diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml index b4eb29b9..560452ec 100644 --- a/docs/mkdocs.yml +++ b/docs/mkdocs.yml @@ -124,6 +124,9 @@ nav: - Overview: hybrid_search/hybrid_search.md - Comparing Rerankers: hybrid_search/eval.md - Airbnb financial data example: notebooks/hybrid_search.ipynb + - Late interaction with MultiVector search: + - Overview: guides/multi-vector.md + - Example: notebooks/Multivector_on_LanceDB.ipynb - RAG: - Vanilla RAG: rag/vanilla_rag.md - Multi-head RAG: rag/multi_head_rag.md @@ -253,6 +256,9 @@ nav: - Overview: hybrid_search/hybrid_search.md - Comparing Rerankers: hybrid_search/eval.md - Airbnb financial data example: notebooks/hybrid_search.ipynb + - Late interaction with MultiVector search: + - Overview: guides/multi-vector.md + - Document search Example: notebooks/Multivector_on_LanceDB.ipynb - RAG: - Vanilla RAG: rag/vanilla_rag.md - Multi-head RAG: rag/multi_head_rag.md diff --git a/docs/src/guides/multi-vector.md b/docs/src/guides/multi-vector.md new file mode 100644 index 00000000..b51f5dc3 --- /dev/null +++ b/docs/src/guides/multi-vector.md @@ -0,0 +1,85 @@ +# Late interaction & MultiVector embedding type +Late interaction is a technique used in retrieval that calculates the relevance of a query to a document by comparing their multi-vector representations. The key difference between late interaction and other popular methods: + +![late interaction vs other methods](https://raw.githubusercontent.com/lancedb/assets/b035a0ceb2c237734e0d393054c146d289792339/docs/assets/integration/colbert-blog-interaction.svg) + + +[ Illustration from https://jina.ai/news/what-is-colbert-and-late-interaction-and-why-they-matter-in-search/] + +No interaction: Refers to independently embedding the query and document, that are compared to calcualte similarity without any interaction between them. This is typically used in vector search operations. + +Partial interaction Refers to a specific approach where the similarity computation happens primarily between query vectors and document vectors, without extensive interaction between individual components of each. An example of this is dual-encoder models like BERT. + +Early full interaction Refers to techniques like cross-encoders that process query and docs in pairs with full interaction across various stages of encoding. This is a powerful, but relatively slower technique. Because it requires processing query and docs in pairs, doc embeddings can't be pre-computed for fast retrieval. This is why cross encoders are typically used as reranking models combined with vector search. Learn more about [LanceDB Reranking support](https://lancedb.github.io/lancedb/reranking/). + +Late interaction Late interaction is a technique that calculates the doc and query similarity independently and then the interaction or evaluation happens during the retrieval process. This is typically used in retrieval models like ColBERT. Unlike early interaction, It allows speeding up the retrieval process without compromising the depth of semantic analysis. + +## Internals of ColBERT +Let's take a look at the steps involved in performing late interaction based retrieval using ColBERT: + +• ColBERT employs BERT-based encoders for both queries `(fQ)` and documents `(fD)` +• A single BERT model is shared between query and document encoders and special tokens distinguish input types: `[Q]` for queries and `[D]` for documents + +**Query Encoder (fQ):** +• Query q is tokenized into WordPiece tokens: `q1, q2, ..., ql`. `[Q]` token is prepended right after BERT's `[CLS]` token +• If query length < Nq, it's padded with [MASK] tokens up to Nq. +• The padded sequence goes through BERT's transformer architecture +• Final embeddings are L2-normalized. + +**Document Encoder (fD):** +• Document d is tokenized into tokens `d1, d2, ..., dm`. `[D]` token is prepended after `[CLS]` token +• Unlike queries, documents are NOT padded with `[MASK]` tokens +• Document tokens are processed through BERT and the same linear layer + +**Late Interaction:** +• Late