From cc58574a5a986adea5008d14bf4cafcf492a8c89 Mon Sep 17 00:00:00 2001 From: Gil-ad Gal Date: Wed, 18 Feb 2026 17:45:36 +0200 Subject: [PATCH 1/2] feat: add vector sizing calculator files for docs-builder Add the React + EUI web component, directive examples, and integration docs under tools/vector_sizing_calculator to stage migration into docs-builder. Co-authored-by: Cursor --- tools/vector_sizing_calculator/INTEGRATION.md | 111 + .../DirectiveBlockParser.patch.md | 59 + .../VectorSizingBlock.cs | 29 + .../VectorSizingView.cshtml | 2 + .../VectorSizingViewModel.cs | 9 + .../usage-in-docs-content.md | 16 + tools/vector_sizing_calculator/embed.html | 525 +++ tools/vector_sizing_calculator/index.html | 853 ++++ .../sizing-section.md | 337 ++ .../dist/vector-sizing-calculator.iife.js | 995 +++++ .../web-component/index.html | 12 + .../web-component/package-lock.json | 3931 +++++++++++++++++ .../web-component/package.json | 26 + .../web-component/src/Calculator.tsx | 146 + .../web-component/src/calculations.ts | 317 ++ .../src/components/BreakdownChart.tsx | 57 + .../src/components/ClusterTotals.tsx | 54 + .../src/components/ConfigurationPanel.tsx | 267 ++ .../src/components/FormulasPanel.tsx | 42 + .../src/components/ResultsPanel.tsx | 79 + .../web-component/src/eui-icons.d.ts | 9 + .../web-component/src/icon-cache.ts | 30 + .../web-component/src/main.tsx | 47 + .../web-component/src/types.ts | 39 + .../web-component/tsconfig.json | 21 + .../web-component/vite.config.ts | 24 + 26 files changed, 8037 insertions(+) create mode 100644 tools/vector_sizing_calculator/INTEGRATION.md create mode 100644 tools/vector_sizing_calculator/docs-builder-directive/DirectiveBlockParser.patch.md create mode 100644 tools/vector_sizing_calculator/docs-builder-directive/VectorSizingBlock.cs create mode 100644 tools/vector_sizing_calculator/docs-builder-directive/VectorSizingView.cshtml create mode 100644 tools/vector_sizing_calculator/docs-builder-directive/VectorSizingViewModel.cs create mode 100644 tools/vector_sizing_calculator/docs-builder-directive/usage-in-docs-content.md create mode 100644 tools/vector_sizing_calculator/embed.html create mode 100644 tools/vector_sizing_calculator/index.html create mode 100644 tools/vector_sizing_calculator/sizing-section.md create mode 100644 tools/vector_sizing_calculator/web-component/dist/vector-sizing-calculator.iife.js create mode 100644 tools/vector_sizing_calculator/web-component/index.html create mode 100644 tools/vector_sizing_calculator/web-component/package-lock.json create mode 100644 tools/vector_sizing_calculator/web-component/package.json create mode 100644 tools/vector_sizing_calculator/web-component/src/Calculator.tsx create mode 100644 tools/vector_sizing_calculator/web-component/src/calculations.ts create mode 100644 tools/vector_sizing_calculator/web-component/src/components/BreakdownChart.tsx create mode 100644 tools/vector_sizing_calculator/web-component/src/components/ClusterTotals.tsx create mode 100644 tools/vector_sizing_calculator/web-component/src/components/ConfigurationPanel.tsx create mode 100644 tools/vector_sizing_calculator/web-component/src/components/FormulasPanel.tsx create mode 100644 tools/vector_sizing_calculator/web-component/src/components/ResultsPanel.tsx create mode 100644 tools/vector_sizing_calculator/web-component/src/eui-icons.d.ts create mode 100644 tools/vector_sizing_calculator/web-component/src/icon-cache.ts create mode 100644 tools/vector_sizing_calculator/web-component/src/main.tsx create mode 100644 tools/vector_sizing_calculator/web-component/src/types.ts create mode 100644 tools/vector_sizing_calculator/web-component/tsconfig.json create mode 100644 tools/vector_sizing_calculator/web-component/vite.config.ts diff --git a/tools/vector_sizing_calculator/INTEGRATION.md b/tools/vector_sizing_calculator/INTEGRATION.md new file mode 100644 index 000000000..7d188b53b --- /dev/null +++ b/tools/vector_sizing_calculator/INTEGRATION.md @@ -0,0 +1,111 @@ +# Vector Sizing Calculator — Integration Guide + +This directory contains three versions of the vector sizing calculator, each suited +for a different deployment path: + +| File | Format | Use case | +|------|--------|----------| +| `index.html` | Standalone HTML | Local use, GitHub Pages, internal sharing | +| `embed.html` | Scoped HTML fragment | Embedding in existing pages (Asciidoctor passthrough) | +| `sizing-section.md` | MyST Markdown | Static (non-interactive) docs-content PR | +| `web-component/` | React + EUI web component | Interactive widget for docs.elastic.co | +| `docs-builder-directive/` | C# + Razor | Custom `{vector-sizing-calculator}` directive for docs-builder | + +## Architecture + +``` +docs-content repo docs-builder repo web-component (this dir) +───────────────── ────────────────── ───────────────────────── + src/ +approximate-knn-search.md VectorSizingBlock.cs main.tsx (custom element) + │ VectorSizingView.cshtml Calculator.tsx (React+EUI) + │ uses directive: VectorSizingViewModel.cs calculations.ts (math) + │ │ components/ + │ :::{vector-sizing-calculator} │ BreakdownChart.tsx + │ ::: │ + │ ▼ npm run build + │ Outputs HTML: │ + │ ▼ + │ dist/vector-sizing-calculator.iife.js + │ │ + ▼ ▼ +docs.elastic.co ◄──── assembled site loads ────────────────── /_static/*.js +``` + +## Option A: Full interactive widget (recommended) + +This path gives docs.elastic.co an interactive calculator using the exact same EUI +components as the rest of the site. + +### Step 1: Build the web component + +```bash +cd tools/vector_sizing_calculator/web-component +npm install +npm run build +# Output: dist/vector-sizing-calculator.iife.js +``` + +### Step 2: PR to elastic/docs-builder + +Add the custom directive so that `:::{vector-sizing-calculator}` is a recognized block. + +Files to add under `src/Elastic.Markdown/Myst/Directives/VectorSizing/`: +- `VectorSizingBlock.cs` +- `VectorSizingView.cshtml` +- `VectorSizingViewModel.cs` + +Patches to existing files: +- `DirectiveBlockParser.cs` — register the directive name +- `DirectiveHtmlRenderer.cs` — wire up the renderer + +See `docs-builder-directive/DirectiveBlockParser.patch.md` for exact changes. + +### Step 3: Add the JS bundle to the docs site + +The built `vector-sizing-calculator.iife.js` needs to be served as a static asset +on docs.elastic.co. The exact mechanism depends on how the docs site handles assets: + +- If static assets go in a `_static/` directory, copy the bundle there. +- If there's a CDN/asset pipeline, publish the bundle and reference it. +- Add `` + to the site's base HTML template (similar to how KaTeX is loaded for `{math}` blocks). + +### Step 4: PR to elastic/docs-content + +In `approximate-knn-search.md`, add the directive inside the +"Ensure data nodes have enough memory" section: + +```markdown +### Interactive sizing calculator [_vector_sizing_calculator] + +Use the calculator below to estimate disk and off-heap RAM requirements for your +`dense_vector` fields. + +:::{vector-sizing-calculator} +::: +``` + +## Option B: Static MyST Markdown (no interactivity) + +If the docs-builder team prefers not to add a new directive, the `sizing-section.md` +file contains a static version using only existing directives (`{tab-set}`, `{math}`, +`{dropdown}`, `{note}`, `{tip}`). This adds comprehensive formulas, tables, and worked +examples but loses the interactive calculator experience. + +### PR to elastic/docs-content + +Replace the "Ensure data nodes have enough memory" section in `approximate-knn-search.md` +with the contents of `sizing-section.md`. + +## Development + +```bash +cd tools/vector_sizing_calculator/web-component +npm install +npm run dev +# Opens http://localhost:5173 with live reload +``` + +The dev server renders `index.html` which loads the `` custom +element. Edit `src/Calculator.tsx` and changes appear immediately. diff --git a/tools/vector_sizing_calculator/docs-builder-directive/DirectiveBlockParser.patch.md b/tools/vector_sizing_calculator/docs-builder-directive/DirectiveBlockParser.patch.md new file mode 100644 index 000000000..999013820 --- /dev/null +++ b/tools/vector_sizing_calculator/docs-builder-directive/DirectiveBlockParser.patch.md @@ -0,0 +1,59 @@ +# Patches to register the directive in docs-builder + +These are the exact changes needed in the existing docs-builder C# files. + +## 1. `DirectiveBlockParser.cs` + +### Add import at the top: + +```csharp +using Elastic.Markdown.Myst.Directives.VectorSizing; +``` + +### Add this block inside `CreateFencedBlock()`, before the `return new UnknownDirectiveBlock(...)` fallback: + +```csharp +if (info.IndexOf("{vector-sizing-calculator}") > 0) + return new VectorSizingBlock(this, context); +``` + +## 2. `DirectiveHtmlRenderer.cs` + +### Add import at the top: + +```csharp +using Elastic.Markdown.Myst.Directives.VectorSizing; +``` + +### Add this case inside the `Write()` switch, before the `default:` case: + +```csharp +case VectorSizingBlock vectorSizingBlock: + WriteVectorSizing(renderer, vectorSizingBlock); + return; +``` + +### Add this method to the class: + +```csharp +private static void WriteVectorSizing(HtmlRenderer renderer, VectorSizingBlock block) +{ + var slice = VectorSizingView.Create(new VectorSizingViewModel + { + DirectiveBlock = block + }); + RenderRazorSlice(slice, renderer); +} +``` + +## 3. Load the JS bundle + +The docs site frontend needs to load the built web component JS bundle. +Add to the site's base HTML template (or asset pipeline): + +```html + +``` + +The bundle file is produced by running `npm run build` in the `web-component/` directory +and is output as `dist/vector-sizing-calculator.iife.js`. diff --git a/tools/vector_sizing_calculator/docs-builder-directive/VectorSizingBlock.cs b/tools/vector_sizing_calculator/docs-builder-directive/VectorSizingBlock.cs new file mode 100644 index 000000000..7e501ee7d --- /dev/null +++ b/tools/vector_sizing_calculator/docs-builder-directive/VectorSizingBlock.cs @@ -0,0 +1,29 @@ +// Licensed to Elasticsearch B.V under one or more agreements. +// Elasticsearch B.V licenses this file to you under the Apache 2.0 License. +// See the LICENSE file in the project root for more information + +namespace Elastic.Markdown.Myst.Directives.VectorSizing; + +/// +/// Represents a {vector-sizing-calculator} directive block that renders +/// an interactive vector sizing calculator web component. +/// +/// Usage in MyST Markdown: +/// :::{vector-sizing-calculator} +/// ::: +/// +/// The directive takes no arguments or body content. +/// It renders a <vector-sizing-calculator> custom element that is +/// hydrated client-side by the bundled React+EUI web component. +/// +public class VectorSizingBlock(DirectiveBlockParser parser, ParserContext context) + : DirectiveBlock(parser, context) +{ + public override string Directive => "vector-sizing-calculator"; + + public override void FinalizeAndValidate(ParserContext context) + { + // No properties or arguments to validate. + // The web component handles all configuration client-side. + } +} diff --git a/tools/vector_sizing_calculator/docs-builder-directive/VectorSizingView.cshtml b/tools/vector_sizing_calculator/docs-builder-directive/VectorSizingView.cshtml new file mode 