{ "cells": [ { "cell_type": "markdown", "id": "f3404d64-824e-4f67-8631-d297a8bd0c5a", "metadata": {}, "source": [ "# Tabular data linearization (Continued)\n", "\n", "This example shows how to table-aware linearization in Textractor can apply various transformations on the table to improve QA performance. \n", "\n", "## Installation\n", "\n", "To begin, install the `amazon-textract-textractor` package using pip.\n", "\n", "`pip install amazon-textract-textractor`\n", "\n", "There are various sets of dependencies available to tailor your installation to your use case. The base package will have sensible default, but you may want to install the PDF extra dependencies if your workflow uses PDFs with `pip install amazon-textract-textractor[pdfium]`. You can read more on extra dependencies [in the documentation](https://aws-samples.github.io/amazon-textract-textractor/installation.html)\n", "\n", "## Calling Textract" ] }, { "cell_type": "code", "execution_count": 1, "id": "a9e4cdf9-3eeb-4aa5-abd5-bdd0e960aa48", "metadata": {}, "outputs": [], "source": [ "import os\n", "from PIL import Image\n", "from textractor import Textractor\n", "from textractor.visualizers.entitylist import EntityList\n", "from textractor.data.constants import TextractFeatures\n", "from textractor.data.text_linearization_config import TextLinearizationConfig" ] }, { "cell_type": "code", "execution_count": 34, "id": "e67b4fd9-a2d7-4093-9207-3f5ace8db133", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image = Image.open(\"../../../tests/fixtures/vbat.png\")\n", "image" ] }, { "cell_type": "code", "execution_count": 35, "id": "b5622a59-c93c-4816-93c1-e5d602df83cd", "metadata": {}, "outputs": [], "source": [ "extractor = Textractor(region_name=\"us-west-2\")\n", "\n", "document = extractor.analyze_document(\n", " file_source=image,\n", " features=[TextractFeatures.TABLES], \n", " save_image=True\n", ")" ] }, { "cell_type": "code", "execution_count": 36, "id": "b3723d64-50d4-45a6-8c67-4601347786c4", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "document.tables[0].visualize()" ] }, { "cell_type": "code", "execution_count": 37, "id": "d368c750-c2ed-412c-8cb6-36f6905a3a08", "metadata": {}, "outputs": [], "source": [ "markdown_table = document.tables[0].get_text(TextLinearizationConfig(table_linearization_format='markdown'))" ] }, { "cell_type": "markdown", "id": "95518589-9034-447d-b934-a63c1a069fbb", "metadata": {}, "source": [ "Let's visualize the markdown output:" ] }, { "cell_type": "markdown", "id": "e3f3307b-6799-4c91-9333-d7de41d75d33", "metadata": {}, "source": [ "| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 |\n", "|------------|-----------------------------|-------------|-------------|-------|------|------|-------|----------|----------|-----------|-----------|------|\n", "| Symbol | Parameter | Conditions | | Typ | | | | Max(1) | | | | Unit |\n", "| | | Backup SRAM | RTC and LSE | 1.2 V | 2V | 3V | 3.4 V | 3 y | | | | |\n", "| | | | | | | | | Tj=25 °C | Tj=85 °C | Tj=105 °C | Tj=125 °C | |\n", "| IDD (VBAT) | Supply current in VBAT mode | OFF | OFF | 0,02 | 0,02 | 0,03 | 0,05 | 0,5 | 4,1 | 10 | 24 | UA |\n", "| | | ON | OFF | 1,33 | 1,45 | 1,58 | 1,7 | 4,4 | 22 | 48 | 87 | |\n", "| | | OFF | ON | 0,46 | 0,57 | 0,75 | 0,87 | - | - | - | - | |\n", "| | | ON | ON | 1,77 | 2 | 2,3 | 2,5 | - | - | - | - | |" ] }, { "cell_type": "markdown", "id": "8cc268e6-efeb-4c08-8be6-dbea8a096a71", "metadata": {}, "source": [ "Markdown does not support merged cells. This is problematic as we see that the \"Oversampling\" columns end up mostly empty. Let's test Claude v2 on that table representation." ] }, { "cell_type": "code", "execution_count": 6, "id": "ba670f75-0d5e-4e9f-8676-227b698c3fd3", "metadata": {}, "outputs": [], "source": [ "import json \n", "import boto3\n", "\n", "def get_response_from_claude(context, prompt_data):\n", " body = json.dumps({\n", " \"prompt\": f\"\"\"Human: Given the following document:\n", " {context}\n", " Answer the following:\\n {prompt_data}\n", " Assistant:\"\"\",\n", " \"max_tokens_to_sample\": 2000,\n", " \"top_k\": 1,\n", " })\n", " modelId = f'anthropic.claude-instant-v1' # change this to use a different version from the model provider\n", " accept = '*/*'\n", " contentType = 'application/json'\n", "\n", " response = bedrock.invoke_model(body=body, modelId=modelId, accept=accept, contentType=contentType)\n", " response_body = json.loads(response.get('body').read())\n", " answer = response_body.get('completion')\n", "\n", " return answer\n", "\n", "os.environ[\"AWS_DEFAULT_REGION\"] = \"us-west-2\"\n", "os.environ[\"BEDROCK_ENDPOINT_URL\"] = \"https://bedrock-runtime.us-west-2.amazonaws.com\"\n", "\n", "bedrock = boto3.client(service_name='bedrock-runtime',region_name='us-west-2',endpoint_url='https://bedrock-runtime.us-west-2.amazonaws.com')" ] }, { "cell_type": "code", "execution_count": 51, "id": "66c9676e-9ff3-483a-b390-eb794a93caf6", "metadata": {}, "outputs": [], "source": [ "question = \"What is the max supply current at 125°C if both Backup SRAM and RTC and LSE are OFF? Answer in one line\"" ] }, { "cell_type": "markdown", "id": "e3c9f9fd-7c91-4641-9b72-b7d2f6cf07c2", "metadata": {}, "source": [ "The correct answer is 24uA" ] }, { "cell_type": "code", "execution_count": 52, "id": "935fd166-2132-4c24-a819-92ca5af8a54b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0.05 UA\n" ] } ], "source": [ "print(get_response_from_claude(markdown_table, question))" ] }, { "cell_type": "markdown", "id": "8ed31d61-15f2-4e3b-a9c7-b18ed56bb02f", "metadata": {}, "source": [ "We see that Claude using the text is unable to extract the correct answer. However we can change the `TextLinearizationConfig` to duplicate text in merged cells:" ] }, { "cell_type": "code", "execution_count": 53, "id": "ab649092-2f72-4a03-a6cd-f4db9eb84378", "metadata": {}, "outputs": [], "source": [ "markdown_table_with_duplication = document.tables[0].get_text(TextLinearizationConfig(table_linearization_format='markdown', table_duplicate_text_in_merged_cells=True))" ] }, { "cell_type": "markdown", "id": "eddfc734-0d81-41bf-ba62-ce1f6d55fcbd", "metadata": {}, "source": [ "Let's visualize the markdown output:" ] }, { "cell_type": "markdown", "id": "037aae23-645d-4b1b-857a-3b2247b85d47", "metadata": {}, "source": [ "| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 |\n", "|------------|-----------------------------|-------------|-------------|-------|------|------|-------|----------|----------|-----------|-----------|------|\n", "| Symbol | Parameter | Conditions | Conditions | Typ | Typ | Typ | Typ | Max(1) | Max(1) | Max(1) | Max(1) | Unit |\n", "| Symbol | Parameter | Backup SRAM | RTC and LSE | 1.2 V | 2V | 3V | 3.4 V | 3 y | 3 y | 3 y | 3 y | Unit |\n", "| Symbol | Parameter | Backup SRAM | RTC and LSE | 1.2 V | 2V | 3V | 3.4 V | Tj=25 °C | Tj=85 °C | Tj=105 °C | Tj=125 °C | Unit |\n", "| IDD (VBAT) | Supply current in VBAT mode | OFF | OFF | 0,02 | 0,02 | 0,03 | 0,05 | 0,5 | 4,1 | 10 | 24 | UA |\n", "| IDD (VBAT) | Supply current in VBAT mode | ON | OFF | 1,33 | 1,45 | 1,58 | 1,7 | 4,4 | 22 | 48 | 87 | UA |\n", "| IDD (VBAT) | Supply current in VBAT mode | OFF | ON | 0,46 | 0,57 | 0,75 | 0,87 | - | - | - | - | UA |\n", "| IDD (VBAT) | Supply current in VBAT mode | ON | ON | 1,77 | 2 | 2,3 | 2,5 | - | - | - | - | UA |" ] }, { "cell_type": "code", "execution_count": 54, "id": "466a85a6-acf5-4c72-ada9-ec9ae03851b3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 24 UA\n" ] } ], "source": [ "print(get_response_from_claude(markdown_table_with_duplication, question))" ] }, { "cell_type": "markdown", "id": "feabefb0-e88b-4d0e-b89d-84bfe38a4569", "metadata": {}, "source": [ "Let's now try something different" ] }, { "cell_type": "code", "execution_count": 55, "id": "51611a73-4eca-40c9-bad5-0cfb547a1ae1", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image = Image.open(\"../../../tests/fixtures/vbat2.png\")\n", "image" ] }, { "cell_type": "code", "execution_count": 56, "id": "b1c6f74e-3c6d-4e6a-9a84-191704c44499", "metadata": {}, "outputs": [], "source": [ "document = extractor.analyze_document(\n", " file_source=image,\n", " features=[TextractFeatures.TABLES], \n", " save_image=True\n", ")" ] }, { "cell_type": "code", "execution_count": 57, "id": "d47ab779-c81f-46e1-ae83-ec45dadc1f61", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "document.tables[0].visualize()" ] }, { "cell_type": "code", "execution_count": 