This article details Alibaba Cloud's end‑to‑end architecture for search and advertising recommendation, covering the data platform, AI services, feature‑store design, training and inference optimizations, and the integration of large language models for new recommendation scenarios.
This guide walks you through using Alibaba Cloud Data Transmission Service (DTS) to continuously synchronize production data from an RDS MySQL instance to an Elasticsearch cluster, covering prerequisites, task creation, verification, Kibana queries, and incremental sync testing.
This guide walks you through deploying the open‑source AI image‑generation tool ComfyUI on Alibaba Cloud Function Compute, covering prerequisite services, step‑by‑step configuration of the app and NAS storage, workflow execution, custom node installation, and cleanup to avoid unexpected charges.
This article explains how DNS logs serve as a foundation for network monitoring, security auditing, and performance troubleshooting, covering DNS parsing, record types, log‑audit integration with Alibaba Cloud SLS, practical query examples, and advanced analysis techniques for detecting anomalies and attacks.
This article introduces Alibaba Cloud's AI painting solution, showcases creative use cases, explains the underlying model architecture, and provides a step‑by‑step tutorial for deploying the service on ECS with DashScope in just a few minutes.
This article explains how Alibaba Cloud designed and deployed large‑language‑model agents for its service domain, covering background, ideal LLM deployment, the shift from explanation to problem solving, the agent framework, practical implementation, automation trade‑offs, training, evaluation, and real‑world impact.
This guide explains why many users still run self‑built Prometheus + Thanos, outlines the common deployment scenarios and pain points, and provides detailed step‑by‑step migration procedures—including metric collection, visualization, and alerting—for moving to Alibaba Cloud's fully managed Prometheus service across Kubernetes, ECS, and IDC environments.
This guide explains how to install Velero, configure Alibaba Cloud OSS credentials, create backup storage locations, perform manual and scheduled backups, restore clusters, use hooks, debug operations, expose Prometheus metrics, and handle disaster recovery for OpenShift environments.
This guide explains how to move from a self‑built open‑source Prometheus + Thanos monitoring stack to Alibaba Cloud's fully managed Prometheus service, covering typical deployment scenarios, migration requirements, step‑by‑step procedures for metric collection, visualization, and alerting, and key considerations for each environment.
Alibaba Cloud’s Tongyi Lingma code model achieved the highest 4+ rating in the trusted AI code‑model evaluation, and in an interview its product lead explains the model’s capabilities, the rigorous assessment process, real‑world enterprise benefits, and future development plans.
This guide explains the Direct Preference Optimization (DPO) algorithm for aligning large language models, demonstrates its advantages over RLHF, and provides a step‑by‑step tutorial on using Alibaba Cloud’s PAI‑QuickStart to fine‑tune the open‑source Qwen2 series, including data preparation, hyper‑parameter settings, training, deployment, and API usage.
This guide explains how to host code and artifact repositories on a private network and use Alibaba Cloud Effect pipelines to orchestrate CI/CD by creating private build clusters, installing runners, configuring service connections, and defining YAML pipelines that run entirely within the intranet.
This article explains the design, advantages, and detailed configuration of the new AliyunPipelineConfig CRD for Alibaba Cloud Log Service, covering its structure, field specifications, migration from AliyunLogConfig, validation, error handling, and practical examples for Kubernetes log collection.
This article explains the background of Alibaba Cloud SLS log collection, why the original AliyunLogConfig CRD became limiting, and introduces the new AliyunPipelineConfig CRD with clearer structure, built‑in validation, cross‑region/account support, upgrade paths, and practical examples for Kubernetes environments.
Semir Group’s senior data manager explains how the company unified multiple legacy data warehouses onto Alibaba Cloud’s MaxCompute, Hologres, and DataWorks, achieving stable data production, improved quality, reduced ETL time, and cutting annual data platform costs from over three million to around 1.8 million yuan.
This guide explains how to install, configure, and leverage the Grafana Alibaba Cloud OpenAPI plugin to visualize cloud resources, create alerts, and accelerate prototype validation in fast‑paced development environments.
This guide walks you through using Spring AI and Spring Cloud Alibaba AI to quickly create a Java chat application powered by Alibaba's Tongyi large‑model service, covering setup, configuration, core code, and verification steps for a functional generative AI chatbot.
This guide walks you through installing the Alibaba Cloud OpenAPI data source plugin for Grafana, configuring authentication and connection parameters, building queries and visual panels, and using the built‑in alert system to monitor cloud resources efficiently.