100644 index 000000000..9e9ff9aa3 --- /dev/null +++ b/tools/vector_sizing_calculator/docs-builder-directive/VectorSizingView.cshtml @@ -0,0 +1,2 @@ +@inherits RazorSlices.RazorSlice + diff --git a/tools/vector_sizing_calculator/docs-builder-directive/VectorSizingViewModel.cs b/tools/vector_sizing_calculator/docs-builder-directive/VectorSizingViewModel.cs new file mode 100644 index 000000000..d4e438ceb --- /dev/null +++ b/tools/vector_sizing_calculator/docs-builder-directive/VectorSizingViewModel.cs @@ -0,0 +1,9 @@ +// Licensed to Elasticsearch B.V under one or more agreements. +// Elasticsearch B.V licenses this file to you under the Apache 2.0 License. +// See the LICENSE file in the project root for more information + +namespace Elastic.Markdown.Myst.Directives.VectorSizing; + +public class VectorSizingViewModel : DirectiveViewModel +{ +} diff --git a/tools/vector_sizing_calculator/docs-builder-directive/usage-in-docs-content.md b/tools/vector_sizing_calculator/docs-builder-directive/usage-in-docs-content.md new file mode 100644 index 000000000..cee751f10 --- /dev/null +++ b/tools/vector_sizing_calculator/docs-builder-directive/usage-in-docs-content.md @@ -0,0 +1,16 @@ +In the `approximate-knn-search.md` file in docs-content, the directive is used like this +inside the "Ensure data nodes have enough memory" section: + +```markdown +### Interactive sizing calculator [_vector_sizing_calculator] + +Use the calculator below to estimate disk and off-heap RAM requirements for your +`dense_vector` fields. Enter your vector count, dimensions, element type, index +structure, and quantization to see per-replica and cluster-wide estimates. + +:::{vector-sizing-calculator} +::: +``` + +That's it — the directive outputs `` +and the JS bundle handles everything client-side. diff --git a/tools/vector_sizing_calculator/embed.html b/tools/vector_sizing_calculator/embed.html new file mode 100644 index 000000000..c213812e0 --- /dev/null +++ b/tools/vector_sizing_calculator/embed.html @@ -0,0 +1,525 @@ + + + + +
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+ + + + diff --git a/tools/vector_sizing_calculator/sizing-section.md b/tools/vector_sizing_calculator/sizing-section.md new file mode 100644 index 000000000..5ac83f47d --- /dev/null +++ b/tools/vector_sizing_calculator/sizing-section.md @@ -0,0 +1,337 @@ +## Ensure data nodes have enough memory [_ensure_data_nodes_have_enough_memory] + +{{es}} uses either the Hierarchical Navigable Small World ([HNSW](https://arxiv.org/abs/1603.09320)) algorithm or the Disk Better Binary Quantization ([DiskBBQ](https://www.elastic.co/search-labs/blog/diskbbq-elasticsearch-introduction)) algorithm for approximate kNN search. + +HNSW is a graph-based algorithm which only works efficiently when most vector data is held in memory. You should ensure that data nodes have at least enough RAM to hold the vector data and index structures. + +DiskBBQ is a clustering algorithm which can scale efficiently often on less memory than HNSW. Where HNSW typically performs poorly without sufficient memory to fit the entire structure in RAM, DiskBBQ scales linearly when using less available memory than the total index size. You can start with enough RAM to hold the vector data and index structures but, in most cases, you should be able to reduce your RAM allocation and still maintain good performance. In testing, as little as 1–5% of the index structure size (centroids and quantized vector data) loaded in off-heap RAM is necessary for reasonable performance for each set of queries that accesses largely overlapping clusters. + +To check the size of the vector data, you can use the [Analyze index disk usage](https://www.elastic.co/docs/api/doc/elasticsearch/operation/operation-indices-disk-usage) API. + +:::{tip} +For `float` vectors with `dim` greater than or equal to `384`, using a [`quantized`](elasticsearch://reference/elasticsearch/mapping-reference/dense-vector.md#dense-vector-quantization) index is highly recommended. Quantization can reduce off-heap RAM by 4×, 8×, or as much as 32×. +::: + +:::{note} +{{es}} supports a maximum of 4,096 dimensions for `dense_vector` fields. Refer to the [`dense_vector` mapping reference](elasticsearch://reference/elasticsearch/mapping-reference/dense-vector.md#dense-vector-params) for supported parameters and limits. +::: + +### Estimate disk usage [_estimate_disk_usage] + +Disk usage for a `dense_vector` field consists of three components: raw vector storage, quantized vector storage (if quantization is enabled), and index structure overhead. + +#### Raw vector storage + +The raw (unquantized) vectors are always stored on disk regardless of quantization settings. The size depends on the `element_type`: + +| `element_type` | Bytes per dimension | Disk per vector | +| --- | --- | --- | +| `float` | 4 | `num_dimensions × 4` | +| `bfloat16` | 2 | `num_dimensions × 2` | +| `byte` | 1 | `num_dimensions` | +| `bit` | 1/8 | `⌈num_dimensions / 8⌉` | + +```{math} +\text{raw\_vector\_bytes} = \text{num\_vectors} \times \text{bytes\_per\_vector} +``` + +#### Quantized vector storage + +When quantization is enabled, {{es}} stores both the raw vectors and an additional set of quantized vectors. This increases total disk usage but reduces off-heap RAM requirements. Quantized vector storage only applies to `float` and `bfloat16` element types. + +| `quantization` | Additional bytes per vector | +| --- | --- | +| `int8` | `num_dimensions + 4` | +| `int4` | `⌈num_dimensions / 2⌉ + 4` | +| `bbq` | `⌈num_dimensions / 8⌉ + 14` | + +```{math} +\text{quantized\_disk} = \text{num\_vectors} \times \text{quantized\_bytes\_per\_vector} +``` + +#### Index structure on disk + +The index structure overhead depends on the algorithm used: + +::::{tab-set} + +:::{tab-item} HNSW +The HNSW graph stores neighbor connections for each vector. The default value for `m` (connections per node) is `16`. + +```{math} +\text{hnsw\_graph\_bytes} = \text{num\_vectors} \times 4 \times m +``` + +With the default `m = 16`: + +```{math} +\text{hnsw\_graph\_bytes} = \text{num\_vectors} \times 64 +``` +::: + +:::{tab-item} Flat +The flat (brute-force) index has no additional index structure on disk. Only the raw and quantized vectors are stored. + +```{math} +\text{flat\_index\_bytes} = 0 +``` +::: + +:::{tab-item} DiskBBQ +DiskBBQ stores cluster centroids and quantized vectors within clusters. The default value for `vectors_per_cluster` is `384`. + +First, compute the number of clusters: + +```{math} +\text{num\_clusters} = \left\lceil \frac{\text{num\_vectors}}{\text{vectors\_per\_cluster}} \right\rceil +``` + +Then compute the centroid and quantized vector storage: + +```{math} +\begin{align*} +\text{centroid\_bytes} &= \text{num\_clusters} \times \text{num\_dimensions} \times 4 \\ +&+ \text{num\_clusters} \times (\text{num\_dimensions} + 14) +\end{align*} +``` + +```{math} +\text{quantized\_vector\_bytes} = \text{num\_vectors} \times \left(\left(\left\lceil \frac{\text{num\_dimensions}}{8} \right\rceil + 14 + 2\right) \times 2\right) +``` + +```{math} +\text{diskbbq\_total\_bytes} = \text{centroid\_bytes} + \text{quantized\_vector\_bytes} +``` +::: + +:::: + +#### Total disk per replica + +```{math} +\text{total\_disk} = \text{raw\_vector\_bytes} + \text{quantized\_disk} + \text{index\_structure\_bytes} +``` + +### Estimate off-heap RAM [_estimate_off_heap_ram] + +Off-heap RAM is used by the filesystem cache to hold vector data and index structures in memory for fast search. This is separate from the Java heap. + +#### Vector data in RAM + +The amount of vector data held in off-heap RAM depends on the `element_type` and `quantization`. When quantization is enabled, only the smaller quantized vectors need to be in RAM — the raw vectors are accessed from disk only during rescoring. + +| `element_type` | `quantization` | RAM per vector | +| --- | --- | --- | +| `float` | none | `num_dimensions × 4` | +| `float` | `int8` | `num_dimensions + 4` | +| `float` | `int4` | `⌈num_dimensions / 2⌉ + 4` | +| `float` | `bbq` | `⌈num_dimensions / 8⌉ + 14` | +| `bfloat16` | none | `num_dimensions × 2` | +| `bfloat16` | `int8` | `num_dimensions + 4` | +| `bfloat16` | `int4` | `⌈num_dimensions / 2⌉ + 4` | +| `bfloat16` | `bbq` | `⌈num_dimensions / 8⌉ + 14` | +| `byte` | none | `num_dimensions` | +| `bit` | none | `⌈num_dimensions / 8⌉` | + +```{math} +\text{vector\_ram} = \text{num\_vectors} \times \text{ram\_per\_vector} +``` + +#### Index structure in RAM + +::::::{tab-set} + +:::::{tab-item} HNSW +The HNSW graph must be fully loaded in memory for efficient search. The default value for `m` is `16`. + +```{math} +\text{hnsw\_ram} = \text{num\_vectors} \times 4 \times m +``` + +**Total off-heap RAM for HNSW:** + +```{math} +\text{total\_ram} = \text{vector\_ram} + \text{hnsw\_ram} +``` +::::: + +:::::{tab-item} Flat +The flat index has no graph structure. Only vector data needs to be in RAM. + +```{math} +\text{total\_ram} = \text{vector\_ram} +``` +::::: + +:::::{tab-item} DiskBBQ +DiskBBQ is designed to work efficiently with only a fraction of the index in memory. In testing, as little as 1–5% of the total index structure (centroids + quantized vectors) loaded in off-heap RAM provides reasonable performance. + +```{math} +\text{diskbbq\_ram} \approx 0.01 \text{ to } 0.05 \times (\text{centroid\_bytes} + \text{quantized\_vector\_bytes}) +``` + +:::{tip} +Start with 5% of the DiskBBQ index structure in RAM and tune downward based on benchmark results. The required fraction depends on your query patterns — queries that access overlapping clusters benefit from caching. +::: +::::: + +:::::: + +### Cluster-wide totals [_cluster_wide_totals] + +Each shard replica holds a full copy of the vector data and index structures. To estimate cluster-wide resource requirements, multiply the per-replica estimates by the total number of copies: + +```{math} +\text{total\_copies} = 1 \text{ (primary)} + \text{num\_replicas} +``` + +```{math} +\text{cluster\_disk} = \text{total\_disk\_per\_replica} \times \text{total\_copies} +``` + +```{math} +\text{cluster\_ram} = \text{total\_ram\_per\_replica} \times \text{total\_copies} +``` + +:::{note} +The cluster-wide RAM is spread across data nodes that hold the shard replicas. Each data node only needs enough RAM for the replicas assigned to it. +::: + +### Worked examples [_sizing_worked_examples] + +::::{dropdown} Example: HNSW with float vectors and no quantization +**Configuration:** 1,000,000 vectors, 1,024 dimensions, `element_type: float`, HNSW with `m = 16`, no quantization, 1 replica. + +**Disk (per replica):** + +```{math} +\begin{align*} +\text{raw vectors} &= 1{,}000{,}000 \times 1{,}024 \times 4 = 4{,}096{,}000{,}000 \text{ bytes} \approx 3.81 \text{ GB} \\ +\text{HNSW graph} &= 1{,}000{,}000 \times 4 \times 16 = 64{,}000{,}000 \text{ bytes} \approx 61.0 \text{ MB} \\ +\text{total disk} &\approx 3.87 \text{ GB} +\end{align*} +``` + +**Off-heap RAM (per replica):** + +```{math} +\begin{align*} +\text{vector RAM} &= 4{,}096{,}000{,}000 \text{ bytes} \approx 3.81 \text{ GB} \\ +\text{HNSW graph RAM} &= 64{,}000{,}000 \text{ bytes} \approx 61.0 \text{ MB} \\ +\text{total RAM} &\approx 3.87 \text{ GB} +\end{align*} +``` + +**Cluster-wide (1 primary + 1 replica = 2 copies):** ~7.74 GB disk, ~7.74 GB RAM +:::: + +::::{dropdown} Example: HNSW with float vectors and int8 quantization +**Configuration:** 1,000,000 vectors, 1,024 dimensions, `element_type: float`, HNSW with `m = 16`, `int8` quantization, 1 replica. + +**Disk (per replica):** + +```{math} +\begin{align*} +\text{raw vectors} &= 1{,}000{,}000 \times 1{,}024 \times 4 = 4{,}096{,}000{,}000 \text{ bytes} \approx 3.81 \text{ GB} \\ +\text{int8 quantized} &= 1{,}000{,}000 \times (1{,}024 + 4) = 1{,}028{,}000{,}000 \text{ bytes} \approx 980 \text{ MB} \\ +\text{HNSW graph} &= 1{,}000{,}000 \times 64 = 64{,}000{,}000 \text{ bytes} \approx 61.0 \text{ MB} \\ +\text{total disk} &\approx 4.83 \text{ GB} +\end{align*} +``` + +**Off-heap RAM (per replica):** + +```{math} +\begin{align*} +\text{int8 vector RAM} &= 1{,}028{,}000{,}000 \text{ bytes} \approx 980 \text{ MB} \\ +\text{HNSW graph RAM} &= 64{,}000{,}000 \text{ bytes} \approx 61.0 \text{ MB} \\ +\text{total RAM} &\approx 1.02 \text{ GB} +\end{align*} +``` + +:::{note} +With `int8` quantization, disk increases by ~25% (both raw and quantized vectors are stored), but RAM drops from 3.87 GB to 1.02 GB — a **~4× reduction**. +::: + +**Cluster-wide (1 primary + 1 replica = 2 copies):** ~9.66 GB disk, ~2.03 GB RAM +:::: + +::::{dropdown} Example: HNSW with float vectors and BBQ quantization +**Configuration:** 10,000,000 vectors, 768 dimensions, `element_type: float`, HNSW with `m = 16`, `bbq` quantization, 1 replica. + +**Disk (per replica):** + +```{math} +\begin{align*} +\text{raw vectors} &= 10{,}000{,}000 \times 768 \times 4 = 30{,}720{,}000{,}000 \text{ bytes} \approx 28.6 \text{ GB} \\ +\text{BBQ quantized} &= 10{,}000{,}000 \times (96 + 14) = 1{,}100{,}000{,}000 \text{ bytes} \approx 1.02 \text{ GB} \\ +\text{HNSW graph} &= 10{,}000{,}000 \times 64 = 640{,}000{,}000 \text{ bytes} \approx 596 \text{ MB} \\ +\text{total disk} &\approx 30.2 \text{ GB} +\end{align*} +``` + +**Off-heap RAM (per replica):** + +```{math} +\begin{align*} +\text{BBQ vector RAM} &= 1{,}100{,}000{,}000 \text{ bytes} \approx 1.02 \text{ GB} \\ +\text{HNSW graph RAM} &= 640{,}000{,}000 \text{ bytes} \approx 596 \text{ MB} \\ +\text{total RAM} &\approx 1.62 \text{ GB} +\end{align*} +``` + +:::{note} +BBQ quantization reduces RAM from ~29.2 GB (unquantized) to ~1.62 GB — a **~18× reduction** for 768-dimensional vectors. This is ideal for large-scale vector workloads. +::: + +**Cluster-wide (1 primary + 1 replica = 2 copies):** ~60.4 GB disk, ~3.24 GB RAM +:::: + +::::{dropdown} Example: DiskBBQ +**Configuration:** 10,000,000 vectors, 768 dimensions, `element_type: float`, DiskBBQ with `vectors_per_cluster = 384`, 1 replica. + +**Disk (per replica):** + +```{math} +\begin{align*} +\text{raw vectors} &= 10{,}000{,}000 \times 768 \times 4 = 30{,}720{,}000{,}000 \text{ bytes} \approx 28.6 \text{ GB} \\ +\text{num\_clusters} &= \lceil 10{,}000{,}000 / 384 \rceil = 26{,}042 \\ +\text{centroid bytes} &= 26{,}042 \times 768 \times 4 + 26{,}042 \times (768 + 14) \\ +&= 80{,}001{,}024 + 20{,}356{,}844 = 100{,}357{,}868 \text{ bytes} \approx 95.7 \text{ MB} \\ +\text{quantized vectors} &= 10{,}000{,}000 \times ((96 + 14 + 2) \times 2) = 2{,}240{,}000{,}000 \text{ bytes} \approx 2.09 \text{ GB} \\ +\text{total disk} &\approx 30.8 \text{ GB} +\end{align*} +``` + +**Off-heap RAM (per replica):** + +```{math} +\begin{align*} +\text{DiskBBQ index size} &= 100{,}357{,}868 + 2{,}240{,}000{,}000 = 2{,}340{,}357{,}868 \text{ bytes} \\ +\text{RAM at 5\%} &\approx 117{,}018{,}000 \text{ bytes} \approx 112 \text{ MB} +\end{align*} +``` + +:::{note} +DiskBBQ requires dramatically less RAM than HNSW — ~112 MB vs ~29.2 GB for the same 10M×768 unquantized HNSW setup. Trade-off: DiskBBQ has higher query latency since most data is read from disk. +::: + +**Cluster-wide (1 primary + 1 replica = 2 copies):** ~61.5 GB disk, ~224 MB RAM +:::: + +### Quick-reference: RAM reduction from quantization [_quantization_ram_comparison] + +The following table shows the RAM reduction factor for `float` vectors at common dimensions. All values assume HNSW with `m = 16`. + +| Dimensions | No quantization | `int8` | `int4` | `bbq` | +| --- | --- | --- | --- | --- | +| 384 | 1,600 B/vec | 388 B/vec (4.1×) | 196 B/vec (8.2×) | 62 B/vec (25.8×) | +| 768 | 3,136 B/vec | 772 B/vec (4.1×) | 388 B/vec (8.1×) | 110 B/vec (28.5×) | +| 1,024 | 4,160 B/vec | 1,028 B/vec (4.0×) | 516 B/vec (8.1×) | 142 B/vec (29.3×) | +| 1,536 | 6,208 B/vec | 1,540 B/vec (4.0×) | 772 B/vec (8.0×) | 206 B/vec (30.1×) | + +:::{note} +Bytes per vector include HNSW graph overhead (64 bytes with `m = 16`). Reduction factors compare total per-vector RAM (vectors + graph) against the unquantized baseline. +::: + +The data nodes should also leave a buffer for other ways that RAM is needed. For example your index might also include text fields and numerics, which also benefit from using filesystem cache. It's recommended to run benchmarks with your specific dataset to ensure there's a sufficient amount of memory to give good search performance. You can find [here](https://elasticsearch-benchmarks.elastic.co/#tracks/so_vector) and [here](https://elasticsearch-benchmarks.elastic.co/#tracks/dense_vector) some examples of datasets and configurations that we use for our nightly benchmarks. diff --git a/tools/vector_sizing_calculator/web-component/dist/vector-sizing-calculator.iife.js b/tools/vector_sizing_calculator/web-component/dist/vector-sizing-calculator.iife.js new file mode 100644 index 000000000..7f17f5de3 --- /dev/null +++ b/tools/vector_sizing_calculator/web-component/dist/vector-sizing-calculator.iife.js @@ -0,0 +1,995 @@ +var hge=Object.defineProperty;var bge=(Fa,Nt,wr)=>Nt in Fa?hge(Fa,Nt,{enumerable:!0,configurable:!0,writable:!0,value:wr}):Fa[Nt]=wr;var gU=(Fa,Nt,wr)=>bge(Fa,typeof Nt!="symbol"?Nt+"":Nt,wr);(function(){"use strict";function Fa(e,t){for(var r=0;rn[a]})}}}return Object.freeze(Object.defineProperty(e,Symbol.toStringTag,{value:"Module"}))}var Nt=typeof globalThis<"u"?globalThis:typeof 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n=/#(?!\{).+/,a={pattern:/#\{[^}]+\}/,alias:"variable"};r.languages.coffeescript=r.languages.extend("javascript",{comment:n,string:[{pattern:/'(?:\\[\s\S]|[^\\'])*'/,greedy:!0},{pattern:/"(?:\\[\s\S]|[^\\"])*"/,greedy:!0,inside:{interpolation:a}}],keyword:/\b(?:and|break|by|catch|class|continue|debugger|delete|do|each|else|extend|extends|false|finally|for|if|in|instanceof|is|isnt|let|loop|namespace|new|no|not|null|of|off|on|or|own|return|super|switch|then|this|throw|true|try|typeof|undefined|unless|until|when|while|window|with|yes|yield)\b/,"class-member":{pattern:/@(?!\d)\w+/,alias:"variable"}}),r.languages.insertBefore("coffeescript","comment",{"multiline-comment":{pattern:/###[\s\S]+?###/,alias:"comment"},"block-regex":{pattern:/\/{3}[\s\S]*?\/{3}/,alias:"regex",inside:{comment:n,interpolation:a}}}),r.languages.insertBefore("coffeescript","string",{"inline-javascript":{pattern:/`(?:\\[\s\S]|[^\\`])*`/,inside:{delimiter:{pattern:/^`|`$/,alias:"punctuation"},script:{pattern:/[\s\S]+/,alias:"language-javascript",inside:r.languages.javascript}}},"multiline-string":[{pattern:/'''[\s\S]*?'''/,greedy:!0,alias:"string"},{pattern:/"""[\s\S]*?"""/,greedy:!0,alias:"string",inside:{interpolation:a}}]}),r.languages.insertBefore("coffeescript","keyword",{property:/(?!\d)\w+(?=\s*:(?!:))/}),delete 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Mv}var Fv,RD;function tie(){if(RD)return Fv;RD=1,Fv=e,e.displayName="coq",e.aliases=[];function e(t){(function(r){for(var n=/\(\*(?:[^(*]|\((?!\*)|\*(?!\))|)*\*\)/.source,a=0;a<2;a++)n=n.replace(//g,function(){return n});n=n.replace(//g,"[]"),r.languages.coq={comment:RegExp(n),string:{pattern:/"(?:[^"]|"")*"(?!")/,greedy:!0},attribute:[{pattern:RegExp(/#\[(?:[^\[\]("]|"(?:[^"]|"")*"(?!")|\((?!\*)|)*\]/.source.replace(//g,function(){return 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Fv}var Bv,ID;function Yc(){if(ID)return Bv;ID=1,Bv=e,e.displayName="ruby",e.aliases=["rb"];function e(t){(function(r){r.languages.ruby=r.languages.extend("clike",{comment:{pattern:/#.*|^=begin\s[\s\S]*?^=end/m,greedy:!0},"class-name":{pattern:/(\b(?:class|module)\s+|\bcatch\s+\()[\w.\\]+|\b[A-Z_]\w*(?=\s*\.\s*new\b)/,lookbehind:!0,inside:{punctuation:/[.\\]/}},keyword:/\b(?:BEGIN|END|alias|and|begin|break|case|class|def|define_method|defined|do|each|else|elsif|end|ensure|extend|for|if|in|include|module|new|next|nil|not|or|prepend|private|protected|public|raise|redo|require|rescue|retry|return|self|super|then|throw|undef|unless|until|when|while|yield)\b/,operator:/\.{2,3}|&\.|===||[!=]?~|(?:&&|\|\||<<|>>|\*\*|[+\-*/%<>!^&|=])=?|[?:]/,punctuation:/[(){}[\].,;]/}),r.languages.insertBefore("ruby","operator",{"double-colon":{pattern:/::/,alias:"punctuation"}});var n={pattern:/((?:^|[^\\])(?:\\{2})*)#\{(?:[^{}]|\{[^{}]*\})*\}/,lookbehind:!0,inside:{content:{pattern:/^(#\{)[\s\S]+(?=\}$)/,lookbehind:!0,inside:r.languages.ruby},delimiter:{pattern:/^#\{|\}$/,alias:"punctuation"}}};delete r.languages.ruby.function;var a="(?:"+[/([^a-zA-Z0-9\s{(\[<=])(?:(?!\1)[^\\]|\\[\s\S])*\1/.source,/\((?:[^()\\]|\\[\s\S]|\((?:[^()\\]|\\[\s\S])*\))*\)/.source,/\{(?:[^{}\\]|\\[\s\S]|\{(?:[^{}\\]|\\[\s\S])*\})*\}/.source,/\[(?:[^\[\]\\]|\\[\s\S]|\[(?:[^\[\]\\]|\\[\s\S])*\])*\]/.source,/<(?:[^<>\\]|\\[\s\S]|<(?:[^<>\\]|\\[\s\S])*>)*>/.source].join("|")+")",s=/(?:"(?:\\.|[^"\\\r\n])*"|(?:\b[a-zA-Z_]\w*|[^\s\0-\x7F]+)[?!]?|\$.)/.source;r.languages.insertBefore("ruby","keyword",{"regex-literal":[{pattern:RegExp(/%r/.source+a+/[egimnosux]{0,6}/.source),greedy:!0,inside:{interpolation:n,regex:/[\s\S]+/}},{pattern:/(^|[^/])\/(?!\/)(?:\[[^\r\n\]]+\]|\\.|[^[/\\\r\n])+\/[egimnosux]{0,6}(?=\s*(?:$|[\r\n,.;})#]))/,lookbehind:!0,greedy:!0,inside:{interpolation:n,regex:/[\s\S]+/}}],variable:/[@$]+[a-zA-Z_]\w*(?:[?!]