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Google Tensor

Google Tensor — Specifications and benchmarks. .

These specifications are supported by the linked sources. Core counts, clocks and memory capacities do not predict workload performance. Check benchmark versions, environments and sample counts.

Evidence review in progress · Search indexing deferred

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Related hardware

Compute

ParameterValue and conditions
CPU cores
8
Source and conditions

View source ↗

{
  "state": "known",
  "raw_label": "Total Cores",
  "raw_value": "8",
  "qualifiers": {
    "evidence_type": "review-published-specification",
    "notebookcheck_id": "14022",
    "release_status": "not independently verified",
    "source_field": "Total Cores",
    "source_product_url": "https://www.notebookcheck.net/Google-Tensor-Processor-Benchmarks-and-Specs.581802.0.html",
    "source_row": 150,
    "variant_status": "GPU configuration may be pooled; CPU core variant retained"
  },
  "document_id": "platform-nb-cpu-full-9593510551dc5ce3"
}
threads
8
Source and conditions

View source ↗

{
  "state": "known",
  "raw_label": "Total Threads",
  "raw_value": "8",
  "qualifiers": {
    "evidence_type": "review-published-specification",
    "notebookcheck_id": "14022",
    "release_status": "not independently verified",
    "source_field": "Total Threads",
    "source_product_url": "https://www.notebookcheck.net/Google-Tensor-Processor-Benchmarks-and-Specs.581802.0.html",
    "source_row": 150,
    "variant_status": "GPU configuration may be pooled; CPU core variant retained"
  },
  "document_id": "platform-nb-cpu-full-9593510551dc5ce3"
}

Public benchmarks

Compare results with matching versions, scenes, settings and statistics. A run count of 0 identifies an aggregate or reported value, not a newly measured run.

AI Benchmark (9)

AI Benchmark AI Score

609 points

Run count: 0 (aggregate / reported value)

View source ↗

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  "comparison_readiness": "source-reported-only",
  "condition": {
    "benchmark": "AI Benchmark",
    "environment": {
      "accelerator": "Google Tensor TPU",
      "asset_checksum_status": "unavailable",
      "evidence_origin": "benchmark-author-reported",
      "evidence_type": "source-reported",
      "library_codes": "nn",
      "metric_semantics": "suite score; not TOPS or tokens/s",
      "population": "Published results; individual run records and exact software builds unavailable",
      "precision": "mixed",
      "settings_status": "unknown",
      "source_chipset": "Google Tensor",
      "source_sample_count": null,
      "statistic": "reported"
    },
    "scene": "AI Score",
    "scene_checksum": "source-workload:benchmark.ai_benchmark_ai_score",
    "version": "public ranking; build unknown"
  },
  "condition_id": "f3dc82497d729d90a49a",
  "document_id": "bench-platform-ai-ranking-44de91de5539fb06",
  "example_record_ids": [
    "Google Tensor:Google Tensor TPU:nn:AI Score"
  ],
  "measured_from": null,
  "measured_to": null,
  "parameter_id": "benchmark.ai_benchmark_ai_score",
  "population": "Published results; individual run records and exact software builds unavailable",
  "product_id": "google-tensor",
  "record_count": 1,
  "reported_value": 609,
  "run_count": 0,
  "sample_status": "source-reported",
  "source_sample_count": null,
  "statistic": "reported"
}

AI Benchmark FP16 Accuracy

90.4 %

Run count: 0 (aggregate / reported value)

