diff --git a/notebooks/01_quickstart.ipynb b/notebooks/01_quickstart.ipynb index da8c3e2..008a728 100644 --- a/notebooks/01_quickstart.ipynb +++ b/notebooks/01_quickstart.ipynb @@ -69,7 +69,7 @@ } ], "source": [ - "model = TMAP(metric=\"jaccard\", n_neighbors=20, kc=50, seed=42).fit(fps)\n", + "model = TMAP(metric=\"jaccard\",seed=42).fit(fps)\n", "\n", "print(model.embedding_.shape)\n", "print(model.tree_.edges.shape)\n" @@ -84,6 +84,14 @@ "Use `to_widget()` when you want an interactive Jupyter view.\n" ] }, + { + "cell_type": "markdown", + "id": "ede8ead6", + "metadata": {}, + "source": [ + "Note: If this is your first time using the notebook view (jupyter-scatter) you might need to restart the notebook or the VSCode extensions after installing." + ] + }, { "cell_type": "code", "execution_count": 3, @@ -93,19 +101,19 @@ "name": "stderr", "output_type": "stream", "text": [ - "/var/folders/zw/c0mr_7jx7t3bz1k6_9n9wh3r0000gn/T/ipykernel_83682/684963885.py:5: UserWarning: Edges are not supported in notebook mode yet and will be ignored.\n", + "/var/folders/zw/c0mr_7jx7t3bz1k6_9n9wh3r0000gn/T/ipykernel_37637/684963885.py:5: UserWarning: Edges are not supported in notebook mode yet and will be ignored.\n", " widget = viz.to_widget(width=1000, height=650, controls=True)\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "c968a1fae2dd4ca6b4b08e5e79da193e", + "model_id": "252e412c35304bca8b89c728ad5a8115", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "VBox(children=(HBox(children=(VBox(children=(, , " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.datasets import fetch_openml\n", + "\n", + "# fetch_openml caches into ~/scikit_learn_data on first run\n", + "mnist = fetch_openml(\"mnist_784\", version=1, as_frame=False, cache=True)\n", + "X_full = mnist.data.astype(np.float32) / 255.0\n", + "y_full = mnist.target.astype(int)\n", + "\n", + "# subsample 10k for fast cell execution\n", + "rng = np.random.default_rng(42)\n", + "idx = rng.choice(X_full.shape[0], size=10_000, replace=False)\n", + "X = X_full[idx]\n", + "y = y_full[idx]\n", + "\n", + "print(f\"X shape: {X.shape}\")\n", + "print(f\"y shape: {y.shape}, classes: {sorted(set(y))}\")\n", + "\n", + "# show a few digits\n", + "fig, axes = plt.subplots(1, 6, figsize=(8, 1.6))\n", + "for ax, img, label in zip(axes, X[:6], y[:6]):\n", + " ax.imshow(img.reshape(28, 28), cmap=\"gray\")\n", + " ax.set_title(str(label))\n", + " ax.axis(\"off\")\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "be490a79", + "metadata": {}, + "source": [ + "## Cosine\n", + "\n", + "Use cosine when your features are learned embeddings, sentence-transformer outputs, normalized vectors, or anything where the direction of the vector matters more than its magnitude. The vector length cancels out, so two scaled copies of the same point are treated as identical.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "92d05f31", + "metadata": { + "execution": { + "iopub.execute_input": "2026-04-30T10:02:29.895760Z", + "iopub.status.busy": "2026-04-30T10:02:29.895679Z", + "iopub.status.idle": "2026-04-30T10:02:34.270000Z", + "shell.execute_reply": "2026-04-30T10:02:34.269544Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "embedding shape: (10000, 2)\n", + "tree edges: 9999\n" + ] + } + ], + "source": [ + "from tmap import TMAP\n", + "\n", + "cosine_model = TMAP(metric=\"cosine\", n_neighbors=20, seed=42).fit(X)\n", + "print(f\"embedding shape: {cosine_model.embedding_.shape}\")\n", + "print(f\"tree edges: {cosine_model.tree_.edges.shape[0]}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "31ef7dfe", + "metadata": { + "execution": { + "iopub.execute_input": "2026-04-30T10:02:34.271115Z", + "iopub.status.busy": "2026-04-30T10:02:34.271033Z", + "iopub.status.idle": "2026-04-30T10:02:34.410193Z", + "shell.execute_reply": "2026-04-30T10:02:34.409471Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(7, 6))\n", + "cosine_model.plot_static(color_by=y, color_map=\"tab10\", point_size=4, ax=ax)\n", + "ax.set_title(\"MNIST, cosine TMAP\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "aedb2096", + "metadata": {}, + "source": [ + "## Euclidean\n", + "\n", + "Use euclidean when absolute magnitude matters: raw pixel intensities, sensor readings, anything where two vectors of different lengths really are different. On MNIST, raw pixels qualify, since brighter strokes carry information about how the digit was drawn.