{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "4af1bb45", "metadata": { "execution": { "iopub.execute_input": "2026-05-11T22:10:00.469704Z", "iopub.status.busy": "2026-05-11T22:10:00.469645Z", "iopub.status.idle": "2026-05-11T22:10:00.486220Z", "shell.execute_reply": "2026-05-11T22:10:00.485799Z" }, "tags": [ "remove-input", "remove-output" ] }, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "\n", "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "id": "ba80ae65", "metadata": {}, "source": [ "# Embedding Refinement\n", "\n", "This page illustrates how to refine embeddings.\n", "\n", "## Basic Parameters\n", "\n", "All parameters that control the embedding space are attributes of the `GlassBoxUMAP` that can be set either during creation of the object or afterwards." ] }, { "cell_type": "code", "execution_count": 2, "id": "e5938958", "metadata": { "execution": { "iopub.execute_input": "2026-05-11T22:10:00.487341Z", "iopub.status.busy": "2026-05-11T22:10:00.487272Z", "iopub.status.idle": "2026-05-11T22:10:03.542106Z", "shell.execute_reply": "2026-05-11T22:10:03.541731Z" } }, "outputs": [], "source": [ "from glass_box_umap import GlassBoxUMAP\n", "\n", "# Set the number of neighbors to 25 (during construction)\n", "reducer = GlassBoxUMAP(n_neighbors=25)\n", "\n", "# Actually, let's use 20 (post-hoc)\n", "reducer.n_neighbors = 20" ] }, { "cell_type": "markdown", "id": "d780cdfa", "metadata": {}, "source": [ "For the full suite of options, see the API below.\n", "\n", ":::{admonition} GlassBoxUMAP API\n", ":class: api, dropdown\n", "\n", "From the {class}`API docs `:\n", "\n", "```{eval-rst}\n", ".. autoclass:: glass_box_umap.GlassBoxUMAP\n", " :noindex:\n", "```\n", ":::\n", "\n", ":::{note}\n", "All the default parameters match `umap-learn` defaults (as of umap-learn `v0.5.9.post2`).\n", ":::\n", "\n", ":::{note}\n", "If you want to use a parameter that's supported in standard UMAP but absent in Glass Box UMAP, please [file a feature request](https://github.com/Arcadia-Science/glass-box-umap/issues/new/choose).\n", ":::" ] }, { "cell_type": "markdown", "id": "f93dee38", "metadata": {}, "source": [ "## Parameters unique to Glass Box UMAP\n", "\n", "In addition to common UMAP parameters, Glass Box UMAP introduces unique parameters.\n", "\n", "| Name | Parameter | Description |\n", "| --- | --- | --- |\n", "| Epochs | `epochs` | Number of passes over the training data. |\n", "| Batch size | `batch_size` | Number of samples per training step. |\n", "| Encoder layers[^encoder_params] | `encoder_kwargs[\"n_hidden_layers\"]` | Number of hidden layers in the encoder MLP. |\n", "| Encoder hidden size[^encoder_params] | `encoder_kwargs[\"hidden_size\"]` | Width of each hidden layer in the encoder MLP. |\n", "| Learning rate | `lr` | Learning rate for the optimizer. |\n", "\n", "[^encoder_params]: The encoder layers and hidden size are configured via `encoder_kwargs`, e.g. `GlassBoxUMAP(encoder_kwargs={\"n_hidden_layers\": 4, \"hidden_size\": 256})`.\n", "\n", "**Epochs**\n", "\n", "Controlling the number of epochs exists in standard UMAP as well, but it carries more weight here. Standard UMAP optimizes a fixed table of point coordinates and converges quickly; Glass Box UMAP fits a neural network whose capacity needs enough training\n", "time to actually settle on a good embedding. As a result, `epochs` is the dominant cost knob in Glass Box UMAP and the parameter most worth tuning when results look underdeveloped.\n", "\n", "**Batch size**\n", "\n", "`batch_size` controls how many edges from the UMAP graph are sampled at each gradient step. Smaller batches mean more updates per epoch and noisier gradients; larger batches mean fewer, smoother updates. The default of 10,000 is large enough that small datasets see most of their graph in a single step, which is closer to full-batch gradient descent than to SGD. For small or moderately-sized datasets it is often worth dropping `batch_size` to inject more stochasticity into training.\n", "\n", "**Encoder layers**\n", "\n", "`n_hidden_layers` sets the depth of the default encoder MLP. Deeper encoders can express richer mappings between the input and the embedding, but they also have more freedom to find contorted layouts that satisfy the local UMAP loss without preserving global structure. Shallower encoders act as an implicit smoothness prior.\n", "\n", "**Encoder hidden size**\n", "\n", "`hidden_size` sets the width of each hidden layer in the default encoder MLP. Wider layers raise the encoder's capacity in much the same way that adding layers does. Reducing the width is the simplest way to constrain the encoder when its default capacity exceeds what the data's manifold actually needs.