dotMemoryJetBrains
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About
GPUs bring data in and out quickly, but have little locality of reference because of their small caches. They are geared towards applying a lot of compute to little data, not little compute to a lot of data. The networks designed to run on them therefore execute full layer after full layer in order to saturate their computational pipeline (see Figure 1 below). In order to deal with large models, given their small memory size (tens of gigabytes), GPUs are grouped together and models are distributed across them, creating a complex and painful software stack, complicated by the need to deal with many levels of communication and synchronization among separate machines. CPUs, on the other hand, have large, much faster caches than GPUs, and have an abundance of memory (terabytes). A typical CPU server can have memory equivalent to tens or even hundreds of GPUs. CPUs are perfect for a brain-like ML world in which parts of an extremely large network are executed piecemeal, as needed.
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About
dotMemory is a .NET memory profiler that can be launched right from Visual Studio, used as a plugin in JetBrains Rider, or used as a standalone tool. dotMemory lets you profile applications based on any supported version of .NET Framework, .NET Core, .NET, ASP.NET web applications, IIS, IIS Express, Windows services, Universal Windows Platform applications, and more. On macOS and Linux, dotMemory can be used only as part of JetBrains Rider or as a command-line profiler. dotMemory lets you import raw Windows memory dumps obtained using the task manager or process explorer, and analyze them as regular memory snapshots. By doing so, you can take advantage of automatic inspections, retention diagrams, and other sophisticated dotMemory features. Understanding of how memory is retained in your application is essential in order to successfully optimize it. In this view, the hierarchy of dominators (objects that exclusively retain other objects in memory) is shown on a sunburst chart.
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Audience
Companies doing AI and ML development
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Audience
Individuals requiring a solution to profile applications, analyze them, and make automatic inspections
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Support
Phone Support
24/7 Live Support
Online
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Support
Phone Support
24/7 Live Support
Online
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API
Offers API
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API
Offers API
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Screenshots and Videos |
Screenshots and Videos |
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Pricing
No information available.
Free Version
Free Trial
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Pricing
$469 per year
Free Version
Free Trial
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Reviews/
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Reviews/
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Training
Documentation
Webinars
Live Online
In Person
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Training
Documentation
Webinars
Live Online
In Person
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Company InformationNeural Magic
Founded: 2018
United States
neuralmagic.com
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Company InformationJetBrains
Czech Republic
www.jetbrains.com/dotmemory/features/
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