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Enterprise best practices

Lingma helps your enterprise standardize the development process through AI-powered tools.It integrates with your IDEs to provide context-aware code completion,knowledge base as context for chat,and custom extensions.This ...

Model Gallery

Model Gallery is a component of Platform for AI(PAI)that integrates high-quality pre-trained models from open source AI communities.Model Gallery allows you to train,compress,evaluate,and deploy open source models and use ...

Create resource quotas

After you purchase Lingjun resources or general computing resources,you can create resource quotas to allocate resources effectively.You can then associate these resources with workspaces for AI development and inference ...

Agent

it supports MCP tool configuration,expanding the AI coding assistant's capabilities and better aligning with developer workflows.Note To use Agent mode,update Lingma to version 2.5.0 or above in VS Code or JetBrains IDEs....

Overview

Machine Learning Platform for AI(PAI)-Blade integrates various optimization technologies.You can use PAI-Blade to optimize the inference performance of a trained model so that the model can run at optimal inference ...

Collection

Parameter Type Description Example object A short description of struct CollectionName string The name of the collection.The name must be globally unique.AI4D GmtCreateTime string The creation time.2021-01-21T17:12:35Z ...

View billing details

select an Exported Content and click OK.In the exported CSV,find spot job bills using the tag key:acs:pai:dlc:payType value:spot.Scenario 2:Cost allocation for AI computing resource nodes based on tags AI computing ...

Lingma IDE release notes

2025)Fixed some bugs.Version 0.1.4(released on June 19,2025)Agent mode now supports web page preview(Beta).You can now drag files or directories into the AI Chat box as context.Version 0.1.3(released on June 11,2025)Added ...

DeepSeek

Model Gallery is a model-as-a-service(MaaS)component of Platform for AI(PAI).Model Gallery features state-of-the-art(SOTA)models in various fields,covering large language model(LLM),AI-generated content(AIGC),computer ...

性能类

关于达摩院智能语音交互语音识别准确度的数字,我们通过了CNAS(国家软件测试中心)的评测,国家软件中心对语音识别算法准确度测试中,在60分贝以下的降噪环境中,用普通话在距离耳麦1厘米的位置,以240字/小时的匀速朗读样本量1207字的...

Before you begin

This topic describes what you need to prepare before you create a training job,including computing resources,an image,a dataset,and a code build.Platform for AI(PAI)allows you to specify datasets stored in File Storage NAS...

Codebase indexing

Lingma automatically vectorizes your local project and creates an index for your codebase when you open a project.This provides deep,AI-driven awareness of your codebase and allows for the efficient retrieval of the ...

Billing of Lingjun resources(single-tenant version...

This topic describes the billing of PAI-Lingjun AI Computing Service.Note This topic describes the billing of PAI-Lingjun AI Computing Service.You are separately charged for other required services such as Cloud Parallel ...

Configuration and feedback

down completions at the same time.This option is not selected by default.View help documentation and share your feedback View help documentation In the AI Chat panel of,click the help documentation link to access.Give ...

GetDatasetFileMetasStatistics

A combination of algorithm tags and custom user tags,excluding any algorithm tags deleted by the user.Valid values:filetype:filetype tags.user:tags.user tags.ai:tags.ai filedir:filedir tags.user-delete-ai-tags:tags.user-...

Enterprise administrator

This topic provides an overview of enterprise administrator privileges and describes how to set a user as an enterprise administrator.Applicable ...you purchase AI Coding Assistant Lingma(Lingma)Enterprise Dedicated Edition...

Billing of DLC

This topic describes how you are billed for Deep Learning Containers(DLC)of Platform for AI(PAI).Note The pricing information in this topic is only for reference.You can view the actual prices in your billing statements....

Resource quota

Allocate resources in the resource pool by creating or updating resource quotas.After a resource quota is associated with a specific workspace,you can use it for AI development and training within the workspace.This allows...

Read File Data

The Read File Data component is used to read objects or directories from Object Storage Service(OSS)buckets.This topic describes how to configure the Read File Data component.Prerequisites Machine Learning Platform for AI...

ListWorkloads

AI,GPU AI Scene string Workload Usage Scenario NLP-LLM Scope string Scope Identifier for Workload Usage common JobKind string Training Job Type PyTorchJob DefaultCpuPerWorker integer Default CPU Allocation 90 ...

