{"cells": [{"attachments": {}, "cell_type": "markdown", "metadata": {}, "source": ["\n"]}, {"attachments": {}, "cell_type": "markdown", "metadata": {}, "source": ["# GPT4-V 使用一般问题、具体问题和思维链(COT)提示技术进行实验。\n"]}, {"attachments": {}, "cell_type": "markdown", "metadata": {}, "source": ["GPT-4V以其分析图像甚至从视觉生成网站代码的能力令我们感到惊讶。\n", "\n", "本教程笔记将探讨GPT-4V在解释条形图、散点图和表格方面的能力。我们的目标是评估特定问题和思维链索引是否能够产生比更广泛的询问更好的回答。我们的演示旨在确定GPT-4V是否能够通过精确的提问和系统性的推理技术超越这些已知的限制。\n", "\n", "我们在这些实验中观察到,提出具体问题而不是一般性问题会得到更好的答案。让我们深入研究这些实验。\n"]}, {"attachments": {}, "cell_type": "markdown", "metadata": {}, "source": ["注意:本教程笔记旨在向社区介绍GPT-4V的性能,尽管结果可能并非普遍适用。我们强烈建议在自己的数据集上使用类似的问题进行测试,然后再得出结论。\n"]}, {"cell_type": "markdown", "metadata": {}, "source": ["我们已经对来自[Llama2](https://arxiv.org/pdf/2307.09288.pdf)和[MistralAI](https://arxiv.org/pdf/2310.06825.pdf)论文中的以下图片进行了测试。\n", "\n", "1. 不同LLM在各个类别中违规安全的百分比。(Llama2论文)\n", "2. Llama2与Mistral模型在各种自然语言处理任务中的表现。(Mistral论文)\n", "3. 不同LLM在各种自然语言处理任务中的表现。(Llama2论文)\n", "\n", "现在让我们检查这些图片中的每一张。\n"]}, {"cell_type": "markdown", "metadata": {}, "source": ["让我们按照以下步骤来分析这些图片,以回答我们的问题:\n", "\n", "1. 总体问题:简单地问,“分析这张图片。”\n", "2. 具体询问:详细询问某个类别或模型的性能。\n", "3. 思维链提示:使用逐步推理的方法来进行分析。\n", "\n", "这些指南旨在测试不同的提问技术如何提高我们从图片中获取信息的准确性。\n"]}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": ["%pip install llama-index-multi-modal-llms-openai"]}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": ["!pip install llama-index"]}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": ["import os\n", "\n", "OPENAI_API_KEY = \"YOUR OPENAI API KEY\"\n", "\n", "os.environ[\"OPENAI_API_KEY\"] = OPENAI_API_KEY"]}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": ["from llama_index.core import SimpleDirectoryReader\n", "from llama_index.multi_modal_llms.openai import OpenAIMultiModal\n", "\n", "openai_mm_llm = OpenAIMultiModal(\n", " model=\"gpt-4-vision-preview\",\n", " api_key=OPENAI_API_KEY,\n", " max_new_tokens=500,\n", " temperature=0.0,\n", ")"]}, {"attachments": {}, "cell_type": "markdown", "metadata": {}, "source": ["### 下载数据\n"]}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": ["!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/gpt4_experiments/llama2_mistral.png' -O './llama2_mistral.png'\n", "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/gpt4_experiments/llama2_model_analysis.pdf' -O './llama2_model_analysis.png'\n", "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/gpt4_experiments/llama2_violations_charts.png' -O './llama2_violations_charts.png'"]}, {"attachments": {}, "cell_type": "markdown", "metadata": {}, "source": ["### 图1 - 不同LLM在各个类别中的安全违规百分比。\n"]}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [{"data": {"text/plain": [""]}, "metadata": {}, "output_type": "display_data"}, {"data": {"image/png": 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", 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