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CuPy 14 is releasing soon and properly supports installations with only CUDA wheels. This support will come via the cuda-pathfinder project. Once CuPy 14 is out, upgrading it in an existing cuML environment would patch this (e.g., having cuML or cuDF 26.02 but bumping CuPy in your own env). Existing RAPIDS packages pin `cupy>=13.6`, which would resolve to 14 in a new environment or upgrade. This will be autofixed, effectively. Unfortunately, Brev doesn't have a system CUDA installed, or at least is not in GCP machines.\n", + "\n", + "The `pyproject.toml` file should look like this:\n", + "\n", + "```toml\n", + "[project]\n", + "name = \"ray-cuml\"\n", + "version = \"0.1.0\"\n", + "requires-python = \"==3.13.*\"\n", + "dependencies = [\n", + " \"ray[default]==2.53.0\",\n", + " \"ray[data]==2.53.0\",\n", + " \"ray[train]==2.53.0\",\n", + " \"ray[tune]==2.53.0\",\n", + " \"cuml-cu12==26.2.*\", # Change cu12 to cu13 if you have CUDA 13.x\n", + " \"jupyterlab-nvdashboard\",\n", + " \"ipykernel\",\n", + "]\n", + "```\n", + "\n", + "3. Install Dependencies\n", + "\n", + "```bash\n", + "uv sync\n", + "```\n", + "\n", + "#### Enable Jupyter nvdashboard\n", + "\n", + "We can use the `jupyterlab-nvdashboard` extension monitor GPU usage in Jupyter\n", + "\n", + "To be able to enable the `nvdashboard` jupyter extension, installed in as part of the setup, \n", + "\n", + "1. Restart Jupyter: `sudo systemctl restart jupyter.service`\n", + "2. Exit and reopen the notebook or refresh your browser" + ] + }, + { + "cell_type": "markdown", + "id": "0bee8292", + "metadata": {}, + "source": [ + "## Getting Started\n", + "\n", + "Open a new notebook to get started with this example.\n", + "\n", + "You should now see a button on the left panel that looks like a GPU, which will give you several dashboards to choose from. For the sake of this example, we will look at GPU memory and GPU Utilization.\n", + "\n", + "![GPU Dashboard Button](../../_static/images/examples/cuml-ray-hpo/nvdashboard.png)\n" + ] + }, + { + "cell_type": "markdown", + "id": "28930e22", + "metadata": {}, + "source": [ + "### Data Preparation\n", + "\n", + "Copy the `get_data.py` script provided in the `setup` directory to your current jupyter working directory.\n", + "\n", + "Download the airline dataset. The script supports both a small dataset (for quick testing) and a full dataset (20M rows). By default, it downloads the small dataset. Use the `--full-dataset` flag for the complete dataset. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "497cff32", + "metadata": {}, + "outputs": [], + "source": [ + "! python get_data.py --full-dataset ## for a smaller dataset remove --full-dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "04ef550b", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import ray\n", + "from cuml.ensemble import RandomForestClassifier\n", + "from cuml.metrics import accuracy_score\n", + "from ray import tune\n", + "from ray.tune import RunConfig, TuneConfig\n", + "from sklearn.model_selection import train_test_split" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fa20b00a", + "metadata": {}, + "outputs": [], + "source": [ + "def train_rf(config, data_dict):\n", + " \"\"\"\n", + " Training function for Ray Tune.\n", + "\n", + " Args:\n", + " config: Dictionary of hyperparameters from Ray Tune\n", + " data_dict: Dictionary containing training and test data (NumPy arrays)\n", + " \"\"\"\n", + " # Extract data\n", + " X_train = data_dict[\"X_train\"]\n", + " X_test = data_dict[\"X_test\"]\n", + " y_train = data_dict[\"y_train\"]\n", + " y_test = data_dict[\"y_test\"]\n", + "\n", + " # Initialize cuML Random Forest with hyperparameters from config\n", + " rf = RandomForestClassifier(\n", + " n_estimators=config[\"n_estimators\"],\n", + " max_depth=config[\"max_depth\"],\n", + " max_features=config[\"max_features\"],\n", + " random_state=42,\n", + " )\n", + "\n", + " # Train the model\n", + " rf.fit(X_train, y_train)\n", + "\n", + " # Evaluate on test set\n", + " predictions = rf.predict(X_test)\n", + "\n", + " # Calculate accuracy using cuML's metric function\n", + " score = accuracy_score(y_test, predictions)\n", + "\n", + " # Report metrics back to Ray Tune\n", + " return {\"accuracy\": score}" + ] + }, + { + "cell_type": "markdown", + "id": "b7fce0d3", + "metadata": {}, + "source": [ + "## Ray Tune Hyperparameter Search\n", + "\n", + "Now we'll set up Ray Tune to search for optimal hyperparameters. Ray Tune will run multiple trials in parallel, each testing different combinations of hyperparameters. Each trial will train a cuML Random Forest model on a GPU and evaluate its performance.