├── README.md ├── data ├── train_corpus.json ├── train_dataset.json ├── train_queries.json ├── train_relevant_docs.json ├── val_corpus.json ├── val_dataset.json ├── val_queries.json └── val_relevant_docs.json ├── evaluate.ipynb ├── exp_finetune ├── .ipynb_checkpoints │ ├── config-checkpoint.json │ └── modules-checkpoint.json ├── 1_Pooling │ └── config.json ├── README.md ├── config.json ├── config_sentence_transformers.json ├── eval │ ├── .ipynb_checkpoints │ │ └── Information-Retrieval_evaluation_results-checkpoint.csv │ └── Information-Retrieval_evaluation_results.csv ├── modules.json ├── pytorch_model.bin ├── sentence_bert_config.json ├── special_tokens_map.json ├── tokenizer.json ├── tokenizer_config.json └── vocab.txt ├── finetune.ipynb ├── generate_dataset.ipynb ├── requirements.txt └── results ├── Information-Retrieval_evaluation_bge_results.csv └── Information-Retrieval_evaluation_finetuned_results.csv /README.md: -------------------------------------------------------------------------------- 1 | # Fine-Tuning Embedding for RAG with Synthetic Data 2 | 3 | **UPDATE 9/10/2023**: We've included embedding finetuning abstractions into the LlamaIndex repo, so this repo is technically outdated! Please check out our [embedding fine-tuning guides](https://gpt-index.readthedocs.io/en/latest/end_to_end_tutorials/finetuning.html#finetuning-embeddings-for-better-retrieval-performance) in the core documentation. 4 | 5 | This repo shows you how to fine-tune an embedding model to improve RAG performance even if you don't have labelled data (i.e. positive pairs of query/relevant documents). 6 | 7 | We walkthrough step-by-step the process of generating a synthetic dataset with LLM, finetuning an opensource embedding model, and finally evaluating the finetuned model. 8 | 9 | We experiment with a small scale dataset of financial PDF documents, and show that finetuning the embedding model can substantially improve retrieval performance. 10 | 11 | ### Setup 12 | To get started, clone this repo and install requirements. You also need to clone the llama_index repo to obtain the example PDFs. 13 | ``` 14 | git clone git@github.com:jerryjliu/llama_index 15 | git clone git@github.com:run-llama/finetune-embedding.git 16 | cd finetune-embedding 17 | pip install -r requirements.txt 18 | ``` 19 | 20 | Then you can run the notebooks (i.e. via `jupyter lab`). 21 | > The notebooks are fairly lightweight, and should work on almost any machines. 22 | 23 | ### Steps for running 24 | 1. Run through [generate_dataset.ipynb](./generate_dataset.ipynb) to generate a synthetic dataset for training and evaluation 25 | 2. Run through [finetune.ipynb](./finetune.ipynb) to finetune a pretrained opensource embedding model 26 | 3. Run through [evaluate.ipynb](./evaluate.ipynb) to evaluate the finetuned model against e.g. the pretrained base embedding model and proprietary OpenAI embedding model. 27 | 28 | ### How this works 29 | **1. Generating synthetic dataset for training and evaluation** 30 | 31 | The key idea here is that we can leverage an LLM to generate hypothetical questions that are best answered by a given piece of context. This allows us to generate synthetic positive pairs of (query, relevant documents) in a scalable way without requiring human labellers. 32 | 33 | More concretely, we first process the given documents into a corpus of text chunks. Then for each text chunk, we use LLM to generate a few hypothetical questions that can be answered with information from that text chunk. Finally, we collect all pairs of questions and text chunks as the dataset. 