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3694 - 学生开发日:使用 Qiskit 代码助手.pdf

上传人: 竿*** 编号:982738 2025-11-29 18页 1.14MB

1、Orlando,FLOctober 69IBM TechXchange 2025va barbosaIBM QuantumUtilizing Qiskit Code AssistantCollaboration between watsonx,IBM Research(AI for Code),and IBM Quantum2IBM TechXchange|2025 IBM CorporationBringing Generative AI to IBM QuantumBuild tools using generative AI to improve experience and produ

2、ctivity of quantum practitionersDemonstrate code assistant&LLMs that writes high-quality Qiskit codeRelease Open-Source models for use in local deploymentsIBM TechXchange|2025 IBM Corporation3Qiskit ModelIBM Granite foundation model,for examplegranite-3.3-8bBaseExtended pretraining,LoRA fine-tuning,

3、&DPO post-trainingExtendModels deployed and running through watsonx.aiDeployLeverage community for continuous improvementsImproveIBM TechXchange|2025 IBM Corporation4Evaluate performance of LLMs at writing Qiskit codeDeveloped by Qiskit advocatesContains 150+unit tests to compute pass/fail huggingfa

4、ce.co/datasets/Qiskit/qiskit_humanevalEvaluation Benchmark:Qiskit HumanEvalIBM TechXchange|2025 IBM Corporation5Qiskit Code AssistantProvides model generated suggestions for code completionIDE extensions include VS Code and JupyterLab6IBM TechXchange|2025 IBM Corporation1.Install the VS Code or Jupy

5、terLab extension2.Generate an IBM Cloud API key and configure the extension3.When prompted read and accept the model disclaimerHAPPY CODING!Getting StartedIBM TechXchange|2025 IBM Corporation7DEMOIBM TechXchange|2025 IBM Corporation8Qiskit has rapidly evolved with advancements in quantum computing a

6、nd needs of the communityUsers can spend significant time keeping up with changes or incorporating latest featuresLooking AheadIBM TechXchange|2025 IBM Corporation9Given outdated,deprecated Qiskit code produce equivalent code with latest Qiskit versionIBM TechXchange|2025 IBM Corporation10Qiskit Cod

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根据报告的内容,全文主要内容概括如下: 1. **Qiskit Code Assistant**: 利用生成式AI工具,如Qiskit Code Assistant,提高量子计算实践者的体验和生产力。 2. **模型和工具**: 引入基于IBM Quantum的Granite模型,通过LoRA微调和DPO后训练,以及Qiskit HumanEval评估基准。 3. **代码助手功能**: 提供代码补全建议,支持VS Code和JupyterLab等IDE扩展。 4. **Qiskit Code Migration**: 通过LLM迁移旧版Qiskit代码到最新版本。 5. **社区和持续改进**: 鼓励社区参与,不断优化模型和工具。 6. **相关研究**: 提及几篇相关论文,如Qiskit Code Assistant的训练和Qiskit HumanEval的评估基准。 核心数据: - Qiskit HumanEval包含150+单元测试。 - Qiskit Code Assistant支持VS Code和JupyterLab。
"Qiskit Code Assistant是什么?" "如何用AI提升量子编程体验?" "量子代码迁移怎么做?"
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