\n", + "\n", + "**Important**: Modify the following according to your setup:\n", + "- `ray.init()` parameters: Adjust `num_cpus` and `num_gpus` based on your available resources if you are not using the Brev instance indicated. \n", + "- `storage_path` in `RunConfig`: Set a valid local path to save Ray Tune results\n", + "- `resources` in `tune.with_resources()`: Configure CPU and GPU allocation per trial\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2a53ea8d", + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize Ray with resource constraints\n", + "# Note: If you see a FutureWarning about RAY_ACCEL_ENV_VAR_OVERRIDE_ON_ZERO, that's okay -\n", + "# it's just informing you about future Ray behavior changes and doesn't affect functionality.\n", + "ray.init(num_cpus=8, num_gpus=4)\n", + "\n", + "# use airlines_small.parquet if you downloaded the small dataset\n", + "df = pd.read_parquet(\"data/airlines.parquet\")\n", + "\n", + "# Define the target label\n", + "label = \"ArrDelayBinary\"\n", + "\n", + "# Prepare features and target\n", + "X = df.drop(columns=[label]) # All columns except the target\n", + "y = df[label] # Just the target column\n", + "\n", + "\n", + "# Split into train and test sets\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " X, y, test_size=0.2, random_state=42\n", + ")\n", + "\n", + "# TODO CHECK IF WE SHOULD CONVERT TO NUMPY ARRAYS FOR Ray Tune FOR zero copy efficiency on CPU?\n", + "# https://docs.ray.io/en/latest/ray-core/objects.html#fetching-object-data\n", + "\n", + "# Store data in a dictionary to pass to training function\n", + "data_dict = {\"X_train\": X_train, \"X_test\": X_test, \"y_train\": y_train, \"y_test\": y_test}" + ] + }, + { + "cell_type": "markdown", + "id": "2c3cf300", + "metadata": {}, + "source": [ + "**Access Ray Dashboard**: The dashboard is available at `http://127.0.0.1:8265` on the Brev instance. To access it from your local machine, run in your local terminal:\n", + "\n", + "```bash\n", + "brev port-forward -p 8265:8265\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b656bfd8", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "\n", + "# Define hyperparameter search space\n", + "search_space = {\n", + " \"n_estimators\": tune.grid_search([50, 100]),\n", + " \"max_depth\": tune.grid_search([10, 20]),\n", + " \"max_features\": tune.grid_search([0.5, 1.0]),\n", + "}\n", + "\n", + "# Using default random search algorithm\n", + "tune_config = TuneConfig(\n", + " metric=\"accuracy\",\n", + " mode=\"max\",\n", + ")\n", + "\n", + "run_config = RunConfig(\n", + " name=\"rf_hyperparameter_tuning_real_data\",\n", + " storage_path=os.path.abspath(\"/ray_results\"),\n", + ")\n", + "\n", + "# Create a trainable with resources\n", + "trainable = tune.with_resources(\n", + " tune.with_parameters(train_rf, data_dict=data_dict),\n", + " resources={\"cpu\": 2, \"gpu\": 1}, # Each trial uses 1 GPU and 2 CPUs\n", + ")\n", + "\n", + "# Run the hyperparameter tuning\n", + "tuner = tune.Tuner(\n", + " trainable,\n", + " param_space=search_space,\n", + " tune_config=tune_config,\n", + " run_config=run_config,\n", + ")\n", + "\n", + "results = tuner.fit()\n", + "\n", + "# Get the best result\n", + "best_result = results.get_best_result(metric=\"accuracy\", mode=\"max\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7137255d", + "metadata": {}, + "outputs": [], + "source": [ + "# Display results\n", + "\n", + "print(\"Best hyperparameters found:\")\n", + "print(f\" n_estimators: {best_result.config['n_estimators']}\")\n", + "print(f\" max_depth: {best_result.config['max_depth']}\")\n", + "print(f\" max_features: {best_result.config['max_features']}\")\n", + "print(f\"Best test accuracy: {best_result.metrics['accuracy']:.4f}\")\n", + "print()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "12da1849", + "metadata": {}, + "outputs": [], + "source": [ + "# Clean up Ray results directory\n", + "import os\n", + "import shutil\n", + "\n", + "ray_results_path = \"/ray_results\"\n", + "if os.path.exists(ray_results_path):\n", + " print(f\"Cleaning Ray results directory: {ray_results_path}\")\n", + " shutil.rmtree(ray_results_path)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "507ad5e2", + "metadata": {}, + "outputs": [], + "source": [ + "# Shutdown Ray\n", + "ray.shutdown()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "name": "python", + "version": "3.13.