From f44bbfd3cf48145c4db850be4a54513ebf7a4c7a Mon Sep 17 00:00:00 2001 From: Netra Date: Thu, 2 Jun 2022 03:52:17 +0530 Subject: [PATCH 1/2] name added! --- 210103075.cpp | 10 ++++++++++ 1 file changed, 10 insertions(+) create mode 100644 210103075.cpp diff --git a/210103075.cpp b/210103075.cpp new file mode 100644 index 0000000..e25cf65 --- /dev/null +++ b/210103075.cpp @@ -0,0 +1,10 @@ +#include + +using namespace std; + +int main() +{ + cout<<"Hello arten"< Date: Sat, 15 Mar 2025 18:33:25 +0530 Subject: [PATCH 2/2] Created using Colab --- mistral/ocr/structured_ocr.ipynb | 721 +++++++++++++++++++++++++++++++ 1 file changed, 721 insertions(+) create mode 100644 mistral/ocr/structured_ocr.ipynb diff --git a/mistral/ocr/structured_ocr.ipynb b/mistral/ocr/structured_ocr.ipynb new file mode 100644 index 0000000..5c129a7 --- /dev/null +++ b/mistral/ocr/structured_ocr.ipynb @@ -0,0 +1,721 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "7FPiAIwHteCl" + }, + "source": [ + "# OCR Cookbook\n", + "\n", + "---\n", + "\n", + "## OCR Exploration and Structured Outputs\n", + "In this cookbook, we will explore the basics of OCR and leverage it together with existing models to achieve structured outputs fueled by our OCR model.\n", + "\n", + "You may want to do this in case current vision models are not powerful enough, hence enhancing their vision OCR capabilities with the OCR model to achieve better structured data extraction.\n", + "\n", + "---\n", + "\n", + "### Model Used\n", + "- Mistral OCR\n", + "- Pixtral 12B & Ministral 8B\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "UgZW4ZfetwAl" + }, + "source": [ + "## Setup\n", + "\n", + "First, let's install `mistralai` and download the required files." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "po7Cukllt8za" + }, + "outputs": [], + "source": [ + "%%capture\n", + "!pip install mistralai" + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Download PDF and image files" + ], + "metadata": { + "id": "g8rxv4Tx5kNX" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "MtKgrASwF3Ol" + }, + "outputs": [], + "source": [ + "%%capture\n", + "!wget https://raw.githubusercontent.com/mistralai/cookbook/refs/heads/main/mistral/ocr/mistral7b.pdf\n", + "!wget https://raw.githubusercontent.com/mistralai/cookbook/refs/heads/main/mistral/ocr/receipt.png" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "NhwM0aITt7ti" + }, + "source": [ + "## Mistral OCR with PDF\n", + "\n", + "We will need to set up our client. You can create an API key on our [Plateforme](https://console.mistral.ai/api-keys/)." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "odfkuCk6qSAw" + }, + "outputs": [], + "source": [ + "# Initialize Mistral client with API key\n", + "from mistralai import Mistral\n", + "\n", + "api_key = \"API_KEY\" # Replace with your API key\n", + "client = Mistral(api_key=api_key)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "xk-3YwljuFKK" + }, + "source": [ + "There are two types of files you can apply OCR to:\n", + "- 1. PDF files\n", + "- 2. Image files\n", + "\n", + "Let's start with a PDF file:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "svaJGBFlqm7_", + "outputId": "d59c5b68-486c-41a3-a0b9-8f6c0baa14d3" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "{\n", + " \"pages\": [\n", + " {\n", + " \"index\": 0,\n", + " \"markdown\": \"# Mistral 7B \\n\\nAlbert Q. Jiang, Alexandre Sablayrolles, Arthur Mensch, Chris Bamford, Devendra Singh Chaplot, Diego de las Casas, Florian Bressand, Gianna Lengyel, Guillaume Lample, Lucile Saulnier, L\\u00e9lio Renard Lavaud, Marie-Anne Lachaux, Pierre Stock, Teven Le Scao, Thibaut Lavril, Thomas Wang, Timoth\\u00e9e Lacroix, William El Sayed\\n\\n![img-0.jpeg](img-0.jpeg)\\n\\n\\n#### Abstract\\n\\nWe introduce Mistral 7B, a 7-billion-parameter language model engineered for superior performance and efficiency. Mistral 7B outperforms the best open 13B model (Llama 2) across all evaluated benchmarks, and the best released 34B model (Llama 1) in reasoning, mathematics, and code generation. Our model leverages grouped-query attention (GQA) for faster inference, coupled with sliding window attention (SWA) to effectively handle sequences of arbitrary length with a reduced inference cost. We also provide a model fine-tuned \n" + ] + } + ], + "source": [ + "# Import required libraries\n", + "from pathlib import Path\n", + "from mistralai import DocumentURLChunk, ImageURLChunk, TextChunk\n", + "import json\n", + "\n", + "# Verify PDF file exists\n", + "pdf_file = Path(\"mistral7b.pdf\")\n", + "assert pdf_file.is_file()\n", + "\n", + "# Upload PDF file to Mistral's OCR service\n", + "uploaded_file = client.files.upload(\n", + " file={\n", + " \"file_name\": pdf_file.stem,\n", + " \"content\": pdf_file.read_bytes(),\n", + " },\n", + " purpose=\"ocr\",\n", + ")\n", + "\n", + "# Get URL for the uploaded file\n", + "signed_url = client.files.get_signed_url(file_id=uploaded_file.id, expiry=1)\n", + "\n", + "# Process PDF with OCR, including embedded images\n", + "pdf_response = client.ocr.process(\n", + " document=DocumentURLChunk(document_url=signed_url.url),\n", + " model=\"mistral-ocr-latest\",\n", + " include_image_base64=True\n", + ")\n", + "\n", + "# Convert response to JSON format\n", + "response_dict = json.loads(pdf_response.model_dump_json())\n", + "\n", + "print(json.dumps(response_dict, indent=4)[0:1000]) # check the first 1000 characters" + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "wulbTXK15ip0" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "EG2_TdlKIxYs" + }, + "source": [ + "View the result with the following:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "dxefUpm-Idp8", + "outputId": "715b1d4b-5afb-4b96-e15d-ec3fc1b287b5" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/markdown": "# Mistral 7B \n\nAlbert Q. Jiang, Alexandre Sablayrolles, Arthur Mensch, Chris Bamford, Devendra Singh Chaplot, Diego de las Casas, Florian Bressand, Gianna Lengyel, Guillaume Lample, Lucile Saulnier, Lélio Renard Lavaud, Marie-Anne Lachaux, Pierre Stock, Teven Le Scao, Thibaut Lavril, Thomas Wang, Timothée Lacroix, William El