|\b)/,symbol:[{pattern:RegExp(/(^|[^:]):/.source+s),lookbehind:!0,greedy:!0},{pattern:RegExp(/([\r\n{(,][ 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|enableEngineArtillery|enableEnvironment|enableFatigue|enableGunLights|enableInfoPanelComponent|enableIRLasers|enableMimics|enablePersonTurret|enableRadio|enableReload|enableRopeAttach|enableSatNormalOnDetail|enableSaving|enableSentences|enableSimulation|enableSimulationGlobal|enableStamina|enableStressDamage|enableTeamSwitch|enableTraffic|enableUAVConnectability|enableUAVWaypoints|enableVehicleCargo|enableVehicleSensor|enableWeaponDisassembly|endl|endLoadingScreen|endMission|engineOn|enginesIsOnRTD|enginesPowerRTD|enginesRpmRTD|enginesTorqueRTD|entities|environmentEnabled|estimatedEndServerTime|estimatedTimeLeft|evalObjectArgument|everyBackpack|everyContainer|exec|execEditorScript|exp|expectedDestination|exportJIPMessages|eyeDirection|eyePos|face|faction|fadeMusic|fadeRadio|fadeSound|fadeSpeech|failMission|fillWeaponsFromPool|find|findCover|findDisplay|findEditorObject|findEmptyPosition|findEmptyPositionReady|findIf|findNearestEnemy|finishMissionInit|finite|fire|fireAtTarget|firstBackpack|flag|flagAnimationPhase|flagOwner|flagSide|flagTexture|fleeing|floor|flyInHeight|flyInHeightASL|fog|fogForecast|fogParams|forceAddUniform|forceAtPositionRTD|forcedMap|forceEnd|forceFlagTexture|forceFollowRoad|forceGeneratorRTD|forceMap|forceRespawn|forceSpeed|forceWalk|forceWeaponFire|forceWeatherChange|forgetTarget|format|formation|formationDirection|formationLeader|formationMembers|formationPosition|formationTask|formatText|formLeader|freeLook|fromEditor|fuel|fullCrew|gearIDCAmmoCount|gearSlotAmmoCount|gearSlotData|get3DENActionState|get3DENAttribute|get3DENCamera|get3DENConnections|get3DENEntity|get3DENEntityID|get3DENGrid|get3DENIconsVisible|get3DENLayerEntities|get3DENLinesVisible|get3DENMissionAttribute|get3DENMouseOver|get3DENSelected|getAimingCoef|getAllEnvSoundControllers|getAllHitPointsDamage|getAllOwnedMines|getAllSoundControllers|getAmmoCargo|getAnimAimPrecision|getAnimSpeedCoef|getArray|getArtilleryAmmo|getArtilleryComputerSettings|getArtilleryETA|getAssignedCuratorLogic|getAssignedCuratorUnit|getBackpackCargo|getBleedingRemaining|getBurningValue|getCameraViewDirection|getCargoIndex|getCenterOfMass|getClientState|getClientStateNumber|getCompatiblePylonMagazines|getConnectedUAV|getContainerMaxLoad|getCursorObjectParams|getCustomAimCoef|getDammage|getDescription|getDir|getDirVisual|getDLCAssetsUsage|getDLCAssetsUsageByName|getDLCs|getDLCUsageTime|getEditorCamera|getEditorMode|getEditorObjectScope|getElevationOffset|getEngineTargetRpmRTD|getEnvSoundController|getFatigue|getFieldManualStartPage|getForcedFlagTexture|getFriend|getFSMVariable|getFuelCargo|getGroupIcon|getGroupIconParams|getGroupIcons|getHideFrom|getHit|getHitIndex|getHitPointDamage|getItemCargo|getMagazineCargo|getMarkerColor|getMarkerPos|getMarkerSize|getMarkerType|getMass|getMissionConfig|getMissionConfigValue|getMissionDLCs|getMissionLayerEntities|getMissionLayers|getModelInfo|getMousePosition|getMusicPlayedTime|getNumber|getObjectArgument|getObjectChildren|getObjectDLC|getObjectMaterials|getObjectProxy|getObjectTextures|getObjectType|getObjectViewDistance|getOxygenRemaining|getPersonUsedDLCs|getPilotCameraDirection|getPilotCameraPosition|getPilotCameraRotation|getPilotCameraTarget|getPlateNumber|getPlayerChannel|getPlayerScores|getPlayerUID|getPlayerUIDOld|getPos|getPosASL|getPosASLVisual|getPosASLW|getPosATL|getPosATLVisual|getPosVisual|getPosWorld|getPylonMagazines|getRelDir|getRelPos|getRemoteSensorsDisabled|getRepairCargo|getResolution|getRotorBrakeRTD|getShadowDistance|getShotParents|getSlingLoad|getSoundController|getSoundControllerResult|getSpeed|getStamina|getStatValue|getSuppression|getTerrainGrid|getTerrainHeightASL|getText|getTotalDLCUsageTime|getTrimOffsetRTD|getUnitLoadout|getUnitTrait|getUserMFDText|getUserMFDValue|getVariable|getVehicleCargo|getWeaponCargo|getWeaponSway|getWingsOrientationRTD|getWingsPositionRTD|getWPPos|glanceAt|globalChat|globalRadio|goggles|group|groupChat|groupFromNetId|groupIconSelectable|groupIconsVisible|groupId|groupOwner|groupRadio|groupSelectedUnits|groupSelectUnit|grpNull|gunner|gusts|halt|handgunItems|handgunMagazine|handgunWeapon|handsHit|hasInterface|hasPilotCamera|hasWeapon|hcAllGroups|hcGroupParams|hcLeader|hcRemoveAllGroups|hcRemoveGroup|hcSelected|hcSelectGroup|hcSetGroup|hcShowBar|hcShownBar|headgear|hideBody|hideObject|hideObjectGlobal|hideSelection|hint|hintC|hintCadet|hintSilent|hmd|hostMission|htmlLoad|HUDMovementLevels|humidity|image|importAllGroups|importance|in|inArea|inAreaArray|incapacitatedState|independent|inflame|inflamed|infoPanel|infoPanelComponentEnabled|infoPanelComponents|infoPanels|inGameUISetEventHandler|inheritsFrom|initAmbientLife|inPolygon|inputAction|inRangeOfArtillery|insertEditorObject|intersect|is3DEN|is3DENMultiplayer|isAbleToBreathe|isAgent|isAimPrecisionEnabled|isArray|isAutoHoverOn|isAutonomous|isAutoStartUpEnabledRTD|isAutotest|isAutoTrimOnRTD|isBleeding|isBurning|isClass|isCollisionLightOn|isCopilotEnabled|isDamageAllowed|isDedicated|isDLCAvailable|isEngineOn|isEqualTo|isEqualType|isEqualTypeAll|isEqualTypeAny|isEqualTypeArray|isEqualTypeParams|isFilePatchingEnabled|isFlashlightOn|isFlatEmpty|isForcedWalk|isFormationLeader|isGroupDeletedWhenEmpty|isHidden|isInRemainsCollector|isInstructorFigureEnabled|isIRLaserOn|isKeyActive|isKindOf|isLaserOn|isLightOn|isLocalized|isManualFire|isMarkedForCollection|isMultiplayer|isMultiplayerSolo|isNil|isNull|isNumber|isObjectHidden|isObjectRTD|isOnRoad|isPipEnabled|isPlayer|isRealTime|isRemoteExecuted|isRemoteExecutedJIP|isServer|isShowing3DIcons|isSimpleObject|isSprintAllowed|isStaminaEnabled|isSteamMission|isStreamFriendlyUIEnabled|isStressDamageEnabled|isText|isTouchingGround|isTurnedOut|isTutHintsEnabled|isUAVConnectable|isUAVConnected|isUIContext|isUniformAllowed|isVehicleCargo|isVehicleRadarOn|isVehicleSensorEnabled|isWalking|isWeaponDeployed|isWeaponRested|itemCargo|items|itemsWithMagazines|join|joinAs|joinAsSilent|joinSilent|joinString|kbAddDatabase|kbAddDatabaseTargets|kbAddTopic|kbHasTopic|kbReact|kbRemoveTopic|kbTell|kbWasSaid|keyImage|keyName|knowsAbout|land|landAt|landResult|language|laserTarget|lbAdd|lbClear|lbColor|lbColorRight|lbCurSel|lbData|lbDelete|lbIsSelected|lbPicture|lbPictureRight|lbSelection|lbSetColor|lbSetColorRight|lbSetCurSel|lbSetData|lbSetPicture|lbSetPictureColor|lbSetPictureColorDisabled|lbSetPictureColorSelected|lbSetPictureRight|lbSetPictureRightColor|lbSetPictureRightColorDisabled|lbSetPictureRightColorSelected|lbSetSelectColor|lbSetSelectColorRight|lbSetSelected|lbSetText|lbSetTextRight|lbSetTooltip|lbSetValue|lbSize|lbSort|lbSortByValue|lbText|lbTextRight|lbValue|leader|leaderboardDeInit|leaderboardGetRows|leaderboardInit|leaderboardRequestRowsFriends|leaderboardRequestRowsGlobal|leaderboardRequestRowsGlobalAroundUser|leaderboardsRequestUploadScore|leaderboardsRequestUploadScoreKeepBest|leaderboardState|leaveVehicle|libraryCredits|libraryDisclaimers|lifeState|lightAttachObject|lightDetachObject|lightIsOn|lightnings|limitSpeed|linearConversion|lineBreak|lineIntersects|lineIntersectsObjs|lineIntersectsSurfaces|lineIntersectsWith|linkItem|list|listObjects|listRemoteTargets|listVehicleSensors|ln|lnbAddArray|lnbAddColumn|lnbAddRow|lnbClear|lnbColor|lnbColorRight|lnbCurSelRow|lnbData|lnbDeleteColumn|lnbDeleteRow|lnbGetColumnsPosition|lnbPicture|lnbPictureRight|lnbSetColor|lnbSetColorRight|lnbSetColumnsPos|lnbSetCurSelRow|lnbSetData|lnbSetPicture|lnbSetPictureColor|lnbSetPictureColorRight|lnbSetPictureColorSelected|lnbSetPictureColorSelectedRight|lnbSetPictureRight|lnbSetText|lnbSetTextRight|lnbSetValue|lnbSize|lnbSort|lnbSortByValue|lnbText|lnbTextRight|lnbValue|load|loadAbs|loadBackpack|loadFile|loadGame|loadIdentity|loadMagazine|loadOverlay|loadStatus|loadUniform|loadVest|local|localize|locationNull|locationPosition|lock|lockCameraTo|lockCargo|lockDriver|locked|lockedCargo|lockedDriver|lockedTurret|lockIdentity|lockTurret|lockWP|log|logEntities|logNetwork|logNetworkTerminate|lookAt|lookAtPos|magazineCargo|magazines|magazinesAllTurrets|magazinesAmmo|magazinesAmmoCargo|magazinesAmmoFull|magazinesDetail|magazinesDetailBackpack|magazinesDetailUniform|magazinesDetailVest|magazinesTurret|magazineTurretAmmo|mapAnimAdd|mapAnimClear|mapAnimCommit|mapAnimDone|mapCenterOnCamera|mapGridPosition|markAsFinishedOnSteam|markerAlpha|markerBrush|markerColor|markerDir|markerPos|markerShape|markerSize|markerText|markerType|max|members|menuAction|menuAdd|menuChecked|menuClear|menuCollapse|menuData|menuDelete|menuEnable|menuEnabled|menuExpand|menuHover|menuPicture|menuSetAction|menuSetCheck|menuSetData|menuSetPicture|menuSetValue|menuShortcut|menuShortcutText|menuSize|menuSort|menuText|menuURL|menuValue|min|mineActive|mineDetectedBy|missionConfigFile|missionDifficulty|missionName|missionNamespace|missionStart|missionVersion|modelToWorld|modelToWorldVisual|modelToWorldVisualWorld|modelToWorldWorld|modParams|moonIntensity|moonPhase|morale|move|move3DENCamera|moveInAny|moveInCargo|moveInCommander|moveInDriver|moveInGunner|moveInTurret|moveObjectToEnd|moveOut|moveTime|moveTo|moveToCompleted|moveToFailed|musicVolume|name|nameSound|nearEntities|nearestBuilding|nearestLocation|nearestLocations|nearestLocationWithDubbing|nearestObject|nearestObjects|nearestTerrainObjects|nearObjects|nearObjectsReady|nearRoads|nearSupplies|nearTargets|needReload|netId|netObjNull|newOverlay|nextMenuItemIndex|nextWeatherChange|nMenuItems|numberOfEnginesRTD|numberToDate|objectCurators|objectFromNetId|objectParent|objNull|objStatus|onBriefingGear|onBriefingGroup|onBriefingNotes|onBriefingPlan|onBriefingTeamSwitch|onCommandModeChanged|onDoubleClick|onEachFrame|onGroupIconClick|onGroupIconOverEnter|onGroupIconOverLeave|onHCGroupSelectionChanged|onMapSingleClick|onPlayerConnected|onPlayerDisconnected|onPreloadFinished|onPreloadStarted|onShowNewObject|onTeamSwitch|openCuratorInterface|openDLCPage|openDSInterface|openMap|openSteamApp|openYoutubeVideo|opfor|orderGetIn|overcast|overcastForecast|owner|param|params|parseNumber|parseSimpleArray|parseText|par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b/tools/vector_sizing_calculator/web-component/package.json new file mode 100644 index 000000000..e5f25e28b --- /dev/null +++ b/tools/vector_sizing_calculator/web-component/package.json @@ -0,0 +1,26 @@ +{ + "name": "@elastic/vector-sizing-calculator", + "version": "0.1.0", + "private": true, + "type": "module", + "scripts": { + "dev": "vite", + "build": "tsc && vite build", + "preview": "vite preview" + }, + "dependencies": { + "@elastic/eui": "^97.3.0", + "@emotion/css": "^11.13.0", + "@emotion/react": "^11.13.0", + "react": "^18.3.1", + "react-dom": "^18.3.1" + }, + "devDependencies": { + "@types/react": "^18.3.5", + "@types/react-dom": "^18.3.0", + "@vitejs/plugin-react": "^4.3.0", + "playwright": "^1.58.2", + "typescript": "^5.6.0", + "vite": "^6.0.0" + } +} diff --git a/tools/vector_sizing_calculator/web-component/src/Calculator.tsx b/tools/vector_sizing_calculator/web-component/src/Calculator.tsx new file mode 100644 index 000000000..7e8268092 --- /dev/null +++ b/tools/vector_sizing_calculator/web-component/src/Calculator.tsx @@ -0,0 +1,146 @@ +import { useState, useMemo, useEffect, useCallback } from 'react'; +import { EuiSpacer, EuiText } from '@elastic/eui'; +import type { + ElementType, + IndexType, + Quantization, + CalculatorInputs, +} from './types'; +import { + calculate, + validate, + getAvailableQuantizations, +} from './calculations'; +import { ConfigurationPanel } from './components/ConfigurationPanel'; +import { ResultsPanel } from './components/ResultsPanel'; +import { ClusterTotals } from './components/ClusterTotals'; +import { FormulasPanel } from './components/FormulasPanel'; + +function getAvailableIndexTypes(elementType: ElementType) { + const options = [ + { value: 'hnsw', text: 'HNSW' }, + { value: 'flat', text: 'Flat (brute-force)' }, + ]; + if (elementType === 'float' || elementType === 'bfloat16') { + options.push({ value: 'disk_bbq', text: 'DiskBBQ' }); + } + return options; +} + +function parseVectorCount(s: string): number { + if (!s) return NaN; + const clean = s.trim().replace(/,/g, ''); + const multipliers: Record = { + k: 1e3, K: 1e3, m: 1e6, M: 1e6, b: 1e9, B: 1e9, + }; + const match = clean.match(/^(\d+\.?\d*)\s*([kKmMbB])?