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/source/examples/cuml-ray-hpo/setup/get_data.py b/source/examples/cuml-ray-hpo/setup/get_data.py new file mode 100644 index 00000000..bbab50e1 --- /dev/null +++ b/source/examples/cuml-ray-hpo/setup/get_data.py @@ -0,0 +1,71 @@ +import argparse +import os +from urllib.request import urlretrieve + +# If script is in setup/, use parent directory; otherwise use script directory or cwd +_script_dir = os.path.dirname(os.path.abspath(__file__)) +if os.path.basename(_script_dir) == "setup": + # Script is in setup/ directory, use parent directory + _data_dir = os.path.join(os.path.dirname(_script_dir), "data") +else: + # Script is not in expected location, use current working directory + _data_dir = os.path.join(os.getcwd(), "data") + + +def prepare_dataset(use_full_dataset=False): + """ + Download the airline dataset. + + Parameters + ---------- + use_full_dataset : bool, default=False + If True, downloads the full dataset (20M rows). + If False, downloads the small dataset. + """ + data_dir = _data_dir + + # Set filename based on dataset size + if use_full_dataset: + file_name = "airlines.parquet" + url = "https://data.rapids.ai/cloud-ml/airline_20000000.parquet" + else: + file_name = "airlines_small.parquet" + url = "https://data.rapids.ai/cloud-ml/airline_small.parquet" + + parquet_name = os.path.join(data_dir, file_name) + + if os.path.isfile(parquet_name): + print(f" > File already exists. Ready to load at {parquet_name}") + else: + # Ensure folder exists + os.makedirs(data_dir, exist_ok=True) + + def data_progress_hook(block_number, read_size, total_filesize): + if (block_number % 1000) == 0: + print( + f" > percent complete: { 100 * ( block_number * read_size ) / total_filesize:.2f}\r", + end="", + ) + return + + urlretrieve( + url=url, + filename=parquet_name, + reporthook=data_progress_hook, + ) + + print(f" > Download complete {file_name}") + + +if __name__ == "__main__": + parser = argparse.ArgumentParser( + description="Download airline dataset for cuML Ray HPO example" + ) + parser.add_argument( + "--full-dataset", + action="store_true", + help="Download the full dataset (20M rows) instead of the small dataset", + ) + args = parser.parse_args() + + prepare_dataset(use_full_dataset=args.full_dataset) diff --git a/source/examples/cuml-ray-hpo/setup/pyproject.toml b/source/examples/cuml-ray-hpo/setup/pyproject.toml new file mode 100644 index 00000000..275c80f7 --- /dev/null +++ b/source/examples/cuml-ray-hpo/setup/pyproject.toml @@ -0,0 +1,14 @@ +[project] +name = "ray-cuml" +version = "0.1.0" +requires-python = "==3.13.*" +dependencies = [ + "ray[default]==2.53.0", + "ray[data]==2.53.0", + "ray[train]==2.53.0", + "ray[tune]==2.53.0", + "cuml-cu12==26.2.*", + "jupyterlab-nvdashboard", + "ipykernel", + "ipywidgets" +] From 2ed991b0bf170c8c244d3902cbc83f2a3c8a79d4 Mon Sep 17 00:00:00 2001 From: ncclementi Date: Wed, 11 Feb 2026 19:35:58 -0500 Subject: [PATCH 2/8] fix grid search --- source/examples/cuml-ray-hpo/notebook.ipynb | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/source/examples/cuml-ray-hpo/notebook.ipynb b/source/examples/cuml-ray-hpo/notebook.ipynb index cd5e7835..4eb738d2 100644 --- a/source/examples/cuml-ray-hpo/notebook.ipynb +++ b/source/examples/cuml-ray-hpo/notebook.ipynb @@ -251,9 +251,9 @@ "\n", "# Define hyperparameter search space\n", "search_space = {\n", - " \"n_estimators\": tune.grid_search([50, 100]),\n", - " \"max_depth\": tune.grid_search([10, 20]),\n", - " \"max_features\": tune.grid_search([0.5, 1.0]),\n", + " \"n_estimators\": tune.grid_search([25, 50, 75, 100]),\n", + " \"max_depth\": tune.grid_search([10, 20, 30, 40]),\n", + " \"max_features\": tune.grid_search([0.25, 0.5, 0.75, 1.0]),\n", "}\n", "\n", "# Using default random search algorithm\n", From 07bd2e14665b607b3f2645882c7d29a3d176b071 Mon Sep 17 00:00:00 2001 From: ncclementi Date: Thu, 12 Feb 2026 18:41:44 -0500 Subject: [PATCH 3/8] update workflows to include uv and conda paths --- .../cuml-ray-hpo/active-nvdashboard.png | Bin 0 -> 259588 bytes .../cuml-ray-hpo/final_trial_status.png | Bin 0 -> 155237 bytes .../examples/cuml-ray-hpo/ray-dashboard.png | Bin 0 -> 298314 bytes