Sayed\n\n![img-0.jpeg](data:image/jpeg;base64,/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wAARCAElA1oDASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD3+iiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKSi4C0UUUAFFFJQAtFNJoyPWk2luAuaXNQvcQpnc6jHvVZ9UtUUkPn6Vz1MZh6fxTS+ZShJ7Iv5ozWPJraAfJGT9eKryazMT+7VVX35rzquf4KH2rmscPUfQ380teVa58ULnQPES2U1ms1qqAuVPz/UV3HhzxTpvieyNxp8pO04dHGGQ+hr0cPioV4KceoqmHqU1do3c0U0npxS10mItFJS0AFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUlAC0UlJSuA6imFgOpqJ7qCMZaRR+NZyrU4fE0hqLexYorPk1a2QcPu/3RVZtaXPyR5HqTiuKrm+Dp/FNGkaNSWyNmmk1gPq9w2doRR69arvfXEikNKce1eZV4nwkdIJs1jhJvc6VpFXqwH1NOVgRkEH6VyTSM332LD0JryrWvEuveFfGN2bS8kEUjBxFM25GGPf3z0qsvz5Yuq4ctrGn1GTWjPoQ9KSuB0H4o6HfaXbyalew2t6/yvEc8H1+ldzBNHcQrLE6vG4BVlOQRX0EZqa0OSdOUHaSKuqTPDbboztbcBmsN7qZ2yZGP44rY1r/AI9B/vj+VYBNfB8SV6kcXyxk7WR34SCcLscTk5JJPvRmm5or5pyb3OxRQtGaTNJmgdjx74h4/wCEpk/3B/Kuch1G9trdoLe7mhiY5ZY32c/hXQ/ET/kapf8AcX+VcpX32CbWHhbsdEVpqeneG/izNpGii31FbjULkS4ViQAseB36k9e34161ofiKy13SrfUbcmOOdiqLLhWyDjHv0r5X/wA81Ot3cpGka3M6xocookOEPqB2r0qeKcdzjrYCE9Y6H10DxmlrwrRPjBc6XpNrZXFg908K7ZJmm+Zh+XWvXtP1/T9QtbWZLqENOisqFxuyRnGK7oV4SW55dXD1Ke6Neim5BxjkGlrYwFooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKSgBaKSkzSuA6im5pC4UZLAUnNLUB9FVpLyCP70ij8arNrenR3MdtJdxJLLny1dsF8dcVksTRcuVSVyuSXY0qKjDZwRgj1p9bXJFopKWmAU2nU2kwILy4NtbNIBkjpWE+pXTtnzNoPYCtLWZCloFH8R5rBzXw/EWYVqeI9lTk0rHoYWlGUbtEpnlbOZGOevNRk5puaM18tOtUn8UmztUEtkLRSUVmVYXNJmkzRTCwucjFeZfFK0C3tneAcyKyM30Of616ZnJxXJfEOzN34YaRcAwSLIeOo6f1r0spqcmKiVHSV0ePfhmuk0vx54j0a3gtrXUGFtAAEhZFK4znHTNc3RX28ZOOxvOEZr3ke+6Z8QdN8URx2MKTLeLGJJd0eEBHBwc+prRzXkfw0/5GeT/r2b+Yr1uvks+m54q77I5VSjT92IuaM0lHFeIULmk7UmaCeKaA8d+If/ACNcv+4v8q5Wur+IX/I1S/7i/wAq5SvvMH/u8PQ6YbBRRRXSUFOjdo5FkRirqQQR1BptKPvD61UW0yZJNan1boDM+gaezMWJt0JJOSeBWnWZ4e/5F3Tf+vZP5CtKvah8KPmJ/Ex1FFFUSFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFRSzLDGXfoPSpe1U9S/48ZfpXPiqkqdGU47pFQV5JMqyazEPuIW+vFVm1mUn5UUD86zM0Zr88rZ/jpt+9b0PTjhaaLbalcvnMuAewFQNNI64eR2HXGajzRmvOqY3EVfjm2bKlBbIXNeXfFP/kK6ef8Api3/AKFXp/avL/ip/wAhTT/+uLf+hV25K74tN9mawXvaieEPiXe6FHNDqUtxfwBAIImPIbOTljz0r13wt4z0/wAUaa93AHh8ohZVlGArEZwD3r5kqVLm4S3kt47iRYZCCyBiFY+uK+7p4mUN9SK+BhU1R9dKdwBHI7d6dmvnvwv8T73w/pk1pPHJfM0gaIyyZEa9x6n+VeweG/GFjr+hxakxW08xihjlcZDA4xXdTrxmeVVwtSlq1odJSGkVg6hlIIPQg5FL61qznMPW5MzIgPAHSsmreqS+Zfvj+H5ap1+W5vU9rjJvzPaw8bU0LRSUV5yRsLmkzSM2FJzjisfw3qb6npjzSfeWZ0z9DWsaUpU3PogNmikzSZrKwDulUtXtRe6TdW7LuDxEBfcDireaM1dOThNSQ0j52dCkjI3VflPtTa1PEdn9g8Q3sHULIT+fP9ay6/QoS54qS6nStUdl8Nf+Rlk/69m/mK9ZzXknw2/5GaT/AK9m/mK9Zr5POl/tPyMZ7js0maSkzXj2FYdmkzTc0FuKaCx5F8Qf+Rof/dH8q5Wup+IBz4nf/dH8q5avu8H/ALvD0NlsFFFFdJQUq/eH1pKVfvD601uJ7H1b4e/5F3TP+vaP/wBBFadZnh7/AJF3TP8Ar2j/APQRWnXtx+FHy8/iYtFFFUSFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRSUALRSZ5opXAWikopgLRSUfjSuAtFJRRcBT0qlqX/AB4y/SrlU9S/48ZfpXJj/wDdp+hdP4kczSZpM0V+TtanuIXNGaSihDFzXl3xS/5Cmn/9cT/OvUK8u+KX/IU0/wD64n+detk3+9L0ZcPiODooor7E6LBQBn1ooou1sJ2e53WhfFPWNB0qHT1tra4ji6PMzbiPQc17nomqDWNCs9SEZj+0QiTYTkrkV8pHpX0v4Tfy/h1pbd/sagflXVSrSUJOT2R5WOoQjZxW7K88hkuJHPds0zNMJ75ySaM1+Z1Zc03LuzrivdQ7NGabmjdis7FWKOuXItdCvZWYqRCwBHqQcVy/w0uvM0S4gJyY5s9eTu//AFVd8f3Yg8LyxHOZ2WPj8/6Vz/wxu1Se+tSMM6iT8uP617lCh/wnTl5/kUloelGkpu+m7q8WwrEmaARUReml6FErlPMviTaGLW4rnACTR4B916/zriq9P+I1qs2jwXOPnik2/geT+teYV9tltT2mGi+xpHQ7D4cHHiST/r3b+Yr1UvXk/wAOzjxFIf8Ap3b+Yr1AvXhZwr4j5A43ZNv96QvUG+k315XKPkJy9NL9KhL03fTUSuQ8u8eHPiWT/dH8q5mul8cHPiOT/dH8q5qvtsKrUIeggoooroAKVfvD60lKv3h9aa3E9j6t8Pf8i7pn/XtH/wCgitOszw9/yLumf9e0f/oIrTr24/Cj5efxMWiiiqJCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAo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Abstract\n\nWe introduce Mistral 7B, a 7-billion-parameter language model engineered for superior performance and efficiency. Mistral 7B outperforms the best open 13B model (Llama 2) across all evaluated benchmarks, and the best released 34B model (Llama 1) in reasoning, mathematics, and code generation. Our model leverages grouped-query attention (GQA) for faster inference, coupled with sliding window attention (SWA) to effectively handle sequences of arbitrary length with a reduced inference cost. We also provide a model fine-tuned to follow instructions, Mistral 7B - Instruct, that surpasses Llama 2 13B - chat model both on human and automated benchmarks. Our models are released under the Apache 2.0 license. Code: https://github.com/mistralai/mistral-src Webpage: https://mistral.ai/news/announcing-mistral-7b/\n\n\n## 1 Introduction\n\nIn the rapidly evolving domain of Natural Language Processing (NLP), the race towards higher model performance often necessitates an escalation in model size. However, this scaling tends to increase computational costs and inference latency, thereby raising barriers to deployment in practical, real-world scenarios. In this context, the search for balanced models delivering both high-level performance and efficiency becomes critically essential. Our model, Mistral 7B, demonstrates that a carefully designed language model can deliver high performance while maintaining an efficient inference. Mistral 7B outperforms the previous best 13B model (Llama 2, [26]) across all tested benchmarks, and surpasses the best 34B model (LLaMa 34B, [25]) in mathematics and code generation. Furthermore, Mistral 7B approaches the coding performance of Code-Llama 7B [20], without sacrificing performance on non-code related benchmarks.\n\nMistral 7B leverages grouped-query attention (GQA) [1], and sliding window attention (SWA) [6, 3]. GQA significantly accelerates the inference speed, and also reduces the memory requirement during decoding, allowing for higher batch sizes hence higher throughput, a crucial factor for real-time applications. In addition, SWA is designed to handle longer sequences more effectively at a reduced computational cost, thereby alleviating a common limitation in LLMs. These attention mechanisms collectively contribute to the enhanced performance and efficiency of Mistral 7B.\n\nMistral 7B is released under the Apache 2.0 license. This release is accompanied by a reference implementation ${ }^{1}$ facilitating easy deployment either locally or on cloud platforms such as AWS, GCP, or Azure using the vLLM [17] inference server and SkyPilot ${ }^{2}$. Integration with Hugging Face ${ }^{3}$ is also streamlined for easier integration. Moreover, Mistral 7B is crafted for ease of fine-tuning across a myriad of tasks. As a demonstration of its adaptability and superior performance, we present a chat model fine-tuned from Mistral 7B that significantly outperforms the Llama 2 13B - Chat model.\n\nMistral 7B takes a significant step in balancing the goals of getting high performance while keeping large language models efficient. Through our work, our aim is to help the community create more affordable, efficient, and high-performing language models that can be used in a wide range of real-world applications.\n\n# 2 Architectural details \n\n![img-1.jpeg](data:image/jpeg;base64,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1: Sliding Window Attention. The number of operations in vanilla attention is quadratic in the sequence length, and the memory increases linearly with the number of tokens. At inference time, this incurs higher latency and smaller throughput due to reduced cache availability. To alleviate this issue, we use sliding window attention: each token can attend to at most $W$ tokens from the previous layer (here, $W=3$ ). Note that tokens outside the sliding window still influence next word prediction. At each attention layer, information can move forward by $W$ tokens. Hence, after $k$ attention layers, information can move forward by up to $k \\times W$ tokens.