View source ↗

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      "accelerator": "Google Tensor TPU",
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      "library_codes": "nn",
      "metric_semantics": "accuracy percentage",
      "population": "Published results; individual run records and exact software builds unavailable",
      "precision": "FP16",
      "settings_status": "unknown",
      "source_chipset": "Google Tensor",
      "source_sample_count": null,
      "statistic": "reported"
    },
    "scene": "FP16 Accuracy",
    "scene_checksum": "source-workload:benchmark.ai_benchmark_fp16_accuracy",
    "version": "public ranking; build unknown"
  },
  "condition_id": "a01b22278347e83f6266",
  "document_id": "bench-platform-ai-ranking-44de91de5539fb06",
  "example_record_ids": [
    "Google Tensor:Google Tensor TPU:nn:FP16 Accuracy"
  ],
  "measured_from": null,
  "measured_to": null,
  "parameter_id": "benchmark.ai_benchmark_fp16_accuracy",
  "population": "Published results; individual run records and exact software builds unavailable",
  "product_id": "google-tensor",
  "record_count": 1,
  "reported_value": 90.4,
  "run_count": 0,
  "sample_status": "source-reported",
  "source_sample_count": null,
  "statistic": "reported"
}

AI Benchmark FP16 CNNs

271 points

Run count: 0 (aggregate / reported value)

View source ↗

{
  "comparison_readiness": "source-reported-only",
  "condition": {
    "benchmark": "AI Benchmark",
    "environment": {
      "accelerator": "Google Tensor TPU",
      "asset_checksum_status": "unavailable",
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      "evidence_type": "source-reported",
      "library_codes": "nn",
      "metric_semantics": "suite score; not TOPS or tokens/s",
      "population": "Published results; individual run records and exact software builds unavailable",
      "precision": "FP16",
      "settings_status": "unknown",
      "source_chipset": "Google Tensor",
      "source_sample_count": null,
      "statistic": "reported"
    },
    "scene": "FP16 CNNs",
    "scene_checksum": "source-workload:benchmark.ai_benchmark_fp16_cnns",
    "version": "public ranking; build unknown"
  },
  "condition_id": "eb688639de93ad3e1296",
  "document_id": "bench-platform-ai-ranking-44de91de5539fb06",
  "example_record_ids": [
    "Google Tensor:Google Tensor TPU:nn:FP16 CNNs"
  ],
  "measured_from": null,
  "measured_to": null,
  "parameter_id": "benchmark.ai_benchmark_fp16_cnns",
  "population": "Published results; individual run records and exact software builds unavailable",
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  "record_count": 1,
  "reported_value": 271,
  "run_count": 0,
  "sample_status": "source-reported",
  "source_sample_count": null,
  "statistic": "reported"
}

AI Benchmark FP16 Parallel

55 points

Run count: 0 (aggregate / reported value)

View source ↗

{
  "comparison_readiness": "source-reported-only",
  "condition": {
    "benchmark": "AI Benchmark",
    "environment": {
      "accelerator": "Google Tensor TPU",
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      "library_codes": "nn",
      "metric_semantics": "suite score; not TOPS or tokens/s",
      "population": "Published results; individual run records and exact software builds unavailable",
      "precision": "FP16",
      "settings_status": "unknown",
      "source_chipset": "Google Tensor",
      "source_sample_count": null,
      "statistic": "reported"
    },
    "scene": "FP16 Parallel",
    "scene_checksum": "source-workload:benchmark.ai_benchmark_fp16_parallel",
    "version": "public ranking; build unknown"
  },
  "condition_id": "daabe4ae637b9b065fd8",
  "document_id": "bench-platform-ai-ranking-44de91de5539fb06",
  "example_record_ids": [
    "Google Tensor:Google Tensor TPU:nn:FP16 Parallel"
  ],
  "measured_from": null,
  "measured_to": null,
  "parameter_id": "benchmark.ai_benchmark_fp16_parallel",
  "population": "Published results; individual run records and exact software builds unavailable",
  "product_id": "google-tensor",
  "record_count": 1,
  "reported_value": 55,
  "run_count": 0,
  "sample_status": "source-reported",
  "source_sample_count": null,
  "statistic": "reported"
}

AI Benchmark FP16 Transformer

31 points

Run count: 0 (aggregate / reported value)