$/); + if (!match) return parseInt(clean, 10); + return Math.round( + parseFloat(match[1]) * (match[2] ? multipliers[match[2]] : 1) + ); +} + +export function Calculator() { + const [vectorsText, setVectorsText] = useState(''); + const [numDimensions, setNumDimensions] = useState(''); + const [elementType, setElementType] = useState('float'); + const [indexType, setIndexType] = useState('hnsw'); + const [quantization, setQuantization] = useState('none'); + const [replicas, setReplicas] = useState(1); + const [hnswM, setHnswM] = useState(16); + const [efConstruction, setEfConstruction] = useState(100); + const [vectorsPerCluster, setVectorsPerCluster] = useState(384); + + const indexTypeOptions = useMemo(() => getAvailableIndexTypes(elementType), [elementType]); + const quantOptions = useMemo(() => getAvailableQuantizations(elementType, indexType), [elementType, indexType]); + + useEffect(() => { + const available = indexTypeOptions.map((o) => o.value); + if (!available.includes(indexType)) { + setIndexType(available[0] as IndexType); + } + }, [indexTypeOptions, indexType]); + + useEffect(() => { + const available = quantOptions.map((o) => o.value); + if (!available.includes(quantization)) { + setQuantization(available[0] as Quantization); + } + }, [quantOptions, quantization]); + + const inputs: CalculatorInputs = useMemo(() => ({ + numVectors: parseVectorCount(vectorsText), + numDimensions: typeof numDimensions === 'number' ? numDimensions : NaN, + elementType, + indexType, + quantization, + replicas, + hnswM, + efConstruction, + vectorsPerCluster, + }), [vectorsText, numDimensions, elementType, indexType, quantization, replicas, hnswM, efConstruction, vectorsPerCluster]); + + const validation = useMemo(() => validate(inputs), [inputs]); + const result = useMemo(() => (validation.valid ? calculate(inputs) : null), [inputs, validation]); + + const handleVectorsBlur = useCallback(() => { + const v = parseVectorCount(vectorsText); + if (!isNaN(v) && v > 0) { + setVectorsText(v.toLocaleString('en-US')); + } + }, [vectorsText]); + + return ( + <> + + + + + + {result && replicas > 0 && ( + <> + + + + )} + + {result && ( + <> + + + + )} + + + + + Estimates are approximate — run benchmarks with your specific + dataset for production sizing. + + + + ); +} diff --git a/tools/vector_sizing_calculator/web-component/src/calculations.ts b/tools/vector_sizing_calculator/web-component/src/calculations.ts new file mode 100644 index 000000000..512525fdd --- /dev/null +++ b/tools/vector_sizing_calculator/web-component/src/calculations.ts @@ -0,0 +1,317 @@ +import type { + CalculatorInputs, + SizingResult, + ValidationResult, + BreakdownItem, +} from './types'; + +/** Return the number of raw bytes per vector based on element type + dimensions. */ +function rawBytesPerVector(elementType: string, D: number): number { + switch (elementType) { + case 'float': + return D * 4; + case 'bfloat16': + return D * 2; + case 'byte': + return D; + case 'bit': + return Math.ceil(D / 8); + default: + return D * 4; + } +} + +/** Human-readable byte formatting. */ +export function formatBytes(bytes: number): { value: string; unit: string } { + if (bytes === 0) return { value: '0', unit: 'bytes' }; + const units = ['bytes', 'KB', 'MB', 'GB', 'TB', 'PB']; + let idx = 0; + let val = bytes; + while (val >= 1024 && idx < units.length - 1) { + val /= 1024; + idx++; + } + const formatted = + val < 10 ? val.toFixed(2) : val < 100 ? val.toFixed(1) : val.toFixed(0); + return { value: formatted, unit: units[idx] }; +} + +export function formatBytesString(bytes: number): string { + const f = formatBytes(bytes); + return `${f.value} ${f.unit}`; +} + +/** Returns the list of available quantization options for a given element type + index type. */ +export function getAvailableQuantizations( + elementType: string, + indexType: string +): { value: string; label: string }[] { + if (indexType === 'disk_bbq') { + return [{ value: 'bbq', label: 'BBQ (built-in)' }]; + } + const options: { value: string; label: string }[] = [ + { value: 'none', label: 'None' }, + ]; + if (elementType === 'float' || elementType === 'bfloat16') { + options.push( + { value: 'int8', label: 'int8' }, + { value: 'int4', label: 'int4' }, + { value: 'bbq', label: 'BBQ' } + ); + } + return options; +} + +/** Validate inputs and return any warnings. */ +export function validate(inputs: CalculatorInputs): ValidationResult { + const { numVectors, numDimensions, elementType, quantization, indexType } = + inputs; + + if ( + isNaN(numVectors) || + isNaN(numDimensions) || + numVectors <= 0 || + numDimensions <= 0 + ) { + return { valid: false }; + } + + if (numDimensions > 4096) { + return { + valid: false, + warning: + 'Elasticsearch supports a maximum of 4,096 dimensions for dense_vector fields.', + warningLink: + 'https://www.elastic.co/docs/reference/elasticsearch/mapping-reference/dense-vector#dense-vector-params', + }; + } + + if ( + (elementType === 'byte' || elementType === 'bit') && + quantization !== 'none' && + indexType !== 'disk_bbq' + ) { + return { + valid: true, + warning: `Quantization is not applicable to ${elementType} element type.`, + }; + } + + if ( + elementType === 'float' && + numDimensions >= 384 && + quantization === 'none' && + indexType !== 'disk_bbq' + ) { + return { + valid: true, + note: 'For float vectors with dimensions ≥ 384, Elastic strongly recommends using a quantized index to reduce memory footprint.', + }; + } + + return { valid: true }; +} + +/** Compute all sizing estimates. */ +export function calculate(inputs: CalculatorInputs): SizingResult | null { + const { + numVectors: V, + numDimensions: D, + elementType, + indexType, + quantization, + replicas, + hnswM: m, + vectorsPerCluster: vpc, + } = inputs; + + if (isNaN(V) || isNaN(D) || V <= 0 || D <= 0) return null; + if (D > 4096) return null; + + const formulas: string[] = []; + + // --- Disk --- + + // Raw vectors + const rpv = rawBytesPerVector(elementType, D); + const rawDisk = V * rpv; + formulas.push( + `Raw vectors on disk = ${V.toLocaleString()} × ${rpv} = ${formatBytesString(rawDisk)}` + ); + + // Quantized vectors (disk) + let quantDisk = 0; + let quantLabel = ''; + if (indexType !== 'disk_bbq') { + switch (quantization) { + case 'int8': + quantDisk = V * (D + 4); + quantLabel = 'int8 quantized vectors'; + formulas.push( + `int8 quantized = V × (D + 4) = ${formatBytesString(quantDisk)}` + ); + break; + case 'int4': + quantDisk = V * (Math.ceil(D / 2) + 4); + quantLabel = 'int4 quantized vectors'; + formulas.push( + `int4 quantized = V × (⌈D/2⌉ + 4) = ${formatBytesString(quantDisk)}` + ); + break; + case 'bbq': + quantDisk = V * (Math.ceil(D / 8) + 14); + quantLabel = 'BBQ quantized vectors'; + formulas.push( + `BBQ quantized = V × (⌈D/8⌉ + 14) = ${formatBytesString(quantDisk)}` + ); + break; + } + } + + // Index structure (disk) + let indexDisk = 0; + let indexLabel = ''; + let bbqCentroids = 0; + let bbqVectors = 0; + + if (indexType === 'hnsw') { + indexDisk = V * 4 * m; + indexLabel = 'HNSW graph'; + formulas.push( + `HNSW graph = V × 4 × ${m} = ${formatBytesString(indexDisk)}` + ); + } else if (indexType === 'disk_bbq') { + const nc = Math.ceil(V / vpc); + bbqCentroids = nc * D * 4 + nc * (D + 14); + bbqVectors = V * ((Math.ceil(D / 8) + 14 + 2) * 2); + indexDisk = bbqCentroids + bbqVectors; + indexLabel = 'DiskBBQ structures'; + formulas.push( + `DiskBBQ clusters = ⌈V / ${vpc}⌉ = ${nc.toLocaleString()}` + ); + formulas.push(`Centroid bytes = ${formatBytesString(bbqCentroids)}`); + formulas.push( + `Quantized cluster vectors = ${formatBytesString(bbqVectors)}` + ); + } + + const totalDisk = rawDisk + quantDisk + indexDisk; + formulas.push( + `Total disk (per replica) = ${formatBytesString(totalDisk)}` + ); + + // Build disk breakdown + const diskBreakdown: BreakdownItem[] = [ + { label: 'Raw vectors', bytes: rawDisk, color: 'primary' }, + ]; + if (quantDisk > 0) + diskBreakdown.push({ + label: quantLabel, + bytes: quantDisk, + color: 'accent', + }); + if (indexDisk > 0) + diskBreakdown.push({ + label: indexLabel, + bytes: indexDisk, + color: 'warning', + }); + + // --- RAM --- + let ramVectors = 0; + let ramVectorsLabel = ''; + let ramIndex = 0; + let ramIndexLabel = ''; + + if (indexType === 'hnsw' || indexType === 'flat') { + switch (quantization) { + case 'none': + ramVectors = rawDisk; + ramVectorsLabel = 'Raw vectors in RAM'; + formulas.push(`Vector RAM = ${formatBytesString(ramVectors)}`); + break; + case 'int8': + ramVectors = V * (D + 4); + ramVectorsLabel = 'int8 vectors in RAM'; + formulas.push( + `Vector RAM (int8) = ${formatBytesString(ramVectors)}` + ); + break; + case 'int4': + ramVectors = V * (Math.ceil(D / 2) + 4); + ramVectorsLabel = 'int4 vectors in RAM'; + formulas.push( + `Vector RAM (int4) = ${formatBytesString(ramVectors)}` + ); + break; + case 'bbq': + ramVectors = V * (Math.ceil(D / 8) + 14); + ramVectorsLabel = 'BBQ vectors in RAM'; + formulas.push( + `Vector RAM (BBQ) = ${formatBytesString(ramVectors)}` + ); + break; + } + if (indexType === 'hnsw') { + ramIndex = V * 4 * m; + ramIndexLabel = 'HNSW graph in RAM'; + formulas.push(`HNSW graph RAM = ${formatBytesString(ramIndex)}`); + } + } else if (indexType === 'disk_bbq') { + const fullIndex = bbqCentroids + bbqVectors; + ramVectors = Math.ceil(fullIndex * 0.05); + ramVectorsLabel = 'DiskBBQ structures (~5% in RAM)'; + formulas.push( + `DiskBBQ RAM ≈ 5% × ${formatBytesString(fullIndex)} = ${formatBytesString(ramVectors)}` + ); + formulas.push( + ' Note: 1–5% of index structure in RAM is typically sufficient' + ); + } + + const totalRam = ramVectors + ramIndex; + formulas.push( + `Total off-heap RAM (per replica) = ${formatBytesString(totalRam)}` + ); + + // Build RAM breakdown + const ramBreakdown: BreakdownItem[] = []; + if (ramVectors > 0) + ramBreakdown.push({ + label: ramVectorsLabel, + bytes: ramVectors, + color: 'primary', + }); + if (ramIndex > 0) + ramBreakdown.push({ + label: ramIndexLabel, + bytes: ramIndex, + color: 'accent', + }); + + // Cluster totals + const totalCopies = 1 + replicas; + const clusterDisk = totalDisk * totalCopies; + const clusterRam = totalRam * totalCopies; + + if (replicas > 0) { + formulas.push(''); + formulas.push( + `Cluster total disk = per-replica × ${totalCopies} copies = ${formatBytesString(clusterDisk)}` + ); + formulas.push( + `Cluster total RAM = per-replica × ${totalCopies} copies = ${formatBytesString(clusterRam)}` + ); + } + + return { + diskBreakdown, + ramBreakdown, + totalDisk, + totalRam, + clusterDisk, + clusterRam, + totalCopies, + formulas, + }; +} diff --git a/tools/vector_sizing_calculator/web-component/src/components/BreakdownChart.tsx b/tools/vector_sizing_calculator/web-component/src/components/BreakdownChart.tsx new file mode 100644 index 000000000..1c18c0efa --- /dev/null +++ b/tools/vector_sizing_calculator/web-component/src/components/BreakdownChart.tsx @@ -0,0 +1,57 @@ +import { + EuiFlexGroup, + EuiFlexItem, + EuiProgress, + EuiText, + EuiSpacer, + EuiTitle, +} from '@elastic/eui'; +import type { BreakdownItem } from '../types'; +import { formatBytesString } from '../calculations'; + +interface BreakdownChartProps { + title: string; + items: BreakdownItem[]; + total: number; +} + +export function BreakdownChart({ title, items, total }: BreakdownChartProps) { + if (items.length === 0) return null; + + return ( + <> + +