34 | 35 | **2. Finetuning an opensource embedding model** 36 | 37 | We leverage the high-level model fitting API from `sentencetransformers` to very easily setup a training process. We use `MultipleNegativesRankingLoss` as the training objective and `InformationRetrievalEvaluator` as the evaluator during training. We use the opensource "BAAI/bge-small-en" as the base model and train for a small number of epochs. 38 | 39 | **3. Evaluating the embedding model** 40 | 41 | We compare the finetuned model against the base model, as well as the OpenAI embedding model. We evaluate with `InformationRetrievalEvaluator` as well as a simple hit rate metric. 42 | -------------------------------------------------------------------------------- /data/train_relevant_docs.json: -------------------------------------------------------------------------------- 1 | {"f331640a-b407-4028-8db8-4b8db691dd34": ["d5554f3e-cdaf-41d7-ac49-8f0ffe3f5759"], "6b590171-d601-437d-bb0c-ca2425ec8aef": ["d5554f3e-cdaf-41d7-ac49-8f0ffe3f5759"], "084dbd91-a886-42ff-93f9-a92b9755e8c3": ["a48a1f52-83b1-4cce-aed9-21ffdd96af24"], "e78172d4-764f-479c-a353-b36377243049": ["a48a1f52-83b1-4cce-aed9-21ffdd96af24"], "7dcbd901-3181-4498-9289-8e056f0e9ade": ["a7a32e66-05ff-4d82-a468-f7f5d1232c50"], "04105d83-0de4-4c33-a1e2-5f09333bf221": ["a7a32e66-05ff-4d82-a468-f7f5d1232c50"], "6a529eda-ce40-427e-9caf-20d451ac857f": ["261dd21a-2f28-407a-9fed-030c0a4f04d3"], "e26f0d33-4974-456b-a6e3-c3bc7b1ec6c8": ["261dd21a-2f28-407a-9fed-030c0a4f04d3"], "a0a5eda3-905b-488a-a236-6002757458a0": 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["9a583f0b-8d06-4583-9027-f7d977dee138"]} -------------------------------------------------------------------------------- /evaluate.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "id": "86fe17dc-eaca-49ae-81b8-8c372bff4fb8", 6 | "metadata": {}, 7 | "source": [ 8 | "# Custom Evaluation with LlamaIndex" 9 | ] 10 | }, 11 | { 12 | "cell_type": "markdown", 13 | "id": "13376312-ee85-470c-bb8a-ec13d6c38b2f", 14 | "metadata": {}, 15 | "source": [ 16 | "In this notebook, we evaluate 3 different embedding models: \n", 17 | "1. proprietary OpenAI embedding,\n", 18 | "2. open source `BAAI/bge-small-en`, and\n", 19 | "3. our finetuned embedding model.\n", 20 | "\n", 21 | "We consider 2 evaluation approaches:\n", 22 | "1. a simple custom **hit rate** metric\n", 23 | "2. using `InformationRetrievalEvaluator` from sentence_transformers\n", 24 | "\n", 25 | "We show that finetuning on synthetic (LLM-generated) dataset significantly improve upon an opensource embedding model." 26 | ] 27 | }, 28 | { 29 | "cell_type": "code", 30 | "execution_count": 173, 31 | "id": "3f249133-d7ca-42e8-ad41-c5ef8fe5849b", 32 | "metadata": {}, 33 | "outputs": [], 34 | "source": [ 35 | "import json\n", 36 | "from tqdm.notebook import tqdm\n", 37 | "import pandas as pd\n", 38 | "\n", 39 | "from llama_index import ServiceContext, VectorStoreIndex\n", 40 | "from llama_index.schema import TextNode\n", 41 | "from llama_index.embeddings import OpenAIEmbedding" 42 | ] 43 | }, 44 | { 45 | "cell_type": "markdown", 46 | "id": "355b4619-4a01-427e-97f3-ec7cac6d2bfd", 47 | "metadata": {}, 48 | "source": [ 49 | "### Load data" 50 | ] 51 | }, 52 | { 53 | "cell_type": "markdown", 54 | "id": "1591bd3a-8be4-4596-acb8-d9d007239c32", 55 | "metadata": {}, 56 | "source": [ 57 | "First, let's load the synthetic dataset we automatically generated from our corpus (without having access to any labellers)." 