This article introduces Spring Cloud Alibaba AI, explains its relationship to Spring AI, and provides a step‑by‑step tutorial—including Maven setup, dependency configuration, code examples, and sample calls—to integrate Alibaba's Tongyi large‑model services for text QA, image generation, and speech synthesis in a Java Spring Boot application.
This guide walks you through using Alibaba Cloud's PAI‑DSW and the Free Prompt Editing algorithm to set up a personal AI‑generated content (AIGC) drawing assistant, covering environment setup, instance creation, WebUI parameter tuning, example edits, resource cleanup, and how to share your creations for rewards.
This guide explains how to quickly host the open‑source GPT‑SoVITS text‑to‑speech model on Alibaba Cloud Function Compute, covering its application scenarios, cloud‑native architecture, step‑by‑step deployment, voice training workflow, and how to generate speech using provided demos.
This guide introduces new Alibaba Cloud users to the fundamentals of cloud observability, explaining the metric‑trace‑log stack, the layered monitoring pyramid, and step‑by‑step how to set up out‑of‑the‑box resource monitoring, dashboards, alerts, and advanced integration options.
This article explains why distributed tracing is essential for modern cloud‑native systems, outlines the three toughest problems—instrumentation, data collection, and context propagation—and shows how Alibaba Cloud ARMS and OpenTelemetry provide a comprehensive, multi‑language solution for end‑to‑end traceability.
Learn how to quickly deploy a source‑code project to Alibaba Cloud's Serverless Application Engine (SAE) in just two steps—preparing a Git repository and creating an application—using the open‑source Excalidraw example, with detailed configuration, security, performance, and upgrade insights.
This guide explains how to integrate Milvus vector search with Alibaba Cloud PAI to create a Retrieval‑Augmented Generation (RAG) solution, covering background, prerequisites, deployment steps, configuration parameters, and practical usage through the Web UI.
Manbang Group scaled its digital freight platform by replacing self‑built Eureka and ZooKeeper clusters with Alibaba Cloud MSE Nacos and ZooKeeper, achieving seamless traffic migration, dramatic performance gains, and high‑availability features such as push‑empty protection and incremental pull for Eureka clients.
Learn how to integrate Alibaba Cloud's low‑cost spot (preemptible) instances with Knative serverless workloads, configure pod annotations, handle automatic replacement, monitor eviction events, and apply best‑practice YAML settings to achieve cost‑effective, resilient deployments on a cloud‑native platform.
This tutorial walks through installing Docker on an Alibaba Cloud server, pulling and running the Nextcloud container, configuring firewall ports, initializing the service, and verifying the private cloud storage works, providing step‑by‑step commands and screenshots for a complete deployment.
This article reviews the evolution of Mixture-of-Experts (MoE) models, details Alibaba Cloud’s collaboration with NVIDIA’s Megatron-Core to build a high-performance MoE framework, and presents extensive training optimizations, benchmark results, conversion tools, and best-practice guidelines for large-scale LLM development and deployment.
This guide demonstrates how cloud disk type influences the performance of Alibaba Cloud's Kafka instances, detailing a CADT‑driven deployment, step‑by‑step load‑testing procedure, required prerequisites, and architecture overview to help users select optimal specifications.
This comprehensive guide walks AI developers through building a Retrieval‑Augmented Generation (RAG) chatbot on Alibaba Cloud PAI, covering architecture, vector store setup, model deployment, knowledge ingestion, multi‑modal retrieval, fusion, re‑ranking, prompt design, and end‑to‑end configuration with code examples.
This article explains how Heartbeat Game created a cloud‑native big data platform on Alibaba Cloud using DataWorks, detailing the end‑to‑end data pipeline, a universal logical data model for games, and the advantages of the GS‑LBDM architecture for AI, risk control, and analytics scenarios.
PAI‑TorchAcc, an Alibaba Cloud AI platform accelerator, offers a seamless PyTorch interface that integrates HuggingFace models and employs LazyTensor‑based static graph conversion, multi‑strategy distributed training, and extensive GPU optimizations to dramatically boost throughput for 1B‑175B parameter models, surpassing PyTorch native and Megatron‑LM performance.
This guide shows how to use Alibaba Cloud Container Compute Service (ACS) to create a private Palworld game server with Kubernetes resources, cost‑effective serverless scaling, and optional best‑effort instances, including step‑by‑step commands and YAML configurations.