interaction estimates relevance score `S(q,d)` using embedding `Eq` and `Ed`. Late interaction happens after independent encoding +• For each query embedding, maximum similarity is computed against all document embeddings +• The similarity measure can be cosine similarity or squared L2 distance + +**MaxSim Calculation:** +``` +S(q,d) := Σ max(Eqi⋅EdjT) + i∈|Eq| j∈|Ed| +``` +• This finds the best matching document embedding for each query embedding +• Captures relevance based on strongest local matches between contextual embeddings + +## LanceDB MultiVector type +LanceDB supports multivector type, this is useful when you have multiple vectors for a single item (e.g. with ColBert and ColPali). + +You can index on a column with multivector type and search on it, the query can be single vector or multiple vectors. For now, only cosine metric is supported for multivector search. The vector value type can be float16, float32 or float64. LanceDB integrateds [ConteXtualized Token Retriever(XTR)](https://arxiv.org/abs/2304.01982), which introduces a simple, yet novel, objective function that encourages the model to retrieve the most important document tokens first. + +```python +import lancedb +import numpy as np +import pyarrow as pa + +db = lancedb.connect("data/multivector_demo") +schema = pa.schema( + [ + pa.field("id", pa.int64()), + # float16, float32, and float64 are supported + pa.field("vector", pa.list_(pa.list_(pa.float32(), 256))), + ] +) +data = [ + { + "id": i, + "vector": np.random.random(size=(2, 256)).tolist(), + } + for i in range(1024) +] +tbl = db.create_table("my_table", data=data, schema=schema) + +# only cosine similarity is supported for multi-vectors +tbl.create_index(metric="cosine") + +# query with single vector +query = np.random.random(256).astype(np.float16) +tbl.search(query).to_arrow() + +# query with multiple vectors +query = np.random.random(size=(2, 256)) +tbl.search(query).to_arrow() +``` +Find more about vector search in LanceDB [here](https://lancedb.github.io/lancedb/search/#multivector-type). diff --git a/docs/src/notebooks/Multivector_on_LanceDB.ipynb b/docs/src/notebooks/Multivector_on_LanceDB.ipynb new file mode 100644 index 00000000..36267e54 --- /dev/null +++ b/docs/src/notebooks/Multivector_on_LanceDB.ipynb @@ -0,0 +1,667 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "KV1BD1ptEchv" + }, + "source": [ + "# Multivector Search: Efficient Document Retrieval with ColPali and LanceDB \n", + "\n", + "Modern documents—PDFs, scans, forms, invoices, or scientific diagrams—rely heavily on visual elements like tables, figures, and spatial layouts to convey meaning. Retrieving context from these documents poses unique challenges: \n", + "- 🖼️ **Loss of Context**: Plain-text extraction destroys critical visual relationships (e.g., a table's structure or a diagram's annotations). \n", + "- 🧩 **Multi-Modal Complexity**: Layouts combine text, images, and structured elements that require joint understanding. \n", + "- 📏 **Scale vs. Precision**: Balancing pixel-perfect accuracy with efficient search across millions of documents. \n", + "\n", + "### **Why Traditional Methods Fail** \n", + "The traditional method is a brittle, multi-stage pipeline where visual context is eroded at every step. Retrieval becomes a \"best guess\" based on partial text. Usually, it will involve the following steps:\n", + "1. OCR Text Extraction - extract raw text from scanned PDFs/images.\n", + "2. Layout Detection - use models like LayoutLM or rule-based tools to segment pages into regions (titles, tables, figures).\n", + "3. Structure Reconstruction - use heuristic rules or ML models try to infer reading order and hierarchy.\n", + "4. Optional: Image/Table Captioning - apply vision-language models (e.g., GPT-4V) to describe figures/tables in natural language.\n", + "5. Text Chunking - split text into fixed-size chunks or \"semantic\" passages (e.g., by paragraphs).\n", + "6. Embedding & Indexing- use text-based embeddings (e.g., BERT) and store in a vector DB (e.g., LanceDB).