58 | ] 59 | }, 60 | { 61 | "cell_type": "code", 62 | "execution_count": 105, 63 | "id": "e73cb5c7-a71c-4e70-ba24-ce196e7177af", 64 | "metadata": {}, 65 | "outputs": [], 66 | "source": [ 67 | "TRAIN_DATASET_FPATH = './data/train_dataset.json'\n", 68 | "VAL_DATASET_FPATH = './data/val_dataset.json'" 69 | ] 70 | }, 71 | { 72 | "cell_type": "code", 73 | "execution_count": 91, 74 | "id": "f5a85bae-0f40-4d24-b96f-a5f884893310", 75 | "metadata": {}, 76 | "outputs": [], 77 | "source": [ 78 | "with open(TRAIN_DATASET_FPATH, 'r+') as f:\n", 79 | " train_dataset = json.load(f)\n", 80 | "\n", 81 | "with open(VAL_DATASET_FPATH, 'r+') as f:\n", 82 | " val_dataset = json.load(f)" 83 | ] 84 | }, 85 | { 86 | "cell_type": "markdown", 87 | "id": "8232ec0e-40bf-4910-bdad-cca9d7de0619", 88 | "metadata": {}, 89 | "source": [ 90 | "### Define eval function" 91 | ] 92 | }, 93 | { 94 | "cell_type": "markdown", 95 | "id": "25744f5d-cd89-4f63-b1c9-238519b74bc8", 96 | "metadata": {}, 97 | "source": [ 98 | "**Option 1**: We use a simple **hit rate** metric for evaluation:\n", 99 | "* for each (query, relevant_doc) pair,\n", 100 | "* we retrieve top-k documents with the query, and \n", 101 | "* it's a **hit** if the results contain the relevant_doc.\n", 102 | "\n", 103 | "This approach is very simple and intuitive, and we can apply it to both the proprietary OpenAI embedding as well as our open source and fine-tuned embedding models." 104 | ] 105 | }, 106 | { 107 | "cell_type": "code", 108 | "execution_count": 124, 109 | "id": "75e79771-fe51-44a0-807f-ee9697064ef6", 110 | "metadata": {}, 111 | "outputs": [], 112 | "source": [ 113 | "def evaluate(\n", 114 | " dataset,\n", 115 | " embed_model,\n", 116 | " top_k=5,\n", 117 | " verbose=False,\n", 118 | "):\n", 119 | " corpus = dataset['corpus']\n", 120 | " queries = dataset['queries']\n", 121 | " relevant_docs = dataset['relevant_docs']\n", 122 | "\n", 123 | " service_context = ServiceContext.from_defaults(embed_model=embed_model)\n", 124 | " nodes = [TextNode(id_=id_, text=text) for id_, text in corpus.items()] \n", 125 | " index = VectorStoreIndex(\n", 126 | " nodes, \n", 127 | " service_context=service_context, \n", 128 | " show_progress=True\n", 129 | " )\n", 130 | " retriever = index.as_retriever(similarity_top_k=top_k)\n", 131 | "\n", 132 | " eval_results = []\n", 133 | " for query_id, query in tqdm(queries.items()):\n", 134 | " retrieved_nodes = retriever.retrieve(query)\n", 135 | " retrieved_ids = [node.node.node_id for node in retrieved_nodes]\n", 136 | " expected_id = relevant_docs[query_id][0]\n", 137 | " is_hit = expected_id in retrieved_ids # assume 1 relevant doc\n", 138 | " \n", 139 | " eval_result = {\n", 140 | " 'is_hit': is_hit,\n", 141 | " 'retrieved': retrieved_ids,\n", 142 | " 'expected': expected_id,\n", 143 | " 'query': query_id,\n", 144 | " }\n", 145 | " eval_results.append(eval_result)\n", 146 | " return eval_results" 147 | ] 148 | }, 149 | { 150 | "cell_type": "markdown", 151 | "id": "b282f2b8-3486-4e11-b314-4c2c52d2ea02", 152 | "metadata": {}, 153 | "source": [ 154 | "**Option 2**: We use the `InformationRetrievalEvaluator` from sentence_transformers.\n", 155 | "\n", 156 | "This provides a more comprehensive suite of metrics, but we can only run it against the sentencetransformers compatible models (open source and our finetuned model, *not* the OpenAI embedding model)." 