\n\nMistral 7B is based on a transformer architecture [27]. The main parameters of the architecture are summarized in Table 1. Compared to Llama, it introduces a few changes that we summarize below.\nSliding Window Attention. SWA exploits the stacked layers of a transformer to attend information beyond the window size $W$. The hidden state in position $i$ of the layer $k, h_{i}$, attends to all hidden states from the previous layer with positions between $i-W$ and $i$. Recursively, $h_{i}$ can access tokens from the input layer at a distance of up to $W \\times k$ tokens, as illustrated in Figure 1. At the last layer, using a window size of $W=4096$, we have a theoretical attention span of approximately $131 K$ tokens. In practice, for a sequence length of 16 K and $W=4096$, changes made to FlashAttention [11] and xFormers [18] yield a 2x speed improvement over a vanilla attention baseline.\n\n| Parameter | Value |\n| :-- | --: |\n| dim | 4096 |\n| n_layers | 32 |\n| head_dim | 128 |\n| hidden_dim | 14336 |\n| n_heads | 32 |\n| n_kv_heads | 8 |\n| window_size | 4096 |\n| context_len | 8192 |\n| vocab_size | 32000 |\n\nTable 1: Model architecture.\n\nRolling Buffer Cache. A fixed attention span means that we can limit our cache size using a rolling buffer cache. The cache has a fixed size of $W$, and the keys and values for the timestep $i$ are stored in position $i \\bmod W$ of the cache. As a result, when the position $i$ is larger than $W$, past values in the cache are overwritten, and the size of the cache stops increasing. We provide an illustration in Figure 2 for $W=3$. On a sequence length of 32 k tokens, this reduces the cache memory usage by 8 x , without impacting the model quality.\n\n[^0]\n[^0]: ${ }^{1}$ https://github.com/mistralai/mistral-src\n ${ }^{2}$ https://github.com/skypilot-org/skypilot\n ${ }^{3}$ https://huggingface.co/mistralai\n\n![img-2.jpeg](data:image/jpeg;base64,/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wAARCAC9BFcDASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD3+iiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA5vxL4uTw04Muia1fQiIyyT2NuskcYHXcSwxwM/SsvTviTBqenPfxeGvEi2ogE6StZpiUEqAEw53H5s/QGuh8Vf8ihrX/XhP8A+i2rgL2aW3/Zvt5YJHikXTLbDoxUj5kHUUAepq4KgnK59ev0pQcnGea8nfQ4vEHiTxlJf3d8y2UELW0cdw6LG5iJ3AKeuVHWqOnaebHQfA/iJLy9k1O+ubdbmSS4dhKJFOVIJxgentQB7Nu5AzyelBYdzzXz2bjxBq2k6tr72UiahDdy7dTfW1hW02OQFMJ4CjAGD1zWlq0GoT3Ora1fK+qwKsbyXOlarsm0tgillEZ+Vucn3BoA9jXWrFtefRBKft6Wwumj2n/VlioOcY6jGKvBucEjPpmvIrCzsJvii+rWhuppT4ejv4fMlYNJKXIGV9/7vTNc1YTeIJdBsPEkNmy6i9wrtqk2urskYvgxmE8AH7u3g0AfQeR6/rSg/wCTXj2i6FpWv3HjC61XV7tZrTU7lItt60YtUByGUA8fXpXd/D/UbzVvAOj3uoMzXMtsC7sMF+wb8QM/jQBpxX2oP4insn0/bp6QLIl75ynfITgptHIwMnNag6V558Mdt3N4j1dpGLX2pSeTE0hbZAjFFwD0G7zPyFehjpQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQBFPKYYZZAkkhRS2xBlmwOgz1NcI/xUgj1GPT38J+KlvJYzIkBsU3sgOCwHmdBXf4B7Vw2pf8AJatDH/UIuP8A0NaAOg0jxANYuJYf7N1KxaOKOVvtcIQfPn5QcnLDByO3FbG7AySAR156V5H4yvLuPVPHyRXdxF5enWRiMchzGWLAlR27flT7rwhZW3jXw7pkd5qH2bULO4kvY/tkhFw0YQgnnI+8elAHrOeOtAYEZzx614TfXmpadZTeHrKS5uLE+JHsvLa98pzEE3LD5xyVyfxp8kGu2seu6Qk9v4ft57eB47e41gTlJPNAxvHzIJFyOnWgD2u8vYbKxnvLiTZbwoZHfGcADJ4FLY30Go6fb31s++3uIlljbGMqwBBwenBrxdba3SHxDoeoWGqaVdSaS1ytn/aH2i3k2ZxKjj5gfUHjHXmluY7iz8PeB9G021mu7LUbfz7m3GomDzpPKUhfMOcLkk7RjpQB7cGBGcj86Ac968A1STVbLS7jS7ud9JsRrVkojTVPtMlor7g4Lrggd8HpXaRWVv4W+Jfh+y0O9uJLfVILg3ttJcNMMIoKS8k4ycjPQ0Aeganc3NrptzPZ2/2m5jjLxwbwnmEDOMngZ9alsJbifT7aa7g+z3LxK0sO4N5bkfMuRwcHIz7Vw/xUbztI0nTFlaJ7/UYojKshTZGAS5yP9lTXaXrXaaZKdMSBrpY/3KzsRGT2zjmgBlzq9ja6raaZNOVvLwOYIwjHeEGW5AwMZ74q8OnXPvXj+sz+PG+IHhk3FjoAvhDd/Z1SeYxkbF37ztyO2MV6VoMmuyWcp1+GwiuhKdi2MjMhTAxndznOf0oAy/Fvim88OX2jww6cs8GoXsVo87S4EZdscL1JxzXVA5Fef/E8gN4T5z/xPbYf+PV6COlABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFYniDxC2giEjRtX1LzcjGnW4lKY/vZIxW3Sd6AOC034pWurWhvLTwz4ma12SMJ/sS7DsBJAIc85XA9+K7iCYTQRy4dN6q22QYYZ6Ajsa8l8OySW/7Ouoywu0ciW12yuhwVIZsEEdKfZaPH4k8V6tDqN1etb2ukWMkcEdw6KXaNvn+U9QR+ZoA9b3DOM89h3oLAEDPJ6V4jY6cbXwR4b8SjUL+TV31KCJ7h7hjujMvllSucY24H/16p3kuua5L4n1KSwla4sry4ihvf7bFsLFYzhB5WOQOCSfvUAe9FsHkiqFxrFla6zZ6TLMReXiSSQptJ3BMFuRwMbh9a8k1O31fV79b+6RNcC6bbtPZ2WqeRLaSFcmVFHytu5Ix19qks7HStb8ZeBNRSe/nW5sJ2Mt1MyyM8QQLuAIGfXHBoA9l3dASAT0pcgck4/Hivn9p9f1nT9Z1t7GT7db3kqpqDa2IFs9j7VQw4xtAHOc7s10ei6ba+K/GOvDxBqE/mx29q4tYrxo0QtChZ1AIzznnpxQB69nisya91FPEFraRaeJNOkhd5bwTKPKcEYXZ1OfUVgfDS+ub7wkfPuZLpbe7nt4LmQ5MsSOQjE98jvWb4PIv/iV4u1HzGEMEqWFvEZCRuRQZTjtzt598UAehk1T0zVrPV7eSexlMsUcrwsSpXDoxVhggHgg1ma9L4sjuYh4etdIlg2fOb2aRG3Z6Dap4xXB+A5/HS6PdCystBa2/tK58wzTyhg3mHfgBSCM5xzQB6ZrOpNpemzXUcD3MowkUCHmRyQFHtya5Oz8YeIrHxdp+ieJdIs4I9SVja3FlM0gDKMlXyBzXbzSxwQvNM6pGgLOxOAAO9cXa3NjrviO28RXdzBFZWamDTI2cb5HcgNKR2zgKo6kZPegDuh0opF+6KWgAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigCG5t4ru2ltp03wzIY3Q9GUjBFUJNB0uXQRob2kZ0xY1iFuchdoIwPwIFatJgelAGfFo9hDNeyx2qK96FFyef3gAIAP0BNMHh/SxY2Nl9kT7PYFWtk5xGVGFIrUxRQBzl34G8M3+qHUrrSLeS6Z/MZiCA7erLnDH3Io1HwN4a1e/a+vtJhmuH++wLKJOMfMAcN+NdHRQBkS+G9Hn1Sz1J7CE3lmnlwSj5SiDoox2HpVNfA3hmPVv7TXR4BdB/Mzg7Q394Jnbn3xXR0UAef6b8NNKku9Wutd063uprvUZ7iNgzcxMQQrYxkcdDxXdxQxwQJDAixxoAqqo4AHapcUUAZuk6FpmhxSx6bZx26SuZJAv8AExJPf6n860hRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAVSk0uyk1aLVHt1a9hiMUc3dUPJH41dooAybrw7pN7Ley3FjHI96iR3JbP7xV+6D9KsPpllJfW17JApubWN44ZDnMatjcB9cD8qvUUAY9x4Y0S6tL21uNNgkgvpfOuUfJDyf3vY+4qta+CvDdnp1zp8Wk2/wBmu8eejguZMHIyWJJx2roaKAMDS/Bvh7RvtH2DS4ozcRmGZmLOzIeq5Yk7fbpTT4J8OHRxpB0qH7AJPMWLJwjeqnOVP0roaKAOF1/4e2Fzothpek2FrDax6pBd3UcmT50aE7gScliQcc9q3dF8IaF4euZLjTNOignlG1pMszbfQEk4HsOK3cUUAZmq6HpmufZhqNolyLWXzYgxOFbGM8exIxWkAMcAcUuM0UAZt1o1nd61YatKjG6sFkEDBsACQANkd+AK0cDGKWigDI1jwzpGvTQSanafaGt2DxZkYbGHIYY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)\n\nFigure 2: Rolling buffer cache. The cache has a fixed size of $W=4$. Keys and values for position $i$ are stored in position $i \\bmod W$ of the cache. When the position $i$ is larger than $W$, past values in the cache are overwritten. The hidden state corresponding to the latest generated tokens are colored in orange.\n\nPre-fill and Chunking. When generating a sequence, we need to predict tokens one-by-one, as each token is conditioned on the previous ones. However, the prompt is known in advance, and we can pre-fill the $(k, v)$ cache with the prompt. If the prompt is very large, we can chunk it into smaller pieces, and pre-fill the cache with each chunk. For this purpose, we can select the window size as our chunk size. For each chunk, we thus need to compute the attention over the cache and over the chunk. Figure 3 shows how the attention mask works over both the cache and the chunk.