This guide shows how to deploy a cost‑effective, secure Stable Diffusion XL Turbo text‑to‑image service on an Alibaba Cloud ACK cluster using CPU‑only instances, Helm charts, and optional confidential TDX VM pools for protected inference.
This article explains why direct file storage on application servers is not scalable, introduces Alibaba Cloud OSS as an object storage solution, walks through bucket creation, access key management, Node.js upload code, temporary credentials for browser uploads, CDN integration, and security considerations, providing a complete end‑to‑end upload workflow.
This guide walks you through creating, configuring, and launching a Palworld dedicated server on Alibaba Cloud, covering account setup, instance selection, network settings, and in‑game connection steps so you can play with friends quickly and reliably.
This article presents a detailed performance comparison of cloud RDS MySQL services across major providers, examining x86 versus ARM architectures, various storage options, and cost‑performance ratios, and concludes with practical recommendations for choosing the most suitable configuration.
This guide walks AI developers through downloading the Mixtral 8x7B MOE large language model, fine‑tuning it with Swift or Deepspeed on Alibaba Cloud PAI‑DSW, testing inference with Transformers, and finally deploying the tuned model as an online service using PAI‑EAS.
This guide walks readers through using ModelScope’s SwingDeploy service to locate, configure, and instantly deploy open‑source AI models to Alibaba Cloud Function Compute, explaining the resources created, how to invoke the model via HTTP triggers, and how to optimize performance with provisioned instances, logging, and concurrency settings.
This guide explains how to use Alibaba Cloud Message Queue Kafka's no‑code, fully managed, serverless dump feature to transfer data to OSS, covering its benefits, typical scenarios, required prerequisites, step‑by‑step configuration, testing, and verification of the resulting objects.
This tutorial walks through preparing an Alibaba Cloud server, installing Docker and Docker‑Compose, resolving permission issues, setting up Nginx and Jenkins containers, configuring docker‑compose.yml and nginx.conf, and finally launching the environment with Docker commands, providing a complete CI/CD deployment pipeline.
Shuhe Technology replaced a cumbersome Kafka‑to‑ECS/K8s log‑processing pipeline with Alibaba Cloud Function Compute, achieving faster, more elastic, and cost‑effective handling of massive application logs while reducing operational overhead and simplifying maintenance.
This article summarizes Li Yu's presentation on Alibaba Cloud EMR's deep collaboration with the StarRocks community, detailing major contributions across versions, the serverless StarRocks product’s core capabilities, and future plans to enhance OLAP‑lakehouse integration, performance, and cloud‑native elasticity.
This guide walks you through setting up Alibaba Cloud PAI Lingjun resources, preparing Qwen‑7B/14B/72B models, preprocessing large‑scale WuDao data, configuring distributed training with Megatron‑LM, performing continued pre‑training and supervised fine‑tuning, and finally deploying the model as an online service via PAI‑EAS.
The 2023 Yunqi Conference in Hangzhou showcased the latest advances in cloud computing and big‑data technologies, examined the evolution from big‑data 1.0 to 3.0, discussed the key difficulties of making big data cloud‑native, and presented a practical case study of MiHoYo’s cloud‑native transformation.
This article explains how Alibaba Cloud's Serverless Function Compute combined with Database Change Data Capture (CDC) creates a complete, real‑time ETL pipeline, detailing the ETL model, DTS integration, architecture components, event‑driven processing, and practical use cases such as OLTP‑to‑OLAP data flow.
This article, based on a presentation by Flink CDC and Apache Flink community leaders, explores CDC real‑time integration challenges, delves into Flink CDC’s core technologies such as incremental snapshot and lock‑free processing, and demonstrates Alibaba Cloud’s enterprise‑grade solutions for end‑to‑end real‑time data pipelines.
In November 2023, Alibaba Cloud suffered a massive outage that disrupted client, web, and mobile access for nearly eight hours, affecting a wide range of Alibaba products, over 300,000 enterprise customers, and numerous global data centers, highlighting the fragility of large-scale cloud services.
An interview with a former physics student turned Alibaba Cloud engineer reveals how a bold shift to software engineering led to a three‑fold performance gain in distributed scheduling, while offering practical advice on learning, mindset, and applying technology to everyday life.
