What is Training Throughput?

Training throughput is the rate at which a Machine Learning (ML) or deep learning training system processes data or training steps over time, usually measured in samples per second, tokens per second, or steps per second. Expanded Explanation 1. Technical Function and Core Characteristics Training throughput quantifies how much training work a system completes in a unit of time under defined conditions. It typically reflects interactions among model architecture, batch size, numerical

How widely is Training Throughput used?

1 article references Training Throughput.

What is Training Throughput most closely associated with?

Training Throughput is most closely associated with AI infrastructure and Artificial Intelligence.

Training Throughput

Last updated August 24, 2026

Human View Machine View

This is the page you're already on — the Human View toggle above shows it in full.

A green key on the record, left, is one Decision Insights added. It doesn't exist on the company's site or in a wire feed. The same key labels its row on the right, so you can match them directly. More on how DI enriches a record.

The record

This is what the machine sees: the exact JSON-LD an agent receives for this listing.

WebSite

{
  "@context": "https://schema.org",
  "@id": "https://decisioninsights.ai/#website",
  "@type": "WebSite",
  "name": "Decision Insights",
  "potentialAction": {
    "@type": "SearchAction",
    "target": {
      "@type": "EntryPoint",
      "urlTemplate": "https://decisioninsights.ai/search/?q={search_term_string}\u0026submit=1"
    }
  },
  "publisher": {
    "@id": "https://decisioninsights.ai/#organization"
  },
  "url": "https://decisioninsights.ai"
}

Organization

{
  "@context": "https://schema.org",
  "@id": "https://decisioninsights.ai/#organization",
  "@type": "Organization",
  "contactPoint": {
    "@type": "ContactPoint",
    "contactType": "customer support",
    "email": "[email protected]"
  },
  "description": "Decision Insights is a Registry of technology companies, open source projects, and industry terms, built for people and for AI agents that need sourced, structured information.",
  "logo": {
    "@type": "ImageObject",
    "url": "https://wiretap-cdn-assets.nyc3.cdn.digitaloceanspaces.com/decision-insights/[email protected]"
  },
  "name": "Decision Insights",
  "parentOrganization": {
    "@type": "Organization",
    "name": "Wiretap Labs",
    "sameAs": [
      "https://www.linkedin.com/company/wiretap-labs",
      "https://www.crunchbase.com/organization/wiretap-labs"
    ],
    "url": "https://wiretaplabs.com"
  },
  "publishingPrinciples": "https://decisioninsights.ai/standards/",
  "sameAs": [
    "https://www.linkedin.com/company/decisioninsights"
  ],
  "url": "https://decisioninsights.ai"
}

BreadcrumbList

{
  "@context": "https://schema.org",
  "@type": "BreadcrumbList",
  "itemListElement": [
    {
      "@type": "ListItem",
      "item": "https://decisioninsights.ai",
      "name": "Decision Insights",
      "position": 1
    },
    {
      "@type": "ListItem",
      "item": "https://decisioninsights.ai/term/",
      "name": "Glossary",
      "position": 2
    },
    {
      "@type": "ListItem",
      "item": "https://decisioninsights.ai/term/training-throughput/",
      "name": "Training Throughput",
      "position": 3
    }
  ]
}