\n\n| the | The cat sat on the mat and saw the dog go to | | | | | | | | | | | |\n| :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: |\n| | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 |\n| dog | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 |\n| go | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 |\n| to | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 |\n| | Past | | | | | | | | | | | |\n\nFigure 3: Pre-fill and chunking. During pre-fill of the cache, long sequences are chunked to limit memory usage. We process a sequence in three chunks, \"The cat sat on\", \"the mat and saw\", \"the dog go to\". The figure shows what happens for the third chunk (\"the dog go to\"): it attends itself using a causal mask (rightmost block), attends the cache using a sliding window (center block), and does not attend to past tokens as they are outside of the sliding window (left block).\n\n# 3 Results \n\nWe compare Mistral 7B to Llama, and re-run all benchmarks with our own evaluation pipeline for fair comparison. We measure performance on a wide variety of tasks categorized as follow:\n\n- Commonsense Reasoning (0-shot): Hellaswag [28], Winogrande [21], PIQA [4], SIQA [22], OpenbookQA [19], ARC-Easy, ARC-Challenge [9], CommonsenseQA [24]\n- World Knowledge (5-shot): NaturalQuestions [16], TriviaQA [15]\n- Reading Comprehension (0-shot): BoolQ [8], QuAC [7]\n- Math: GSM8K [10] (8-shot) with maj@8 and MATH [13] (4-shot) with maj@4\n- Code: Humaneval [5] (0-shot) and MBPP [2] (3-shot)\n- Popular aggregated results: MMLU [12] (5-shot), BBH [23] (3-shot), and AGI Eval [29] (3-5-shot, English multiple-choice questions only)\n\nDetailed results for Mistral 7B, Llama 2 7B/13B, and Code-Llama 7B are reported in Table 2. Figure 4 compares the performance of Mistral 7B with Llama 2 7B/13B, and Llama $134 B^{4}$ in different categories. Mistral 7B surpasses Llama 2 13B across all metrics, and outperforms Llama 1 34B on most benchmarks. In particular, Mistral 7B displays a superior performance in code, mathematics, and reasoning benchmarks.\n\n[^0]\n[^0]: ${ }^{4}$ Since Llama 2 34B was not open-sourced, we report results for Llama 1 34B.\n\n![img-3.jpeg](data:image/jpeg;base64,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)\n\nFigure 4: Performance of Mistral 7B and different Llama models on a wide range of benchmarks. All models were re-evaluated on all metrics with our evaluation pipeline for accurate comparison. Mistral 7B significantly outperforms Llama 2 7B and Llama 2 13B on all benchmarks. It is also vastly superior to Llama 1 34B in mathematics, code generation, and reasoning benchmarks.\n\n| Model | Modality | MMLU | HellaSwag | WinoG | PIQA | Arc-e | Arc-c | NQ | TriviaQA | HumanEval | MBPP | MATH | GSM8K |\n| :-- | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: |\n| LLaMA 2 7B | Pretrained | $44.4 \\%$ | $77.1 \\%$ | $69.5 \\%$ | $77.9 \\%$ | $68.7 \\%$ | $43.2 \\%$ | $24.7 \\%$ | $63.8 \\%$ | $11.6 \\%$ | $26.1 \\%$ | $3.9 \\%$ | $16.0 \\%$ |\n| LLaMA 2 13B | Pretrained | $55.6 \\%$ | $\\mathbf{8 0 . 7 \\%}$ | $72.9 \\%$ | $80.8 \\%$ | $75.2 \\%$ | $48.8 \\%$ | $\\mathbf{2 9 . 0 \\%}$ | $\\mathbf{6 9 . 6 \\%}$ | $18.9 \\%$ | $35.4 \\%$ | $6.0 \\%$ | $34.3 \\%$ |\n| Code-Llama 7B | Finetuned | $36.9 \\%$ | $62.9 \\%$ | $62.3 \\%$ | $72.8 \\%$ | $59.4 \\%$ | $34.5 \\%$ | $11.0 \\%$ | $34.9 \\%$ | $\\mathbf{3 1 . 1 \\%}$ | $\\mathbf{5 2 . 5 \\%}$ | $5.2 \\%$ | $20.8 \\%$ |\n| Mistral 7B | Pretrained | $\\mathbf{6 0 . 1 \\%}$ | $\\mathbf{8 1 . 3 \\%}$ | $\\mathbf{7 5 . 3 \\%}$ | $\\mathbf{8 3 . 0 \\%}$ | $\\mathbf{8 0 . 0 \\%}$ | $\\mathbf{5 5 . 5 \\%}$ | $\\mathbf{2 8 . 8 \\%}$ | $\\mathbf{6 9 . 9 \\%}$ | $\\mathbf{3 0 . 5 \\%}$ | $47.5 \\%$ | $\\mathbf{1 3 . 1 \\%}$ | $\\mathbf{5 2 . 2 \\%}$ |\n\nTable 2: Comparison of Mistral 7B with Llama. Mistral 7B outperforms Llama 2 13B on all metrics, and approaches the code performance of Code-Llama 7B without sacrificing performance on non-code benchmarks.\n\nSize and Efficiency. We computed \"equivalent model sizes\" of the Llama 2 family, aiming to understand Mistral 7B models' efficiency in the cost-performance spectrum (see Figure 5). When evaluated on reasoning, comprehension, and STEM reasoning (specifically MMLU), Mistral 7B mirrored performance that one might expect from a Llama 2 model with more than 3x its size. On the Knowledge benchmarks, Mistral 7B's performance achieves a lower compression rate of 1.9 x , which is likely due to its limited parameter count that restricts the amount of knowledge it can store.\n\nEvaluation Differences. On some benchmarks, there are some differences between our evaluation protocol and the one reported in the Llama 2 paper: 1) on MBPP, we use the hand-verified subset 2) on TriviaQA, we do not provide Wikipedia contexts.\n\n## 4 Instruction Finetuning\n\nTo evaluate the generalization capabilities of Mistral 7B, we fine-tuned it on instruction datasets publicly available on the Hugging Face repository. No proprietary data or training tricks were utilized: Mistral 7B - Instruct model is a simple and preliminary demonstration that the base model can easily be fine-tuned to achieve good performance. In Table 3, we observe that the resulting model, Mistral 7B - Instruct, exhibits superior performance compared to all 7B models on MT-Bench, and is comparable to 13B - Chat models. An independent human evaluation was conducted on https://limboxing.com/leaderboard.\n\n| Model | Chatbot Arena
ELO Rating | MT Bench |\n| :-- | :--: | :--: |\n| WizardLM 13B v1.2 | 1047 | 7.2 |\n| Mistral 7B Instruct | $\\mathbf{1 0 3 1}$ | $\\mathbf{6 . 8 4}$ +/- $\\mathbf{0 . 0 7}$ |\n| Llama 2 13B Chat | 1012 | 6.65 |\n| Vicuna 13B | 1041 | 6.57 |\n| Llama 2 7B Chat | 985 | 6.27 |\n| Vicuna 7B | 997 | 6.17 |\n| Alpaca 13B | 914 | 4.53 |\n\nTable 3: Comparison of Chat models. Mistral 7B Instruct outperforms all 7B models on MT-Bench, and is comparable to 13B - Chat models.\n\nIn this evaluation, participants were provided with a set of questions along with anonymous responses from two models and were asked to select their preferred response, as illustrated in Figure 6. As of October 6, 2023, the outputs generated by Mistral 7B were preferred 5020 times, compared to 4143 times for Llama 2 13B.\n\n![img-4.jpeg](data:image/jpeg;base64,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)\n\nFigure 5: Results on MMLU, commonsense reasoning, world knowledge and reading comprehension for Mistral 7B and Llama 2 (7B/13B/70B). Mistral 7B largely outperforms Llama 2 13B on all evaluations, except on knowledge benchmarks, where it is on par (this is likely due to its limited parameter count, which limits the amount of knowledge it can compress).\n\n# 5 Adding guardrails for front-facing applications \n\nThe ability to enforce guardrails when it comes to AI generation is important for front-facing applications. In this section, we highlight how to leverage system prompting to optionally enforce output constraints on top of our models. Additionally, we showcase the ability of Mistral 7B to perform fine-grained content moderation, which can be useful to enforce quality content in applications.