On November 12, Alibaba Cloud suffered a global-scale failure that disrupted dozens of Alibaba‑affiliated apps—including Taobao, DingTalk, and Aliyun Drive—affecting services from e‑commerce to campus laundry, prompting widespread frustration and sparking discussions about cloud reliability and potential migration to other providers.
An Alibaba Cloud outage on November 12, 2023 caused yellow alerts, console and API failures, and service disruptions for Alibaba products such as Taobao, Xianyu, DingTalk, and Yuque, traced to an OSS storage component failure and detailed with a timeline, cause analysis, and personal reflections.
The guide explains how Alibaba Cloud Codeup integrates the CodeBlitz WebIDE, detailing its default WebIDE access, core features such as code browsing, search, syntax services, GitGraph and CodeRunnerForWeb, and provides step‑by‑step instructions for installing the IDE package, adding language packs, plugins, filesystem and third‑party Git service integrations, plus a lightweight editor component.
This guide shows how to install Alibaba Cloud's AI coding assistant Tongyi Lingma for VS Code and JetBrains IDEs, outlines the step‑by‑step process, and highlights its real‑time code generation, test creation, and documentation features.
This article introduces Alibaba Cloud DataWorks' intelligent data modeling tool, outlines the data demand flow, shares best practices and hands‑on demonstrations for data warehouse modeling, discusses common challenges and their solutions, and provides Q&A and product details for developers and data engineers.
This guide walks you through setting up Alibaba Cloud OpenSearch Vector Search and LLM Intelligent Q&A editions, covering environment preparation, instance creation, data source configuration, field and index setup, document ingestion, query processing, and a complete Java SDK demo for building a flexible enterprise conversational search system.
This article traces Alibaba Cloud's network transformation—from early classic two‑layer networks to dedicated VPCs, hardware‑accelerated gateways, smart NICs, and NFV‑based virtualized network functions—highlighting the business drivers, architectural challenges, and the progressive solutions that enable massive, elastic, and secure cloud networking.
This guide walks you through registering for Alibaba Cloud, enabling Serverless Application Engine (SAE), configuring continuous deployment from a source repository, and launching a simple click‑to‑play game, all within about five minutes of setup.
This article details how Lixun Logistics migrated from an IDC‑based architecture to a fully cloud‑native environment using Alibaba Cloud Service Mesh ASM, addressing version‑upgrade challenges, heterogeneous system governance, complex operations, and achieving 40% faster operations and a 50% reduction in implementation time.
IDC’s 2022 report shows China’s public‑cloud big data platform market reached 49.6 billion RMB with a 47.2% YoY surge, and Alibaba Cloud captured a leading 40.5% share, driven by its extensive product suite and strong industry adoption across finance, telecom, and manufacturing.
This guide walks you through registering an Alibaba Cloud account, enabling Function Compute and NAS, deploying a Stable Diffusion instance, adding ControlNet, and handling common cost questions, enabling you to create light‑shadow text images in just a few minutes.
This article explains how enterprises can implement data security governance in China's digital economy era, covering relevant laws, the essence and direction of data security, Alibaba Cloud DataWorks practices, scenario cases, and a Q&A, offering practical guidance for compliance and risk management.
This article explains how developers can dramatically improve productivity by using the free Alibaba Cloud Toolkit IDE plugin to automate packaging, remote deployment, SSH proxy, real‑time log viewing, and quick Dubbo project creation across Windows, ECS, EDAS, and Kubernetes environments.
This guide walks you through claiming a free SAE trial, creating a Serverless application, configuring public access, and submitting your deployment for the 4th Cloud Native Programming Challenge, providing practical steps and essential links for a successful migration to Alibaba Cloud's Serverless Application Engine.
This guide walks you through using Alibaba Cloud's PAI platform to quickly fine‑tune Llama 2 with LoRA or full‑parameter methods, deploy the models as online inference services, and launch an interactive WebUI, covering preparation, data formatting, training jobs, and deployment details.
This guide walks you through using Meta's open‑source Llama 2 models on Alibaba Cloud's PAI platform, covering low‑code LoRA fine‑tuning, full‑parameter fine‑tuning with PAI‑DSW, and rapid WebUI deployment via PAI‑EAS, complete with step‑by‑step instructions, code snippets, and resource requirements.
Tim's Coffee transformed its legacy systems into a fully containerized, micro‑service, cloud‑native platform, using Kubernetes, Dubbo, ARMS, Prometheus and Grafana to boost deployment efficiency, scalability, cost savings, and observability, while tackling alert storms and improving development productivity.