\n", "\n", "## Custom encoders\n", "\n", "The encoder parameters above apply to Glass Box UMAP's default encoder, a fully-connected MLP with PReLU activations and zero-bias linear layers. That structure is what makes the encoder locally linear and lets {meth}`compute_contributions ` return exact per-sample feature attributions. Glass Box UMAP also supports completely custom encoders, which can introduce inductive biases that match the structure of your data, such as a CNN for images. For more details, see [Custom Encoders](custom_encoders.ipynb)." ] }, { "cell_type": "markdown", "id": "044c44d0", "metadata": {}, "source": [ "## Swiss roll case study\n", "\n", "The swiss roll dataset is a 2D sheet of data that's been rolled up into a spiral in 3D. In other words, the data lives on a curved 2D surface, even though it occupies 3D space. It is a common benchmarking dataset used for assessing dimensionality reduction techniques, with the goal being to produce an embedding that unrolls the sheet to lay flat. Roughly speaking, it should look like a rectangular or roughly flat 2D cloud where color goes smoothly from one end to the other.\n", "\n", "In the [Embedding Comparison](embedding_comparison.ipynb) notebook, swiss roll is the dataset where Glass Box UMAP's default settings drift furthest from standard UMAP: the embedding tends to fold or twist instead of unrolling cleanly. We'll use it here as a case study for how the parameters introduced above can be used to refine the embedding.\n", "\n", "Below is the baseline result. The default encoder, batch size, and learning rate are all left untouched, and we plot the embedding colored by position along the manifold. A clean unrolling would show color varying smoothly along one axis with no folds." ] }, { "cell_type": "code", "execution_count": 3, "id": "40f24c30", "metadata": { "execution": { "iopub.execute_input": "2026-05-11T22:10:03.543702Z", "iopub.status.busy": "2026-05-11T22:10:03.543575Z", "iopub.status.idle": "2026-05-11T22:10:26.703777Z", "shell.execute_reply": "2026-05-11T22:10:26.703301Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from sklearn.datasets import make_swiss_roll\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "X_raw, t = make_swiss_roll(n_samples=1000, random_state=0)\n", "X = StandardScaler().fit_transform(X_raw).astype(np.float32)\n", "\n", "\n", "def plot_embedding(emb: np.ndarray, title: str) -> None:\n", " fig, ax = plt.subplots(figsize=(4, 4))\n", " ax.scatter(emb[:, 0], emb[:, 1], c=t, cmap=\"turbo\", s=4, linewidths=0)\n", " ax.set(title=title, xticks=[], yticks=[])\n", " ax.set_aspect(\"equal\")\n", " plt.show()\n", "\n", "\n", "def plot_against_default(emb: np.ndarray, title: str) -> None:\n", " fig, axes = plt.subplots(1, 2, figsize=(8, 3.6), constrained_layout=True)\n", " for ax, e, ttl in zip(axes, [emb_default, emb], [\"Default\", title]):\n", " ax.scatter(e[:, 0], e[:, 1], c=t, cmap=\"turbo\", s=4, linewidths=0)\n", " ax.set(title=ttl, xticks=[], yticks=[])\n", " ax.set_aspect(\"equal\")\n", " plt.show()\n", "\n", "\n", "emb_default = GlassBoxUMAP(random_state=0, quiet=True).fit_transform(X)\n", "plot_embedding(emb_default, \"Default\")" ] }, { "cell_type": "markdown", "id": "07c82f8d", "metadata": {}, "source": [ "The defaults produce an embedding that's recognizably swiss-roll-like but folded back on itself rather than fully unrolled. We'll work through several attempts at coaxing it flatter, starting with the natural single-knob first reaches and ending with the combination that actually works.\n", "\n", "### Single-knob attempts\n", "\n", "A higher learning rate is the most obvious thing to try. Raise `lr` two orders of magnitude, from `1e-3` to `1e-1`." ] }, { "cell_type": "code", "execution_count": 4, "id": "a92d833c", "metadata": { "execution": { "iopub.execute_input": "2026-05-11T22:10:26.704883Z", "iopub.status.busy": "2026-05-11T22:10:26.704792Z", "iopub.status.idle": "2026-05-11T22:10:43.765526Z", "shell.execute_reply": "2026-05-11T22:10:43.765081Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_against_default(\n", " GlassBoxUMAP(lr=1e-1, random_state=0, quiet=True).fit_transform(X),\n", " \"Higher lr only (1e-1)\",\n", ")" ] }, { "cell_type": "markdown", "id": "e3e03df7", "metadata": {}, "source": [ "Smaller batch size is another natural reach: more SGD steps per epoch, with more stochastic noise in each." ] }, { "cell_type": "code", "execution_count": 5, "id": "b9284691", "metadata": { "execution": { "iopub.execute_input": "2026-05-11T22:10:43.766763Z", "iopub.status.busy": "2026-05-11T22:10:43.766677Z", "iopub.status.idle": "2026-05-11T22:11:41.996640Z", "shell.execute_reply": "2026-05-11T22:11:41.996321Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_against_default(\n", " GlassBoxUMAP(batch_size=512, random_state=0, quiet=True).fit_transform(X),\n", " \"Smaller batch only (512)\",\n", ")" ] }, { "cell_type": "markdown", "id": "9728c930", "metadata": {}, "source": [ "Reducing the encoder's capacity is the third lever. Drop the default encoder from three