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "3932dab3", + "metadata": { + "execution": { + "iopub.execute_input": "2026-04-30T10:02:34.412137Z", + "iopub.status.busy": "2026-04-30T10:02:34.411975Z", + "iopub.status.idle": "2026-04-30T10:02:38.565094Z", + "shell.execute_reply": "2026-04-30T10:02:38.564752Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "embedding shape: (10000, 2)\n", + "tree edges: 9999\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "euclidean_model = TMAP(metric=\"euclidean\", n_neighbors=20, seed=42).fit(X)\n", + "print(f\"embedding shape: {euclidean_model.embedding_.shape}\")\n", + "print(f\"tree edges: {euclidean_model.tree_.edges.shape[0]}\")\n", + "\n", + "fig, ax = plt.subplots(figsize=(7, 6))\n", + "euclidean_model.plot_static(color_by=y, color_map=\"tab10\", point_size=4, ax=ax)\n", + "ax.set_title(\"MNIST, euclidean TMAP\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "0562d83e", + "metadata": {}, + "source": [ + "## Comparison\n", + "\n", + "Both metrics produce clear digit clusters. Cosine emphasizes shape (the direction of the pixel-intensity vector), so different stroke weights of the same digit land near each other. Euclidean emphasizes both shape and overall brightness, so lighter or thinner digits drift slightly away from heavier ones of the same class.\n", + "\n", + "There is no single \"better\" choice. If your features are normalized embeddings, start with cosine. If raw magnitudes carry information, start with euclidean.\n" + ] + }, + { + "cell_type": "markdown", + "id": "fb97758e", + "metadata": {}, + "source": [ + "## What about Jaccard?\n", + "\n", + "For binary fingerprints (molecular Morgan, MACCS, ECFP), use `metric=\"jaccard\"`. The estimator auto-routes to USearch with native Jaccard distance on the bits. See `08_cheminformatics.ipynb` for a full chemistry walkthrough.\n", + "\n", + "For sparse single-cell data, `metric=\"jaccard\"` with a CSR matrix routes to MinHash and LSHForest. See `05_single_cell.ipynb` for that path.\n" + ] + }, + { + "cell_type": "markdown", + "id": "e038d138", + "metadata": {}, + "source": [ + "## Next\n", + "\n", + "Now that you have a fitted TMAP, head to `04_new_functionalities.ipynb` to learn how to add new points, project held-out data, measure recall, and walk paths in the tree.\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tuputamadre", + "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": "3.12.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/04_new_functionalities.ipynb b/notebooks/04_new_functionalities.ipynb new file mode 100644 index 0000000..13f6dc2 --- /dev/null +++ b/notebooks/04_new_functionalities.ipynb @@ -0,0 +1,481 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "2cf66838", + "metadata": {}, + "source": [ + "# What's New in TMAP\n", + "\n", + "Once you have fit a TMAP, here is what you can do with it. Some of these features (incremental updates, tree paths, named distances) are things UMAP either cannot do or does not do as cleanly.\n", + "\n", + "We continue with the MNIST data from `03_continuous_embeddings.ipynb`: same 10k subsample, same cosine metric. The first 8,000 rows are the training set. The last 2,000 are held out for the `add_points` and `transform` demos.\n", + "\n", + "You will need scikit-learn (same as notebook 03).\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0494eb1e", + "metadata": { + "execution": { + "iopub.execute_input": "2026-04-30T10:10:26.579880Z", + "iopub.status.busy": "2026-04-30T10:10:26.579755Z", + "iopub.status.idle": "2026-04-30T10:10:33.810535Z", + "shell.execute_reply": "2026-04-30T10:10:33.810030Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "train: (8000, 784), held: (2000, 784)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base embedding: (8000, 2)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.datasets import fetch_openml\n", + "\n", + "from tmap import TMAP\n", + "\n", + "mnist = fetch_openml(\"mnist_784\", version=1, as_frame=False, cache=True)\n", + "X_full = mnist.data.astype(np.float32) / 255.0\n", + "y_full = mnist.target.astype(int)\n", + "\n", + "rng = np.random.default_rng(42)\n", + "idx = rng.choice(X_full.shape[0], size=10_000, replace=False)\n", + "X = X_full[idx]\n", + "y = y_full[idx]\n", + "\n", + "X_train, X_held = X[:8000], X[8000:]\n", + "y_train, y_held = y[:8000], y[8000:]\n", + "\n", + "print(f\"train: {X_train.shape}, held: {X_held.shape}\")\n", + "\n", + "model = TMAP(metric=\"cosine\", n_neighbors=20, seed=42, store_index=True).fit(X_train)\n", + "print(f\"base embedding: {model.embedding_.shape}\")\n", + "\n", + "fig, ax = plt.subplots(figsize=(7, 6))\n", + "model.plot_static(color_by=y_train, color_map=\"tab10\", point_size=4, ax=ax)\n", + "ax.set_title(\"Base TMAP (8k train)\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "8109f71f", + "metadata": {}, + "source": [ + "## 1. add_points\n", + "\n", + "`add_points` inserts new data into a fitted model and extends the tree and the 2D embedding in place. The model mutates: `embedding_` grows, `tree_` grows.