\n\n### 5.1 System prompt to enforce guardrails\n\nWe introduce a system prompt (see below) to guide the model to generate answers within specified guardrails, similar to the work done with Llama 2. Using this prompt allows the user to move on the Pareto front of model utility / guardrails enforcement, as indicated in Table 4.\n\nAlways assist with care, respect, and truth. Respond with utmost utility yet securely. Avoid harmful, unethical, prejudiced, or negative content. Ensure replies promote fairness and positivity.\n\nWe use a set of 175 unsafe prompts for evaluating safety. With the recommended system prompt, the model properly declines to answer $100 \\%$ of the harmful questions.\nAs an illustration, we provide in Table 5 the answers of both Mistral 7B - Instruct and Llama 2 Chat 13B to the question How to kill a linux process with system prompts activated. We observe that Mistral 7B provides a correct response while Llama 2 declines to answer. Note that on this specific question, both models answer correctly when system prompts are deactivated.\n\n| Guardrails | MT Bench |\n| :-- | :--: |\n| No system prompt | $6.84 \\pm 0.07$ |\n| Llama 2 system prompt | $6.38 \\pm 0.07$ |\n| Mistral system prompt | $6.58 \\pm 0.05$ |\n\nTable 4: System prompts. Mean official MT Bench score over 10 iterations with standard deviation for Mistral 7B - Instruct. For reference, Llama 2 13B - Chat reports official results of 6.65 .\n\n### 5.2 Content moderation with self-reflection\n\nMistral 7B - Instruct can be used as a content moderator: the model itself is able to accurately classify a user prompt or its generated answer as being either acceptable or falling into one of the following categories: Illegal activities such as terrorism, child abuse or fraud; Hateful, harassing or violent content such as discrimination, self-harm or bullying; Unqualified advice for instance in legal, medical or financial domains.\n\n| Model | Answer |\n| :--: | :--: |\n| Mistral 7B - Instruct with Mistral system prompt | To kill a Linux process, you can use the `kill' command followed by the process ID (PID) of the process you want to terminate. For example, to kill process with PID 1234, you would run the command `kill 1234`. It's important to note that killing a process can have unintended consequences, so it's generally a good idea to only kill processes that you are certain you want to terminate. Additionally, it's generally a good idea to use the 'kill' command with caution, as it can be used to terminate critical system processes that are necessary for the operation of the system. |\n| Llama 2 13B - Chat with Llama 2 system prompt | As a helpful and respectful assistant, I cannot provide information on how to kill a Linux process. It is not appropriate or ethical to intentionally harm or terminate processes, as it can cause damage to the system and potentially result in data loss. Additionally, it is important to respect the autonomy and security of other users' processes, as they may be critical to their work or personal activities. Instead, I suggest that you explore other options to address any issues or concerns you may have. |\n\nTable 5: Comparison between Mistral and Llama system prompts. Mistral provides the right answer whereas Llama 2 declines to answer to the question How to kill a linux process.\n\nTo do so, we designed a self-reflection prompt that makes Mistral 7B classify a prompt or a generated answer. We evaluated self-reflection on our manually curated and balanced dataset of adversarial and standard prompts and got a precision of $99.4 \\%$ for a recall of $95.6 \\%$ (considering acceptable prompts as positives).\n\nThe use cases are vast, from moderating comments on social media or forums to brand monitoring on the internet. In particular, the end user is able to select afterwards which categories to effectively filter based on their particular use-case.\n\n# 6 Conclusion \n\nOur work on Mistral 7B demonstrates that language models may compress knowledge more than what was previously thought. This opens up interesting perspectives: the field has so far put the emphasis on scaling laws in 2 dimensions (directly associating model capabilities to training cost, as in [14]); the problem is rather 3 dimensional (model capabilities, training cost, inference cost), and much remains to be explored to obtain the best performance with the smallest possible model.\n\n## Acknowledgements\n\nWe are grateful to CoreWeave for their 24/7 help in marshalling our cluster. We thank the CINECA/EuroHPC team, and in particular the operators of Leonardo, for their resources and help. We thank the maintainers of FlashAttention, vLLM, xFormers, Skypilot for their precious assistance in implementing new features and integrating their solutions into ours. A huge thanks to Tri Dao and Daniel Haziza for helping include Mistral related changes to FlashAttention and xFormers on a tight schedule. We thank the teams of Hugging Face, AWS, GCP, Azure ML for their intense help in making our model compatible everywhere.\n\n# Can you recommend a foundational and accessible book about quantum physics? \n\nCapy Link to Question Read Round (Enter) $\\rightarrow$\n\nRound Winner: mistral-7b-instruct-v0.1\n![img-5.jpeg](data:image/jpeg;base64,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)\n\n## mistral-7b-instruct-v0.1 $\\gg$ Round Winner $\\gg$\n\nA great book for a foundational understanding of quantum physics is \"The Quantum Universe: Everything that Can Happen Does Happen\" by Brian Cox and Jeff Forshaw. This book is accessible and easy to understand, making it a great choice for beginners. It covers all the basics of quantum mechanics, including superposition, entanglement, and the uncertainty principle. The authors also explore the implications of quantum physics for our understanding of the universe, including the nature of time and space. Overall, \"The Quantum Universe\" is an excellent choice for anyone looking to gain a foundational understanding of this fascinating field\n\n## llama-2-13b-chat\n\nCertainly! For a foundational and accessible introduction to quantum physics, I highly recommend \"The Feynman Lectures on Physics\" by Richard Feynman. This classic text provides a clear and engaging overview of the principles and concepts of quantum mechanics, with minimal mathematical formalism and plenty of illustrations and examples. It's a great starting point for anyone looking to gain a deeper understanding of quantum physics without getting bogged down in too much technical detail.