DefinedTerm

{
  "@context": "https://schema.org",
  "@id": "https://decisioninsights.ai/term/training-throughput/#definedterm",
  "@type": "DefinedTerm",
  "additionalProperty": [
    {
      "@type": "PropertyValue",
      "name": "Articles mentioning this entity",
      "value": 1
    },
    {
      "@type": "PropertyValue",
      "name": "Related terms",
      "valueReference": [
        {
          "@id": "https://decisioninsights.ai/term/throughput/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/throughput/",
          "name": "Throughput"
        },
        {
          "@id": "https://decisioninsights.ai/term/data-throughput/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/data-throughput/",
          "name": "Data Throughput"
        },
        {
          "@id": "https://decisioninsights.ai/term/throughput-optimization/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/throughput-optimization/",
          "name": "Throughput Optimization"
        },
        {
          "@id": "https://decisioninsights.ai/term/io-throughput/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/io-throughput/",
          "name": "I/O Throughput"
        },
        {
          "@id": "https://decisioninsights.ai/term/throughput-efficiency/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/throughput-efficiency/",
          "name": "Throughput Efficiency"
        },
        {
          "@id": "https://decisioninsights.ai/term/machine-learning-acceleration/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/machine-learning-acceleration/",
          "name": "Machine Learning Acceleration"
        },
        {
          "@id": "https://decisioninsights.ai/term/ai-acceleration/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/ai-acceleration/",
          "name": "AI Acceleration"
        },
        {
          "@id": "https://decisioninsights.ai/term/trainium/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/trainium/",
          "name": "AWS Trainium"
        }
      ]
    },
    {
      "@type": "PropertyValue",
      "name": "Related terms (co-occurring topics)",
      "valueReference": [
        {
          "@id": "https://decisioninsights.ai/term/ai-infrastructure/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/ai-infrastructure/",
          "name": "AI infrastructure"
        },
        {
          "@id": "https://decisioninsights.ai/term/ai-artificial-intelligence/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/ai-artificial-intelligence/",
          "name": "Artificial Intelligence"
        },
        {
          "@id": "https://decisioninsights.ai/term/caching/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/caching/",
          "name": "Caching"
        },
        {
          "@id": "https://decisioninsights.ai/term/cloud/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/cloud/",
          "name": "Cloud"
        },
        {
          "@id": "https://decisioninsights.ai/term/data-center/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/data-center/",
          "name": "Data Center"
        },
        {
          "@id": "https://decisioninsights.ai/term/enterprise/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/enterprise/",
          "name": "Enterprise"
        },
        {
          "@id": "https://decisioninsights.ai/term/gpu/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/gpu/",
          "name": "Graphics Processing Unit"
        },
        {
          "@id": "https://decisioninsights.ai/term/latency/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/latency/",
          "name": "Latency"
        },
        {
          "@id": "https://decisioninsights.ai/term/network-operator/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/network-operator/",
          "name": "Network Operator"
        },
        {
          "@id": "https://decisioninsights.ai/term/sd-storage/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/sd-storage/",
          "name": "Storage"
        }
      ]
    }
  ],
  "description": "Training throughput is the rate at which an AI training system processes data or training steps over time, typically measured in samples, tokens, or steps per second, and it matters for planning, tuning, and economically operating enterprise machine learning infrastructure.",
  "inDefinedTermSet": {
    "@id": "https://decisioninsights.ai/term/#termset",
    "@type": "DefinedTermSet",
    "url": "https://decisioninsights.ai/term/"
  },
  "name": "Training Throughput",
  "subjectOf": [
    {
      "@id": "https://decisioninsights.ai/alluxio-reports-strong-q2-with-customer-growth-ai-data-latency-improvements/#blogposting",
      "@type": "NewsArticle",
      "headline": "Alluxio Reports Strong Q2 with Customer Growth, AI Data Latency Improvements",
      "isBasedOn": {
        "@type": "CreativeWork",
        "sourceOrganization": {
          "@type": "Organization",
          "name": "GlobeNewswire"
        },
        "url": "https://www.globenewswire.com/news-release/2025/08/27/3140020/0/en/Alluxio-Closes-Strong-Q2-with-Customer-Growth-Sub-Millisecond-Latency-Capability-for-AI-Data-Record-MLPerf-Storage-v2-0-Benchmark-Results.html"
      },
      "url": "https://decisioninsights.ai/alluxio-reports-strong-q2-with-customer-growth-ai-data-latency-improvements/"
    }
  ],
  "url": "https://decisioninsights.ai/term/training-throughput/"
}

CollectionPage

{
  "@context": "https://schema.org",
  "@id": "https://decisioninsights.ai/term/training-throughput/",
  "@type": "CollectionPage",
  "dateModified": "2026-08-24T03:08:22Z",
  "description": "Training throughput is the rate at which an AI training system processes data or training steps over time, typically measured in samples, tokens, or steps per second, and it matters for planning, tuning, and economically operating enterprise machine learning infrastructure.",
  "isPartOf": {
    "@id": "https://decisioninsights.ai/#website"
  },
  "mainEntity": {
    "@id": "https://decisioninsights.ai/term/training-throughput/#definedterm"
  },
  "name": "Training Throughput",
  "sdDatePublished": "2026-08-24",
  "sdPublisher": {
    "@id": "https://decisioninsights.ai/#organization"
  },
  "url": "https://decisioninsights.ai/term/training-throughput/"
}

What we add

Graph

A glossary entry defines a term and stops there. It doesn't show where the term is actually being used or written about. We track and link every article that covers it.

NewsArticle Alluxio Reports Strong Q2 with Customer Growth, AI Data Latency Improvements

Counted facts

A dictionary definition doesn't say how often a term is actually used. This counts it across the graph -- articles that mention it, open source projects tagged with it, and the organizations tagged with it, listed here alongside the count. A term has no peer companies, and nothing here claims otherwise.

Articles mentioning this entity 1 Related terms Related terms (co-occurring topics)

The person who sent this agent gets an answer they can act on

Somebody dispatched this agent to evaluate Training Throughput for a real decision: a shortlist, a vendor comparison, a purchase. "Training Throughput makes X" isn't something they can act on; they need to know the claim is real and where it came from. Follow one enriched link from Act 2 and see what the agent can actually hand back to them:

The record DefinedTerm Training Throughput
One of its 1 linked records NewsArticle Alluxio Reports Strong Q2 with Customer Growth, AI Data Latency Improvements https://decisioninsights.ai/alluxio-reports-strong-q2-with-customer-growth-ai-data-latency-improvements/
The primary source CreativeWork globenewswire.com https://www.globenewswire.com/news-release/2025/08/27/3140020/0/en/Alluxio-Closes-Strong-Q2-with-Customer-Growth-Sub-Millisecond-Latency-Capability-for-AI-Data-Record-MLPerf-Storage-v2-0-Benchmark-Results.html

Our summary is written by Decision Insights Signals. The source keeps its own byline. Both are in the JSON.