\n", + "\n", + "Use this when you have new data arriving and you want it to integrate into the existing map without refitting from scratch.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3f625e5d", + "metadata": { + "execution": { + "iopub.execute_input": "2026-04-30T10:10:33.812038Z", + "iopub.status.busy": "2026-04-30T10:10:33.811897Z", + "iopub.status.idle": "2026-04-30T10:10:34.683438Z", + "shell.execute_reply": "2026-04-30T10:10:34.683032Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "embedding rows before: 8000, after: 10000\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "before = model.embedding_.shape[0]\n", + "model.add_points(X_held)\n", + "after = model.embedding_.shape[0]\n", + "print(f\"embedding rows before: {before}, after: {after}\")\n", + "\n", + "emb = model.embedding_\n", + "fig, ax = plt.subplots(figsize=(7, 6))\n", + "ax.scatter(emb[:before, 0], emb[:before, 1], c=\"lightgray\", s=4, label=\"original 8k\")\n", + "ax.scatter(emb[before:, 0], emb[before:, 1], c=\"crimson\", s=8, label=\"added 2k\")\n", + "ax.legend()\n", + "ax.set_title(\"After add_points: new points land near similar training points\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "5ae5a108", + "metadata": {}, + "source": [ + "## 2. transform\n", + "\n", + "`transform` projects new points onto the map without changing the model. Useful for dashboards or pipelines where you want stable coordinates that do not drift each time new data arrives.\n", + "\n", + "Returns coordinates only. Does not extend the tree, does not modify `embedding_`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5be1aab9", + "metadata": { + "execution": { + "iopub.execute_input": "2026-04-30T10:10:34.684787Z", + "iopub.status.busy": "2026-04-30T10:10:34.684670Z", + "iopub.status.idle": "2026-04-30T10:10:38.907854Z", + "shell.execute_reply": "2026-04-30T10:10:38.907434Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "projected coords shape: (2000, 2)\n", + "model_t.embedding_ shape: (8000, 2) (unchanged)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# fit a fresh model so the comparison is clean\n", + "model_t = TMAP(metric=\"cosine\", n_neighbors=20, seed=42, store_index=True).fit(X_train)\n", + "coords_held = model_t.transform(X_held)\n", + "print(f\"projected coords shape: {coords_held.shape}\")\n", + "print(f\"model_t.embedding_ shape: {model_t.embedding_.shape} (unchanged)\")\n", + "\n", + "fig, ax = plt.subplots(figsize=(7, 6))\n", + "ax.scatter(model_t.embedding_[:, 0], model_t.embedding_[:, 1], c=\"lightgray\", s=4, label=\"train\")\n", + "ax.scatter(coords_held[:, 0], coords_held[:, 1], c=\"crimson\", s=8, label=\"projected (transform)\")\n", + "ax.legend()\n", + "ax.set_title(\"After transform: model unchanged, new coords returned\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "2c874921", + "metadata": {}, + "source": [ + "## 3. Measuring kNN recall\n", + "\n", + "When TMAP uses an approximate index (HNSW for cosine and euclidean, LSHForest for sparse Jaccard), the kNN graph is approximate. A reasonable question to ask is: how close is the approximate index to the exact answer?\n", + "\n", + "We define recall@k as: for each point, what fraction of its true k nearest neighbors (computed by brute force in the original space) appear in TMAP's k nearest neighbors. A recall of 1.0 means TMAP's index found exactly the same neighbors as brute force. A recall of 0.5 means it missed half.\n", + "\n", + "For cosine on MNIST at k=20, expect recall in the 0.95 to 0.99 range.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "32ca10f4", + "metadata": { + "execution": { + "iopub.execute_input": "2026-04-30T10:10:38.909044Z", + "iopub.status.busy": "2026-04-30T10:10:38.908949Z", + "iopub.status.idle": "2026-04-30T10:10:42.925306Z", + "shell.execute_reply": "2026-04-30T10:10:42.924713Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "recall@10: 0.896\n", + "recall@20: 0.946\n" + ] + } + ], + "source": [ + "from sklearn.neighbors import NearestNeighbors\n", + "\n", + "k = 20\n", + "nn = NearestNeighbors(n_neighbors=k, metric=\"cosine\").fit(X_train)\n", + "true_distances, true_neighbors = nn.kneighbors(X_train)\n", + "\n", + "# tmap stores its kNN graph in model.graph_\n", + "tmap_neighbors = model_t.graph_.indices # shape (8000, k)\n", + "\n", + "def recall_at_k(true_nn, approx_nn, k):\n", + " n = true_nn.shape[0]\n", + " hits = 0\n", + " for i in range(n):\n", + " true_set = set(true_nn[i, :k].tolist())\n", + " approx_set = set(approx_nn[i, :k].tolist())\n", + " hits += len(true_set & approx_set)\n", + " return hits / (n * k)\n", + "\n", + "r10 = recall_at_k(true_neighbors, tmap_neighbors, 10)\n", + "r20 = recall_at_k(true_neighbors, tmap_neighbors, 20)\n", + "print(f\"recall@10: {r10:.3f}\")\n", + "print(f\"recall@20: {r20:.3f}\")\n" + ] + }, + { + "cell_type": "markdown", + "id": "5a2633a3", + "metadata": {}, + "source": [ + "## 4. Tree exploration: path, distance, distances_from\n", + "\n", + "The tree layout is what makes TMAP different from UMAP. Once a tree is built, every pair of points has a unique path along the tree, and the sum of edge weights along that path is a meaningful distance.