{title}

+ + + {items.map((item, idx) => { + const pct = total > 0 ? (item.bytes / total) * 100 : 0; + return ( +
+ + + + {item.label} + + + + + + + + {formatBytesString(item.bytes)} + + + + {idx < items.length - 1 && } +
+ ); + })} + + ); +} diff --git a/tools/vector_sizing_calculator/web-component/src/components/ClusterTotals.tsx b/tools/vector_sizing_calculator/web-component/src/components/ClusterTotals.tsx new file mode 100644 index 000000000..0bc16af0d --- /dev/null +++ b/tools/vector_sizing_calculator/web-component/src/components/ClusterTotals.tsx @@ -0,0 +1,54 @@ +import { + EuiPanel, + EuiFlexGroup, + EuiFlexItem, + EuiStat, + EuiText, + EuiTitle, + EuiHorizontalRule, +} from '@elastic/eui'; +import type { SizingResult } from '../types'; +import { formatBytes } from '../calculations'; + +interface ClusterTotalsProps { + result: SizingResult; + replicas: number; +} + +export function ClusterTotals({ result, replicas }: ClusterTotalsProps) { + const diskFmt = formatBytes(result.clusterDisk); + const ramFmt = formatBytes(result.clusterRam); + + return ( + + +

Cluster-Wide Totals

+ + + + + + + 1 primary + {replicas} replica(s) = {result.totalCopies} total copies + + + + + + + Spread across data nodes holding these replicas + + + + + + ); +} diff --git a/tools/vector_sizing_calculator/web-component/src/components/ConfigurationPanel.tsx b/tools/vector_sizing_calculator/web-component/src/components/ConfigurationPanel.tsx new file mode 100644 index 000000000..658255be2 --- /dev/null +++ b/tools/vector_sizing_calculator/web-component/src/components/ConfigurationPanel.tsx @@ -0,0 +1,267 @@ +import { useEffect, useState } from 'react'; +import { + EuiPanel, + EuiFlexGroup, + EuiFlexItem, + EuiFormRow, + EuiFieldNumber, + EuiFieldText, + EuiSelect, + EuiSpacer, + EuiCallOut, + EuiText, + EuiTitle, + EuiHorizontalRule, + EuiLink, + EuiButtonEmpty, +} from '@elastic/eui'; +import type { ElementType, IndexType, Quantization, ValidationResult } from '../types'; + +const ELEMENT_TYPE_OPTIONS = [ + { value: 'float', text: 'float (4 bytes/dim)' }, + { value: 'bfloat16', text: 'bfloat16 (2 bytes/dim)' }, + { value: 'byte', text: 'byte (1 byte/dim)' }, + { value: 'bit', text: 'bit (1 bit/dim)' }, +]; + +interface ConfigurationPanelProps { + vectorsText: string; + onVectorsChange: (value: string) => void; + onVectorsBlur: () => void; + numDimensions: number | string; + onDimensionsChange: (value: number | string) => void; + elementType: ElementType; + onElementTypeChange: (value: ElementType) => void; + indexType: IndexType; + onIndexTypeChange: (value: IndexType) => void; + indexTypeOptions: { value: string; text: string }[]; + quantization: Quantization; + onQuantizationChange: (value: Quantization) => void; + quantOptions: { value: string; label: string }[]; + replicas: number; + onReplicasChange: (value: number) => void; + hnswM: number; + onHnswMChange: (value: number) => void; + efConstruction: number; + onEfConstructionChange: (value: number) => void; + vectorsPerCluster: number; + onVectorsPerClusterChange: (value: number) => void; + validation: ValidationResult; +} + +export function ConfigurationPanel({ + vectorsText, + onVectorsChange, + onVectorsBlur, + numDimensions, + onDimensionsChange, + elementType, + onElementTypeChange, + indexType, + onIndexTypeChange, + indexTypeOptions, + quantization, + onQuantizationChange, + quantOptions, + replicas, + onReplicasChange, + hnswM, + onHnswMChange, + efConstruction, + onEfConstructionChange, + vectorsPerCluster, + onVectorsPerClusterChange, + validation, +}: ConfigurationPanelProps) { + const [hnswAdvancedOpen, setHnswAdvancedOpen] = useState(false); + const [diskBbqAdvancedOpen, setDiskBbqAdvancedOpen] = useState(false); + + useEffect(() => { + if (indexType !== 'hnsw') { + setHnswAdvancedOpen(false); + } + if (indexType !== 'disk_bbq') { + setDiskBbqAdvancedOpen(false); + } + }, [indexType]); + + return ( + + +

Configuration

+ + + + + + + onVectorsChange(e.target.value)} + onBlur={onVectorsBlur} + /> + + + + + { + const v = e.target.value; + onDimensionsChange(v === '' ? '' : Number(v)); + }} + /> + + + + + onElementTypeChange(e.target.value as ElementType)} + /> + + + + + + + + + + onIndexTypeChange(e.target.value as IndexType)} + /> + + + + + ({ + value: o.value, + text: o.label, + }))} + value={quantization} + disabled={indexType === 'disk_bbq'} + onChange={(e) => onQuantizationChange(e.target.value as Quantization)} + /> + + + + + onReplicasChange(Number(e.target.value))} + /> + + + + + {indexType === 'hnsw' && ( + <> + + setHnswAdvancedOpen((v) => !v)} + > + Advanced HNSW parameters + + {hnswAdvancedOpen && ( + <> + + + + + onHnswMChange(Number(e.target.value))} + /> + + + + + onEfConstructionChange(Number(e.target.value))} + /> + + + + + )} + + )} + + {indexType === 'disk_bbq' && ( + <> + + setDiskBbqAdvancedOpen((v) => !v)} + > + Advanced DiskBBQ parameters + + {diskBbqAdvancedOpen && ( + <> + + + onVectorsPerClusterChange(Number(e.target.value))} + /> + + + )} + + )} + + {validation.warning && ( + <> + + + {validation.warningLink && ( + + See documentation + + )} + + + )} + + {validation.note && ( + <> + + + +

{validation.note}

+ + + + )} + + ); +} diff --git a/tools/vector_sizing_calculator/web-component/src/components/FormulasPanel.tsx b/tools/vector_sizing_calculator/web-component/src/components/FormulasPanel.tsx new file mode 100644 index 000000000..8572a4d61 --- /dev/null +++ b/tools/vector_sizing_calculator/web-component/src/components/FormulasPanel.tsx @@ -0,0 +1,42 @@ +import { useState } from 'react'; +import { + EuiPanel, + EuiSpacer, + EuiCodeBlock, + EuiButtonEmpty, +} from '@elastic/eui'; + +interface FormulasPanelProps { + formulas: string[]; +} + +export function FormulasPanel({ formulas }: FormulasPanelProps) { + const [isOpen, setIsOpen] = useState(false); + + return ( + + setIsOpen(!isOpen)} + flush="left" + > + {isOpen ? 'Hide' : 'Show'} formulas used + + {isOpen && ( + <> + + + {formulas.join('\n')} + + + )} + + ); +} diff --git a/tools/vector_sizing_calculator/web-component/src/components/ResultsPanel.tsx b/tools/vector_sizing_calculator/web-component/src/components/ResultsPanel.tsx new file mode 100644 index 000000000..5a6829b77 --- /dev/null +++ b/tools/vector_sizing_calculator/web-component/src/components/ResultsPanel.tsx @@ -0,0 +1,79 @@ +import { + EuiPanel, + EuiFlexGroup, + EuiFlexItem, + EuiSpacer, + EuiStat, + EuiText, + EuiTitle, + EuiHorizontalRule, +} from '@elastic/eui'; +import type { SizingResult } from '../types'; +import { formatBytes } from '../calculations'; +import { BreakdownChart } from './BreakdownChart'; + +interface ResultsPanelProps { + result: SizingResult | null; +} + +export function ResultsPanel({ result }: ResultsPanelProps) { + const diskFmt = result ? formatBytes(result.totalDisk) : null; + const ramFmt = result ? formatBytes(result.totalRam) : null; + + return ( + + +

Estimated Requirements (per replica)