This article explains common storage types—file (NAS), block (EBS), and object (OSS)—detailing their physical foundations, performance metrics, underlying Alibaba Cloud architectures, protocol differences, and ideal application scenarios to help readers select the most suitable storage solution for any workload.
This guide explains how to leverage Alibaba Cloud Container Service ACK's AI suite and DeepSpeed to efficiently run distributed large‑language‑model training on Kubernetes, covering prerequisites, configuration, command‑line deployment, monitoring with TensorBoard, and performance‑optimizing techniques.
This article presents an end‑to‑end overview of Alibaba Cloud’s Machine Learning PAI platform, detailing the three‑stage ML workflow, challenges in model development, the role of pre‑trained and open‑source models, PAI’s architecture, a hands‑on demo, and MLOps best practices for efficient model deployment.
This article outlines Alibaba Cloud’s DataV journey, the industry‑wide Data Visualization Service Capability Grading Requirements, the three maturity stages, and the team’s award‑winning history, illustrating how standardized tools and processes elevate data‑driven decision making.
The Dynamic Graph Sampling (DGS) service, built on GraphLearn, delivers sub‑20 ms latency for real‑time GNN inference on large, constantly evolving graphs by separating storage from computation, using event‑driven pre‑sampling, lazy multi‑hop concatenation, and a publish‑subscribe architecture that scales linearly across distributed workers.
Alibaba Cloud's PAI‑EAS now supports Spot Instances, letting users run latency‑tolerant inference tasks on pre‑emptible compute resources and achieve up to 90% cost savings compared with on‑demand instances, while offering flexible bidding, protection periods, multi‑spec selection, and automatic scaling.
This step‑by‑step tutorial shows how to set up Alibaba Cloud DataWorks and MaxCompute, bind them together, and use free trial resources to explore public big‑data datasets such as Alibaba e‑commerce, Github events, and custom data with SQL queries and visualizations.
This article provides a step‑by‑step guide on configuring Alibaba Cloud Live streaming URLs, implementing push and playback functions in a ThinkPHP application, and using FFMPEG and Hls.js, complete with annotated PHP code examples for developers.
This guide walks you through registering for Alibaba Cloud, enabling Function Compute and NAS, creating a Stable Diffusion application from a template, configuring the admin console, uploading the model, optionally building a custom Docker image, and troubleshooting common issues, all with step‑by‑step instructions and code examples.
This guide walks you through using Alibaba Cloud's PAI‑EAS to quickly deploy the open‑source Stable Diffusion text‑to‑image model with a low‑code WebUI, covering preparation, service configuration, inference testing, and common troubleshooting tips for performance and file management.
This guide explains how to set up Alibaba Cloud SMS, configure the required Access Key ID and Secret, install the SDK, and use ThinkPHP6 to call the SMS API with sample PHP code, highlighting the steps and placeholders that must be replaced with your own credentials.
This guide shows how to map a Stable Diffusion container's dynamic paths to Alibaba Cloud NAS, configure Serverless Devs, deploy the application, and upload model files via a visual admin UI or NAS commands, enabling fast AI image generation on a cloud‑native platform.
This guide explains why Grafana is essential for modern monitoring, outlines its key features, and provides a step‑by‑step tutorial for creating and configuring Grafana dashboards on Alibaba Cloud, including service provisioning, data source integration, and panel customization.
Alibaba Cloud unveiled the fully serverless Elasticsearch architecture at the 2023 Elastic China Developer Conference, highlighting cloud‑native upgrades, the OpenStore storage engine, and TimeStream time‑series enhancements that dramatically improve cost efficiency, scalability, and query performance.
This guide walks developers through setting up a stable overseas OpenAI API proxy using Alibaba Cloud Function Compute, covering prerequisite installations, command‑line and Application Center deployments, and how to integrate the proxy with existing ChatGPT projects.
Shuhe Technology leveraged Alibaba Cloud Container Service with Knative and ECI virtual nodes to achieve auto‑scaling, multi‑version management, and up to 60% cost reduction for AI model services, dramatically improving resource efficiency and stability under burst traffic.
This article outlines Alibaba Cloud EMR's three‑stage evolution—compatibility, contribution, and beyond open source—detailing its early Hadoop adoption, Flink and Spark innovations, cloud‑native optimizations, and enterprise‑grade features such as Remote Shuffle Service, performance benchmarks, and integrated diagnostics.