\n", + "\n", + "- `model.path(i, j)` returns the list of node indices along the tree path from `i` to `j`\n", + "- `model.distance(i, j)` returns the sum of edge weights along that path\n", + "- `model.distances_from(i)` returns tree distance from `i` to every other point, useful as pseudotime\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "47dbee65", + "metadata": { + "execution": { + "iopub.execute_input": "2026-04-30T10:10:42.927092Z", + "iopub.status.busy": "2026-04-30T10:10:42.926962Z", + "iopub.status.idle": "2026-04-30T10:10:43.087381Z", + "shell.execute_reply": "2026-04-30T10:10:43.086879Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "path from idx 5 (class 0) to idx 24 (class 8)\n", + "path length: 16 nodes, tree distance: 1.700\n" + ] + }, + { + "data": { + 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# pick two points from different digit classes\n", + "i = int(np.where(y_train == 0)[0][0])\n", + "j = int(np.where(y_train == 8)[0][0])\n", + "\n", + "path = model_t.path(i, j)\n", + "d = model_t.distance(i, j)\n", + "print(f\"path from idx {i} (class {y_train[i]}) to idx {j} (class {y_train[j]})\")\n", + "print(f\"path length: {len(path)} nodes, tree distance: {d:.3f}\")\n", + "\n", + "# plot the path on the 2D embedding\n", + "emb = model_t.embedding_\n", + "fig, axes = plt.subplots(1, 2, figsize=(14, 6))\n", + "\n", + "ax = axes[0]\n", + "ax.scatter(emb[:, 0], emb[:, 1], c=y_train, cmap=\"tab10\", s=3, alpha=0.5)\n", + "path_coords = emb[path]\n", + "ax.plot(path_coords[:, 0], path_coords[:, 1], color=\"black\", linewidth=1.5)\n", + "ax.scatter([emb[i, 0], emb[j, 0]], [emb[i, 1], emb[j, 1]], c=\"red\", s=80, edgecolor=\"white\", zorder=5)\n", + "ax.set_title(f\"path from class {y_train[i]} to class {y_train[j]}\")\n", + "\n", + "# pseudotime from i\n", + "ax = axes[1]\n", + "pseudotime = model_t.distances_from(i)\n", + "sc = ax.scatter(emb[:, 0], emb[:, 1], c=pseudotime, cmap=\"viridis\", s=3)\n", + "ax.scatter(emb[i, 0], emb[i, 1], c=\"red\", s=80, edgecolor=\"white\", zorder=5)\n", + "ax.set_title(f\"tree distance from idx {i}\")\n", + "plt.colorbar(sc, ax=ax)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "4f48a3be", + "metadata": {}, + "source": [ + "## 5. save and load\n", + "\n", + "Persist a fitted model to disk and reload it later. Uses pickle under the hood.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "50c27476", + "metadata": { + "execution": { + "iopub.execute_input": "2026-04-30T10:10:43.088641Z", + "iopub.status.busy": "2026-04-30T10:10:43.088551Z", + "iopub.status.idle": "2026-04-30T10:10:43.115617Z", + "shell.execute_reply": "2026-04-30T10:10:43.115115Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saved to mnist_tmap.pkl (29342.6 KB)\n", + "roundtrip ok: embeddings match\n" + ] + } + ], + "source": [ + "from pathlib import Path\n", + "\n", + "path_pkl = Path(\"mnist_tmap.pkl\")\n", + "model_t.save(path_pkl)\n", + "loaded = TMAP.load(path_pkl)\n", + "\n", + "assert np.allclose(loaded.embedding_, model_t.embedding_)\n", + "print(f\"saved to {path_pkl} ({path_pkl.stat().st_size / 1024:.1f} KB)\")\n", + "print(\"roundtrip ok: embeddings match\")\n", + "\n", + "path_pkl.unlink()\n" + ] + }, + { + "cell_type": "markdown", + "id": "92e863a7", + "metadata": {}, + "source": [ + "## 6. External kNN\n", + "\n", + "If you already have a kNN graph from another tool (FAISS, ScaNN, hand-built), pass it directly via `fit(knn_graph=...)`. TMAP skips the index step and goes straight to layout.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d9299e22", + "metadata": { + "execution": { + "iopub.execute_input": "2026-04-30T10:10:43.116958Z", + "iopub.status.busy": "2026-04-30T10:10:43.116863Z", + "iopub.status.idle": "2026-04-30T10:10:43.984246Z", + "shell.execute_reply": "2026-04-30T10:10:43.983832Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "external kNN embedding: (8000, 2)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from tmap.index.types import KNNGraph\n", + "\n", + "# reuse the brute-force result from the recall section\n", + "external = KNNGraph.from_arrays(\n", + " indices=true_neighbors.astype(np.int32),\n", + " distances=true_distances.astype(np.float32),\n", + ")\n", + "\n", + "external_model = TMAP(metric=\"cosine\", n_neighbors=k, seed=42).fit(knn_graph=external)\n", + "print(f\"external