Documentation
中文

MindStudio Facilitates Ascend Native Development

MindStudio
Command Line Tool Set
Training Development
Analysis and Migration
Accuracy Debugging
Performance Tuning
Inference Development
Model Conversion
Model Compression
Accuracy Debugging
Performance Tuning
Operator Development
Operator Design
Anomaly Detection
Operator Tuning
Operator Debugging
Operator Project
Visualization Tool
MindStudio Insight
Easier Training Development
One-stop development platform comprising programming and development systems and E2E training toolchain

Key Features

Accuracy Debugging
Training DevelopmentInference Development
Offers debugging features including data dump, overflow/underflow detection, and accuracy comparison, outputting detailed accuracy diagnostics to help you quickly isolate and identify the root causes of model accuracy issues.
Data dump obtains accuracy debugging data, including the inputs and outputs of the model intermediate layer.
Overflow/Underflow detection detects overflows/underflows during model running and checks for INF/NAN values.
Accuracy comparison compares the model's intermediate layer data with GPU/CPU results and outputs accuracy evaluation metrics.

Use Cases

MindStudio Accelerates the Deployment of Mobile Smart Home Solutions
MindStudio offers tools for inference debugging/tuning and model compression to address model accuracy and resource optimization issues for smart home, ensuring fast deployment and improved inference performance. Working with China Mobile, Ascend makes AI services easy to use and available to all.
MindStudio Speeds Large-Scale Cluster Performance Tuning
Customer Requirements
With customers deploying LLMs and multimodal models that rely on large-scale cluster computing, there is a need for a robust solution to identify bottlenecks, optimize performance, and locate problems.
Solution
MindStudio's system tuning tool offers dynamic, real-time performance data collection and analysis that operates without interrupting training services. With expert recommendations and visualized cluster metrics, it helps users rapidly pinpoint bottlenecks, greatly enhancing performance tuning efficiency.
Benefits
Long-term stable training; high performance tuning efficiency
Weeks -> days
MindStudio Facilitates the Development of Custom Ascend C High-Performance Operators
Customer Requirements
For services involving recommendation systems, OCR, NLP, search, and sorting, combined with training and inference on large-scale clusters, developing custom operators is essential to meet high-performance requirements.
Solution
MindStudio provides an operator development tool for onboard operator tuning and simulation profiling, along with msProf op and MindStudio Insight to display operator profile data and visualize tuning processes. Analyzing onboard and simulation data allows rapid identification of operator performance bottlenecks, enhancing tuning efficiency.
Benefits
Improved operator performance
20%–80%
Tuning efficiency
Weeks -> days