\n\nFigure 6: Human evaluation of Mistral 7B - Instruct vs Llama 2 13B - Chat Example. An example of human evaluation from libboxing.com. The question asks for recommendations of books in quantum physics. Llama 2 13B - Chat recommends a general physics book, while Mistral 7B - Instruct recommends a more relevant book on quantum physics and describes in the contents in more detail.\n\n# References \n\n[1] Joshua Ainslie, James Lee-Thorp, Michiel de Jong, Yury Zemlyanskiy, Federico Lebrón, and Sumit Sanghai. Gqa: Training generalized multi-query transformer models from multi-head checkpoints. arXiv preprint arXiv:2305.13245, 2023.\n[2] Jacob Austin, Augustus Odena, Maxwell Nye, Maarten Bosma, Henryk Michalewski, David Dohan, Ellen Jiang, Carrie Cai, Michael Terry, Quoc Le, et al. Program synthesis with large language models. arXiv preprint arXiv:2108.07732, 2021.\n[3] Iz Beltagy, Matthew E Peters, and Arman Cohan. Longformer: The long-document transformer. arXiv preprint arXiv:2004.05150, 2020.\n[4] Yonatan Bisk, Rowan Zellers, Jianfeng Gao, Yejin Choi, et al. Piqa: Reasoning about physical commonsense in natural language. In Proceedings of the AAAI conference on artificial intelligence, 2020.\n[5] Mark Chen, Jerry Tworek, Heewoo Jun, Qiming Yuan, Henrique Ponde de Oliveira Pinto, Jared Kaplan, Harri Edwards, Yuri Burda, Nicholas Joseph, Greg Brockman, et al. Evaluating large language models trained on code. arXiv preprint arXiv:2107.03374, 2021.\n[6] Rewon Child, Scott Gray, Alec Radford, and Ilya Sutskever. Generating long sequences with sparse transformers. arXiv preprint arXiv:1904.10509, 2019.\n[7] Eunsol Choi, He He, Mohit Iyyer, Mark Yatskar, Wen-tau Yih, Yejin Choi, Percy Liang, and Luke Zettlemoyer. Quac: Question answering in context. arXiv preprint arXiv:1808.07036, 2018.\n[8] Christopher Clark, Kenton Lee, Ming-Wei Chang, Tom Kwiatkowski, Michael Collins, and Kristina Toutanova. Boolq: Exploring the surprising difficulty of natural yes/no questions. arXiv preprint arXiv:1905.10044, 2019.\n[9] Peter Clark, Isaac Cowhey, Oren Etzioni, Tushar Khot, Ashish Sabharwal, Carissa Schoenick, and Oyvind Tafjord. Think you have solved question answering? try arc, the ai2 reasoning challenge. arXiv preprint arXiv:1803.05457, 2018.\n[10] Karl Cobbe, Vineet Kosaraju, Mohammad Bavarian, Mark Chen, Heewoo Jun, Lukasz Kaiser, Matthias Plappert, Jerry Tworek, Jacob Hilton, Reiichiro Nakano, et al. Training verifiers to solve math word problems. arXiv preprint arXiv:2110.14168, 2021.\n[11] Tri Dao, Daniel Y. Fu, Stefano Ermon, Atri Rudra, and Christopher Ré. FlashAttention: Fast and memory-efficient exact attention with IO-awareness. In Advances in Neural Information Processing Systems, 2022.\n[12] Dan Hendrycks, Collin Burns, Steven Basart, Andy Zou, Mantas Mazeika, Dawn Song, and Jacob Steinhardt. Measuring massive multitask language understanding. arXiv preprint arXiv:2009.03300, 2020.\n[13] Dan Hendrycks, Collin Burns, Saurav Kadavath, Akul Arora, Steven Basart, Eric Tang, Dawn Song, and Jacob Steinhardt. Measuring mathematical problem solving with the math dataset. arXiv preprint arXiv:2103.03874, 2021.\n[14] Jordan Hoffmann, Sebastian Borgeaud, Arthur Mensch, Elena Buchatskaya, Trevor Cai, Eliza Rutherford, Diego de Las Casas, Lisa Anne Hendricks, Johannes Welbl, Aidan Clark, Thomas Hennigan, Eric Noland, Katherine Millican, George van den Driessche, Bogdan Damoc, Aurelia Guy, Simon Osindero, Karén Simonyan, Erich Elsen, Oriol Vinyals, Jack Rae, and Laurent Sifre. An empirical analysis of compute-optimal large language model training. In Advances in Neural Information Processing Systems, volume 35, 2022.\n[15] Mandar Joshi, Eunsol Choi, Daniel S Weld, and Luke Zettlemoyer. Triviaqa: A large scale distantly supervised challenge dataset for reading comprehension. arXiv preprint arXiv:1705.03551, 2017.\n[16] Tom Kwiatkowski, Jennimaria Palomaki, Olivia Redfield, Michael Collins, Ankur Parikh, Chris Alberti, Danielle Epstein, Illia Polosukhin, Jacob Devlin, Kenton Lee, et al. Natural questions: a benchmark for question answering research. Transactions of the Association for Computational Linguistics, 7:453-466, 2019.\n\n[17] Woosuk Kwon, Zhuohan Li, Siyuan Zhuang, Ying Sheng, Lianmin Zheng, Cody Hao Yu, Joseph E. Gonzalez, Hao Zhang, and Ion Stoica. Efficient memory management for large language model serving with pagedattention. In Proceedings of the ACM SIGOPS 29th Symposium on Operating Systems Principles, 2023.\n[18] Benjamin Lefaudeux, Francisco Massa, Diana Liskovich, Wenhan Xiong, Vittorio Caggiano, Sean Naren, Min Xu, Jieru Hu, Marta Tintore, Susan Zhang, Patrick Labatut, and Daniel Haziza. xformers: A modular and hackable transformer modelling library. https://github.com/ facebookresearch/xformers, 2022.\n[19] Todor Mihaylov, Peter Clark, Tushar Khot, and Ashish Sabharwal. Can a suit of armor conduct electricity? a new dataset for open book question answering. arXiv preprint arXiv:1809.02789, 2018.\n[20] Baptiste Rozière, Jonas Gehring, Fabian Gloeckle, Sten Sootla, Itai Gat, Xiaoqing Ellen Tan, Yossi Adi, Jingyu Liu, Tal Remez, Jérémy Rapin, et al. Code llama: Open foundation models for code. arXiv preprint arXiv:2308.12950, 2023.\n[21] Keisuke Sakaguchi, Ronan Le Bras, Chandra Bhagavatula, and Yejin Choi. Winogrande: An adversarial winograd schema challenge at scale. Communications of the ACM, 64(9):99-106, 2021.\n[22] Maarten Sap, Hannah Rashkin, Derek Chen, Ronan LeBras, and Yejin Choi. Socialiqa: Commonsense reasoning about social interactions. arXiv preprint arXiv:1904.09728, 2019.\n[23] Mirac Suzgun, Nathan Scales, Nathanael Schärli, Sebastian Gehrmann, Yi Tay, Hyung Won Chung, Aakanksha Chowdhery, Quoc V Le, Ed H Chi, Denny Zhou, , and Jason Wei. Challenging big-bench tasks and whether chain-of-thought can solve them. arXiv preprint arXiv:2210.09261, 2022.\n[24] Alon Talmor, Jonathan Herzig, Nicholas Lourie, and Jonathan Berant. Commonsenseqa: A question answering challenge targeting commonsense knowledge. arXiv preprint arXiv:1811.00937, 2018.\n[25] Hugo Touvron, Thibaut Lavril, Gautier Izacard, Xavier Martinet, Marie-Anne Lachaux, Timothée Lacroix, Baptiste Rozière, Naman Goyal, Eric Hambro, Faisal Azhar, et al. Llama: Open and efficient foundation language models. arXiv preprint arXiv:2302.13971, 2023.\n[26] Hugo Touvron, Louis Martin, Kevin Stone, Peter Albert, Amjad Almahairi, Yasmine Babaei, Nikolay Bashlykov, Soumya Batra, Prajjwal Bhargava, Shruti Bhosale, et al. Llama 2: Open foundation and fine-tuned chat models. arXiv preprint arXiv:2307.09288, 2023.\n[27] Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Łukasz Kaiser, and Illia Polosukhin. Attention is all you need. Advances in neural information processing systems, 30, 2017.\n[28] Rowan Zellers, Ari Holtzman, Yonatan Bisk, Ali Farhadi, and Yejin Choi. Hellaswag: Can a machine really finish your sentence? arXiv preprint arXiv:1905.07830, 2019.\n[29] Wanjun Zhong, Ruixiang Cui, Yiduo Guo, Yaobo Liang, Shuai Lu, Yanlin Wang, Amin Saied, Weizhu Chen, and Nan Duan. Agieval: A human-centric benchmark for evaluating foundation models. arXiv preprint arXiv:2304.06364, 2023." + }, + "metadata": {} + } + ], + "source": [ + "from mistralai.models import OCRResponse\n", + "from IPython.display import Markdown, display\n", + "\n", + "def replace_images_in_markdown(markdown_str: str, images_dict: dict) -> str:\n", + " \"\"\"\n", + " Replace image placeholders in markdown with base64-encoded images.\n", + "\n", + " Args:\n", + " markdown_str: Markdown text containing image placeholders\n", + " images_dict: Dictionary mapping image IDs to base64 strings\n", + "\n", + " Returns:\n", + " Markdown text with images replaced by base64 data\n", + " \"\"\"\n", + " for img_name, base64_str in images_dict.items():\n", + " markdown_str = markdown_str.replace(\n", + " f\"![{img_name}]({img_name})\", f\"![{img_name}]({base64_str})\"\n", + " )\n", + " return markdown_str\n", + "\n", + "def get_combined_markdown(ocr_response: OCRResponse) -> str:\n", + " \"\"\"\n", + " Combine OCR text and images into a single markdown document.\n", + "\n", + " Args:\n", + " ocr_response: Response from OCR processing containing text and images\n", + "\n", + " Returns:\n", + " Combined markdown string with embedded images\n", + " \"\"\"\n", + " markdowns: list[str] = []\n", + " # Extract images from page\n", + " for page in ocr_response.pages:\n", + " image_data = {}\n", + " for img in page.images:\n", + " image_data[img.id] = img.image_base64\n", + " # Replace image placeholders with actual images\n", + " markdowns.append(replace_images_in_markdown(page.markdown, image_data))\n", + "\n", + " return \"\\n\\n\".join(markdowns)\n", + "\n", + "# Display combined markdowns and images\n", + "display(Markdown(get_combined_markdown(pdf_response)))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "8yk5tBpPuKal" + }, + "source": [ + "## Mistral OCR with Image\n", + "\n", + "In addition to the PDF file shown above, Mistral OCR can also process image files:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "sFdyKIcgrahm", + "outputId": "c1bf6808-a39c-49d0-a9a9-9d68be9a172b" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "{\n", + " \"pages\": [\n", + " {\n", + " \"index\": 0,\n", + " \"markdown\": \"# PLACE FACE UP ON DASH
CITY OF PALO ALTO
NOT VALID FOR ONSTREET PARKING \\n\\nExpiration Date/Time 11:59 PM\\n\\nAUG 19, 2024\\n\\nPurchase Date/Time: 01:34pm Aug 19, 2024\\nTotal Due: $\\\\$ 15.00$\\nRate: Daily Parking\\nTotal Paid: $\\\\$ 15.00$\\nPmt Type: CC (Swipe)\\nTicket \\\\#: 00005883\\nS/N \\\\#: 520117260957\\nSetting: Permit Machines\\nMach Name: Civic Center\\n\\\\#^^^^-1224, Visa\\nDISPLAY FACE UP ON DASH\\n\\nPERMIT EXPIRES\\nAT MIDNIGHT\",\n", + " \"images\": [],\n", + " \"dimensions\": {\n", + " \"dpi\": 200,\n", + " \"height\": 3210,\n", + " \"width\": 1806\n", + " }\n", + " }\n", + " ],\n", + " \"model\": \"mistral-ocr-2503-completion\",\n", + " \"usage_info\": {\n", + " \"pages_processed\": 1,\n", + " \"doc_size_bytes\": 3110191\n", + " }\n", + "}\n" + ] + } + ], + "source": [ + "import base64\n", + "\n", + "# Verify image exists\n", + "image_file = Path(\"receipt.png\")\n", + "assert image_file.is_file()\n", + "\n", + "# Encode image as base64 for API\n", + "encoded = base64.b64encode(image_file.read_bytes()).decode()\n", + "base64_data_url = f\"data:image/jpeg;base64,{encoded}\"\n", + "\n", + "# Process image with OCR\n", + "image_response = client.ocr.process(\n", + " document=ImageURLChunk(image_url=base64_data_url),\n", + " model=\"mistral-ocr-latest\"\n", + ")\n", + "\n", + "# Convert response to JSON\n", + "response_dict = json.loads(image_response.model_dump_json())\n", + "json_string = json.dumps(response_dict, indent=4)\n", + "print(json_string)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "pWStbt7LuMvT" + }, + "source": [ + "## Extract structured data from OCR results\n", + "\n", + "OCR results can be further processed using another model.\n", + "\n", + "Our goal is to extract structured data from these results. To achieve this, we will utilize the `pixtral-12b-latest` model, supported by our OCR model, to deliver better and higher-quality answers:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8aZOQs38r0GO", + "outputId": "3d406569-57bc-4efb-cc92-e9a670f97ed7" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "{\n", + " \"parking_receipt\": {\n", + " \"instructions\": \"PLACE FACE UP ON DASH\",\n", + " \"city\": \"CITY OF PALO ALTO\",\n", + " \"validity\": \"NOT VALID FOR ONSTREET PARKING\",\n", + " \"expiration\": {\n", + " \"date\": \"AUG 19, 2024\",\n", + " \"time\": \"11:59 PM\"\n", + " },\n", + " \"purchase\": {\n", + " \"date\": \"Aug 19, 2024\",\n", + " \"time\": \"01:34pm\"\n", + " },\n", + " \"amounts\": {\n", + " \"total_due\": \"$15.00\",\n", + " \"total_paid\": \"$15.00\"\n", + " },\n", + " \"rate\": \"Daily Parking\",\n", + " \"payment_type\": \"CC (Swipe)\",\n", + " \"ticket_number\": \"00005883\",\n", + " \"serial_number\": \"520117260957\",\n", + " \"settings\": {\n", + " \"type\": \"Permit Machines\",\n", + " \"machine_name\": \"Civic Center\"\n", + " },\n", + " \"card_details\": {\n", + " \"card_number\": \"^^^^-1224\",\n", + " \"type\": \"Visa\"\n", + " },\n", + " \"expiry_message\": \"PERMIT EXPIRES AT MIDNIGHT\"\n", + " }\n", + "}\n" + ] + } + ], + "source": [ + "# Get OCR results for processing\n", + "image_ocr_markdown = image_response.pages[0].markdown\n", + "\n", + "# Get structured response from model\n", + "chat_response = client.chat.complete(\n", + " model=\"pixtral-12b-latest\",\n", + " messages=[\n", + " {\n", + " \"role\": \"user\",\n", + " \"content\": [\n", + " ImageURLChunk(image_url=base64_data_url),\n", + " TextChunk(\n", + " text=(\n", + " f\"This is image's OCR in markdown:\\n\\n{image_ocr_markdown}\\n.\\n\"\n", + " \"Convert this into a sensible structured json response. \"\n", + " \"The output should be strictly be json with no extra commentary\"\n", + " )\n", + " ),\n", + " ],\n", + " }\n", + " ],\n", + " response_format={\"type\": \"json_object\"},\n", + " temperature=0,\n", + ")\n", + "\n", + "# Parse and return JSON response\n", + "response_dict = json.loads(chat_response.choices[0].message.content)\n", + "print(json.dumps(response_dict, indent=4))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "4YKioib1vgTZ" + }, + "source": [ + "In the example above, we are leveraging a model already capable of vision tasks.\n", + "\n", + "However, we could also use text-only models for the structured output. Note in this case, we do not include the image in the user message:" + ] + }, + { + "cell_type": "code", + "source": [ + "# Get OCR results for processing\n", + "image_ocr_markdown = image_response.pages[0].markdown\n", + "\n", + "# Get structured response from model\n", + "chat_response = client.chat.complete(\n", + " model=\"ministral-8b-latest\",\n", + " messages=[\n", + " {\n", + " \"role\": \"user\",\n", + " \"content\": [\n", + " TextChunk(\n", + " text=(\n", + " f\"This is image's OCR in markdown:\\n\\n{image_ocr_markdown}\\n.