kNN embedding: {external_model.embedding_.shape}\")\n", + "\n", + "fig, ax = plt.subplots(figsize=(7, 6))\n", + "external_model.plot_static(color_by=y_train, color_map=\"tab10\", point_size=4, ax=ax)\n", + "ax.set_title(\"TMAP fit on externally provided kNN graph\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "64d7d243", + "metadata": {}, + "source": [ + "## Where to go next\n", + "\n", + "- `08_cheminformatics.ipynb`: chemistry workflows with binary fingerprints\n", + "- `09_protein_analysis.ipynb`: protein sequences and embeddings\n", + "- `05_single_cell.ipynb`: large sparse single-cell data\n", + "- `10_jscatter_demo.ipynb`: interactive notebook widgets\n", + "- `07_faq.ipynb`: short answers to common questions\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/05_single_cell.ipynb b/notebooks/04_single_cell.ipynb similarity index 100% rename from notebooks/05_single_cell.ipynb rename to notebooks/04_single_cell.ipynb diff --git a/notebooks/07_faq.ipynb b/notebooks/05_faq.ipynb similarity index 100% rename from notebooks/07_faq.ipynb rename to notebooks/05_faq.ipynb diff --git a/notebooks/06_metric_guide.ipynb b/notebooks/06_metric_guide.ipynb deleted file mode 100644 index db20101..0000000 --- a/notebooks/06_metric_guide.ipynb +++ /dev/null @@ -1,186 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Metric Guide\n", - "\n", - "TMAP supports four input paths. Choose the one that matches your data.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Summary\n", - "\n", - "| Your data | Metric | Backend | Good for |\n", - "|-----------|--------|---------|----------|\n", - "| Binary matrix | `jaccard` | USearch HNSW (Jaccard on raw bits) | Molecular fingerprints and other 0/1 features |\n", - "| Sparse matrix (CSR) | `jaccard` | MinHash + LSHForest | Large sparse binary data (e.g. single-cell) |\n", - "| List of sets/strings | `jaccard` | MinHash + LSHForest | Variable-length token collections |\n", - "| Dense float matrix | `cosine` | USearch HNSW | Embeddings where direction matters |\n", - "| Dense float matrix | `euclidean` | USearch HNSW | Embeddings where magnitude matters |\n", - "| Distance matrix | `precomputed` | Direct graph construction | Distances you already computed |\n", - "\n", - "The backend is selected automatically based on the input type. Binary matrices get USearch (high recall, low memory). Sparse matrices and variable-length inputs get MinHash+LSH." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 1. Jaccard For Binary Fingerprints\n", - "\n", - "Binary matrices are routed to USearch automatically. USearch builds an HNSW graph using native bitwise Jaccard distance — no MinHash encoding needed. This gives ~98% recall vs ~1% for MinHash+LSH on sparse fingerprints." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(2000, 2)\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "\n", - "from tmap import TMAP\n", - "\n", - "rng = np.random.default_rng(42)\n", - "X_binary = rng.integers(0, 2, size=(2000, 2048), dtype=np.uint8)\n", - "\n", - "jaccard_model = TMAP(metric=\"jaccard\", n_neighbors=20, kc=50, seed=42).fit(X_binary)\n", - "print(jaccard_model.embedding_.shape)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2. Cosine For Dense Embeddings\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Requirement already satisfied: usearch in /Users/afloresep/miniforge3/envs/example2/lib/python3.12/site-packages (2.23.0)\n", - "Requirement already satisfied: numpy in /Users/afloresep/miniforge3/envs/example2/lib/python3.12/site-packages (from usearch) (2.4.3)\n", - "Requirement already satisfied: tqdm in /Users/afloresep/miniforge3/envs/example2/lib/python3.12/site-packages (from usearch) (4.67.3)\n", - "Requirement already satisfied: simsimd<7.0.0,>=6.0.5 in /Users/afloresep/miniforge3/envs/example2/lib/python3.12/site-packages (from usearch) (6.5.16)\n", - "Note: you may need to restart the kernel to use updated packages.\n", - "(2000, 2)\n" - ] - } - ], - "source": [ - "%pip install usearch\n", - "X_dense = rng.normal(size=(2000, 128)).astype(np.float32)\n", - "\n", - "cosine_model = TMAP(metric=\"cosine\", n_neighbors=20, seed=42).fit(X_dense)\n", - "print(cosine_model.embedding_.shape)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 3. Euclidean For Dense Embeddings\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(2000, 2)\n" - ] - } - ], - "source": [ - "euclidean_model = TMAP(metric=\"euclidean\", n_neighbors=20, seed=42).fit(X_dense)\n", - "print(euclidean_model.embedding_.shape)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 4. Precomputed Distances\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(2000, 2)\n" - ] - } - ], - "source": [ - "dist = np.linalg.norm(X_dense[:, None, :] - X_dense[None, :, :], axis=2).astype(np.float32)\n", - "\n", - "precomputed_model = TMAP(metric=\"precomputed\", n_neighbors=20, seed=42).fit(dist)\n", - "print(precomputed_model.embedding_.shape)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Rule Of Thumb\n", - "\n", - "- use `jaccard` with a binary matrix for chemistry fingerprints (auto-uses USearch)\n", - "- use `jaccard` with a sparse matrix for large single-cell data (auto-uses MinHash+LSH)\n", - "- use `cosine` for learned embeddings\n", - "- use `euclidean` when vector magnitude matters\n", - "- use `precomputed` when another tool already gave you distances\n", - "\n", - "See `docs/usearch_backend.md` for detailed benchmarks comparing USearch vs MinHash+LSH." - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "example2", - "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": "3.12.12" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/notebooks/02_minhash_deep_dive.ipynb b/notebooks/06_minhash_deep_dive.ipynb similarity index 100% rename from notebooks/02_minhash_deep_dive.ipynb rename to notebooks/06_minhash_deep_dive.ipynb diff --git a/notebooks/04_jscatter_demo.ipynb b/notebooks/07_jscatter_demo.ipynb similarity index 83% rename from notebooks/04_jscatter_demo.ipynb rename to notebooks/07_jscatter_demo.ipynb index 04d567a..c3d7b53 100644 --- a/notebooks/04_jscatter_demo.ipynb +++ b/notebooks/07_jscatter_demo.ipynb @@ -13,7 +13,13 @@ "- **Tooltips** with histograms\n", "- **Selection** (lasso, programmatic) and zoom\n", "- **Filtering** to subsets\n", - "- **Export** to DataFrame" + "- **Export** to DataFrame\n", + "\n", + "\n", + "First install jupyter-scatter\n", + "\n", + "`pip install jupyter-scatter` or \n", + "`pip install \"tmap2[notebook]\"` <- don't forget the `\" \"`!" ] }, { @@ -26,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "e8f23463", "metadata": {}, "outputs": [ @@ -50,7 +56,7 @@ "fps = fingerprints_from_smiles(smiles, fp_type=\"morgan\", radius=2, n_bits=2048)\n", "props = molecular_properties(smiles, properties=[\"mw\", \"logp\", \"n_rings\"])\n", "\n", - "model = TMAP(metric=\"jaccard\", n_neighbors=20, kc=50, seed=42).fit(fps)\n", + "model = TMAP(metric=\"jaccard\", seed=42).fit(fps)\n", "\n", "# Build a metadata DataFrame for coloring and tooltips\n", "df = pd.DataFrame({\"smiles\": smiles, **{k: v.tolist() for k, v in props.items()}})\n" @@ -68,19 +74,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "fbee09f3", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "6969f1a0996d46a484914288f4183d00", + "model_id": "578451a1908e43499614716de1a9d4b8", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "VBox(children=(HBox(children=(VBox(children=(, , , , , , " + "" ] }, - "execution_count": 12, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -299,7 +305,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 7, "id": "rdhb71a8yia", "metadata": {}, "outputs": [ @@ -333,7 +339,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "79451f09", "metadata": {}, "outputs": [ @@ -341,14 +347,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "/var/folders/zw/c0mr_7jx7t3bz1k6_9n9wh3r0000gn/T/ipykernel_98740/153501217.py:1: UserWarning: Edges are not supported in notebook mode yet and will be ignored.\n", + "/var/folders/zw/c0mr_7jx7t3bz1k6_9n9wh3r0000gn/T/ipykernel_38011/2819450684.py:1: UserWarning: Edges are not supported in notebook mode yet and will be ignored.\n", " widget = viz.to_widget()\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "e838cccf732d489182bdb1035a963b60", + "model_id": "077ec7720e734afbbe2a729f0d5dd9ea", "version_major": 2, "version_minor": 0 }, @@ -356,7 +362,7 @@ "VBox(children=(HBox(children=(Dropdown(description='Color:', options=('MW', 'LogP', 'Ring Count'), value='MW')…" ] }, - "execution_count": 21, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -379,7 +385,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 9, "id": "ggadel3cohe", "metadata": {}, "outputs": [ @@ -387,23 +393,18 @@ "name": "stdout", "output_type": "stream", "text": [ - "Index for selected poitns: [1074 1753 1752 1748 1749 1755 1715 1516 452 458 454 1939 459 1179\n", - " 1654 457 1655 393 1681 1940 1649 1641 1565 1890 364 1891 1762 1772\n", - " 1714 1763 394 1773 496 382 495 425 1909 1910 1515 383 1636 1825\n", - " 1137 1142 1138 1771 1774 1139 1624 1201 583 436 1141 1161 163 1160\n", - " 1165 437 557 453 430 483 1140 482 1399 811 559 1162 426 464\n", - " 1166 1167 1131 456 1594 392 1756 1750 1888 1635 1889]\n", + "Index for selected poitns: []\n", "\n", - "Selected subset: (63, 4)\n", - " smiles mw logp \\\n", - "108 COC1=CC=C(Br)C(S(=O)(=O)N2CCCCCC2C2CCCO2)=C1F 435.05152 3.7091 \n", - "1299 COC1=CC=C(F)C(S(=O)(=O)N2CCN(C3CCC(C)CC3)CC2)=C1F 388.16322 2.8584 \n", - "1300 COC1=CC=C(F)C(S(=O)(=O)N2CCN3C4=CC=CC=C4CCC3C2... 