157 | ] 158 | }, 159 | { 160 | "cell_type": "code", 161 | "execution_count": 194, 162 | "id": "8bce34cd-d51d-44c4-900b-9bded5e1ec70", 163 | "metadata": {}, 164 | "outputs": [], 165 | "source": [ 166 | "from sentence_transformers.evaluation import InformationRetrievalEvaluator\n", 167 | "from sentence_transformers import SentenceTransformer\n", 168 | "\n", 169 | "def evaluate_st(\n", 170 | " dataset,\n", 171 | " model_id,\n", 172 | " name,\n", 173 | "):\n", 174 | " corpus = dataset['corpus']\n", 175 | " queries = dataset['queries']\n", 176 | " relevant_docs = dataset['relevant_docs']\n", 177 | "\n", 178 | " evaluator = InformationRetrievalEvaluator(queries, corpus, relevant_docs, name=name)\n", 179 | " model = SentenceTransformer(model_id)\n", 180 | " return evaluator(model, output_path='results/')" 181 | ] 182 | }, 183 | { 184 | "cell_type": "markdown", 185 | "id": "3c0871d4-5a1a-4e5d-97d2-3fa9ae68af54", 186 | "metadata": {}, 187 | "source": [ 188 | "### Run Evals" 189 | ] 190 | }, 191 | { 192 | "cell_type": "markdown", 193 | "id": "c62183ec-ac63-4efc-9b9d-9a4c091bee22", 194 | "metadata": {}, 195 | "source": [ 196 | "#### OpenAI" 197 | ] 198 | }, 199 | { 200 | "cell_type": "markdown", 201 | "id": "94922539-197e-459e-b5c0-16a515f2f100", 202 | "metadata": {}, 203 | "source": [ 204 | "Note: this might take a few minutes to run since we have to embed the corpus and queries" 205 | ] 206 | }, 207 | { 208 | "cell_type": "code", 209 | "execution_count": 141, 210 | "id": "4aa63f1f-0d8d-4533-bc40-d7791c523bf7", 211 | "metadata": {}, 212 | "outputs": [ 213 | { 214 | "data": { 215 | "application/vnd.jupyter.widget-view+json": { 216 | "model_id": "faf17aad3b474cce97166a9ba83f72a5", 217 | "version_major": 2, 218 | "version_minor": 0 219 | }, 220 | "text/plain": [ 221 | "Generating embeddings: 0%| | 0/395 [00:00\n", 533 | "\n", 546 | "\n", 547 | " \n", 548 | " \n", 549 | " \n", 550 | " \n", 551 | " \n", 552 | " \n", 553 | " \n", 554 | " \n", 555 | " \n", 556 | " \n", 557 | " \n", 558 | " \n", 559 | " \n", 560 | " \n", 561 | " \n", 562 | " \n", 563 | " \n", 564 | " \n", 565 | " \n", 566 | " \n", 567 | " \n", 568 | " \n", 569 | " \n", 570 | " \n", 571 | "
is_hit
model
ada0.870886
bge0.787342
fine_tuned0.844304
\n", 572 | "" 573 | ], 574 | "text/plain": [ 575 | " is_hit\n", 576 | "model \n", 577 | "ada 0.870886\n", 578 | "bge 0.787342\n", 579 | "fine_tuned 0.844304" 580 | ] 581 | }, 582 | "execution_count": 171, 583 | "metadata": {}, 584 | "output_type": "execute_result" 585 | } 586 | ], 587 | "source": [ 588 | "df_all = pd.concat([df_ada, df_bge, df_finetuned])\n", 589 | "df_all.groupby('model').mean('is_hit')" 590 | ] 591 | }, 592 | { 593 | "cell_type": "markdown", 594 | "id": "95f87314-9790-40d7-9c72-ea1ccb4b789b", 595 | "metadata": {}, 596 | "source": [ 597 | "### InformationRetrievalEvaluator" 598 | ] 599 | }, 600 | { 601 | "cell_type": "code", 602 | "execution_count": 200, 603 | "id": "19a777a0-a9c1-4d5c-9da6-fde91b5bb712", 604 | "metadata": {}, 605 | "outputs": [], 606 | "source": [ 607 | "df_st_bge = pd.read_csv('results/Information-Retrieval_evaluation_bge_results.csv')\n", 608 | "df_st_finetuned = pd.read_csv('results/Information-Retrieval_evaluation_finetuned_results.csv')" 609 | ] 610 | }, 611 | { 612 | "cell_type": "markdown", 613 | "id": "7f2bf70c-f3c5-4c68-b741-946e08d5567b", 614 | "metadata": {}, 615 | "source": [ 616 | "We can see that embedding finetuning improves metrics consistently across the suite of eval metrics " 617 | ] 618 | }, 619 | { 620 | "cell_type": "code", 621 | "execution_count": 213, 622 | "id": "2d30e52e-38e3-4164-9c31-26f47ac811db", 623 | "metadata": {}, 624 | "outputs": [ 625 | { 626 | "data": { 627 | "text/html": [ 628 | "