source/examples/cuml-ray-hpo/notebook.ipynb | 230 +++++++++++++++++- source/examples/cuml-ray-hpo/setup/env.yaml | 14 ++ source/examples/index.md | 1 + 6 files changed, 232 insertions(+), 13 deletions(-) create mode 100644 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t(n8pk@wGLj_qh`xx;w$nDBj5AEmsYZ_Qs?jh`tN>SejXzRv3Hz`7dt2b^!nY literal 0 HcmV?d00001 diff --git a/source/examples/cuml-ray-hpo/notebook.ipynb b/source/examples/cuml-ray-hpo/notebook.ipynb index 4eb738d2..007efebf 100644 --- a/source/examples/cuml-ray-hpo/notebook.ipynb +++ b/source/examples/cuml-ray-hpo/notebook.ipynb @@ -31,9 +31,45 @@ "- Open the Notebook and navigate to a Jupyter terminal\n", "```\n", "\n", - "#### Environment Setup with uv (included in Brev)\n", + "#### Environment Setup\n", "\n", - "1. Check Your CUDA Version in the Jupyter terminal\n", + "`````{tab-set}\n", + "\n", + "````{tab-item} uv\n", + ":sync: uv\n", + "\n", + "1. Check for System CUDA Installation\n", + "\n", + "**Important**: uv pip installations require a system CUDA installation. Unlike conda installations which bundle CUDA libraries, pip-installed RAPIDS packages depend on CUDA runtime libraries being available on the system. The libraries will look for the NVIDIA Runtime Compiler library (e.g., for CUDA 12) in the system's library path. Check if CUDA is installed on your system:\n", + "\n", + "```bash\n", + "ls -ld /usr/local/cuda*\n", + "```\n", + "\n", + "If CUDA is installed, you should see output showing the CUDA directory (e.g., `/usr/local/cuda` or `/usr/local/cuda-12.x`). \n", + "\n", + "If no CUDA installation is found, check your operating system:\n", + "\n", + "```bash\n", + "cat /etc/os-release\n", + "```\n", + "\n", + "For Ubuntu systems, you can install CUDA using apt. Make sure to select the appropriate package that matches your system architecture (x86_64, ARM64, etc.) and your specific OS distribution and version. The example below shows the installation for Ubuntu 22.04 on x86_64. For other distributions and architectures, consult the [NVIDIA CUDA Installation Guide for Linux](https://docs.nvidia.com/cuda/cuda-installation-guide-linux/).\n", + "\n", + "```bash\n", + "# Add the NVIDIA apt repo\n", + "wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64/cuda-keyring_1.1-1_all.deb\n", + "sudo dpkg -i cuda-keyring_1.1-1_all.deb\n", + "sudo apt-get update\n", + "\n", + "# Install the CUDA Toolkit (specify the CUDA version that matches your driver - check nvidia-smi)\n", + "sudo apt-get -y install cuda-toolkit-12-8\n", + "```\n", + "\n", + "Once it finished, check `ls -ld /usr/local/cuda*`, you should see output such as `/usr/local/cuda-12.8` if CUDA is installed on your system.\n", + "\n", + "\n", + "2. Check Your CUDA Version in the Jupyter terminal\n", "\n", "Before installing dependencies, verify your CUDA version (shown in the top right corner of the output):\n", "\n", @@ -41,7 +77,7 @@ "nvidia-smi\n", "```\n", "\n", - "2. Create a file named `pyproject.toml` and copy the content below\n", + "3. Create a file named `pyproject.toml` and copy the content below\n", "\n", "Based on your CUDA version you have, modify the `cuML` package:\n", "\n", @@ -65,10 +101,11 @@ " \"cuml-cu12==26.2.*\", # Change cu12 to cu13 if you have CUDA 13.x\n", " \"jupyterlab-nvdashboard\",\n", " \"ipykernel\",\n", + " \"ipywidgets\",\n", "]\n", "```\n", "\n", - "3. Install Dependencies\n", + "4. Install Dependencies\n", "\n", "```bash\n", "uv sync\n", @@ -81,7 +118,98 @@ "To be able to enable the `nvdashboard` jupyter extension, installed in as part of the setup, \n", "\n", "1. Restart Jupyter: `sudo systemctl restart jupyter.service`\n", - "2. Exit and reopen the notebook or refresh your browser" + "2. Exit and reopen the notebook or refresh your browser\n", + "\n", + "````\n", + "\n", + "\n", + "````{tab-item} conda\n", + ":sync: conda\n", + "\n", + "When installing libraries with conda each individual CUDA library can be installed as a conda package. So we don't need to ensure any of the CUDA libraries already exist in `/usr/local/cuda`.