394.11627 2.7991 \n", + "Selected subset: (50, 4)\n", + " smiles mw logp \\\n", + "0 C=C1CCN(C(=O)C2=CC=C(Cl)C=N2)C(C(=O)N2CCC(=C(F... 395.121211 3.6688 \n", + "1 C=C1CCN(C(=O)C2=CC=C(F)C(F)=C2)C(C(=O)N2CC=CCO... 348.128549 2.4556 \n", + "2 C=C1CCN(C(=O)C2=CC=C(F)C(F)=C2)C(C(=O)N2CCOCC2)C1 350.144199 1.9844 \n", "\n", - " n_rings \n", - "108 3.0 \n", - "1299 3.0 \n", - "1300 4.0 \n" + " n_rings \n", + "0 3.0 \n", + "1 3.0 \n", + "2 3.0 \n" ] } ], diff --git a/notebooks/11_card_configuration.ipynb b/notebooks/08_card_configuration.ipynb similarity index 100% rename from notebooks/11_card_configuration.ipynb rename to notebooks/08_card_configuration.ipynb diff --git a/notebooks/12_usearch_jaccard.ipynb b/notebooks/10_usearch_jaccard.ipynb similarity index 100% rename from notebooks/12_usearch_jaccard.ipynb rename to notebooks/10_usearch_jaccard.ipynb diff --git a/notebooks/03_legacy_lsh_pipeline.ipynb b/notebooks/11_legacy_lsh_pipeline.ipynb similarity index 100% rename from notebooks/03_legacy_lsh_pipeline.ipynb rename to notebooks/11_legacy_lsh_pipeline.ipynb diff --git a/src/tmap/utils/chemistry.py b/src/tmap/utils/chemistry.py index 783838f..9320aa2 100644 --- a/src/tmap/utils/chemistry.py +++ b/src/tmap/utils/chemistry.py @@ -20,6 +20,7 @@ _FP_RADIUS: int = 2 _FP_NBITS: int = 1024 _DRFP_PARAMS: dict[str, Any] = {} +_MHFP_PARAMS: dict[str, Any] = {} _PROP_NAMES: list[str] = [] AVAILABLE_PROPERTIES: list[str] = [ @@ -64,6 +65,23 @@ def _init_drfp_worker(n_folded_length: int, radius: int, min_radius: int, rings: } +def _init_mhfp_worker( + length: int, + radius: int, + rings: bool, + kekulize: bool, + sanitize: bool, +) -> None: + global _MHFP_PARAMS + _MHFP_PARAMS = { + "length": length, + "radius": radius, + "rings": rings, + "kekulize": kekulize, + "sanitize": sanitize, + } + + def _init_props_worker(prop_names: list[str]) -> None: global _PROP_NAMES _PROP_NAMES = prop_names @@ -139,6 +157,39 @@ def _drfp_fp_batch(smiles_batch: list[str]) -> NDArray[np.uint8]: return np.array(fps_list, dtype=np.uint8) +def _mhfp_fp_batch(smiles_batch: list[str]) -> NDArray[np.uint8]: + """Process a batch of SMILES, return SECFP (folded MHFP) fingerprints for valid entries. + + SECFP is MHFP's folded binary variant: a uint8 {0,1} vector suitable + for the Jaccard-on-binary path used by the other fingerprint types. + """ + from mhfp.encoder import MHFPEncoder + from rdkit import Chem + + encoder = MHFPEncoder() + length = _MHFP_PARAMS.get("length", 2048) + fps: list[NDArray[np.uint8]] = [] + for smi in smiles_batch: + if not smi: + continue + mol = Chem.MolFromSmiles(smi) + if mol is None: + continue + fp = encoder.secfp_from_smiles( + smi, + length=length, + radius=_MHFP_PARAMS.get("radius", 3), + rings=_MHFP_PARAMS.get("rings", True), + kekulize=_MHFP_PARAMS.get("kekulize", True), + sanitize=_MHFP_PARAMS.get("sanitize", False), + ) + if fp is not None: + fps.append(np.asarray(fp, dtype=np.uint8)) + if fps: + return np.stack(fps) + return np.empty((0, length), dtype=np.uint8) + + # Property batch functions (called inside Pool workers) @@ -150,7 +201,7 @@ def _mol_props_batch(smiles_batch: list[str]) -> NDArray[np.float64]: computers = { "mw": lambda mol: Descriptors.ExactMolWt(mol), "logp": lambda mol: Descriptors.MolLogP(mol), - "n_rings": lambda mol: rdMolDescriptors.CalcNumRings(mol), + "n_rings": lambda mol: mol.GetNumBonds() - mol.GetNumAtoms() + len(Chem.GetMolFrags(mol)), "hba": lambda mol: rdMolDescriptors.CalcNumHBA(mol), "hbd": lambda mol: rdMolDescriptors.CalcNumHBD(mol), "tpsa": lambda mol: rdMolDescriptors.CalcTPSA(mol), @@ -204,6 +255,9 @@ def _rxn_props_batch(rxn_smiles_batch: list[str]) -> NDArray[np.float64]: def _sum(mols: list, fn) -> float: # type: ignore[type-arg] return sum(fn(m) for m in mols) + def _nrings(m): + return m.GetNumBonds() - m.GetNumAtoms() + len(Chem.GetMolFrags(m)) + r_mw = _sum(r_mols, Descriptors.ExactMolWt) p_mw = _sum(p_mols, Descriptors.ExactMolWt) @@ -214,8 +268,7 @@ def _sum(mols: list, fn) -> float: # type: ignore[type-arg] - _sum(r_mols, lambda m: m.GetNumHeavyAtoms()) ), "delta_rings": ( - _sum(p_mols, rdMolDescriptors.CalcNumRings) - - _sum(r_mols, rdMolDescriptors.CalcNumRings) + _sum(p_mols, _nrings) - _sum(r_mols, _nrings) ), "delta_aromatic_rings": ( _sum(p_mols, rdMolDescriptors.CalcNumAromaticRings) @@ -257,14 +310,12 @@ def _map4_fingerprints(smiles: list[str], n_workers: int, **kwargs: Any) -> NDAr """Compute MAP4 fingerprints using the map4 package. MAP4 (MinHashed Atom-Pair fingerprint of radius 2) encodes molecules - by extracting all atom-pair shingles at multiple radii, then hashing - and folding into a fixed-length binary vector. - - Uses MAP4Calculator.calculate_many() which