RegularizerConfig(name=\"calib_hessian\", l2=0.5),\n",
" ],\n",
" reflects_trust_in=[\n",
" tfl.configs.TrustConfig(\n",
" feature_name=\"avg_rating\", trust_type=\"edgeworth\"\n",
" ),\n",
" ],\n",
" ),\n",
" tfl.configs.FeatureConfig(\n",
" name=\"avg_rating\",\n",
" lattice_size=3,\n",
" monotonicity=\"increasing\",\n",
" pwl_calibration_num_keypoints=32,\n",
" regularizer_configs=[\n",
" tfl.configs.RegularizerConfig(name=\"calib_hessian\", l2=0.5),\n",
" ],\n",
" ),\n",
" tfl.configs.FeatureConfig(\n",
" name=\"dollar_rating\",\n",
" lattice_size=3,\n",
" pwl_calibration_num_keypoints=4,\n",
" vocabulary_list=dollar_ratings_vocab,\n",
" num_buckets=len(dollar_ratings_vocab),\n",
" monotonicity=[(\"D\", \"DD\")],\n",
" ),\n",
" ],\n",
" output_calibration=True,\n",
" output_initialization=np.linspace(-2, 2, num=5),\n",
" regularizer_configs=[\n",
" tfl.configs.RegularizerConfig(name=\"calib_hessian\", l2=0.1),\n",
" ],\n",
")\n",
"\n",
"tfl.premade_lib.set_feature_keypoints(\n",
" feature_configs=model_config.feature_configs,\n",
" feature_keypoints=feature_keypoints,\n",
" add_missing_feature_configs=False,\n",
")\n",
"tfl.premade_lib.set_categorical_monotonicities(model_config.feature_configs)\n",
"\n",
"outputs = tfl.premade.CalibratedLattice(\n",
" model_config=model_config, name=\"CalibratedLattice\"\n",
")(ordered_inputs)\n",
"tfl_model_4 = keras.Model(inputs=inputs, outputs=outputs)\n",
"tfl_model_4.compile(\n",
" loss=keras.losses.BinaryCrossentropy(from_logits=True),\n",
" metrics=[keras.metrics.AUC(from_logits=True, name=\"auc\")],\n",
" optimizer=keras.optimizers.Adam(LEARNING_RATE),\n",
")\n",
"tfl_model_4.fit(ds_train, epochs=100, verbose=0)\n",
"analyze_model([(tfl_model_4, \"TFL4\")], from_logits=True)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "HHpp4goLvuPi"
},
"source": [
"The calibrators are now smooth, and the overall estimated CTR better matches the ground truth. This is reflected both in the testing metric and in the contour plots."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "TLOGDrYY0hH7"
},
"source": [
"Here you can see the results of each step as we added domain-specific constraints and regularizers to the model."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"execution": {
"iopub.execute_input": "2024-12-15T12:17:30.082445Z",
"iopub.status.busy": "2024-12-15T12:17:30.081839Z",
"iopub.status.idle": "2024-12-15T12:17:49.864099Z",
"shell.execute_reply": "2024-12-15T12:17:49.863430Z"
},
"id": "nUEuihX815ix"
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"analyze_model(\n",
" [\n",
" (tfl_model_0, \"TFL0\"),\n",
" (tfl_model_1, \"TFL1\"),\n",
" (tfl_model_2, \"TFL2\"),\n",
" (tfl_model_3, \"TFL3\"),\n",
" (tfl_model_4, \"TFL4\"),\n",
" ],\n",
" from_logits=True,\n",
" print_metrics=False,\n",
")"
]
}
],
"metadata": {
"colab": {
"collapsed_sections": [],
"name": "shape_constraints.ipynb",
"private_outputs": true,
"provenance": [],
"toc_visible": true
},
"kernelspec": {
"display_name": "Python 3",
"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": "3.9.21"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
\n",
" ![]() | \n",
" \n",
" ![]() | \n",
" \n",
" ![]() | \n",
" \n",
" ![]() | \n",
"
🌲 Try YDF, the successor of\n", " TensorFlow\n", " Decision Forests using the same algorithms but with more features and faster\n", " training!\n", "
\n", "\n",
"
\n",
"\n",
"
\n",
" \n",
" \n", " Old code
\n", "\n", "import tensorflow_decision_forests as tfdf\n", "\n", "tf_ds = tfdf.keras.pd_dataframe_to_tf_dataset(ds, label=\"l\")\n", "model = tfdf.keras.RandomForestModel(label=\"l\")\n", "model.fit(tf_ds)\n", "\n", "
\n",
"
\n",
"\n", " New code
\n", "\n", "import ydf\n", "\n", "model = ydf.RandomForestLearner(label=\"l\").train(ds)\n", "\n", "
(Learn more in the migration\n", " guide)
\n" ], "text/plain": [ "