\n", + "\n", + "1. Install JupyterLab nvdashboard Extension\n", + "\n", + "**Important**: Even though you're using conda for this setup, the JupyterLab nvdashboard extension must be installed using `uv` (which is already available in the system). This is because JupyterLab extensions need to be installed where the JupyterLab server runs, not where individual kernels run. In the current setup, the JupyterLab server runs from `/home/ubuntu/.venv/` (system uv environment), so we need to install the extension using `uv`:\n", + "\n", + "```bash\n", + "uv pip install jupyterlab_nvdashboard\n", + "\n", + "sudo systemctl restart jupyter.service\n", + "```\n", + "\n", + "Exit and reopen the notebook, and go back to a Jupyter terminal. \n", + "\n", + "2. Install Miniforge\n", + "\n", + "If you prefer to use `conda`, you need to install it first:\n", + "\n", + "```bash\n", + "curl -L -O \"https://github.com/conda-forge/miniforge/releases/latest/download/Miniforge3-$(uname)-$(uname -m).sh\"\n", + "\n", + "bash Miniforge3-$(uname)-$(uname -m).sh # Follow the prompts and choose yes to update your shell profile to automatically initialize conda\n", + "```\n", + "\n", + "```{note}\n", + "You'll need to source your `.bashrc` to make `conda` available in your current shell:\n", + "```\n", + "\n", + "```bash\n", + "source ~/.bashrc\n", + "```\n", + "\n", + "3. Check Your CUDA Version\n", + "\n", + "Check the CUDA version available on your system:\n", + "\n", + "```bash\n", + "nvidia-smi\n", + "```\n", + "\n", + "4. Create Environment File\n", + "\n", + "Create a file named `env.yaml` and copy the content below. Modify the `cuda-version` to match your CUDA version (e.g., `12.8` or `13.0`):\n", + "\n", + "```yaml\n", + "name: ray-cuml\n", + "channels:\n", + " - rapidsai\n", + " - conda-forge\n", + "dependencies:\n", + " - python=3.13\n", + " - \"ray-default=2.53.0\"\n", + " - \"ray-data=2.53.0\"\n", + " - \"ray-train=2.53.0\"\n", + " - \"ray-tune=2.53.0\"\n", + " - cuml=26.02\n", + " - \"cuda-version=12.8\" # Change to match your CUDA version (e.g., 12.8 or 13.0)\n", + " - ipykernel\n", + " - ipywidgets\n", + "```\n", + "\n", + "5. Create and Activate Conda Environment\n", + "\n", + "Create a new conda environment using the `env.yaml` file:\n", + "\n", + "```bash\n", + "conda env create -f env.yaml\n", + "\n", + "conda activate ray-cuml\n", + "```\n", + "\n", + "6. Install Jupyter Kernel\n", + "\n", + "Install the Jupyter kernel for this environment:\n", + "\n", + "```bash\n", + "python -m ipykernel install --user --name ray-cuml --display-name \"Python (ray-cuml)\" --env PATH \"$CONDA_PREFIX/bin:$PATH\"\n", + "```\n", + "\n", + "After running this, refresh your browser, open a new notebook and select the \"Python (ray-cuml)\" kernel.\n", + "\n", + "````\n", + "\n", + "`````" ] }, { @@ -234,12 +362,24 @@ "metadata": {}, "source": [ "**Access Ray Dashboard**: The dashboard is available at `http://127.0.0.1:8265` on the Brev instance. To access it from your local machine, run in your local terminal:\n", - "\n", + " \n", + "If you haven't already, make sure to run `brev login` in your terminal before executing the port-forward command below.\n", + " \n", "```bash\n", "brev port-forward -p 8265:8265\n", "```" ] }, + { + "cell_type": "markdown", + "id": "9d1cf88d", + "metadata": {}, + "source": [ + "```{note}\n", + "Before running the code below, make sure to modify the `storage_path` in the `RunConfig` to your desired location where Ray Tune results will be saved.\n", + "```" + ] + }, { "cell_type": "code", "execution_count": null, @@ -251,9 +391,9 @@ "\n", "# Define hyperparameter search space\n", "search_space = {\n", - " \"n_estimators\": tune.grid_search([25, 50, 75, 100]),\n", - " \"max_depth\": tune.grid_search([10, 20, 30, 40]),\n", - " \"max_features\": tune.grid_search([0.25, 0.5, 0.75, 1.0]),\n", + " \"n_estimators\": tune.grid_search([50, 100]),\n", + " \"max_depth\": tune.grid_search([20, 40]),\n", + " \"max_features\": tune.grid_search([0.5, 1.0]),\n", "}\n", "\n", "# Using default random search algorithm\n", @@ -287,6 +427,50 @@ "best_result = results.get_best_result(metric=\"accuracy\", mode=\"max\")" ] }, + { + "cell_type": "markdown", + "id": "ae712729", + "metadata": {}, + "source": [ + "#### Dashboard action \n", + "\n", + "While the hyperparameter tuning is running, you should see activity on the nvdashboard in the notebook:\n", + "\n", + "![Active nvdashboard](../../_static/images/examples/cuml-ray-hpo/active-nvdashboard.png)\n", + "\n", + "and if you check the Ray dashboard, on the cluster tab you'll see:\n", + "\n", + "![Ray Dashboard](../../_static/images/examples/cuml-ray-hpo/ray-dashboard.png)\n" + ] + }, + { + "cell_type": "markdown", + "id": "a46c4db4", + "metadata": {}, + "source": [ + "When it completes you will notice that all the