hidden layers of 128 units to a single hidden layer of 64." ] }, { "cell_type": "code", "execution_count": 6, "id": "8b3fa156", "metadata": { "execution": { "iopub.execute_input": "2026-05-11T22:11:41.998015Z", "iopub.status.busy": "2026-05-11T22:11:41.997927Z", "iopub.status.idle": "2026-05-11T22:11:55.423203Z", "shell.execute_reply": "2026-05-11T22:11:55.422847Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_against_default(\n", " GlassBoxUMAP(\n", " encoder_kwargs={\"hidden_size\": 64, \"n_hidden_layers\": 1},\n", " random_state=0,\n", " quiet=True,\n", " ).fit_transform(X),\n", " \"Smaller encoder only (64 x 1)\",\n", ")" ] }, { "cell_type": "markdown", "id": "4a418c3c", "metadata": {}, "source": [ "Each of the three by itself leaves the embedding folded. Pairing any two of them is also not enough: below is one such pair, higher learning rate plus smaller batch, with the encoder left at its default." ] }, { "cell_type": "code", "execution_count": 7, "id": "5aa4fcf3", "metadata": { "execution": { "iopub.execute_input": "2026-05-11T22:11:55.424571Z", "iopub.status.busy": "2026-05-11T22:11:55.424470Z", "iopub.status.idle": "2026-05-11T22:12:54.973448Z", "shell.execute_reply": "2026-05-11T22:12:54.973041Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_against_default(\n", " GlassBoxUMAP(lr=1e-1, batch_size=512, random_state=0, quiet=True).fit_transform(X),\n", " \"Higher lr + smaller batch\",\n", ")" ] }, { "cell_type": "markdown", "id": "4482aeaf", "metadata": {}, "source": [ "### Combining all three\n", "\n", "Applying all three changes at once does unroll the manifold." ] }, { "cell_type": "code", "execution_count": 8, "id": "b3595a89", "metadata": { "execution": { "iopub.execute_input": "2026-05-11T22:12:54.974646Z", "iopub.status.busy": "2026-05-11T22:12:54.974559Z", "iopub.status.idle": "2026-05-11T22:13:38.653185Z", "shell.execute_reply": "2026-05-11T22:13:38.652725Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_against_default(\n", " GlassBoxUMAP(\n", " lr=1e-1,\n", " batch_size=512,\n", " encoder_kwargs={\"hidden_size\": 64, \"n_hidden_layers\": 1},\n", " random_state=0,\n", " quiet=True,\n", " ).fit_transform(X),\n", " \"lr=1e-1, batch=512, encoder=64x1\",\n", ")" ] }, { "cell_type": "markdown", "id": "fc43eaed", "metadata": {}, "source": [ "The manifold lays flat, with color varying smoothly from one end to the other --- better than what standard UMAP produces with its default settings (see the [Embedding Comparison](embedding_comparison.ipynb)).\n", "\n", "## Takeaways\n", "\n", "A few broader lessons fall out of this case study.\n", "\n", "Glass Box UMAP can have trouble matching the manifolds that standard UMAP finds. Because the embedding has to be expressible by a neural network, the encoder's architecture is itself a constraint on the space of reachable layouts. Some manifolds that standard UMAP unrolls comfortably with default settings are not within easy reach of a default-sized encoder, no matter how long it trains.\n", "\n", "Training a parametric model brings considerations that don't apply to standard UMAP. Standard UMAP optimizes a fixed table of point coordinates directly, so its tuning vocabulary is small. Glass Box UMAP optimizes a network's weights, which means concepts from neural network training such as encoder capacity, learning rate, batch size, and stochasticity become first-class levers. Many of the standard UMAP intuitions (increase epochs, decrease learning rate) don't transfer cleanly, and reaching for them first can be misleading.\n", "\n", "When defaults disappoint, think about training as a whole. The Swiss roll example is a sharp illustration that the relevant parameters interact: capacity governs which layouts the encoder can express, learning rate and batch size govern which the optimizer can reach. Changing one in isolation often leaves the others as the binding constraint. When tuning, it's worth varying capacity, step size, and stochasticity together rather than sweeping a single knob and concluding \"nothing helps\".\n", "\n", "## Monitoring training\n", "\n", "The thread running through this whole page is that Glass Box UMAP is, under the hood, training a neural network. That framing matters most on large datasets, where each fit can take meaningful time and where running the kind of parameter sweep we did above is expensive. In that regime, watching training dynamics as they unfold (loss curves, intermediate embeddings) is often the fastest way to tell whether a run is heading somewhere useful or whether it's worth stopping early and changing parameters. See [Monitoring Training](monitoring_training.ipynb) for the tools Glass Box UMAP provides for that." ] } ], "metadata": { "kernelspec": { "display_name": "glass-box-umap (3.13.1)", "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": "3.13.1" } }, "nbformat": 4, "nbformat_minor": 5 }