View source ↗

{
  "comparison_readiness": "source-reported-only",
  "condition": {
    "benchmark": "AI Benchmark",
    "environment": {
      "accelerator": "Google Tensor TPU",
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      "evidence_origin": "benchmark-author-reported",
      "evidence_type": "source-reported",
      "library_codes": "nn",
      "metric_semantics": "suite score; not TOPS or tokens/s",
      "population": "Published results; individual run records and exact software builds unavailable",
      "precision": "FP16",
      "settings_status": "unknown",
      "source_chipset": "Google Tensor",
      "source_sample_count": null,
      "statistic": "reported"
    },
    "scene": "FP16 Transformer",
    "scene_checksum": "source-workload:benchmark.ai_benchmark_fp16_transformer",
    "version": "public ranking; build unknown"
  },
  "condition_id": "f6f1d919fece4ca8988b",
  "document_id": "bench-platform-ai-ranking-44de91de5539fb06",
  "example_record_ids": [
    "Google Tensor:Google Tensor TPU:nn:FP16 Transformer"
  ],
  "measured_from": null,
  "measured_to": null,
  "parameter_id": "benchmark.ai_benchmark_fp16_transformer",
  "population": "Published results; individual run records and exact software builds unavailable",
  "product_id": "google-tensor",
  "record_count": 1,
  "reported_value": 31,
  "run_count": 0,
  "sample_status": "source-reported",
  "source_sample_count": null,
  "statistic": "reported"
}

AI Benchmark INT8 Accuracy

80.3 %

Run count: 0 (aggregate / reported value)

View source ↗

{
  "comparison_readiness": "source-reported-only",
  "condition": {
    "benchmark": "AI Benchmark",
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      "evidence_type": "source-reported",
      "library_codes": "nn",
      "metric_semantics": "accuracy percentage",
      "population": "Published results; individual run records and exact software builds unavailable",
      "precision": "INT8",
      "settings_status": "unknown",
      "source_chipset": "Google Tensor",
      "source_sample_count": null,
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    },
    "scene": "INT8 Accuracy",
    "scene_checksum": "source-workload:benchmark.ai_benchmark_int8_accuracy",
    "version": "public ranking; build unknown"
  },
  "condition_id": "bc5751759a454b732779",
  "document_id": "bench-platform-ai-ranking-44de91de5539fb06",
  "example_record_ids": [
    "Google Tensor:Google Tensor TPU:nn:INT8 Accuracy"
  ],
  "measured_from": null,
  "measured_to": null,
  "parameter_id": "benchmark.ai_benchmark_int8_accuracy",
  "population": "Published results; individual run records and exact software builds unavailable",
  "product_id": "google-tensor",
  "record_count": 1,
  "reported_value": 80.3,
  "run_count": 0,
  "sample_status": "source-reported",
  "source_sample_count": null,
  "statistic": "reported"
}

AI Benchmark INT8 CNNs

112 points

Run count: 0 (aggregate / reported value)

View source ↗

{
  "comparison_readiness": "source-reported-only",
  "condition": {
    "benchmark": "AI Benchmark",
    "environment": {
      "accelerator": "Google Tensor TPU",
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      "library_codes": "nn",
      "metric_semantics": "suite score; not TOPS or tokens/s",
      "population": "Published results; individual run records and exact software builds unavailable",
      "precision": "INT8",
      "settings_status": "unknown",
      "source_chipset": "Google Tensor",
      "source_sample_count": null,
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    },
    "scene": "INT8 CNNs",
    "scene_checksum": "source-workload:benchmark.ai_benchmark_int8_cnns",
    "version": "public ranking; build unknown"
  },
  "condition_id": "56217528686ced3a428b",
  "document_id": "bench-platform-ai-ranking-44de91de5539fb06",
  "example_record_ids": [
    "Google Tensor:Google Tensor TPU:nn:INT8 CNNs"
  ],
  "measured_from": null,
  "measured_to": null,
  "parameter_id": "benchmark.ai_benchmark_int8_cnns",
  "population": "Published results; individual run records and exact software builds unavailable",
  "product_id": "google-tensor",
  "record_count": 1,
  "reported_value": 112,
  "run_count": 0,
  "sample_status": "source-reported",
  "source_sample_count": null,
  "statistic": "reported"
}

AI Benchmark INT8 Parallel

14 points

Run count: 0 (aggregate / reported value)