DatasetFileMetaConentUpdate

delete-ai-tags:A list of tag names to delete from the algorithm-generated tag group for a single metadata entry.{"user":{"add":["lane line","sunny day"],"remove":["water barrier"]},"user-delete-ai-tags":{"add":["ground ...

GetWorkload

e.g.,AI,GPU AI Scene string Workload Usage Scenario NLP-LLM Scope string Scope Identifier for Workload Usage common JobKind string Training Job Type PyTorchJob DefaultCpuPerWorker integer Default CPU Allocation per Worker ...

Edit

choose to accept or reject the suggested edits after each turn,and get more code suggestions.This helps you complete coding tasks efficiently and with more control.Note Edit mode is the original AI Developer module.To use ...

Create a dedicated resource group and purchase ...

If you want to use dedicated general computing resources for AI development to improve the development and training efficiency,you need to create a dedicated resource group and purchase computing resources.This topic ...

Accelerate Transformer training with Pai-Megatron-...

Megatron-Patch is a toolkit developed by the algorithm team of Alibaba Cloud's Platform for AI(PAI).It is a companion tool to the best-practice solutions for Large Language Models(LLMs)on the PAI-Lingjun AI Computing ...

Manage users

This topic describes how to manage users.Applicable editions Enterprise Dedicated Create a user Log on to AI Coding Assistant Lingma(Lingma)as the enterprise administrator and navigate to the Enterprise Settings Users page...

Create and manage a workspace

A workspace is the primary organizing unit in Platform for AI(PAI).It centralizes the management of compute resources and user permissions for enterprises and teams.For AI developers,a workspace provides a full-stack ...

Context

Lingma supports rich context in AI Chat,such as code files,directories,images,and Git commits.You can combine this context with your own prompts to describe your requests.Add context In AI Chat,you can add context in three...

SLA disclaimer for specific PAI resource ...

Platform for AI(PAI)does not provide a Service Level Agreement(SLA)for the following resource specifications.If your purchased resources become unavailable,Alibaba Cloud will only refund the fees incurred during the ...

Custom images

AI Asset Management of Platform for AI(PAI)provides the custom image feature that allows you import existing images or build new images on the platform.This feature can meet various development and training requirements,...

Release notes

2025 October Release date Feature Description References 2025-10-17 Lingjun AI Computing Service GU7 series now supports the 570 driver.The Lingjun AI Computing Service GU7 series now supports the 570 driver.The PAI ...

Billing of QuickStart

This topic describes how QuickStart of Platform for AI(PAI)is billed.QuickStart is provided free of charge.You are charged for the resources that you use to train or deploy models.When you train models by using QuickStart,...

Scheduling policies

This topic describes the scheduling policies that you can configure.This helps you to optimize resource utilization when you configure a resource ...Each job submitted to Resource Quota in Platform for AI(PAI)has a priority...

Dataset accelerator

Dataset Accelerator(DatasetAcc)is a Platform as a Service(PaaS)service provided by Alibaba Cloud Platform for AI(PAI)to accelerate AI-powered datasets in the cloud.The service provides a centralized dataset acceleration ...

Default NV driver version upgrade for Lingjun ml....

Because NVIDIA has officially ended technical support for the R525 driver version,PAI will upgrade the default NVIDIA driver version to R535 starting from April 22,2025,to ensure the stability and compatibility of AI ...

DatasetFileMetaContentGet

defined tag group:user:A list of tag names that a user adds to a single metadata record.user-delete-ai-tags:A list of tag names from the algorithm tag group that the user wants to delete from a single metadata record.{"ai...

Install and configure PAI SDK for Python

PAI SDK for Python provides easy-to-use high-level APIs and enables Artificial Intelligence(AI)and machine learning engineers to train and deploy models in Platform for AI(PAI)in an efficient manner.PAI SDK for Python is ...

Compatible IDEs and operating systems

Visual Studio 2022 17.3.0 and later,or Visual Studio 2019 16.3.0 and later.Operating system:Windows 10 and later.Lingma IDE Fully integrates the AI coding assistant capabilities,offering a simpler and more seamless out-of-...

Use CNP to perform a performance evaluation

The number of nodes can be customized.By default,MatMul is used in this test case.Single machine test:The number of nodes can be customized.By default,Bert-base is used in this test case.AI model test:The AI models and the...

Billing of Dataset Accelerator

This topic describes the billing rules of Dataset Accelerator of Platform for AI(PAI).Billable items The following figure shows how Dataset Accelerator is billed.Billing methods The following table describes the billing ...
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