\n", + "\n", + "\n", + "## **Our Approach: ColPali with XTR for performant retrieval** \n", + "ColPali (Contextualized Late Interaction Over PaliGemma) enhances document retrieval by combining a vision-language model (VLM) with a multi-vector late interaction framework inspired by ColBERT. In this framework, documents and queries are encoded as collections of contextualized vectors—precomputed for documents and indexed for queries. Unlike traditional methods, late interaction defers complex similarity computations between query and document vectors until the final retrieval stage, enabling nuanced semantic matching while maintaining efficiency.\n", + "\n", + "To further accelerate retrieval, we integrate XTR (ConteXtualized Token Retriever), which prioritizes critical document tokens during initial retrieval stage and removes the gathering stage to significantly improve the performance. By focusing on the most semantically salient tokens early in the process, XTR reduces computational complexity with improved recall, ensuring rapid identification of candidate documents.\n", + "\n", + "We used the [UFO dataset](https://huggingface.co/datasets/davanstrien/ufo-ColPali), a dataset with rich tables, images and text, to demonstrate how to efficiently retrieve documents with ColPali and LanceDB.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "9N9tRap0YYp4" + }, + "source": [ + "## Step 1: Install Required Libraries\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "collapsed": true, + "id": "gpdJn4hACfKH", + "outputId": "cbd70419-10be-4e4a-ba71-ac0d69a8ddbc" + }, + "outputs": [], + "source": [ + "!pip install lancedb colpali-engine datasets tqdm" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ksA8HdigzAUX" + }, + "source": [ + "## Step 2: Load the UFO dataset\n", + "\n", + "The UFO dataset has 2243 rows in total with an embedding of 128 dimension each. We show an example of the document to show how complicated it is with text and images blended in the document." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 966, + "referenced_widgets": [ + "d775b534a39344cba9e195a01c51be75", + "90e52ab802524ded8984c7b78a418a03", + "ae669a2953964f39b25dbd2e7751411d", + "98b6780cc7844590826e5cd88c137ea1", + "c8535071d9844f799906c05600c20054", + "e2278f45421341bb8b1734cba0af03cb", + "005c8d29152442a49c19a0a83af59e7a", + "a0bf2b988497416f84be6a5dc885f737", + "6d96275900c6476aaab29a63b6d60633", + "756d72d9a4ba4ee5b769f1195b102baa", + "11a92b5b3ceb4bd6a1999cbf782b1e64", + "b9a22198fef8401ebf0bc2e8c82375a1", + "ec250244f0b646319d681b05a04d82fe", + "e09850af523c4686a7a0dce2dc5bb5ff", + "6154a5ea5cd54dd19f0d068c776cb557", + "01d711bc69e84f41a72e0ce9a2b478ed", + "05b4d493f761440b91bc0854f04e40d7", + "e6b3bee55adb42779ddf515be4046558", + "93f5eb6c41634347832f80dd87c7a170", + "e4516c525f794c2b9b5a262cf7dae8a6", + "5e7ab3f1efae4dd491d503ac66b4d8ae", + "ac080da8dc854206a2569d976b1e678c", + "85af8ed925b64edda995c303bbd056dc", + "9e29e04a66d04dad8c20d27e6b728c08", + "672f5f6abe484d189fb3935ed8dfedbe", + "6d1be941a7d747159a14b9ed0d17c870", + "05e78c7519de4f8d89b26f48dc939653", + "f0e80b24db734aa58da30af62d1b4a45", + "615c1d314b3e4af893d6ac7a1bba947d", + "0796ad794d8246f7a6b68a10dab2507a", + "08ba8c88373440f8902641a9ca2af659", + "95d85d6556e047a4b923cc2464f85038", + "0ded705820f14618a77cb022c5f7e60d" + ] + }, + "id": "LlclgxJPD5RX", + "outputId": "ada253b5-2a73-4a66-f20e-7ff0725db89a" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.11/dist-packages/huggingface_hub/utils/_auth.py:94: UserWarning: \n", + "The secret `HF_TOKEN` does not exist in your Colab secrets.\n", + "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n", + "You will be able to reuse this secret in all of your notebooks.\n", + "Please note that authentication is recommended but still optional to access public models or datasets.