View source ↗

{
  "comparison_readiness": "source-reported-only",
  "condition": {
    "benchmark": "AI Benchmark",
    "environment": {
      "accelerator": "Google Tensor TPU",
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      "evidence_type": "source-reported",
      "library_codes": "nn",
      "metric_semantics": "suite score; not TOPS or tokens/s",
      "population": "Published results; individual run records and exact software builds unavailable",
      "precision": "INT8",
      "settings_status": "unknown",
      "source_chipset": "Google Tensor",
      "source_sample_count": null,
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    },
    "scene": "INT8 Parallel",
    "scene_checksum": "source-workload:benchmark.ai_benchmark_int8_parallel",
    "version": "public ranking; build unknown"
  },
  "condition_id": "3d99945c9401ada8c3d4",
  "document_id": "bench-platform-ai-ranking-44de91de5539fb06",
  "example_record_ids": [
    "Google Tensor:Google Tensor TPU:nn:INT8 Parallel"
  ],
  "measured_from": null,
  "measured_to": null,
  "parameter_id": "benchmark.ai_benchmark_int8_parallel",
  "population": "Published results; individual run records and exact software builds unavailable",
  "product_id": "google-tensor",
  "record_count": 1,
  "reported_value": 14,
  "run_count": 0,
  "sample_status": "source-reported",
  "source_sample_count": null,
  "statistic": "reported"
}

AI Benchmark INT8 Transformer

113 points

Run count: 0 (aggregate / reported value)

View source ↗

{
  "comparison_readiness": "source-reported-only",
  "condition": {
    "benchmark": "AI Benchmark",
    "environment": {
      "accelerator": "Google Tensor TPU",
      "asset_checksum_status": "unavailable",
      "evidence_origin": "benchmark-author-reported",
      "evidence_type": "source-reported",
      "library_codes": "nn",
      "metric_semantics": "suite score; not TOPS or tokens/s",
      "population": "Published results; individual run records and exact software builds unavailable",
      "precision": "INT8",
      "settings_status": "unknown",
      "source_chipset": "Google Tensor",
      "source_sample_count": null,
      "statistic": "reported"
    },
    "scene": "INT8 Transformer",
    "scene_checksum": "source-workload:benchmark.ai_benchmark_int8_transformer",
    "version": "public ranking; build unknown"
  },
  "condition_id": "586b121ec4b39111bef9",
  "document_id": "bench-platform-ai-ranking-44de91de5539fb06",
  "example_record_ids": [
    "Google Tensor:Google Tensor TPU:nn:INT8 Transformer"
  ],
  "measured_from": null,
  "measured_to": null,
  "parameter_id": "benchmark.ai_benchmark_int8_transformer",
  "population": "Published results; individual run records and exact software builds unavailable",
  "product_id": "google-tensor",
  "record_count": 1,
  "reported_value": 113,
  "run_count": 0,
  "sample_status": "source-reported",
  "source_sample_count": null,
  "statistic": "reported"
}
AI Benchmark Power Efficiency (3)

AI Benchmark Power Efficiency fp16_fps_watt

4.3 FPS/W (source inference workload)

Run count: 0 (aggregate / reported value)

View source ↗

{
  "comparison_readiness": "source-reported-only",
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    "benchmark": "AI Benchmark Power Efficiency",
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      "accelerator": "Google Tensor TPU",
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      "evidence_origin": "benchmark-author-reported",
      "evidence_type": "source-reported",
      "inference_mode": "SUSTAINED SPEED",
      "library_codes": "nn",
      "metric_semantics": "published AI workload efficiency; not game FPS/W or LLM tokens/J; per-device power methodology not independently validated",
      "population": "Published results; individual run records and exact software builds unavailable",
      "precision": "FP16",
      "settings_status": "unknown",
      "source_sample_count": null,
      "statistic": "reported"
    },
    "scene": "fp16_fps_watt",
    "scene_checksum": "source-workload:benchmark.ai_efficiency_fp16_fps_watt",
    "version": "public ranking; build unknown"
  },
  "condition_id": "3e1ec092c2f50dc7dcee",
  "document_id": "bench-platform-ai-efficiency-b5eb4db844d2259a",
  "example_record_ids": [
    "Google Tensor:Google Tensor TPU:nn:SUSTAINED SPEED:fp16_fps_watt"
  ],
  "measured_from": null,
  "measured_to": null,
  "parameter_id": "benchmark.ai_efficiency_fp16_fps_watt",
  "population": "Published results; individual run records and exact software builds unavailable",
  "product_id": "google-tensor",
  "record_count": 1,
  "reported_value": 4.3,
  "run_count": 0,
  "sample_status": "source-reported",
  "source_sample_count": null,
  "statistic": "reported"
}