\n", 629 | "\n", 642 | "\n", 643 | " \n", 644 | " \n", 645 | " \n", 646 | " \n", 647 | " \n", 648 | " \n", 649 | " \n", 650 | " \n", 651 | " \n", 652 | " \n", 653 | " \n", 654 | " \n", 655 | " \n", 656 | " \n", 657 | " \n", 658 | " \n", 659 | " \n", 660 | " \n", 661 | " \n", 662 | " \n", 663 | " \n", 664 | " \n", 665 | " \n", 666 | " \n", 667 | " \n", 668 | " \n", 669 | " \n", 670 | " \n", 671 | " \n", 672 | " \n", 673 | " \n", 674 | " \n", 675 | " \n", 676 | " \n", 677 | " \n", 678 | " \n", 679 | " \n", 680 | " \n", 681 | " \n", 682 | " \n", 683 | " \n", 684 | " \n", 685 | " \n", 686 | " \n", 687 | " \n", 688 | " \n", 689 | " \n", 690 | " \n", 691 | " \n", 692 | " \n", 693 | " \n", 694 | " \n", 695 | " \n", 696 | " \n", 697 | " \n", 698 | " \n", 699 | " \n", 700 | " \n", 701 | " \n", 702 | " \n", 703 | " \n", 704 | " \n", 705 | " \n", 706 | " \n", 707 | " \n", 708 | " \n", 709 | " \n", 710 | " \n", 711 | " \n", 712 | " \n", 713 | " \n", 714 | " \n", 715 | " \n", 716 | " \n", 717 | " \n", 718 | " \n", 719 | " \n", 720 | " \n", 721 | " \n", 722 | " \n", 723 | " \n", 724 | " \n", 725 | " \n", 726 | " \n", 727 | " \n", 728 | " \n", 729 | " \n", 730 | " \n", 731 | " \n", 732 | " \n", 733 | " \n", 734 | " \n", 735 | " \n", 736 | " \n", 737 | " \n", 738 | " \n", 739 | " \n", 740 | " \n", 741 | " \n", 742 | " \n", 743 | "
epochstepscos_sim-Accuracy@1cos_sim-Accuracy@3cos_sim-Accuracy@5cos_sim-Accuracy@10cos_sim-Precision@1cos_sim-Recall@1cos_sim-Precision@3cos_sim-Recall@3...dot_score-Recall@1dot_score-Precision@3dot_score-Recall@3dot_score-Precision@5dot_score-Recall@5dot_score-Precision@10dot_score-Recall@10dot_score-MRR@10dot_score-NDCG@10dot_score-MAP@100
model
bge-1-10.5088610.6860760.7291140.8139240.5088610.5088610.2286920.686076...0.5025320.2274260.6822780.1468350.7341770.0808860.8088610.6052080.6545350.611977
fine_tuned-1-10.6075950.7860760.8481010.8949370.6075950.6075950.2620250.786076...0.6012660.2624470.7873420.1693670.8468350.0893670.8936710.7047290.7509240.709135
\n", 744 | "

2 rows × 32 columns

\n", 745 | "
" 746 | ], 747 | "text/plain": [ 748 | " epoch steps cos_sim-Accuracy@1 cos_sim-Accuracy@3 \\\n", 749 | "model \n", 750 | "bge -1 -1 0.508861 0.686076 \n", 751 | "fine_tuned -1 -1 0.607595 0.786076 \n", 752 | "\n", 753 | " cos_sim-Accuracy@5 cos_sim-Accuracy@10 cos_sim-Precision@1 \\\n", 754 | "model \n", 755 | "bge 0.729114 0.813924 0.508861 \n", 756 | "fine_tuned 0.848101 0.894937 0.607595 \n", 757 | "\n", 758 | " cos_sim-Recall@1 cos_sim-Precision@3 cos_sim-Recall@3 ... \\\n", 759 | "model ... \n", 760 | "bge 0.508861 0.228692 0.686076 ... \n", 761 | "fine_tuned 0.607595 0.262025 0.786076 ... \n", 762 | "\n", 763 | " dot_score-Recall@1 dot_score-Precision@3 dot_score-Recall@3 \\\n", 764 | "model \n", 765 | "bge 0.502532 0.227426 0.682278 \n", 766 | "fine_tuned 0.601266 0.262447 0.787342 \n", 767 | "\n", 768 | " dot_score-Precision@5 dot_score-Recall@5 dot_score-Precision@10 \\\n", 769 | "model \n", 770 | "bge 0.146835 0.734177 0.080886 \n", 771 | "fine_tuned 0.169367 0.846835 0.089367 \n", 772 | "\n", 773 | " dot_score-Recall@10 dot_score-MRR@10 dot_score-NDCG@10 \\\n", 774 | "model \n", 775 | "bge 0.808861 0.605208 0.654535 \n", 776 | "fine_tuned 0.893671 0.704729 0.750924 \n", 777 | "\n", 778 | " dot_score-MAP@100 \n", 779 | "model \n", 780 | "bge 0.611977 \n", 781 | "fine_tuned 0.709135 \n", 782 | "\n", 783 | "[2 rows x 32 columns]" 784 | ] 785 | }, 786 | "execution_count": 213, 787 | "metadata": {}, 788 | "output_type": "execute_result" 789 | } 790 | ], 791 | "source": [ 792 | "df_st_bge['model'] = 'bge'\n", 793 | "df_st_finetuned['model'] = 'fine_tuned'\n", 794 | "df_st_all = pd.concat([df_st_bge, df_st_finetuned])\n", 795 | "df_st_all = df_st_all.set_index('model')\n", 796 | "df_st_all" 797 | ] 798 | } 799 | ], 800 | "metadata": { 801 | "kernelspec": { 802 | "display_name": "Python 3 (ipykernel)", 803 | "language": "python", 804 | "name": "python3" 805 | }, 806 | "language_info": { 807 | "codemirror_mode": { 808 | "name": "ipython", 809 | "version": 3 810 | }, 811 | "file_extension": ".py", 812 | "mimetype": "text/x-python", 813 | "name": "python", 814 | "nbconvert_exporter": "python", 815 | "pygments_lexer": "ipython3", 816 | "version": "3.8.17" 817 | } 818 | }, 819 | "nbformat": 4, 820 | "nbformat_minor": 5 821 | } 822 | -------------------------------------------------------------------------------- /exp_finetune/.ipynb_checkpoints/config-checkpoint.json: -------------------------------------------------------------------------------- 1 | version https://git-lfs.github.com/spec/v1 2 | oid sha256:ed95d357b6d11f2286b3a03ecbe0f7e53559421825581824a187da6b61ea8157 3 | size 696 4 | -------------------------------------------------------------------------------- /exp_finetune/.ipynb_checkpoints/modules-checkpoint.json: -------------------------------------------------------------------------------- 1 | version https://git-lfs.github.com/spec/v1 2 | oid sha256:8f4b264b80206c830bebbdcae377e137925650a433b689343a63bdc9b3145460 3 | size 229 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/exp_finetune/tokenizer_config.json: -------------------------------------------------------------------------------- 1 | version https://git-lfs.github.com/spec/v1 2 | oid sha256:9261e7d79b44c8195c1cada2b453e55b00aeb81e907a6664974b4d7776172ab3 3 | size 366 4 | -------------------------------------------------------------------------------- /exp_finetune/vocab.txt: -------------------------------------------------------------------------------- 1 | version https://git-lfs.github.com/spec/v1 2 | oid sha256:07eced375cec144d27c900241f3e339478dec958f92fddbc551f295c992038a3 3 | size 231508 4 | -------------------------------------------------------------------------------- /finetune.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "id": "5d28930a-8b8b-44e6-8097-c99375bf37c9", 6 | "metadata": {}, 7 | "source": [ 8 | "# Fine tuning" 9 | ] 10 | }, 11 | { 12 | "cell_type": "markdown", 13 | "id": "c370e0d2-1e9c-417f-9387-e28a5f090475", 14 | "metadata": {}, 15 | "source": [ 16 | "In this notebook, we finetune an opensource sentencetransformers embedding model on our synthetically generated dataset." 17 | ] 18 | }, 19 | { 20 | "cell_type": "markdown", 21 | "id": "6340211a-db64-458f-b3fb-4b87f09ab743", 22 | "metadata": {}, 23 | "source": [ 24 | "### Load pretrained model" 25 | ] 26 | }, 27 | { 28 | "cell_type": "code", 29 | "execution_count": 74, 30 | "id": "bd53aa4c-b83b-41a3-9b73-498aca71e2e9", 31 | "metadata": {}, 32 | "outputs": [], 33 | "source": [ 34 | "from sentence_transformers import SentenceTransformer" 35 | ] 36 | }, 37 | { 38 | "cell_type": "code", 39 | "execution_count": 75, 40 | "id": "70df8f69-9d40-4467-9755-5582b4ca5178", 41 | "metadata": { 42 | "tags": [] 43 | }, 44 | "outputs": [], 45 | "source": [ 46 | "model_id = \"BAAI/bge-small-en\"\n", 47 | "model = SentenceTransformer(model_id)" 48 | ] 49 | }, 50 | { 51 | "cell_type": "code", 52 | "execution_count": 76, 53 | "id": "3502aaba-3e8a-42a6-9665-9d59304e798b", 54 | "metadata": { 55 | "tags": [] 56 | }, 57 | "outputs": [ 58 | { 59 | "data": { 60 | "text/plain": [ 61 | "SentenceTransformer(\n", 62 | " (0): Transformer({'max_seq_length': 512, 'do_lower_case': True}) with Transformer model: BertModel \n", 63 | " (1): Pooling({'word_embedding_dimension': 384, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False})\n", 64 | ")" 65 | ] 66 | }, 67 | "execution_count": 76, 68 | "metadata": {}, 69 | "output_type": "execute_result" 70 | } 71 | ], 72 | "source": [ 73 | "model" 74 | ] 75 | }, 76 | { 77 | "cell_type": "markdown", 78 | "id": "97fd0ab4-6687-4b54-aff7-b30aa96f3698", 79 | "metadata": {}, 80 | "source": [ 81 | "### Define dataloader" 82 | ] 83 | }, 84 | { 85 | "cell_type": "code", 86 | "execution_count": 72, 87 | "id": "9ad17db1-e4b6-4c54-9242-905fb9cd9451", 88 | "metadata": {}, 89 | "outputs": [], 90 | "source": [ 91 | "import json\n", 92 | "\n", 93 | "from torch.utils.data import DataLoader\n", 94 | "from sentence_transformers import InputExample" 95 | ] 96 | }, 97 | { 98 | "cell_type": "code", 99 | "execution_count": 94, 100 | "id": "e26aa72e-c158-4d6c-862f-bb555e5e456d", 101 | "metadata": {}, 102 | "outputs": [], 103 | "source": [ 104 | "TRAIN_DATASET_FPATH = './data/train_dataset.json'\n", 105 | "VAL_DATASET_FPATH = './data/val_dataset.json'\n", 106 | "\n", 107 | "# We use a very small batchsize to run this toy example on a local machine. \n", 108 | "# This should typically be much larger. \n", 109 | "BATCH_SIZE = 10" 110 | ] 111 | }, 112 | { 113 | "cell_type": "code", 114 | "execution_count": 66, 115 | "id": "2713df64-b708-48f9-8a0a-505ee24ec381", 116 | "metadata": {}, 117 | "outputs": [], 118 | "source": [ 119 | "with open(TRAIN_DATASET_FPATH, 'r+') as f:\n", 120 | " train_dataset = json.load(f)\n", 121 | "\n", 122 | "with open(VAL_DATASET_FPATH, 'r+') as f:\n", 123 | " val_dataset = json.load(f)" 124 | ] 125 | }, 126 | { 127 | "cell_type": "code", 128 | "execution_count": 95, 129 | "id": "f07e006a-9a08-4961-b639-66a7a65bc603", 130 | "metadata": {}, 131 | "outputs": [], 132 | "source": [ 133 | "dataset = train_dataset\n", 134 | "\n", 135 | "corpus = dataset['corpus']\n", 136 | "queries = dataset['queries']\n", 137 | "relevant_docs = dataset['relevant_docs']\n", 138 | "\n", 139 | "examples = []\n", 140 | "for query_id, query in queries.items():\n", 141 | " node_id = relevant_docs[query_id][0]\n", 142 | " text = corpus[node_id]\n", 143 | " example = InputExample(texts=[query, text])\n", 144 | " examples.append(example)" 145 | ] 146 | }, 147 | { 148 | "cell_type": "code", 149 | "execution_count": 78, 150 | "id": "b7b7f2f2-0012-4ec7-8f44-1909d42c84b7", 151 | "metadata": {}, 152 | "outputs": [], 153 | "source": [ 154 | "loader = DataLoader(\n", 155 | " examples, batch_size=BATCH_SIZE\n", 156 | ")" 157 | ] 158 | }, 159 | { 160 | "cell_type": "markdown", 161 | "id": "ee8acef2-8618-4afa-84e0-cd959d181208", 162 | "metadata": {}, 163 | "source": [ 164 | "### Define loss" 165 | ] 166 | }, 167 | { 168 | "cell_type": "markdown", 169 | "id": "2d643c3f-563a-44ae-a4aa-6a5fd8780ff9", 170 | "metadata": {}, 171 | "source": [ 172 | "**MultipleNegativesRankingLoss** is a great loss function if you only have positive pairs, for example, only pairs of similar texts like pairs of paraphrases, pairs of duplicate questions, pairs of (query, response), or pairs of (source_language, target_language).\n", 173 | "\n", 174 | "This loss function works great to train embeddings for retrieval setups where you have positive pairs (e.g. (query, relevant_doc)) as it will sample in each batch n-1 negative docs randomly.\n", 175 | "\n", 176 | "The performance usually increases with increasing batch sizes.