handles parallelization - internally. + by extracting all atom-pair shingles at multiple radii, MinHashing + them, and folding the signature into a fixed-length binary vector. + That folded output feeds TMAP's binary-Jaccard path directly. """ try: - from map4 import MAP4Calculator + from map4 import MAP4 except ImportError: raise ImportError( "map4 is required for fp_type='map4'. Install with: pip install map4" @@ -273,10 +324,14 @@ def _map4_fingerprints(smiles: list[str], n_workers: int, **kwargs: Any) -> NDAr dimensions = kwargs.get("dimensions", 1024) radius = kwargs.get("radius", 2) - is_counted = kwargs.get("is_counted", False) - - calc = MAP4Calculator( - dimensions=dimensions, radius=radius, is_folded=True, is_counted=is_counted + include_duplicated_shingles = kwargs.get("include_duplicated_shingles", False) + seed = kwargs.get("seed", 75434278) + + calc = MAP4( + dimensions=dimensions, + radius=radius, + include_duplicated_shingles=include_duplicated_shingles, + seed=seed, ) mols = [] @@ -297,8 +352,8 @@ def _map4_fingerprints(smiles: list[str], n_workers: int, **kwargs: Any) -> NDAr len(smiles), ) - fps = calc.calculate_many(mols) - return np.array(fps, dtype=np.uint8) + fps = calc.calculate_many(mols, number_of_threads=n_workers) + return np.asarray(fps, dtype=np.uint8) # fingerprints_from_smiles @@ -327,9 +382,14 @@ def fingerprints_from_smiles( - ``'mxfp'`` -- Macromolecule Extended Fingerprint, 217-dim pharmacophoric distance counts (``int64``). Requires the ``mxfp`` package. No additional kwargs. - - ``'map4'`` -- MinHashed Atom-Pair fingerprint (``uint8``). - Requires the ``map4`` package. kwargs: ``dimensions=1024``, - ``radius=2``, ``is_counted=False``. + - ``'map4'`` -- MinHashed Atom-Pair fingerprint, folded to a + binary vector (``uint8``, values 0/1). Requires the ``map4`` + package. kwargs: ``dimensions=1024``, ``radius=2``, + ``include_duplicated_shingles=False``, ``seed=75434278``. + - ``'mhfp'`` -- SECFP, the folded binary variant of MHFP + (``uint8``, values 0/1). Requires the ``mhfp`` package. + kwargs: ``length=2048``, ``radius=3``, ``rings=True``, + ``kekulize=True``, ``sanitize=False``. - ``'drfp'`` -- Differential Reaction Fingerprint for chemical reactions (``uint8``). Requires the ``drfp`` package. kwargs: ``n_folded_length=2048``, ``radius=3``, @@ -344,7 +404,7 @@ def fingerprints_from_smiles( fps : ndarray of shape ``(n_valid, n_bits)`` Fingerprint matrix. Invalid SMILES are silently skipped (a warning is logged with the count). Dtype depends on - ``fp_type``: ``uint8`` for Morgan/DRFP/MAP4, ``int16`` for + ``fp_type``: ``uint8`` for Morgan/DRFP/MAP4/MHFP, ``int16`` for MQN, ``int64`` for MXFP. Examples @@ -367,6 +427,7 @@ def fingerprints_from_smiles( "mxfp": (217, np.int64), "drfp": (kwargs.get("n_folded_length", 2048), np.uint8), "map4": (kwargs.get("dimensions", 1024), np.uint8), + "mhfp": (kwargs.get("length", 2048), np.uint8), } n = len(smiles) @@ -412,9 +473,26 @@ def fingerprints_from_smiles( initargs=(n_folded_length, drfp_radius, min_radius, rings), ) as pool: batch_results = pool.map(_drfp_fp_batch, chunks) + elif fp_type == "mhfp": + if importlib.util.find_spec("mhfp") is None: + raise ImportError("mhfp is required for fp_type='mhfp'. Install with: pip install mhfp") + mhfp_args = ( + kwargs.get("length", 2048), + kwargs.get("radius", 3), + kwargs.get("rings", True), + kwargs.get("kekulize", True), + kwargs.get("sanitize", False), + ) + with ctx.Pool( + n_workers, + initializer=_init_mhfp_worker, + initargs=mhfp_args, + ) as pool: + batch_results = pool.map(_mhfp_fp_batch, chunks) else: raise ValueError( - f"Unsupported fp_type={fp_type!r}. Use 'morgan', 'mqn', 'mxfp', 'map4', or 'drfp'." + f"Unsupported fp_type={fp_type!r}. " + "Use 'morgan', 'mqn', 'mxfp', 'map4', 'mhfp', or 'drfp'." ) fps_parts = [r for r in batch_results if len(r) > 0] diff --git a/src/tmap/visualization/jupyter.py b/src/tmap/visualization/jupyter.py index e0193f1..9d75f90 100644 --- a/src/tmap/visualization/jupyter.py +++ b/src/tmap/visualization/jupyter.py @@ -18,7 +18,9 @@ def _check_jscatter() -> None: except PackageNotFoundError: raise ImportError( "jupyter-scatter is required for interactive notebook visualization.\n" - "Install with: pip install tmap[notebook]" + 'Install with: pip install "tmap2[notebook]"\n' + "(the quotes around tmap2[notebook] are required in zsh — don't forget them!)\n" + "Or install jupyter-scatter directly: pip install jupyter-scatter" ) from None try: diff --git a/src/tmap/visualization/templates/base.html.j2 b/src/tmap/visualization/templates/base.html.j2 index 83ded8a..c88dfc7 100644 --- a/src/tmap/visualization/templates/base.html.j2 +++ b/src/tmap/visualization/templates/base.html.j2 @@ -880,7 +880,7 @@ - +