AI Benchmark Power Efficiency int8_fps_watt

7 FPS/W (source inference workload)

Run count: 0 (aggregate / reported value)

View source ↗

{
  "comparison_readiness": "source-reported-only",
  "condition": {
    "benchmark": "AI Benchmark Power Efficiency",
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      "accelerator": "Google Tensor TPU",
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      "evidence_type": "source-reported",
      "inference_mode": "SUSTAINED SPEED",
      "library_codes": "nn",
      "metric_semantics": "published AI workload efficiency; not game FPS/W or LLM tokens/J; per-device power methodology not independently validated",
      "population": "Published results; individual run records and exact software builds unavailable",
      "precision": "INT8",
      "settings_status": "unknown",
      "source_sample_count": null,
      "statistic": "reported"
    },
    "scene": "int8_fps_watt",
    "scene_checksum": "source-workload:benchmark.ai_efficiency_int8_fps_watt",
    "version": "public ranking; build unknown"
  },
  "condition_id": "b17f0cbef03d8ba8fffb",
  "document_id": "bench-platform-ai-efficiency-b5eb4db844d2259a",
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    "Google Tensor:Google Tensor TPU:nn:SUSTAINED SPEED:int8_fps_watt"
  ],
  "measured_from": null,
  "measured_to": null,
  "parameter_id": "benchmark.ai_efficiency_int8_fps_watt",
  "population": "Published results; individual run records and exact software builds unavailable",
  "product_id": "google-tensor",
  "record_count": 1,
  "reported_value": 7,
  "run_count": 0,
  "sample_status": "source-reported",
  "source_sample_count": null,
  "statistic": "reported"
}

AI Benchmark Power Efficiency score

5.5 points

Run count: 0 (aggregate / reported value)

View source ↗

{
  "comparison_readiness": "source-reported-only",
  "condition": {
    "benchmark": "AI Benchmark Power Efficiency",
    "environment": {
      "accelerator": "Google Tensor TPU",
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      "metric_semantics": "published AI workload efficiency; not game FPS/W or LLM tokens/J; per-device power methodology not independently validated",
      "population": "Published results; individual run records and exact software builds unavailable",
      "precision": "mixed",
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      "source_sample_count": null,
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    },
    "scene": "score",
    "scene_checksum": "source-workload:benchmark.ai_efficiency_score",
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  },
  "condition_id": "4707ef64d7c77490d0a4",
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  "example_record_ids": [
    "Google Tensor:Google Tensor TPU:nn:SUSTAINED SPEED:score"
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  "measured_from": null,
  "measured_to": null,
  "parameter_id": "benchmark.ai_efficiency_score",
  "population": "Published results; individual run records and exact software builds unavailable",
  "product_id": "google-tensor",
  "record_count": 1,
  "reported_value": 5.5,
  "run_count": 0,
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  "source_sample_count": null,
  "statistic": "reported"
}
CrossMark (1)

CrossMark build unknown overall

865 points

Run count: 0 (aggregate / reported value)