+ + + + + + + {result && ( + + {result.totalDisk.toLocaleString('en-US')} bytes + + )} + + + + + {result && ( + + {result.totalRam.toLocaleString('en-US')} bytes + + )} + + + + + {result && ( + <> + + + + + + )} + + ); +} diff --git a/tools/vector_sizing_calculator/web-component/src/eui-icons.d.ts b/tools/vector_sizing_calculator/web-component/src/eui-icons.d.ts new file mode 100644 index 000000000..15110c7ca --- /dev/null +++ b/tools/vector_sizing_calculator/web-component/src/eui-icons.d.ts @@ -0,0 +1,9 @@ +// Type declarations for EUI internal icon imports (no public .d.ts files) +declare module '@elastic/eui/es/components/icon/icon' { + export function appendIconComponentCache(map: Record): void; +} + +declare module '@elastic/eui/es/components/icon/assets/*' { + import { ComponentType, SVGAttributes } from 'react'; + export const icon: ComponentType & { title?: string; titleId?: string }>; +} diff --git a/tools/vector_sizing_calculator/web-component/src/icon-cache.ts b/tools/vector_sizing_calculator/web-component/src/icon-cache.ts new file mode 100644 index 000000000..916509e87 --- /dev/null +++ b/tools/vector_sizing_calculator/web-component/src/icon-cache.ts @@ -0,0 +1,30 @@ +/** + * Pre-cache EUI icons used by the calculator. + * + * EUI dynamically imports icon SVGs at runtime, which fails in Vite's + * dev server. Statically importing them here and registering via + * appendIconComponentCache avoids the dynamic import entirely. + */ +import { appendIconComponentCache } from '@elastic/eui/es/components/icon/icon'; + +import { icon as arrowDown } from '@elastic/eui/es/components/icon/assets/arrow_down'; +import { icon as arrowRight } from '@elastic/eui/es/components/icon/assets/arrow_right'; +import { icon as arrowUp } from '@elastic/eui/es/components/icon/assets/arrow_up'; +import { icon as warning } from '@elastic/eui/es/components/icon/assets/warning'; +import { icon as iInCircle } from '@elastic/eui/es/components/icon/assets/iInCircle'; +import { icon as check } from '@elastic/eui/es/components/icon/assets/check'; +import { icon as copy } from '@elastic/eui/es/components/icon/assets/copy'; +import { icon as copyClipboard } from '@elastic/eui/es/components/icon/assets/copy_clipboard'; +import { icon as crossInCircle } from '@elastic/eui/es/components/icon/assets/cross_in_circle'; + +appendIconComponentCache({ + arrowDown, + arrowRight, + arrowUp, + warning, + iInCircle, + check, + copy, + copyClipboard, + crossInCircleFilled: crossInCircle, +}); diff --git a/tools/vector_sizing_calculator/web-component/src/main.tsx b/tools/vector_sizing_calculator/web-component/src/main.tsx new file mode 100644 index 000000000..7cbf3d9af --- /dev/null +++ b/tools/vector_sizing_calculator/web-component/src/main.tsx @@ -0,0 +1,47 @@ +/** + * Web Component wrapper for the Vector Sizing Calculator. + * + * Registers as a custom element. + * Uses light DOM so the component inherits any page-level EUI styles, + * and also works standalone when EUI is bundled. + */ + +// Pre-cache EUI icons before any component renders (avoids dynamic import failures in Vite) +import './icon-cache'; + +import React from 'react'; +import { createRoot, type Root } from 'react-dom/client'; +import { EuiProvider } from '@elastic/eui'; +import { Calculator } from './Calculator'; + +class VectorSizingCalculatorElement extends HTMLElement { + private _root: Root | null = null; + + connectedCallback() { + // Render into light DOM (no shadow root) so EUI styles apply + this._root = createRoot(this); + this._root.render( + + + + + + ); + } + + disconnectedCallback() { + // Cleanup React tree when element is removed from DOM + if (this._root) { + this._root.unmount(); + this._root = null; + } + } +} + +// Only register once (safe for HMR and multiple script loads) +if (!customElements.get('vector-sizing-calculator')) { + customElements.define( + 'vector-sizing-calculator', + VectorSizingCalculatorElement + ); +} diff --git a/tools/vector_sizing_calculator/web-component/src/types.ts b/tools/vector_sizing_calculator/web-component/src/types.ts new file mode 100644 index 000000000..bd8a177a2 --- /dev/null +++ b/tools/vector_sizing_calculator/web-component/src/types.ts @@ -0,0 +1,39 @@ +export type ElementType = 'float' | 'bfloat16' | 'byte' | 'bit'; +export type IndexType = 'hnsw' | 'flat' | 'disk_bbq'; +export type Quantization = 'none' | 'int8' | 'int4' | 'bbq'; + +export interface CalculatorInputs { + numVectors: number; + numDimensions: number; + elementType: ElementType; + indexType: IndexType; + quantization: Quantization; + replicas: number; + hnswM: number; + efConstruction: number; + vectorsPerCluster: number; +} + +export interface BreakdownItem { + label: string; + bytes: number; + color: 'primary' | 'accent' | 'warning'; +} + +export interface SizingResult { + diskBreakdown: BreakdownItem[]; + ramBreakdown: BreakdownItem[]; + totalDisk: number; + totalRam: number; + clusterDisk: number; + clusterRam: number; + totalCopies: number; + formulas: string[]; +} + +export interface ValidationResult { + valid: boolean; + warning?: string; + warningLink?: string; + note?: string; +} diff --git a/tools/vector_sizing_calculator/web-component/tsconfig.json b/tools/vector_sizing_calculator/web-component/tsconfig.json new file mode 100644 index 000000000..20fb0a0cc --- /dev/null +++ b/tools/vector_sizing_calculator/web-component/tsconfig.json @@ -0,0 +1,21 @@ +{ + "compilerOptions": { + "target": "ES2020", + "useDefineForClassFields": true, + "lib": ["ES2020", "DOM", "DOM.Iterable"], + "module": "ESNext", + "skipLibCheck": true, + "moduleResolution": "bundler", + "allowImportingTsExtensions": true, + "isolatedModules": true, + "moduleDetection": "force", + "noEmit": true, + "jsx": "react-jsx", + "strict": true, + "noUnusedLocals": true, + "noUnusedParameters": true, + "noFallthroughCasesInSwitch": true, + "forceConsistentCasingInFileNames": true + }, + "include": ["src"] +} diff --git a/tools/vector_sizing_calculator/web-component/vite.config.ts b/tools/vector_sizing_calculator/web-component/vite.config.ts new file mode 100644 index 000000000..33754ad85 --- /dev/null +++ b/tools/vector_sizing_calculator/web-component/vite.config.ts @@ -0,0 +1,24 @@ +import { defineConfig } from 'vite'; +import react from '@vitejs/plugin-react'; + +export default defineConfig({ + plugins: [react()], + build: { + lib: { + entry: 'src/main.tsx', + name: 'VectorSizingCalculator', + fileName: 'vector-sizing-calculator', + formats: ['iife'], + }, + rollupOptions: { + output: { + inlineDynamicImports: true, + }, + }, + cssCodeSplit: false, + cssMinify: true, + }, + define: { + 'process.env.NODE_ENV': '"production"', + }, +}); From f3a750dfd279cb24742968dc373177afe26e1581 Mon Sep 17 00:00:00 2001 From: Gil-ad Gal Date: Wed, 18 Feb 2026 18:10:17 +0200 Subject: [PATCH 2/2] feat(site): add vector sizing web component under assets Move the vector sizing calculator React/EUI implementation into Elastic.Documentation.Site web-components and register it from the main asset entrypoint. Co-authored-by: Cursor --- src/Elastic.Documentation.Site/Assets/main.ts | 1 + .../VectorSizingCalculator/Calculator.tsx | 146 ++++++++ .../VectorSizingCalculatorComponent.tsx | 27 ++ .../VectorSizingCalculator/calculations.ts | 317 ++++++++++++++++++ .../components/BreakdownChart.tsx | 57 ++++ .../components/ClusterTotals.tsx | 54 +++ .../components/ConfigurationPanel.tsx | 267 +++++++++++++++ .../components/FormulasPanel.tsx | 42 +++ .../components/ResultsPanel.tsx | 79 +++++ .../VectorSizingCalculator/types.ts | 39 +++ 10 files changed, 1029 insertions(+) create mode 100644 src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/Calculator.tsx create mode 100644 src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/VectorSizingCalculatorComponent.tsx create mode 100644 src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/calculations.ts create mode 100644 src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/components/BreakdownChart.tsx create mode 100644 src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/components/ClusterTotals.tsx create mode 100644 src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/components/ConfigurationPanel.tsx create mode 100644 src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/components/FormulasPanel.tsx create mode 100644 src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/components/ResultsPanel.tsx create mode 100644 src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/types.ts diff --git a/src/Elastic.Documentation.Site/Assets/main.ts b/src/Elastic.Documentation.Site/Assets/main.ts index 118b6e718..b060716a4 100644 --- a/src/Elastic.Documentation.Site/Assets/main.ts +++ b/src/Elastic.Documentation.Site/Assets/main.ts @@ -40,6 +40,7 @@ import('./web-components/VersionDropdown') import('./web-components/AppliesToPopover') import('./web-components/FullPageSearch/FullPageSearchComponent') import('./web-components/Diagnostics/DiagnosticsComponent') +import('./web-components/VectorSizingCalculator/VectorSizingCalculatorComponent') const { getOS } = new UAParser() diff --git a/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/Calculator.tsx b/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/Calculator.tsx new file mode 100644 index 000000000..7e8268092 --- /dev/null +++ b/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/Calculator.tsx @@ -0,0 +1,146 @@ +import { useState, useMemo, useEffect, useCallback } from 'react'; +import { EuiSpacer, EuiText } from '@elastic/eui'; +import type { + ElementType, + IndexType, + Quantization, + CalculatorInputs, +} from './types'; +import { + calculate, + validate, + getAvailableQuantizations, +} from './calculations'; +import { ConfigurationPanel } from './components/ConfigurationPanel'; +import { ResultsPanel } from './components/ResultsPanel'; +import { ClusterTotals } from './components/ClusterTotals'; +import { FormulasPanel } from './components/FormulasPanel'; + +function getAvailableIndexTypes(elementType: ElementType) { + const options = [ + { value: 'hnsw', text: 'HNSW' }, + { value: 'flat', text: 'Flat (brute-force)' }, + ]; + if (elementType === 'float' || elementType === 'bfloat16') { + options.push({ value: 'disk_bbq', text: 'DiskBBQ' }); + } + return options; +} + +function parseVectorCount(s: string): number { + if (!s) return NaN; + const clean = s.trim().replace(/,/g, ''); + const multipliers: Record = { + k: 1e3, K: 1e3, m: 1e6, M: 1e6, b: 1e9, B: 1e9, + }; + const match = clean.match(/^(\d+\.?\d*)\s*([kKmMbB])?$/); + if (!match) return parseInt(clean, 10); + return Math.round( + parseFloat(match[1]) * (match[2] ? multipliers[match[2]] : 1) + ); +} + +export function Calculator() { + const [vectorsText, setVectorsText] = useState(''); + const [numDimensions, setNumDimensions] = useState(''); + const [elementType, setElementType] = useState('float'); + const [indexType, setIndexType] = useState('hnsw'); + const [quantization, setQuantization] = useState('none'); + const [replicas, setReplicas] = useState(1); + const [hnswM, setHnswM] = useState(16); + const [efConstruction, setEfConstruction] = useState(100); + const [vectorsPerCluster, setVectorsPerCluster] = useState(384); + + const indexTypeOptions = useMemo(() => getAvailableIndexTypes(elementType), [elementType]); + const quantOptions = useMemo(() => getAvailableQuantizations(elementType, indexType), [elementType, indexType]); + + useEffect(() => { + const available = indexTypeOptions.map((o) => o.value); + if (!available.includes(indexType)) { + setIndexType(available[0] as IndexType); + } + }, [indexTypeOptions, indexType]); + + useEffect(() => { + const available = quantOptions.map((o) => o.value); + if (!available.includes(quantization)) { + setQuantization(available[0] as Quantization); + } + }, [quantOptions, quantization]); + + const inputs: CalculatorInputs = useMemo(() => ({ + numVectors: parseVectorCount(vectorsText), + numDimensions: typeof numDimensions === 'number' ? numDimensions : NaN, + elementType, + indexType, + quantization, + replicas, + hnswM, + efConstruction, + vectorsPerCluster, + }), [vectorsText, numDimensions, elementType, indexType, quantization, replicas, hnswM, efConstruction, vectorsPerCluster]); + + const validation = useMemo(() => validate(inputs), [inputs]); + const result = useMemo(() => (validation.valid ? calculate(inputs) : null), [inputs, validation]); + + const handleVectorsBlur = useCallback(() => { + const v = parseVectorCount(vectorsText); + if (!isNaN(v) && v > 0) { + setVectorsText(v.toLocaleString('en-US')); + } + }, [vectorsText]); + + return ( + <> + + + + + + {result && replicas > 0 && ( + <> + + + + )} + + {result && ( + <> + + + + )} + + + + + Estimates are approximate — run benchmarks with your specific + dataset for production sizing. + + + + ); +} diff --git a/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/VectorSizingCalculatorComponent.tsx b/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/VectorSizingCalculatorComponent.tsx new file mode 100644 index 000000000..a80733c79 --- /dev/null +++ b/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/VectorSizingCalculatorComponent.tsx @@ -0,0 +1,27 @@ +import '../../eui-icons-cache' +import { Calculator } from './Calculator' +import { EuiProvider } from '@elastic/eui' +import r2wc from '@r2wc/react-to-web-component' +import * as React from 'react' +import { StrictMode } from 'react' + +const VectorSizingCalculatorWrapper = () => { + return ( + + + + + + ) +} + +if (!customElements.get('vector-sizing-calculator')) { + customElements.define( + 'vector-sizing-calculator', + r2wc(VectorSizingCalculatorWrapper) + ) +} diff --git a/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/calculations.ts b/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/calculations.ts new file mode 100644 index 000000000..512525fdd --- /dev/null +++ b/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/calculations.ts @@ -0,0 +1,317 @@ +import type { + CalculatorInputs, + SizingResult, + ValidationResult, + BreakdownItem, +} from './types'; + +/** Return the number of raw bytes per vector based on element type + dimensions. */ +function rawBytesPerVector(elementType: string, D: number): number { + switch (elementType) { + case 'float': + return D * 4; + case 'bfloat16': + return D * 2; + case 'byte': + return D; + case 'bit': + return Math.ceil(D / 8); + default: + return D * 4; + } +} + +/** Human-readable byte formatting. */ +export function formatBytes(bytes: number): { value: string; unit: string } { + if (bytes === 0) return { value: '0', unit: 'bytes' }; + const units = ['bytes', 'KB', 'MB', 'GB', 'TB', 'PB']; + let idx = 0; + let val = bytes; + while (val >= 1024 && idx < units.length - 1) { + val /= 1024; + idx++; + } + const formatted = + val < 10 ? val.toFixed(2) : val < 100 ? val.toFixed(1) : val.toFixed(0); + return { value: formatted, unit: units[idx] }; +} + +export function formatBytesString(bytes: number): string { + const f = formatBytes(bytes); + return `${f.value} ${f.unit}`; +} + +/** Returns the list of available quantization options for a given element type + index type. */ +export function getAvailableQuantizations( + elementType: string, + indexType: string +): { value: string; label: string }[] { + if (indexType === 'disk_bbq') { + return [{ value: 'bbq', label: 'BBQ (built-in)' }]; + } + const options: { value: string; label: string }[] = [ + { value: 'none', label: 'None' }, + ]; + if (elementType === 'float' || elementType === 'bfloat16') { + options.push( + { value: 'int8', label: 'int8' }, + { value: 'int4', label: 'int4' }, + { value: 'bbq', label: 'BBQ' } + ); + } + return options; +} + +/** Validate inputs and return any warnings. */ +export function validate(inputs: CalculatorInputs): ValidationResult { + const { numVectors, numDimensions, elementType, quantization, indexType } = + inputs; + + if ( + isNaN(numVectors) || + isNaN(numDimensions) || + numVectors <= 0 || + numDimensions <= 0 + ) { + return { valid: false }; + } + + if (numDimensions > 4096) { + return { + valid: false, + warning: + 'Elasticsearch supports a maximum of 4,096 dimensions for dense_vector fields.', + warningLink: + 'https://www.elastic.co/docs/reference/elasticsearch/mapping-reference/dense-vector#dense-vector-params', + }; + } + + if ( + (elementType === 'byte' || elementType === 'bit') && + quantization !== 'none' && + indexType !== 'disk_bbq' + ) { + return { + valid: true, + warning: `Quantization is not applicable to ${elementType} element type.`, + }; + } + + if ( + elementType === 'float' && + numDimensions >= 384 && + quantization === 'none' && + indexType !== 'disk_bbq' + ) { + return { + valid: true, + note: 'For float vectors with dimensions ≥ 384, Elastic strongly recommends using a quantized index to reduce memory footprint.', + }; + } + + return { valid: true }; +} + +/** Compute all sizing estimates. */ +export function calculate(inputs: CalculatorInputs): SizingResult | null { + const { + numVectors: V, + numDimensions: D, + elementType, + indexType, + quantization, + replicas, + hnswM: m, + vectorsPerCluster: vpc, + } = inputs; + + if (isNaN(V) || isNaN(D) || V <= 0 || D <= 0) return null; + if (D > 4096) return null; + + const formulas: string[] = []; + + // --- Disk --- + + // Raw vectors + const rpv = rawBytesPerVector(elementType, D); + const rawDisk = V * rpv; + formulas.push( + `Raw vectors on disk = ${V.toLocaleString()} × ${rpv} = ${formatBytesString(rawDisk)}` + ); + + // Quantized vectors (disk) + let quantDisk = 0; + let quantLabel = ''; + if (indexType !== 'disk_bbq') { + switch (quantization) { + case 'int8': + quantDisk = V * (D + 4); + quantLabel = 'int8 quantized vectors'; + formulas.push( + `int8 quantized = V × (D + 4) = ${formatBytesString(quantDisk)}` + ); + break; + case 'int4': + quantDisk = V * (Math.ceil(D / 2) + 4); + quantLabel = 'int4 quantized vectors'; + formulas.push( + `int4 quantized = V × (⌈D/2⌉ + 4) = ${formatBytesString(quantDisk)}` + ); + break; + case 'bbq': + quantDisk = V * (Math.ceil(D / 8) + 14); + quantLabel = 'BBQ quantized vectors'; + formulas.push( + `BBQ quantized = V × (⌈D/8⌉ + 14) = ${formatBytesString(quantDisk)}` + ); + break; + } + } + + // Index structure (disk) + let indexDisk = 0; + let indexLabel = ''; + let bbqCentroids = 0; + let bbqVectors = 0; + + if (indexType === 'hnsw') { + indexDisk = V * 4 * m; + indexLabel = 'HNSW graph'; + formulas.push( + `HNSW graph = V × 4 × ${m} = ${formatBytesString(indexDisk)}` + ); + } else if (indexType === 'disk_bbq') { + const nc = Math.ceil(V / vpc); + bbqCentroids = nc * D * 4 + nc * (D + 14); + bbqVectors = V * ((Math.ceil(D / 8) + 14 + 2) * 2); + indexDisk = bbqCentroids + bbqVectors; + indexLabel = 'DiskBBQ structures'; + formulas.push( + `DiskBBQ clusters = ⌈V / ${vpc}⌉ = ${nc.toLocaleString()}` + ); + formulas.push(`Centroid bytes = ${formatBytesString(bbqCentroids)}`); + formulas.push( + `Quantized cluster vectors = ${formatBytesString(bbqVectors)}` + ); + } + + const totalDisk = rawDisk + quantDisk + indexDisk; + formulas.push( + `Total disk (per replica) = ${formatBytesString(totalDisk)}` + ); + + // Build disk breakdown + const diskBreakdown: BreakdownItem[] = [ + { label: 'Raw vectors', bytes: rawDisk, color: 'primary' }, + ]; + if (quantDisk > 0) + diskBreakdown.push({ + label: quantLabel, + bytes: quantDisk, + color: 'accent', + }); + if (indexDisk > 0) + diskBreakdown.push({ + label: indexLabel, + bytes: indexDisk, + color: 'warning', + }); + + // --- RAM --- + let ramVectors = 0; + let ramVectorsLabel = ''; + let ramIndex = 0; + let ramIndexLabel = ''; + + if (indexType === 'hnsw' || indexType === 'flat') { + switch (quantization) { + case 'none': + ramVectors = rawDisk; + ramVectorsLabel = 'Raw vectors in RAM'; + formulas.push(`Vector RAM = ${formatBytesString(ramVectors)}`); + break; + case 'int8': + ramVectors = V * (D + 4); + ramVectorsLabel = 'int8 vectors in RAM'; + formulas.push( + `Vector RAM (int8) = ${formatBytesString(ramVectors)}` + ); + break; + case 'int4': + ramVectors = V * (Math.ceil(D / 2) + 4); + ramVectorsLabel = 'int4 vectors in RAM'; + formulas.push( + `Vector RAM (int4) = ${formatBytesString(ramVectors)}` + ); + break; + case 'bbq': + ramVectors = V * (Math.ceil(D / 8) + 14); + ramVectorsLabel = 'BBQ vectors in RAM'; + formulas.push( + `Vector RAM (BBQ) = ${formatBytesString(ramVectors)}` + ); + break; + } + if (indexType === 'hnsw') { + ramIndex = V * 4 * m; + ramIndexLabel = 'HNSW graph in RAM'; + formulas.push(`HNSW graph RAM = ${formatBytesString(ramIndex)}`); + } + } else if (indexType === 'disk_bbq') { + const fullIndex = bbqCentroids + bbqVectors; + ramVectors = Math.ceil(fullIndex * 0.05); + ramVectorsLabel = 'DiskBBQ structures (~5% in RAM)'; + formulas.push( + `DiskBBQ RAM ≈ 5% × ${formatBytesString(fullIndex)} = ${formatBytesString(ramVectors)}` + ); + formulas.push( + ' Note: 1–5% of index structure in RAM is typically sufficient' + ); + } + + const totalRam = ramVectors + ramIndex; + formulas.push( + `Total off-heap RAM (per replica) = ${formatBytesString(totalRam)}` + ); + + // Build RAM breakdown + const ramBreakdown: BreakdownItem[] = []; + if (ramVectors > 0) + ramBreakdown.push({ + label: ramVectorsLabel, + bytes: ramVectors, + color: 'primary', + }); + if (ramIndex > 0) + ramBreakdown.push({ + label: ramIndexLabel, + bytes: ramIndex, + color: 'accent', + }); + + // Cluster totals + const totalCopies = 1 + replicas; + const clusterDisk = totalDisk * totalCopies; + const clusterRam = totalRam * totalCopies; + + if (replicas > 0) { + formulas.push(''); + formulas.push( + `Cluster total disk = per-replica × ${totalCopies} copies = ${formatBytesString(clusterDisk)}` + ); + formulas.push( + `Cluster total RAM = per-replica × ${totalCopies} copies = ${formatBytesString(clusterRam)}` + ); + } + + return { + diskBreakdown, + ramBreakdown, + totalDisk, + totalRam, + clusterDisk, + clusterRam, + totalCopies, + formulas, + }; +} diff --git a/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/components/BreakdownChart.tsx b/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/components/BreakdownChart.tsx new file mode 100644 index 000000000..1c18c0efa --- /dev/null +++ b/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/components/BreakdownChart.tsx @@ -0,0 +1,57 @@ +import { + EuiFlexGroup, + EuiFlexItem, + EuiProgress, + EuiText, + EuiSpacer, + EuiTitle, +} from '@elastic/eui'; +import type { BreakdownItem } from '../types'; +import { formatBytesString } from '../calculations'; + +interface BreakdownChartProps { + title: string; + items: BreakdownItem[]; + total: number; +} + +export function BreakdownChart({ title, items, total }: BreakdownChartProps) { + if (items.length === 0) return null; + + return ( + <> + +