This article explains the unique characteristics of Serverless Containers, how they impact Kubernetes architecture, Alibaba Cloud's ECI implementation, the design of Serverless Kubernetes, its limitations, scalability challenges, and the strategies used to address them.
The 2023 Immersion Liquid‑Cooling Smart Computing Summit in Quzhou gathered leading firms like Alibaba Cloud, OPPO and ODCC to showcase nine new research results, discuss standards, share expert insights on architecture, signal integrity and power design, and outline the future of green, high‑performance data‑center infrastructure.
This article summarizes Alibaba Cloud senior product expert He Yuan's presentation on EMR 2.0, outlining the challenges of open‑source big data, the evolution of EMR, and the new features—including cloud‑native architecture, enhanced performance, diverse resource models, and expanded analysis scenarios—aimed at reducing cost and complexity.
This article revisits cloud computing by tracing the evolution of compute power, exploring Alibaba Cloud’s infrastructure breakthroughs such as the CIPU processor and its core platforms, and analyzing how these advances reshape elastic, big‑data, high‑performance, and AI workloads while highlighting trust, cost, and self‑service challenges.
The article outlines SONiC's evolution as an open‑source cloud networking OS, highlights Alibaba Cloud's pioneering large‑scale deployment of SONiC‑based white‑box optical devices, and details the formation and goals of the SONiC‑OTN working group to extend SONiC into optical transport networking.
Alibaba's self‑developed white‑box switches, built since 2018, enable hyperscale data‑center access, operation, and evolution through scale‑out CLOS architecture, SDN openness, SONiC OS, full‑link automation, BMC management, and ecosystem standards like S³IP and QSFP112, driving cost‑effective, automated cloud networking.
This guide explains why MySQL monitoring is critical, defines five key metric dimensions, shows how to collect them with Prometheus and the MySQL Exporter, provides ready‑to‑use alert rules, and walks through the full setup and dashboard creation on Alibaba Cloud.
This guide details Alibaba Cloud Redis development standards, including readable key naming, value size limits, safe command usage, client connection pooling, eviction policies, useful tooling, and efficient big‑key deletion methods, helping engineers build high‑performance, reliable Redis services.
On December 18, 2023, Alibaba Cloud's Hong Kong Region experienced a severe cooling‑system failure that caused a 14‑hour outage of ECS, OSS, EBS, RDS and other services, prompting extensive emergency procedures, service impact analysis, and a detailed post‑mortem with improvement actions.
On December 18, 2022, Alibaba Cloud's Hong Kong Region Zone C suffered a massive service interruption—the longest in its operational history—prompting a detailed incident response, extensive service impact across compute, storage, and networking, and a thorough analysis that led to concrete infrastructure and communication improvements.
This article shares engineering practices for constructing a tag‑profile system, covering core concepts, minimal architecture, technology selection, key modules such as estimation, selection, deployment, and validation, and offers design details and implementation tips for large‑scale marketing scenarios.
The article traces Alibaba Cloud’s large‑scale data‑center network evolution, explains the motivations behind its self‑developed white‑box platforms, details the design and growth of the AliNOS network operating system built on SONiC, and discusses current capabilities and future challenges such as routing, IPv6, SRv6, and endpoint‑network integration.
This article introduces Alibaba Cloud’s open‑source PAI‑Diffusion series, detailing its Latent Diffusion Model foundation, Chinese CLIP alignment, super‑resolution components, and showcases diverse artistic and real‑world text‑to‑image generation scenarios, while providing guidance on accessing the models via Alibaba Cloud AI Center, PAI‑DSW, and HuggingFace Space.
This guide explains how to use Alibaba Cloud's Serverless Function Compute together with Message Service and Connector to create a cost‑effective, high‑throughput, low‑latency message‑consumption pipeline, covering architecture, key features, step‑by‑step configuration, code examples, and best‑practice recommendations.
At EMNLP 2022, Alibaba Cloud’s PAI platform showcased three pioneering few-shot NLP papers—KECP, SpanProto, and UPT—demonstrating advanced prompt-tuning techniques, knowledge-enhanced models, and a unified learning paradigm that push the boundaries of low-resource language understanding.
Alibaba Cloud’s Function Compute introduced a self‑select specification feature that decouples CPU, memory, disk, and GPU limits, enabling granular resource allocation, high‑density deployment, and scheduling optimizations that can cut serverless function costs by up to 56% while maintaining performance.