View source ↗

{
  "comparison_readiness": "source-aggregate-only",
  "condition": {
    "benchmark": "CrossMark",
    "environment": {
      "backend": "CPU",
      "evidence_type": "source-aggregate",
      "metric_scope": "published benchmark grouped by hardware; mixed systems",
      "population": "Notebookcheck internal and external reviews; mixed systems",
      "scene_identity_status": "source-workload-id; asset checksum unavailable",
      "settings_status": "unknown",
      "source_device_name": "Google Tensor",
      "source_model_url": "https://www.notebookcheck.net/Google-Tensor-Processor-Benchmarks-and-Specs.581802.0.html",
      "source_sample_count": 3,
      "statistic": "median",
      "variant_status": "source-pooled-configurations"
    },
    "scene": "overall",
    "scene_checksum": "source-workload:benchmark.crossmark",
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  },
  "condition_id": "2e0be16d63e9de5cfa81",
  "document_id": "bench-af7ce69f624f51d5-249478030648299a",
  "example_record_ids": [
    "14022:CrossMark Overall"
  ],
  "measured_from": null,
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  "record_count": 1,
  "reported_value": 865,
  "run_count": 0,
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  "source_sample_count": 3,
  "statistic": "median"
}
Geekbench (6)

Geekbench 4.4 64-bit multi-core

11,589 points

Run count: 0 (aggregate / reported value)

View source ↗

{
  "comparison_readiness": "source-aggregate-only",
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      "scene_identity_status": "source-workload-id; asset checksum unavailable",
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      "source_device_name": "Google Tensor",
      "source_model_url": "https://www.notebookcheck.net/Google-Tensor-Processor-Benchmarks-and-Specs.581802.0.html",
      "source_sample_count": null,
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      "variant_status": "source-pooled-configurations"
    },
    "scene": "multi-core",
    "scene_checksum": "source-workload:benchmark.geekbench44_multi",
    "version": "4.4 64-bit"
  },
  "condition_id": "80df6d8a1c2875f53f77",
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  "example_record_ids": [
    "14022:Geekbench 4.4 64 Bit Multi-Core Score"
  ],
  "measured_from": null,
  "measured_to": null,
  "parameter_id": "benchmark.geekbench44_multi",
  "population": "Notebookcheck internal and external reviews; mixed systems",
  "product_id": "google-tensor",
  "record_count": 1,
  "reported_value": 11589,
  "run_count": 0,
  "sample_status": "source-aggregate",
  "source_sample_count": null,
  "statistic": "median"
}

Geekbench 4.4 64-bit single-core

4,815 points

Run count: 0 (aggregate / reported value)

View source ↗

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Geekbench 5.5 multi-core

2,940 points

Run count: 0 (aggregate / reported value)

View source ↗

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Geekbench 5.5 single-core

1,041 points

Run count: 0 (aggregate / reported value)

View source ↗

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Geekbench 6.7 multi-core

3,667 points

Run count: 0 (aggregate / reported value)

View source ↗

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Geekbench 6.7 single-core

1,491 points

Run count: 0 (aggregate / reported value)

View source ↗

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JetStream (1)

JetStream 2 total

90.1 points

Run count: 0 (aggregate / reported value)

View source ↗

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    "scene": "total",
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    "14022:Jetstream 2"
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Octane (1)

Octane V2 total

43,376 points

Run count: 0 (aggregate / reported value)

View source ↗

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    "scene": "total",
    "scene_checksum": "source-workload:benchmark.octane2",
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    "14022:Octane V2 Total Score"
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  "source_sample_count": 3,
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}
Speedometer (1)

Speedometer 2.0 total

104 runs/min

Run count: 0 (aggregate / reported value)

View source ↗

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    "scene": "total",
    "scene_checksum": "source-workload:benchmark.speedometer20",
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    "14022:Speedometer 2.0"
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WebXPRT (2)

WebXPRT 3 overall

105 points

Run count: 0 (aggregate / reported value)

View source ↗

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    "scene": "overall",
    "scene_checksum": "source-workload:benchmark.webxprt3",
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}

WebXPRT 4 overall

72 points

Run count: 0 (aggregate / reported value)

View source ↗

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    "scene_checksum": "source-workload:benchmark.webxprt4",
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Sources

Source terms and retrieval dates are listed below. Published values and conditions may change.