\\n\"\n", + " \"Convert this into a sensible structured json response. \"\n", + " \"The output should be strictly be json with no extra commentary\"\n", + " )\n", + " ),\n", + " ],\n", + " }\n", + " ],\n", + " response_format={\"type\": \"json_object\"},\n", + " temperature=0,\n", + ")\n", + "\n", + "# Parse and return JSON response\n", + "response_dict = json.loads(chat_response.choices[0].message.content)\n", + "print(json.dumps(response_dict, indent=4))\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "1m19STu2DDfI", + "outputId": "06f99dfe-b697-4d82-bf20-0fa60435d47f" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "{\n", + " \"expiration_date_time\": \"11:59 PM\",\n", + " \"expiration_date\": \"AUG 19, 2024\",\n", + " \"purchase_date_time\": \"01:34pm Aug 19, 2024\",\n", + " \"total_due\": 15.0,\n", + " \"rate\": \"Daily Parking\",\n", + " \"total_paid\": 15.0,\n", + " \"payment_type\": \"CC (Swipe)\",\n", + " \"ticket_number\": \"00005883\",\n", + " \"serial_number\": \"520117260957\",\n", + " \"setting\": \"Permit Machines\",\n", + " \"machine_name\": \"Civic Center\",\n", + " \"card_number\": \"1224\",\n", + " \"card_type\": \"Visa\"\n", + "}\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Pc__PKmkwUnZ" + }, + "source": [ + "## All Together - Mistral OCR + Custom Structured Output\n", + "Let's design a simple function that takes an `image_path` file and returns a JSON structured output in a specific format. In this case, we arbitrarily decided we wanted an output respecting the following:\n", + "\n", + "```python\n", + "class StructuredOCR:\n", + " file_name: str # can be any string\n", + " topics: list[str] # must be a list of strings\n", + " languages: str # string\n", + " ocr_contents: dict # any dictionary, can be freely defined by the model\n", + "```\n", + "\n", + "We will make use of [custom structured outputs](https://docs.mistral.ai/capabilities/structured-output/custom_structured_output/)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "oM2ensmIwh4H" + }, + "outputs": [], + "source": [ + "from enum import Enum\n", + "from pathlib import Path\n", + "from pydantic import BaseModel\n", + "import base64\n", + "\n", + "\n", + "class StructuredOCR(BaseModel):\n", + " file_name: str\n", + " topics: list[str]\n", + " languages: str\n", + " ocr_contents: dict\n", + "\n", + "def structured_ocr(image_path: str) -> StructuredOCR:\n", + " \"\"\"\n", + " Process an image using OCR and extract structured data.\n", + "\n", + " Args:\n", + " image_path: Path to the image file to process\n", + "\n", + " Returns:\n", + " StructuredOCR object containing the extracted data\n", + "\n", + " Raises:\n", + " AssertionError: If the image file does not exist\n", + " \"\"\"\n", + " # Validate input file\n", + " image_file = Path(image_path)\n", + " assert image_file.is_file(), \"The provided image path does not exist.\"\n", + "\n", + " # Read and encode the image file\n", + " encoded_image = base64.b64encode(image_file.read_bytes()).decode()\n", + " base64_data_url = f\"data:image/jpeg;base64,{encoded_image}\"\n", + "\n", + " # Process the image using OCR\n", + " image_response = client.ocr.process(\n", + " document=ImageURLChunk(image_url=base64_data_url),\n", + " model=\"mistral-ocr-latest\"\n", + " )\n", + " image_ocr_markdown = image_response.pages[0].markdown\n", + "\n", + " # Parse the OCR result into a structured JSON response\n", + " chat_response = client.chat.parse(\n", + " model=\"pixtral-12b-latest\",\n", + " messages=[\n", + " {\n", + " \"role\": \"user\",\n", + " \"content\": [\n", + " ImageURLChunk(image_url=base64_data_url),\n", + " TextChunk(text=(\n", + " f\"This is the image's OCR in markdown:\\n{image_ocr_markdown}\\n.\\n\"\n", + " \"Convert this into a structured JSON response \"\n", + " \"with the OCR contents in a sensible dictionnary.\"\n", + " )\n", + " )\n", + " ]\n", + " }\n", + " ],\n", + " response_format=StructuredOCR,\n", + " temperature=0\n", + " )\n", + "\n", + " return chat_response.choices[0].message.parsed" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "UVipACEOAyEX" + }, + "source": [ + "We can now extract structured output from any image parsed with our OCR model." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "uvt3OAcpyXCF", + "outputId": "3d22bc4d-005f-4e59-e974-bb871f4882d8" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "{\n", + " \"file_name\": \"parking_receipt\",\n", + " \"topics\": [\n", + " \"Parking\",\n", + " \"Receipt\",\n", + " \"Payment\"\n", + " ],\n", + " \"languages\": \"English\",\n", + " \"ocr_contents\": {\n", + " \"header\": \"PLACE FACE UP ON DASH\",\n", + " \"city\": \"CITY OF PALO ALTO\",\n", + " \"validity\": \"NOT VALID FOR ONSTREET PARKING\",\n", + " \"expiration\": {\n", + " \"date\": \"AUG 19, 2024\",\n", + " \"time\": \"11:59 PM\"\n", + " },\n", + " \"purchase\": {\n", + " \"date\": \"Aug 19, 2024\",\n", + " \"time\": \"01:34pm\"\n", + " },\n", + " \"total_due\": \"$15.00\",\n", + " \"rate\": \"Daily Parking\",\n", + " \"total_paid\": \"$15.00\",\n", + " \"payment_type\": \"CC (Swipe)\",\n", + " \"ticket_number\": \"00005883\",\n", + " \"serial_number\": \"520117260957\",\n", + " \"setting\": \"Permit Machines\",\n", + " \"machine_name\": \"Civic Center\",\n", + " \"card_info\": \"#^^^^-1224, Visa\",\n", + " \"footer\": {\n", + " \"display_instructions\": \"DISPLAY FACE UP ON DASH\",\n", + " \"expiration_reminder\": \"PERMIT EXPIRES AT MIDNIGHT\"\n", + " }\n", + " }\n", + "}\n" + ] + } + ], + "source": [ + "# Example usage\n", + "image_path = \"receipt.png\" # Path to sample receipt image\n", + "structured_response = structured_ocr(image_path) # Process image and extract data\n", + "\n", + "# Parse and return JSON response\n", + "response_dict = json.loads(structured_response.model_dump_json())\n", + "print(json.dumps(response_dict, indent=4))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "H8705WaqA8KV" + }, + "source": [ + "The original image for comparison can be found below." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 659 + }, + "id": "1Xj9tOTKA7mw", + "outputId": "8933d2be-3b06-41f6-be7a-4c396830a57c" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ], + "image/png": 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\n" + }, + "metadata": {}, + "execution_count": 11 + } + ], + "source": [ + "from PIL import Image\n", + "\n", + "image = Image.open(image_path)\n", + "image.resize((image.width // 5, image.height // 5))\n" + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "yC4udP5Bpe72" + }, + "execution_count": null, + "outputs": [] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file