\n", 177 | "\n", 178 | "For more detals, see:\n", 179 | "* [docs](https://www.sbert.net/docs/package_reference/losses.html)\n", 180 | "* [paper]( " 181 | ] 182 | }, 183 | { 184 | "cell_type": "code", 185 | "execution_count": 79, 186 | "id": "bd4e6b0f-8ffd-4f40-bbc8-bb307c32e26c", 187 | "metadata": {}, 188 | "outputs": [], 189 | "source": [ 190 | "from sentence_transformers import losses" 191 | ] 192 | }, 193 | { 194 | "cell_type": "code", 195 | "execution_count": 80, 196 | "id": "928eec1f-0f47-4bac-9189-7b791e81024d", 197 | "metadata": {}, 198 | "outputs": [], 199 | "source": [ 200 | "loss = losses.MultipleNegativesRankingLoss(model)" 201 | ] 202 | }, 203 | { 204 | "cell_type": "markdown", 205 | "id": "95044745-c271-40b3-a6d9-dd646ab281de", 206 | "metadata": {}, 207 | "source": [ 208 | "### Define evaluator " 209 | ] 210 | }, 211 | { 212 | "cell_type": "markdown", 213 | "id": "5fa016f4-ede5-4cfa-94d1-2449321a6ac8", 214 | "metadata": {}, 215 | "source": [ 216 | "We setup an evaluator with our val split of the dataset to monitor how well the embedding model is performing during training." 217 | ] 218 | }, 219 | { 220 | "cell_type": "code", 221 | "execution_count": 97, 222 | "id": "a4cb4df8-d12b-4956-85d5-447a24331cd7", 223 | "metadata": {}, 224 | "outputs": [], 225 | "source": [ 226 | "from sentence_transformers.evaluation import InformationRetrievalEvaluator" 227 | ] 228 | }, 229 | { 230 | "cell_type": "code", 231 | "execution_count": 91, 232 | "id": "64ab1591-ce7e-4990-a708-9b22a7ce0944", 233 | "metadata": {}, 234 | "outputs": [], 235 | "source": [ 236 | "dataset = val_dataset\n", 237 | "\n", 238 | "corpus = dataset['corpus']\n", 239 | "queries = dataset['queries']\n", 240 | "relevant_docs = dataset['relevant_docs']\n", 241 | "\n", 242 | "evaluator = InformationRetrievalEvaluator(queries, corpus, relevant_docs)" 243 | ] 244 | }, 245 | { 246 | "cell_type": "markdown", 247 | "id": "de5deb95-6d9a-4da8-ba46-f0317b12d6df", 248 | "metadata": {}, 249 | "source": [ 250 | "### Run training " 251 | ] 252 | }, 253 | { 254 | "cell_type": "markdown", 255 | "id": "b9ec69ca-21b0-4005-9e62-aef1393c4e6d", 256 | "metadata": {}, 257 | "source": [ 258 | "The training loop is very straight forward to steup thanks to sentencetransformers' high-level model training API.\n", 259 | "All we need to do is plugging in the data loader, loss function, and evaluator that we defined in the previous cells (along with a couple of additional minor settings)." 260 | ] 261 | }, 262 | { 263 | "cell_type": "code", 264 | "execution_count": 96, 265 | "id": "99ff9b09-c191-4ac0-a89e-629031e648d0", 266 | "metadata": {}, 267 | "outputs": [], 268 | "source": [ 269 | "# We train the model for very few epochs in this toy example.\n", 270 | "# This should typically be higher for better performance.\n", 271 | "EPOCHS = 2" 272 | ] 273 | }, 274 | { 275 | "cell_type": "code", 276 | "execution_count": 92, 277 | "id": "f3b6afdf-87d6-40be-b6fd-36f89dbb3612", 278 | "metadata": {}, 279 | "outputs": [ 280 | { 281 | "data": { 282 | "application/vnd.jupyter.widget-view+json": { 283 | "model_id": "d5a99f95d13e4e62bea488796fae11ed", 284 | "version_major": 2, 285 | "version_minor": 0 286 | }, 287 | "text/plain": [ 288 | "Epoch: 0%| | 0/2 [00:00 0]\n", 285 | " \n", 286 | " for question in questions:\n", 287 | " question_id = str(uuid.uuid4())\n", 288 | " queries[question_id] = question\n", 289 | " relevant_docs[question_id] = [node_id]\n", 290 | " return queries, relevant_docs" 291 | ] 292 | }, 293 | { 294 | "cell_type": "code", 295 | "execution_count": 81, 296 | "id": "84780125-1c09-4904-bce1-23586d012c60", 297 | "metadata": { 298 | "scrolled": true 299 | }, 300 | "outputs": [ 301 | { 302 | "data": { 303 | "application/vnd.jupyter.widget-view+json": { 304 | "model_id": "31fa3a6fa5a448e1901b48f02574a85a", 305 | "version_major": 2, 306 | "version_minor": 0 307 | }, 308 | "text/plain": [ 309 | " 0%| | 0/334 [00:00