58, "id": "610a78c8-8e52-4e32-87c5-dc8505599a88", "metadata": {}, "outputs": [], "source": [ "markdown_table_2 = document.tables[0].get_text(\n", " TextLinearizationConfig(\n", " table_linearization_format='markdown'\n", " )\n", ")" ] }, { "cell_type": "markdown", "id": "6f02c941-e1c5-40e5-b37a-25cd81ec197b", "metadata": {}, "source": [ "| Symbol | Parameter | Conditions | Typ | | | Max ¹ | | Unit |\n", "|-----------|------------------------------|--------------------------------------------------|-------------|-----------|-----------|-----------|-----------|---------|\n", "| | | | TA=25°C | | | TA=85°C | TA=105 °C | |\n", "| | | | VDD = 1.8 V | VDD 2.4 V | VDD 3.3 V | VDD 3.6 V | | |\n", "| 'DD_VBAT | Backup domain supply current | Backup SRAM ON, low-speed oscillator and RTC ON | 1.29 | 1.42 | 1.68 | 12 | 19 | UA |\n", "| | | Backup SRAM OFF, low-speed oscillator and RTC ON | 0.62 | 0.73 | 0.96 | 8 | 10 | |\n", "| | | Backup SRAM ON, RTC OFF | 0.79 | 0.81 | 0.86 | 9 | 16 | |\n", "| | | Backup SRAM OFF, RTC OFF | 0.10 | 0.10 | 0.10 | 5 | 7 | |\n" ] }, { "cell_type": "code", "execution_count": 62, "id": "f8864b57-6a29-49cc-b809-714197f13493", "metadata": {}, "outputs": [], "source": [ "markdown_table_flattened_headers_2 = document.tables[0].get_text(\n", " TextLinearizationConfig(\n", " table_linearization_format='markdown',\n", " table_flatten_headers=True\n", " )\n", ")" ] }, { "cell_type": "markdown", "id": "121774a9-15d4-4fdc-bc14-c75c44f19fa9", "metadata": {}, "source": [ "| Symbol | Parameter | Conditions | Typ TA=25°C VDD = 1.8 V | Typ TA=25°C VDD 2.4 V | Typ TA=25°C VDD 3.3 V | Max ¹ TA=85°C VDD 3.6 V | Max ¹ TA=105 °C VDD 3.6 V | Unit |\n", "|-----------|------------------------------|--------------------------------------------------|----------------------------|--------------------------|--------------------------|----------------------------|------------------------------|---------|\n", "| 'DD_VBAT | Backup domain supply current | Backup SRAM ON, low-speed oscillator and RTC ON | 1.29 | 1.42 | 1.68 | 12 | 19 | UA |\n", "| | | Backup SRAM OFF, low-speed oscillator and RTC ON | 0.62 | 0.73 | 0.96 | 8 | 10 | |\n", "| | | Backup SRAM ON, RTC OFF | 0.79 | 0.81 | 0.86 | 9 | 16 | |\n", "| | | Backup SRAM OFF, RTC OFF | 0.1 | 0.1 | 0.1 | 5 | 7 | |" ] }, { "cell_type": "markdown", "id": "60ec1639-9e19-4d59-8f13-1f942bed1903", "metadata": {}, "source": [ "Combining it all together" ] }, { "cell_type": "code", "execution_count": 91, "id": "9b0fd625-e9ab-4636-be70-d7315417cbe0", "metadata": {}, "outputs": [], "source": [ "markdown_table_flattened_headers_duplicated_text_2 = document.tables[0].get_text(\n", " TextLinearizationConfig(\n", " table_linearization_format='markdown',\n", " table_flatten_headers=True,\n", " table_duplicate_text_in_merged_cells=True,\n", " )\n", ")" ] }, { "cell_type": "markdown", "id": "16c9da1e-ff28-4e2d-80c0-36c67c299dc1", "metadata": {}, "source": [ "| Symbol | Parameter | Conditions | Typ TA=25°C VDD = 1.8 V | Typ TA=25°C VDD 2.4 V | Typ TA=25°C VDD 3.3 V | Max ¹ TA=85°C VDD 3.6 V | Max ¹ TA=105 °C VDD 3.6 V | Unit |\n", "|-----------|------------------------------|--------------------------------------------------|----------------------------|--------------------------|--------------------------|----------------------------|------------------------------|---------|\n", "| 'DD_VBAT | Backup domain supply current | Backup SRAM ON, low-speed oscillator and RTC ON | 1.29 | 1.42 | 1.68 | 12 | 19 | UA |\n", "| 'DD_VBAT | Backup domain supply current | Backup SRAM OFF, low-speed oscillator and RTC ON | 0.62 | 0.73 | 0.96 | 8 | 10 | UA |\n", "| 'DD_VBAT | Backup domain supply current | Backup SRAM ON, RTC OFF | 0.79 | 0.81 | 0.86 | 9 | 16 | UA |\n", "| 'DD_VBAT | Backup domain supply current | Backup SRAM OFF, RTC OFF | 0.1 | 0.1 | 0.1 | 5 | 7 | UA |" ] }, { "cell_type": "markdown", "id": "f920a01a-a790-4f34-8efc-fca9b12851a7", "metadata": {}, "source": [ "## Conclusion\n", "\n", "By leveraging Textract Tables, we can build a better text representation of the tabular data, leading to a better performance in question answering tasks." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.3" } }, "nbformat": 4, "nbformat_minor": 5 }