trials status are marked as `TERMINATED`, for the example above the whole HPO took ~13 min\n", + "\n", + "![Final Trial Status](../../_static/images/examples/cuml-ray-hpo/final_trial_status.png)\n" + ] + }, + { + "cell_type": "markdown", + "id": "7a071939", + "metadata": {}, + "source": [ + "````{note}\n", + "When running this notebook with a Conda environment, you may see messages like the following appear in your output while Ray hyperparameter trials are running:\n", + " \n", + "```\n", + "(raylet) I0000 00:00:1770938640.198717 34590 chttp2_transport.cc:1182] ipv4:10.128.0.35:33125: Got goaway [2]\n", + "err=UNAVAILABLE:GOAWAY received; Error code: 2; Debug Text: Cancelling all calls {grpc_status:14, http2_error:2,\n", + "created_time:\"2026-02-12T23:24:00.198711281+00:00\"}\n", + "```\n", + " \n", + "These types of messages can safely be ignored—they do not affect the end result of the notebook or the hyperparameter tuning process.\n", + "````" + ] + }, { "cell_type": "code", "execution_count": null, @@ -300,8 +484,29 @@ "print(f\" n_estimators: {best_result.config['n_estimators']}\")\n", "print(f\" max_depth: {best_result.config['max_depth']}\")\n", "print(f\" max_features: {best_result.config['max_features']}\")\n", - "print(f\"Best test accuracy: {best_result.metrics['accuracy']:.4f}\")\n", - "print()" + "print(f\"Best test accuracy: {best_result.metrics['accuracy']:.4f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "9447538c", + "metadata": {}, + "source": [ + "```txt\n", + "Best hyperparameters found:\n", + " n_estimators: 100\n", + " max_depth: 40\n", + " max_features: 0.5\n", + "Best test accuracy: 0.8855\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "ba4c4997", + "metadata": {}, + "source": [ + "### Clean up Ray results directory" ] }, { @@ -311,7 +516,6 @@ "metadata": {}, "outputs": [], "source": [ - "# Clean up Ray results directory\n", "import os\n", "import shutil\n", "\n", @@ -328,7 +532,7 @@ "metadata": {}, "outputs": [], "source": [ - "# Shutdown Ray\n", + "# Shutdown the Ray cluster\n", "ray.shutdown()" ] } diff --git a/source/examples/cuml-ray-hpo/setup/env.yaml b/source/examples/cuml-ray-hpo/setup/env.yaml new file mode 100644 index 00000000..c5fc04ea --- /dev/null +++ b/source/examples/cuml-ray-hpo/setup/env.yaml @@ -0,0 +1,14 @@ +name: ray-cuml +channels: + - rapidsai + - conda-forge +dependencies: + - python=3.13 + - "ray-default=2.53.0" + - "ray-data=2.53.0" + - "ray-train=2.53.0" + - "ray-tune=2.53.0" + - cuml=26.02 + - "cuda-version=13.0" + - ipykernel + - ipywidgets diff --git a/source/examples/index.md b/source/examples/index.md index 737b338c..2dcc2c27 100644 --- a/source/examples/index.md +++ b/source/examples/index.md @@ -25,4 +25,5 @@ cuml-snowflake-nb/notebook rapids-coiled-cudf/notebook rapids-morpheus-pipeline/notebook lulc-classification-gpu/notebook +cuml-ray-hpo/notebook ``` From 28a83722a1ba4b06b69335f3bb3a38b4b98e1171 Mon Sep 17 00:00:00 2001 From: ncclementi Date: Thu, 12 Feb 2026 18:49:35 -0500 Subject: [PATCH 4/8] clean up --- source/examples/cuml-ray-hpo/notebook.ipynb | 3 --- 1 file changed, 3 deletions(-) diff --git a/source/examples/cuml-ray-hpo/notebook.ipynb b/source/examples/cuml-ray-hpo/notebook.ipynb index 007efebf..709774b6 100644 --- a/source/examples/cuml-ray-hpo/notebook.ipynb +++ b/source/examples/cuml-ray-hpo/notebook.ipynb @@ -84,7 +84,6 @@ "- **CUDA 12.x**: Use `cuml-cu12==26.2.*`\n", "- **CUDA 13.x**: Change to `cuml-cu13==26.2.*`\n", "\n", - "> **TODO (BLOCKED)**: CuPy 13 requires a system CUDA install (or conda, but not relevant here). CuPy 14 is releasing soon and properly supports installations with only CUDA wheels. This support will come via the cuda-pathfinder project. Once CuPy 14 is out, upgrading it in an existing cuML environment would patch this (e.g., having cuML or cuDF 26.02 but bumping CuPy in your own env). Existing RAPIDS packages pin `cupy>=13.6`, which would resolve to 14 in a new environment or upgrade. This will be autofixed, effectively. Unfortunately, Brev doesn't have a system CUDA installed, or at least is not in GCP machines.\n", "\n", "The `pyproject.toml` file should look like this:\n", "\n", @@ -349,8 +348,6 @@ " X, y, test_size=0.2, random_state=42\n", ")\n", "\n", - "# TODO CHECK IF WE SHOULD CONVERT TO NUMPY ARRAYS FOR Ray Tune FOR zero copy efficiency on CPU?\n", - "# https://docs.ray.io/en/latest/ray-core/objects.html#fetching-object-data\n", "\n", "# Store data in a dictionary to pass to training function\n", "data_dict = {\"X_train\": X_train, \"X_test\": X_test, \"y_train\": y_train, \"y_test\": y_test}" From 88f770577c597455d967b735cdeca0446d1df8a0 Mon Sep 17 00:00:00 2001 From: ncclementi Date: Thu, 12 Feb 2026 19:11:27 -0500 Subject: [PATCH 5/8] add tags --- source/examples/cuml-ray-hpo/notebook.ipynb | 53 ++++++++++++++++++--- 1 file changed, 47 insertions(+), 6 deletions(-) diff --git a/source/examples/cuml-ray-hpo/notebook.ipynb b/source/examples/cuml-ray-hpo/notebook.ipynb index 709774b6..c6af86c3 100644 --- a/source/examples/cuml-ray-hpo/notebook.ipynb +++ b/source/examples/cuml-ray-hpo/notebook.ipynb @@ -1,23 +1,56 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "6d73b12e-ebaf-42a1-8019-7e9c8f948f7a", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "library/cuml", + "library/ray", + "workflow/hpo", + "workflow/randomforest" + ] + }, + "source": [ + "# HPO for Random Forest with Ray Tune and cuML" + ] + }, { "cell_type": "markdown", "id": "a930ecf7", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "cuml", + "ray", + "hpo" + ] + }, "source": [ - "# HPO for Random Forest with Ray Tune and cuML\n", - "\n", "This notebook demonstrates how to perform hyperparameter optimization (HPO) for a Random Forest classifier using Ray Tune and cuML. We'll use Ray Tune to efficiently search through hyperparameter combinations while leveraging cuML's GPU-accelerated Random Forest implementation for faster training.\n", "\n", "## Problem Overview\n", "\n", - "We're solving a binary classification problem using the airline dataset, where we predict flight delays. The goal is to find the optimal hyperparameters (number of estimators, max depth, and max features) that maximize the model's accuracy. Ray Tune will orchestrate multiple training trials in parallel, each testing different hyperparameter combinations, while cuML provides GPU acceleration for each individual model training.\n" + "We're solving a binary classification problem using the airline dataset, where we predict flight delays. The goal is to find the optimal hyperparameters (number of estimators, max depth, and max features) that maximize the model's accuracy. Ray Tune will orchestrate multiple training trials in parallel, each testing different hyperparameter combinations, while cuML provides GPU acceleration for each individual model training." ] }, { "cell_type": "markdown", "id": "bee88f22", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "### Setup Instructions\n", "\n", @@ -536,12 +569,20 @@ ], "metadata": { "kernelspec": { - "display_name": ".venv", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", "version": "3.13.7" } }, From 6cd151f7fae27289344db7df19d72a32a3716e2f Mon Sep 17 00:00:00 2001 From: ncclementi Date: Fri, 13 Feb 2026 10:16:31 -0500 Subject: [PATCH 6/8] fix typo in type of code block --- source/examples/cuml-ray-hpo/notebook.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/source/examples/cuml-ray-hpo/notebook.ipynb b/source/examples/cuml-ray-hpo/notebook.ipynb index c6af86c3..7db511f5 100644 --- a/source/examples/cuml-ray-hpo/notebook.ipynb +++ b/source/examples/cuml-ray-hpo/notebook.ipynb @@ -522,7 +522,7 @@ "id": "9447538c", "metadata": {}, "source": [ - "```txt\n", + "```text\n", "Best hyperparameters found:\n", " n_estimators: 100\n", " max_depth: 40\n", From c8d8e90cdb1c7dc094dfb1b8b5dc4758e8c527bf Mon Sep 17 00:00:00 2001 From: ncclementi Date: Tue, 17 Feb 2026 19:15:07 -0500 Subject: [PATCH 7/8] adapt uv pip install since cupy 14 is live --- source/examples/cuml-ray-hpo/notebook.ipynb | 37 ++------------------- 1 file changed, 3 insertions(+), 34 deletions(-) diff --git a/source/examples/cuml-ray-hpo/notebook.ipynb b/source/examples/cuml-ray-hpo/notebook.ipynb index 7db511f5..97d34529 100644 --- a/source/examples/cuml-ray-hpo/notebook.ipynb +++ b/source/examples/cuml-ray-hpo/notebook.ipynb @@ -71,38 +71,7 @@ "````{tab-item} uv\n", ":sync: uv\n", "\n", - "1. Check for System CUDA Installation\n", - "\n", - "**Important**: uv pip installations require a system CUDA installation. Unlike conda installations which bundle CUDA libraries, pip-installed RAPIDS packages depend on CUDA runtime libraries being available on the system. The libraries will look for the NVIDIA Runtime Compiler library (e.g., for CUDA 12) in the system's library path. Check if CUDA is installed on your