{title}

+ + + {items.map((item, idx) => { + const pct = total > 0 ? (item.bytes / total) * 100 : 0; + return ( +
+ + + + {item.label} + + + + + + + + {formatBytesString(item.bytes)} + + + + {idx < items.length - 1 && } +
+ ); + })} + + ); +} diff --git a/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/components/ClusterTotals.tsx b/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/components/ClusterTotals.tsx new file mode 100644 index 000000000..0bc16af0d --- /dev/null +++ b/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/components/ClusterTotals.tsx @@ -0,0 +1,54 @@ +import { + EuiPanel, + EuiFlexGroup, + EuiFlexItem, + EuiStat, + EuiText, + EuiTitle, + EuiHorizontalRule, +} from '@elastic/eui'; +import type { SizingResult } from '../types'; +import { formatBytes } from '../calculations'; + +interface ClusterTotalsProps { + result: SizingResult; + replicas: number; +} + +export function ClusterTotals({ result, replicas }: ClusterTotalsProps) { + const diskFmt = formatBytes(result.clusterDisk); + const ramFmt = formatBytes(result.clusterRam); + + return ( + + +

Cluster-Wide Totals

+ + + + + + + 1 primary + {replicas} replica(s) = {result.totalCopies} total copies + + + + + + + Spread across data nodes holding these replicas + + + + + + ); +} diff --git a/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/components/ConfigurationPanel.tsx b/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/components/ConfigurationPanel.tsx new file mode 100644 index 000000000..658255be2 --- /dev/null +++ b/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/components/ConfigurationPanel.tsx @@ -0,0 +1,267 @@ +import { useEffect, useState } from 'react'; +import { + EuiPanel, + EuiFlexGroup, + EuiFlexItem, + EuiFormRow, + EuiFieldNumber, + EuiFieldText, + EuiSelect, + EuiSpacer, + EuiCallOut, + EuiText, + EuiTitle, + EuiHorizontalRule, + EuiLink, + EuiButtonEmpty, +} from '@elastic/eui'; +import type { ElementType, IndexType, Quantization, ValidationResult } from '../types'; + +const ELEMENT_TYPE_OPTIONS = [ + { value: 'float', text: 'float (4 bytes/dim)' }, + { value: 'bfloat16', text: 'bfloat16 (2 bytes/dim)' }, + { value: 'byte', text: 'byte (1 byte/dim)' }, + { value: 'bit', text: 'bit (1 bit/dim)' }, +]; + +interface ConfigurationPanelProps { + vectorsText: string; + onVectorsChange: (value: string) => void; + onVectorsBlur: () => void; + numDimensions: number | string; + onDimensionsChange: (value: number | string) => void; + elementType: ElementType; + onElementTypeChange: (value: ElementType) => void; + indexType: IndexType; + onIndexTypeChange: (value: IndexType) => void; + indexTypeOptions: { value: string; text: string }[]; + quantization: Quantization; + onQuantizationChange: (value: Quantization) => void; + quantOptions: { value: string; label: string }[]; + replicas: number; + onReplicasChange: (value: number) => void; + hnswM: number; + onHnswMChange: (value: number) => void; + efConstruction: number; + onEfConstructionChange: (value: number) => void; + vectorsPerCluster: number; + onVectorsPerClusterChange: (value: number) => void; + validation: ValidationResult; +} + +export function ConfigurationPanel({ + vectorsText, + onVectorsChange, + onVectorsBlur, + numDimensions, + onDimensionsChange, + elementType, + onElementTypeChange, + indexType, + onIndexTypeChange, + indexTypeOptions, + quantization, + onQuantizationChange, + quantOptions, + replicas, + onReplicasChange, + hnswM, + onHnswMChange, + efConstruction, + onEfConstructionChange, + vectorsPerCluster, + onVectorsPerClusterChange, + validation, +}: ConfigurationPanelProps) { + const [hnswAdvancedOpen, setHnswAdvancedOpen] = useState(false); + const [diskBbqAdvancedOpen, setDiskBbqAdvancedOpen] = useState(false); + + useEffect(() => { + if (indexType !== 'hnsw') { + setHnswAdvancedOpen(false); + } + if (indexType !== 'disk_bbq') { + setDiskBbqAdvancedOpen(false); + } + }, [indexType]); + + return ( + + +

Configuration

+ + + + + + + onVectorsChange(e.target.value)} + onBlur={onVectorsBlur} + /> + + + + + { + const v = e.target.value; + onDimensionsChange(v === '' ? '' : Number(v)); + }} + /> + + + + + onElementTypeChange(e.target.value as ElementType)} + /> + + + + + + + + + + onIndexTypeChange(e.target.value as IndexType)} + /> + + + + + ({ + value: o.value, + text: o.label, + }))} + value={quantization} + disabled={indexType === 'disk_bbq'} + onChange={(e) => onQuantizationChange(e.target.value as Quantization)} + /> + + + + + onReplicasChange(Number(e.target.value))} + /> + + + + + {indexType === 'hnsw' && ( + <> + + setHnswAdvancedOpen((v) => !v)} + > + Advanced HNSW parameters + + {hnswAdvancedOpen && ( + <> + + + + + onHnswMChange(Number(e.target.value))} + /> + + + + + onEfConstructionChange(Number(e.target.value))} + /> + + + + + )} + + )} + + {indexType === 'disk_bbq' && ( + <> + + setDiskBbqAdvancedOpen((v) => !v)} + > + Advanced DiskBBQ parameters + + {diskBbqAdvancedOpen && ( + <> + + + onVectorsPerClusterChange(Number(e.target.value))} + /> + + + )} + + )} + + {validation.warning && ( + <> + + + {validation.warningLink && ( + + See documentation + + )} + + + )} + + {validation.note && ( + <> + + + +

{validation.note}

+ + + + )} + + ); +} diff --git a/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/components/FormulasPanel.tsx b/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/components/FormulasPanel.tsx new file mode 100644 index 000000000..8572a4d61 --- /dev/null +++ b/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/components/FormulasPanel.tsx @@ -0,0 +1,42 @@ +import { useState } from 'react'; +import { + EuiPanel, + EuiSpacer, + EuiCodeBlock, + EuiButtonEmpty, +} from '@elastic/eui'; + +interface FormulasPanelProps { + formulas: string[]; +} + +export function FormulasPanel({ formulas }: FormulasPanelProps) { + const [isOpen, setIsOpen] = useState(false); + + return ( + + setIsOpen(!isOpen)} + flush="left" + > + {isOpen ? 'Hide' : 'Show'} formulas used + + {isOpen && ( + <> + + + {formulas.join('\n')} + + + )} + + ); +} diff --git a/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/components/ResultsPanel.tsx b/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/components/ResultsPanel.tsx new file mode 100644 index 000000000..5a6829b77 --- /dev/null +++ b/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/components/ResultsPanel.tsx @@ -0,0 +1,79 @@ +import { + EuiPanel, + EuiFlexGroup, + EuiFlexItem, + EuiSpacer, + EuiStat, + EuiText, + EuiTitle, + EuiHorizontalRule, +} from '@elastic/eui'; +import type { SizingResult } from '../types'; +import { formatBytes } from '../calculations'; +import { BreakdownChart } from './BreakdownChart'; + +interface ResultsPanelProps { + result: SizingResult | null; +} + +export function ResultsPanel({ result }: ResultsPanelProps) { + const diskFmt = result ? formatBytes(result.totalDisk) : null; + const ramFmt = result ? formatBytes(result.totalRam) : null; + + return ( + + +

Estimated Requirements (per replica)

+ + + + + + + {result && ( + + {result.totalDisk.toLocaleString('en-US')} bytes + + )} + + + + + {result && ( + + {result.totalRam.toLocaleString('en-US')} bytes + + )} + + + + + {result && ( + <> + + + + + + )} + + ); +} diff --git a/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/types.ts b/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/types.ts new file mode 100644 index 000000000..bd8a177a2 --- /dev/null +++ b/src/Elastic.Documentation.Site/Assets/web-components/VectorSizingCalculator/types.ts @@ -0,0 +1,39 @@ +export type ElementType = 'float' | 'bfloat16' | 'byte' | 'bit'; +export type IndexType = 'hnsw' | 'flat' | 'disk_bbq'; +export type Quantization = 'none' | 'int8' | 'int4' | 'bbq'; + +export interface CalculatorInputs { + numVectors: number; + numDimensions: number; + elementType: ElementType; + indexType: IndexType; + quantization: Quantization; + replicas: number; + hnswM: number; + efConstruction: number; + vectorsPerCluster: number; +} + +export interface BreakdownItem { + label: string; + bytes: number; + color: 'primary' | 'accent' | 'warning'; +} + +export interface SizingResult { + diskBreakdown: BreakdownItem[]; + ramBreakdown: BreakdownItem[]; + totalDisk: number; + totalRam: number; + clusterDisk: number; + clusterRam: number; + totalCopies: number; + formulas: string[]; +} + +export interface ValidationResult { + valid: boolean; + warning?: string; + warningLink?: string; + note?: string; +}