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "d775b534a39344cba9e195a01c51be75", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "README.md: 0%| | 0.00/1.20k [00:00" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from math import sqrt\n", + "\n", + "import pyarrow as pa\n", + "from tqdm import tqdm\n", + "import lancedb\n", + "from datasets import load_dataset\n", + "from colpali_engine.models import ColPali, ColPaliProcessor\n", + "import torch\n", + "\n", + "dataset = load_dataset(\"davanstrien/ufo-ColPali\", split=\"train\")\n", + "dataset\n", + "dataset[333][\"image\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "JNOEkERhHPj2" + }, + "source": [ + "## Step 3: Load the ColPali model\n", + "Note: select \"cuda\" if you are using a Nvidia GPU or \"cpu\" if there is no GPU available. Mac users, please use \"mps\". This step can take a few minutes." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 209, + "referenced_widgets": [ + "cde94d99d80b4cd2840d059915fa013c", + "68ad5106210e41ab8e734654efb72a15", + "c97d2a0f056a489796e2a3d94d215e7a", + "357592d483cf455bb8c1827206c4095e", + "2e4c2c91a55245948ab081f28c1b82f8", + "0ba339486c664527bdc054b9b263788c", + "f3ffd4ad251444b5b3853892283647eb", + "36c8a4e9678441ddaab31058055bd1f6", + "e1c7d6755a0b441789f11e8036f64887", + "aca80906222b44f3bc07f853d1bd8bec", + "5553411ece384eab80f386ff96baf699", + "6566b65210dd43999016b0df0849fc73", + "a553e15b721c48ddb97a4598d86666a9", + "e1a8b2ca2f4646f8845418b16fc59d5a", + "807f767e339a46b294722598a81c3e59", + "70fa11934f7248ebb747ec3c596fc701", + "d19ede522db8485a90856d53faa8c9d0", + "bb52b41e3c8c41318818e67b56fc65c5", + "f62b475cd41c4851a81b975d83b52749", + "d5de815e1a8248a4b9575fa5598c5c62", + 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"version_minor": 0 + }, + "text/plain": [ + "Loading checkpoint shards: 0%| | 0/2 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "for image in image_results:\n", + " plt.figure()\n", + " plt.imshow(image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 5a: Embed the UFO dataset and ingest data into LanceDB\n", + "\n", + "Note: This step will take up to 2h when running with T4 GPU with a `batch_size=4`. You can increase the `batch_size` to accelerate the process if there is more memory available, e.g. `batch_size=32` requires 60GB of memory.\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# this would take 40 mins for first run on Apple M3 Max, may be longer if you are using CPU\n", + "batch_size = 4 # low it if you have a low memory GPU\n", + "with tqdm(total=len(dataset), desc=\"ingesting\") as pbar:\n", + " for i in range(0, len(dataset), batch_size):\n", + " batch = dataset[i : i + batch_size]\n", + " images = batch[\"image\"]\n", + "\n", + " # encode the images\n", + " with torch.no_grad():\n", + " batch_images = colpali_processor.process_images(images).to(\n", + " colpali_model.device\n", + " )\n", + " image_embeddings = colpali_model(**batch_images)\n", + "\n", + " real_size = len(images)\n", + " multivector = image_embeddings.cpu().float().numpy()\n", + " multivector = pa.array(multivector.tolist(), type=multivector_type)\n", + " data = pa.Table.from_pydict(\n", + " {\n", + " \"id\": list(range(i, i + real_size)),\n", + " \"vector\": multivector,\n", + " }\n", + " )\n", + " table.add(data)\n", + " pbar.update(real_size)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 6: Create an index on the multivector column\n", + "Note: LanceDB Cloud automatically infers the multivector column directly from the schema. If your dataset contains only one column with a list of vectors, no manual specification is required when building the vector index—the system handles this implicitly.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "num_rows = table.count_rows()\n", + "table.create_index(\n", + " metric=\"cosine\", # for now only cosine is supported for multivector\n", + " num_partitions=int(\n", + " sqrt(num_rows * 1030) # 1030 is number of embeddings per document\n", + " ), # it's recommended to set sqrt of the number of embeddings as the number of partitions\n", + " num_sub_vectors=32, # higher for accuracy, lower for speed\n", + " index_type=\"IVF_PQ\",\n", + ")" + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +}