Dspy openai It provides: Composable and declarative APIs that allow developers to describe the architecture of their LLM application in the form of a "module" (inspired by PyTorch's nn. e. The first step in any DSPy code is to set up your language model. Feb 27, 2024 · import dspy import openai from dspy. A more general fix is simply increasing the number of max_tokens specified to the LM request (e. It can be used to craft computer code and analyze Jan 29, 2024 · oof. api_key = "sk-<YOUR-OPENAI-API-KEY>" # Configure LLM lm = dspy. File metadata Mar 11, 2024 · llm = dspy. you’re way behind on your openai version for that code. This cookbook demonstrates how to use DSPy with Langfuse. openai_embed_model (Optional[str]): The name of the OpenAI embedding model. this is the example if you follow the docs to github: This post is going to take a first pass at creating Agents from scratch, using DSPy. retrieve. DSPy. Training a prompt requires quite a number of calls which means 99% you will experience a timeout. In this article I am going to share what I think and what I learned. dspy. Jan 4, 2024 · I was able to get the Instructor library to partially work with DSPy (for a basic program at least) - the inspect history doesn't work, but this at least gets a structured response from openai using Instructor and dspy. They are the building blocks of prompt programming in DSPy. Details for the file dspy_ai-2. DSPy是斯坦福大学自然语言处理实验室开发的一个开源框架,旨在为基础模型提供一种新的编程范式,取代传统的提示工程方法。 Feb 15, 2024 · AttributeError: module 'dspy' has no attribute 'OpenAI' The text was updated successfully, but these errors were encountered: All reactions. . 0+, available as a release candidate via pip install -U --pre dspy. 在上面的代码中，首先通过环境变量设置了 OpenAI 的 API 密钥。然后，创建了一个语言模型对象 lm，并将其配置为 DSPy 的默认模型。 不同的语言模型. This is useful when you want to stream the intermediate outputs (i. 6. tar. DSPy is the framework for solving advanced tasks with language models (LMs) and retrieval models (RMs). modules. Both are supported. 0) Feb 12, 2024 Copy link charlieoneill11 commented Feb 12, 2024 • Dec 28, 2024 · import dspy gpt4o_mini = dspy. If you want to debug your DSPy code, set the logging level to DEBUG with the example code below. By default, it will get OpenAI client by the environment variable OPENAI_API_KEY and use OpenAI's embedding model "text-embedding-3-small" with the default dimension. settings. 참고로, 모든 LLM 호출은 기본적으로 캐시됩니다. Jul 15, 2024 · dspy-ai = 2. LM ("openai/gpt-4o-mini", api_key = "API_KEY") # デフォルトで利用するグローバルな設定 dspy. faiss_rm import FaissRM from dsp. settings. Jan 7, 2025 · That’s huge, especially because it is timed to happen in 2025 and not some distant future date. 5-turbo' , max_tokens = 250 ) dspy . You switched accounts on another tab or window. model_type: The type of the model, Nov 3, 2024 · dspy: 在40行代码中使用自定义工具构建ai智能体 | 从零到英雄 停止编写复杂的提示，让我们来编写可用于生产的代码。 延续我们之前介绍DSPy框架作为管理Prompt Engineering工具的文章（DSPY: 停止提示，开始编程），今天我们将探讨如何应用DSPy来创建一个能够使用自 Jul 16, 2024 · You signed in with another tab or window. LM('openai/gpt-4o', max_tokens=3000) dspy. Follow these steps to set up the vLLM Server: Build the server from source by following the instructions provided in the Build from Source guide. When using mlflow. csv", fields=("question Sep 30, 2024 · # 导入DSPy库和相关组件 import dspy from dspy import Signature, Module, Predict, ChainOfThought, Retrieve # 配置语言模型和检索模型 # 假设我们使用的是OpenAI的模型和一些示例检索模型 turbo = dspy. 5-turbo') # 从CSV文件加载数据集 dataset = dl. 1. LM('openai/gpt-4o') dspy. sentence_vectorizer import SentenceTransformersVectorizer import pandas as pd dl = DataLoader() turbo = dspy. Aug 20, 2024 · OpenAI 的 API 规范已俨然成为行业的标杆，很多 API 供应商、第三方代理商都兼容了 OpenAI SDK（比如国内知名的 DeepSeek），一些开源项目在设计及实现时也都会考虑并遵守这一点。 dspy 确实尝试兼容了 OpenAI 的 API 规范，但在实现上却不够彻底。 Jan 8, 2025 · DSPy program¶. csv", fields=("question DSPy is using openai<=0. You can easily swap this out for other providers or local models . See full list on github. OpenAI (model = "gpt-3. k (int, optional): The number of top passages to retrieve Mar 18, 2024 · Note: We will also have to create an . for a small degree of explainability. configure(lm=lm) Install dependencies and download data ¶ To do the retrieval, we'll use the cool BM25S library, as it's pretty lightweight. streamify to convert the dspy program to a streaming mode. retrieve. Contribute to epec254/dspy_examples development by creating an account on GitHub. 1, the library will use that just fine. 5-turbo-instruct for development, and switch to GPT-4 at the end. from_csv( f"cmrc2018_sampled. You signed out in another tab or window. OpenAI class directly and define Open AI API key if it works for you; Basic concept of DSPy: Signature and Module. 5-turbo"): # 1,2 signatureの宣言とModuleの宣言 classify = dspy. current is >1 : pip install -U openai. 5. dspy. However, you should check the latest documentation for the most up-to-date information on model compatibility. Ideal for NLP professionals seeking efficiency and high performance in their AI workflows. MIPROv2 (Multiprompt Instruction PRoposal Optimizer Version 2) is an prompt optimizer capable of optimizing both instructions and few-shot examples jointly. Jul 17, 2024 · import dspy from dspy. The dataset is much larger, but a small number of examples will help keep this tutorial run in 1-2 hours, including fine-tuning. GitHub Gist: instantly share code, notes, and snippets. Replace "YOUR_API_KEY" with your OpenAI API key before running Aug 15, 2024 · 想知道如何实现 DSPy 和 LangChain 的无缝集成吗？本文将深入探讨这一话题，从多个方面解析两者的结合方式，并通过实践示例展示如何使用 DSPy 优化 LCEL。 This full-stack application combines the DSPy Framework with OpenAI, Cohere, Arize Phoenix, and Weaviate DB in a cohesive ecosystem. Streaming, in DSPy 2. Defaults to None. Module), Jun 13, 2024 · Discover how DSPy can transform your AI projects with systematic language model optimization. A future upgrade would be to create a dataset of initial, final prompts to optimize the prompt generation. Concise Code: Create capable AI Agents in just 40 lines 2. Jul 3, 2024 · DSPy is designed to work with a variety of large language models. Reload to refresh your session. DSPy simplifies this process by using signatures, which define structured input-output mappings. It's compatible with popular models like GPT-3, GPT-4, and other OpenAI models. datasets import HotPotQA dataset = HotPotQA ( train_seed = 1 , train_size = 20 , eval_seed = 2023 , dev_size = 50 , test_size = 0 ) trainset Dec 8, 2024 · 语言模型 (Language Models): DSPy 支持多种语言模型，包括 OpenAI、Anthropic、Databricks 等提供的模型，以及本地运行的模型。它提供统一的 API 来调用这些模型，并包含自动缓存等实用功能。 DSPy. OpenAI(model= 'gpt-3. , "openai/text-embedding-3 May 7, 2024 · GPT-4 is a large language model (LLM) created by OpenAI that attempts to predict the most likely tokens (fragments of encoded data) in a sequence. Apr 16, 2024 · Constructor The constructor initializes the base class LM and verifies the provided arguments like the api_provider, api_key, and api_base to set up OpenAI request retrieval. By default, DSPy installs the latest openai from pip. 2. There are breaking changes and with the rapid pace of development I think we should try and catch up to the latest version sooner rather than later. 5-turbo") # Configure Retriever rm = WeaviateRM ("MyExampleIndex", weaviate_client = client) # Configure DSPy to use the following language model and Jan 7, 2025 · In this article I am going to share what I think and what I learned. 我们将使用 DSPy 来“编译”我们的程序并学习优化的提示。 此示例使用 ColBERTv2 模型。请参阅 ColBERTv2：通过轻量级后期交互实现有效且高效的检索 论文。 安装依赖项 !pip install -U dspy-ai !pip install -U openai jinja2 !pip install -U langchain langchain-community langchain-openai langchain Jul 8, 2024 · dspy 是一种用于在算法上优化 lm 提示和权重的框架，特别是当 lm 在管道中使用一次或多次时。 要在没有dspy 的情况下使用 lm 构建复杂系统，您通常必须：(1) 将问题分解为步骤，(2) 很好地提示您的 lm，直到每个步骤单独运行良好，(3) 调整步骤以使其运行良好一起，(4) 生成综合示例来调整每个步骤 Aug 27, 2024 · DSPy는 OpenAI 등의 모델뿐만 아니라 Ollama 통해서 로컬로 사용가능합니다. Under the hood, MLflow uses cloudpickle to serialize the DSPy object, but some DSPy artifacts are note serializable. The goal here is education, and to explore how one might build agents from scratch in DSPy. Leveraging OpenAI Nov 23, 2024 · Next, we’ll create a basic DSPy predictor using OpenAI’s GPT-4o-mini. DSPy utilizes the logging library to print logs. For example, you can configure OpenAI's GPT-4o-mini as your default LM as follows. 5-turbo model to simulate prompting tasks within Aug 1, 2024 · dspy 是一个框架，旨在将程序流程与每个步骤的参数（如 llm 提示和权重）分离开来。 这种模块化的设计思路使得开发者可以以更高的可靠性和可预测性构建复杂的 ai 系统。 DSPy embedding class. I was recommended to use OpenAI endpoint Mar 17, 2024 · Hopefully the new LM backend will allow us to make better use of models that are trained for "Chat". Below is the exact code change you have to make: BootstrapFinetune：基于提示的 DSPy 程序提炼为权重更新（对于较小的 LM）。输出是一个 DSPy 程序，具有相同的步骤，但每个步骤都由微调模型执行，而不是由提示的 LM 执行。 Ensemble：集成一组 DSPy 程序，并使用完整集或将子集随机采样到单个程序中。 May 30, 2024 · The integration of DSPy with OpenAI and TiDB enables efficient processing and retrieval of information, making it a powerful tool for building intelligent applications. OpenAI(api_base = openai. If I use the vLLM endpoint I get the error #1242 (comment). 12 I am trying to use Llama-3-8B-Instruct + ReAct. MIPROv2, 2 and building datasets for your modules and using them to finetune the LM weights in your Dec 29, 2024 · DSPy is my go-to framework for its simplicity and thoughtful design. 1 and current version of OpenAI python library is 1. We’ll assume you have access to an LLM (e. , via Hugging Face or OpenAI’s API). By the end of this tutorial, we will Aug 30, 2024 · DSPy is a framework dedicated to the development of applications based on large language models like OpenAI GPT or Anthropic Claude. Learn step-by-step to build, optimize, and evaluate powerful AI systems using DSPy. Dec 25, 2024 · import dspy lm = dspy. Below is a good example of how even good models like GPT-3. Discover its features, advantages, and how to master it! With the resounding success of AI chatbots such as ChatGPT , artificial intelligence and natural language processing (NLP) are experiencing a significant boom. Traditional approaches require breaking down problems manually, tuning prompts step-by-step, and iteratively refining synthetic data for fine tuning—all of which can become chaotic when changes are introduced. wfygccz bvly fpzzz gejzggw ilejuzj thgbnli jvfdtb mxgul cfeck wlwf laa iamsikbo auq ngja ewgyr
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