system:\n", - "\n", - "```bash\n", - "ls -ld /usr/local/cuda*\n", - "```\n", - "\n", - "If CUDA is installed, you should see output showing the CUDA directory (e.g., `/usr/local/cuda` or `/usr/local/cuda-12.x`). \n", - "\n", - "If no CUDA installation is found, check your operating system:\n", - "\n", - "```bash\n", - "cat /etc/os-release\n", - "```\n", - "\n", - "For Ubuntu systems, you can install CUDA using apt. Make sure to select the appropriate package that matches your system architecture (x86_64, ARM64, etc.) and your specific OS distribution and version. The example below shows the installation for Ubuntu 22.04 on x86_64. For other distributions and architectures, consult the [NVIDIA CUDA Installation Guide for Linux](https://docs.nvidia.com/cuda/cuda-installation-guide-linux/).\n", - "\n", - "```bash\n", - "# Add the NVIDIA apt repo\n", - "wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64/cuda-keyring_1.1-1_all.deb\n", - "sudo dpkg -i cuda-keyring_1.1-1_all.deb\n", - "sudo apt-get update\n", - "\n", - "# Install the CUDA Toolkit (specify the CUDA version that matches your driver - check nvidia-smi)\n", - "sudo apt-get -y install cuda-toolkit-12-8\n", - "```\n", - "\n", - "Once it finished, check `ls -ld /usr/local/cuda*`, you should see output such as `/usr/local/cuda-12.8` if CUDA is installed on your system.\n", - "\n", - "\n", - "2. Check Your CUDA Version in the Jupyter terminal\n", + "1. Check Your CUDA Version in the Jupyter terminal\n", "\n", "Before installing dependencies, verify your CUDA version (shown in the top right corner of the output):\n", "\n", @@ -110,7 +79,7 @@ "nvidia-smi\n", "```\n", "\n", - "3. Create a file named `pyproject.toml` and copy the content below\n", + "2. Create a file named `pyproject.toml` and copy the content below\n", "\n", "Based on your CUDA version you have, modify the `cuML` package:\n", "\n", @@ -137,7 +106,7 @@ "]\n", "```\n", "\n", - "4. Install Dependencies\n", + "3. Install Dependencies\n", "\n", "```bash\n", "uv sync\n", From 7626a894f3e7bb5f71fdd8e039537937d76b4b28 Mon Sep 17 00:00:00 2001 From: ncclementi Date: Fri, 6 Mar 2026 16:05:07 -0700 Subject: [PATCH 8/8] apply review suggestions --- source/examples/cuml-ray-hpo/notebook.ipynb | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/source/examples/cuml-ray-hpo/notebook.ipynb b/source/examples/cuml-ray-hpo/notebook.ipynb index 97d34529..147aae5e 100644 --- a/source/examples/cuml-ray-hpo/notebook.ipynb +++ b/source/examples/cuml-ray-hpo/notebook.ipynb @@ -220,7 +220,7 @@ "source": [ "## Getting Started\n", "\n", - "Open a new notebook to get started with this example.\n", + "Download this notebook and the `get_data.py`script from the side panel and upload them to Jupyter, then run through the notebook. \n", "\n", "You should now see a button on the left panel that looks like a GPU, which will give you several dashboards to choose from. For the sake of this example, we will look at GPU memory and GPU Utilization.\n", "\n", @@ -234,9 +234,9 @@ "source": [ "### Data Preparation\n", "\n", - "Copy the `get_data.py` script provided in the `setup` directory to your current jupyter working directory.\n", + "Make sure the `get_data.py` script is the same directory that current jupyter working directory. We will use this script to get the airline dataset.\n", "\n", - "Download the airline dataset. The script supports both a small dataset (for quick testing) and a full dataset (20M rows). By default, it downloads the small dataset. Use the `--full-dataset` flag for the complete dataset. " + "The script supports both a small dataset (for quick testing) and a full dataset (20M rows). By default, it downloads the small dataset. Use the `--full-dataset` flag for the complete dataset. " ] }, { @@ -403,7 +403,7 @@ "\n", "run_config = RunConfig(\n", " name=\"rf_hyperparameter_tuning_real_data\",\n", - " storage_path=os.path.abspath(\"/ray_results\"),\n", + " storage_path=os.path.abspath(\"output/ray_results\"),\n", ")\n", "\n", "# Create a trainable with resources\n", @@ -518,7 +518,7 @@ "import os\n", "import shutil\n", "\n", - "ray_results_path = \"/ray_results\"\n", + "ray_results_path = \"output/ray_results\"\n", "if os.path.exists(ray_results_path):\n", " print(f\"Cleaning Ray results directory: {ray_results_path}\")\n", " shutil.rmtree(ray_results_path)" @@ -552,7 +552,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.7" + "version": "3.12.7" } }, "nbformat": 4,