{ "cells": [ { "cell_type": "markdown", "source": [ "# Custom VQA Ingredient with LLaVA\n", "\n", "Below, we use BlendSQL on a multi-table database containing data from https://en.wikipedia.org/wiki/Fountains_in_Portland,_Oregon.\n", "\n", "- `w`: Structured data\n", "- `documents`: Unstructured article content\n", "- `images`: Images stored as bytes from the article\n", "\n", "We demonstrate how BlendSQL can be used to call a tiny VQA (visual question-answering) model (https://huggingface.co/bczhou/tiny-llava-v1-hf) and do reasoning over various forms of data.\n", "\n", "This is a simple example of the approach taken in [EHRXQA: A Multi-Modal Question Answering Dataset for Electronic Health Records with Chest X-ray Images](https://arxiv.org/pdf/2310.18652.pdf)" ], "metadata": { "collapsed": false } }, { "cell_type": "code", "execution_count": 1, "outputs": [], "source": [ "from typing import List\n", "from blendsql import blend\n", "from blendsql.models import TransformersLLM, ModelObj\n", "from blendsql.ingredients import MapIngredient, IngredientException\n", "from blendsql.utils import fetch_from_hub\n", "from blendsql.db import SQLite" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-05-24T18:00:41.290191Z", "start_time": "2024-05-24T18:00:39.323928Z" } } }, { "cell_type": "code", "execution_count": 2, "outputs": [], "source": [ "db = SQLite(fetch_from_hub(\"Fountains_in_Portland,_Oregon_0.db\"))" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-05-24T18:00:41.599677Z", "start_time": "2024-05-24T18:00:41.292824Z" } } }, { "cell_type": "code", "execution_count": 3, "outputs": [ { "data": { "text/plain": " index title \\\n0 0 animals in pools \n1 1 the car wash ( officially untitled ) \n2 2 the dreamer \n3 3 elk \n4 4 holladay park fountain \n5 5 keller fountain \n6 6 kelly fountain \n7 7 lovejoy fountain \n8 8 mccoy fountain \n9 9 pioneer courthouse square waterfall fountain \n10 10 the rose petal \n11 11 salmon street springs \n12 12 shemanski fountain ( rebecca at the well ) \n13 13 skidmore fountain \n\n designer ( s ) year \n0 georgia gerber 1986 \n1 carter , hull , nishita , mcculley and baxter 1977 \n2 manuel izquierdo 1979 \n3 roland hinton perry 1900 \n4 tim clemen ( murase associates ) 2000 \n5 angela danadjieba ( lawrence halprin associates ) 1971 \n6 lee kelly 1977 \n7 lawrence halprin associates 1968 \n8 murase associates 2000 \n9 will martin 1983 \n10 none 1978 \n11 robert perron landscape architects 1988 \n12 carl l. linde oliver laurence barrett 1926 ( 1928 ) \n13 olin levi warner 1888 ", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
indextitledesigner ( s )year
00animals in poolsgeorgia gerber1986
11the car wash ( officially untitled )carter , hull , nishita , mcculley and baxter1977
22the dreamermanuel izquierdo1979
33elkroland hinton perry1900
44holladay park fountaintim clemen ( murase associates )2000
55keller fountainangela danadjieba ( lawrence halprin associates )1971
66kelly fountainlee kelly1977
77lovejoy fountainlawrence halprin associates1968
88mccoy fountainmurase associates2000
99pioneer courthouse square waterfall fountainwill martin1983
1010the rose petalnone1978
1111salmon street springsrobert perron landscape architects1988
1212shemanski fountain ( rebecca at the well )carl l. linde oliver laurence barrett1926 ( 1928 )
1313skidmore fountainolin levi warner1888
\n
" }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "db.execute_to_df(\"SELECT * FROM w;\")" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-05-24T18:00:41.616225Z", "start_time": "2024-05-24T18:00:41.591454Z" } } }, { "cell_type": "code", "execution_count": 29, "outputs": [], "source": [ "try:\n", " from PIL import Image\n", "except:\n", " print(\"Installing pillow...\")\n", " !pip install pillow\n", " from PIL import Image\n", "# Create our custom ingredient as a child of `MapIngredient`\n", "from io import BytesIO\n", "from transformers import pipeline\n", "\n", "class VQAModel(TransformersLLM):\n", " \n", " def _load_model(self) -> ModelObj:\n", " return pipeline(\"image-to-text\", model=self.model_name_or_path)\n", "\n", " def predict(self, question: str, img_bytes: List[bytes]) -> str:\n", " prompt = f\"USER: \\n{question}\"\n", " model_output = self.model_obj(\n", " images=[\n", " Image.open(BytesIO(value)) for value in img_bytes\n", " ],\n", " prompt=prompt,\n", " generate_kwargs={\"max_new_tokens\": 200}\n", " )\n", " return [output[0][\"generated_text\"].lstrip(prompt).strip() for output in model_output]\n", "\n", "class VQA(MapIngredient):\n", " def run(self, model: VQAModel, question: str, values: List[bytes], **kwargs):\n", " \"\"\"Given a list of byte arrays, calls a tiny Llava model\n", " to answer a given question.\n", " \"\"\"\n", " if not all(isinstance(value, bytes) for value in values):\n", " raise IngredientException(f\"All values must be 'byte' type for LlavaVQA!\")\n", " model_output = model.predict(question=question, img_bytes=values)\n", " return model_output" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-05-24T18:07:49.752416Z", "start_time": "2024-05-24T18:07:49.745123Z" } } }, { "cell_type": "code", "execution_count": 30, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n" ] } ], "source": [ "# Initialize our VQA model\n", "model = VQAModel(model_name_or_path=\"bczhou/tiny-llava-v1-hf\")" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-05-24T18:07:50.250199Z", "start_time": "2024-05-24T18:07:50.079638Z" } } }, { "cell_type": "markdown", "source": [ "### Simple Image Description" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-02-29T19:57:16.681487Z", "start_time": "2024-02-29T19:57:16.678129Z" } } }, { "cell_type": "code", "execution_count": 31, "outputs": [ { "data": { "text/plain": "", "image/png": 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", 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" }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b = db.execute_to_list(\"SELECT img_bytes FROM images WHERE title = 'the car wash ( officially untitled )'\")[0]\n", "Image.open(BytesIO(b))" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-05-24T18:07:50.905016Z", "start_time": "2024-05-24T18:07:50.881638Z" } } }, { "cell_type": "code", "execution_count": null, "outputs": [], "source": [ "smoothie = blend(\n", " query=\"\"\"\n", " SELECT {{VQA('What is in this image?', 'images::img_bytes')}}\n", " FROM images WHERE title = 'the car wash ( officially untitled )'\n", " \"\"\",\n", " db=db,\n", " ingredients={VQA},\n", " default_model=model\n", ")" ], "metadata": { "collapsed": false } }, { "cell_type": "code", "execution_count": 33, "outputs": [ { "data": { "text/plain": "'A large, curved, waterfall-like fountain is located in a park. The fountain is surrounded by a concrete walkway, and it is surrounded by trees.'" }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "smoothie.df.values[0][0]" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-05-24T18:07:52.482263Z", "start_time": "2024-05-24T18:07:52.472313Z" } } }, { "cell_type": "markdown", "source": [ "## Multi-hop, Multi-modal Reasoning" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-02-29T19:58:18.155594Z", "start_time": "2024-02-29T19:58:02.381567Z" } } }, { "cell_type": "code", "execution_count": 20, "outputs": [ { "data": { "text/plain": "", "image/png": 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\n" }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b = db.execute_query(\"SELECT img_bytes FROM images WHERE title = 'animals in pools'\").values[0][0]\n", "Image.open(BytesIO(b))" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-02-29T20:05:44.376833Z", "start_time": "2024-02-29T20:05:44.362772Z" } } }, { "cell_type": "code", "execution_count": 22, "outputs": [], "source": [ "# How many animals are in the fountain designed by Georgia Gerber?\n", "smoothie = blend(\n", " query=\"\"\"\n", " SELECT w.title, w.\"designer ( s )\", {{VQA('How many animals are in this fountain?', 'images::img_bytes')}}\n", " FROM images JOIN w ON w.title = images.title\n", " WHERE \"designer ( s )\" = 'georgia gerber'\n", " \"\"\",\n", " db=db,\n", " ingredients={VQA},\n", " default_model=model\n", ")" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-02-29T20:06:09.521675Z", "start_time": "2024-02-29T20:05:59.400183Z" } } }, { "cell_type": "code", "execution_count": 23, "outputs": [ { "data": { "text/plain": " title designer ( s ) How many animals are in this fountain?\n0 animals in pools georgia gerber There are three animals in the fountain.", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
titledesigner ( s )How many animals are in this fountain?
0animals in poolsgeorgia gerberThere are three animals in the fountain.
\n
" }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "smoothie.df" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-02-29T20:06:10.631888Z", "start_time": "2024-02-29T20:06:10.620842Z" } } } ], "metadata": { "kernelspec": { "name": "blendsql", "language": "python", "display_name": "blendsql" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 0 }