Apple Mac mini M4 Pro 64GB vs Intel Xeon Gold 6154 desktop (CPU only, TFLite)

Apple Mac mini (M4, 2024), small silver aluminium desktop, front view — Apple Mac mini (M4, 2024) — the M4 Pro model shares this enclosure. Photo: Seasider53, CC BY 4.0, via Wikimedia Commons.

Googleserver/desktop CPUNo licensed photo yet

Showing the newest results per platform and source. 18 superseded older results are hidden.Showing all results, including 18 superseded by newer results from the same source.

No like-for-like comparison yet: both have published results, but model size or batch differ. Treat the numbers below as indicative only.

	Apple Mac mini M4 Pro 64GB	Intel Xeon Gold 6154 desktop (CPU only, TFLite)
Best LLM generation	5.48 tok/s C 2026-03-20 (page last edited)	n/a
Power	80.00 W measured	n/a
Perf / W	0.0685 tok/s/W measured	n/a
Price	n/a	n/a
Workloads with data	1 of 7	1 of 7

Best published LLM generation result per platform. n/a = not published; never estimated.

Show data — all workloads, sources and like-for-like groups

object detection

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No published object detection results for Apple Mac mini M4 Pro 64GB or Intel Xeon Gold 6154 desktop (CPU only, TFLite) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

instance segmentation

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No published instance segmentation results for Apple Mac mini M4 Pro 64GB or Intel Xeon Gold 6154 desktop (CPU only, TFLite) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

pose estimation

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No published pose estimation results for Apple Mac mini M4 Pro 64GB or Intel Xeon Gold 6154 desktop (CPU only, TFLite) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

image classification

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No published image classification results for Apple Mac mini M4 Pro 64GB or Intel Xeon Gold 6154 desktop (CPU only, TFLite) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

semantic segmentation

Only Intel Xeon Gold 6154 desktop (CPU only, TFLite) has published semantic segmentation results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Intel Xeon Gold 6154 desktop (CPU only, TFLite) CPU-only	36.10 FPS inference_time · b=1	Unet Mv2 (128x128) FP32/INT8 TFLite on CPU · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mid-size CNN	D	unknown power n/a no power published	Google Coral Edge TPU benchmarks page (Table 1) Older data (2020)

Apple Mac mini M4 Pro 64GB:

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No published semantic segmentation results for Apple Mac mini M4 Pro 64GB or Intel Xeon Gold 6154 desktop (CPU only, TFLite) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

speech-to-text

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No published speech-to-text results for Apple Mac mini M4 Pro 64GB or Intel Xeon Gold 6154 desktop (CPU only, TFLite) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

LLM generation

Only Apple Mac mini M4 Pro 64GB has published LLM generation results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Apple Mac mini M4 Pro 64GB	5.48 tok/s tg · b=unknown	70B-class LLM (Q4) ~Q4 · as reviewed (Ollama/llama.cpp class) · LLM >40B	C	80.00 W measured reported in result source — measured	vminstall.com review 2026-03-20 (page last edited)

Intel Xeon Gold 6154 desktop (CPU only, TFLite):

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No published LLM generation results for Intel Xeon Gold 6154 desktop (CPU only, TFLite) or Apple Mac mini M4 Pro 64GB yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

No like-for-like comparison yet: both have published results, but model size or batch differ. Treat the numbers below as indicative only.

	Apple Mac mini M4 Pro 64GB	Intel Xeon Gold 6154 desktop (CPU only, TFLite)
Best LLM generation	5.48 tok/s C 2026-03-20 (page last edited)	n/a
Power	80.00 W measured	n/a
Perf / W	0.0685 tok/s/W measured	n/a
Price	n/a	n/a
Workloads with data	1 of 7	3 of 7

Best published LLM generation result per platform. n/a = not published; never estimated.

Show data — all workloads, sources and like-for-like groups

object detection

Only Intel Xeon Gold 6154 desktop (CPU only, TFLite) has published object detection results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Intel Xeon Gold 6154 desktop (CPU only, TFLite) CPU-only	9.43 FPS inference_time · b=1	MobileNet v2 SSD (224x224) FP32/INT8 TFLite on CPU · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mobile-class CNN	D	unknown power n/a no power published	Google Coral Edge TPU benchmarks page (Table 1) Older data (2019)

Apple Mac mini M4 Pro 64GB:

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instance segmentation

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pose estimation

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image classification

Only Intel Xeon Gold 6154 desktop (CPU only, TFLite) has published image classification results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Intel Xeon Gold 6154 desktop (CPU only, TFLite) CPU-only	2.07 FPS inference_time · b=1	ResNet-50 V1 (299x299) FP32/INT8 TFLite on CPU · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mid-size CNN	D	unknown power n/a no power published	Google Coral Edge TPU benchmarks page (Table 1) Older data (2019)

Apple Mac mini M4 Pro 64GB:

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semantic segmentation

Only Intel Xeon Gold 6154 desktop (CPU only, TFLite) has published semantic segmentation results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Intel Xeon Gold 6154 desktop (CPU only, TFLite) CPU-only	36.10 FPS inference_time · b=1	Unet Mv2 (128x128) FP32/INT8 TFLite on CPU · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mid-size CNN	D	unknown power n/a no power published	Google Coral Edge TPU benchmarks page (Table 1) Older data (2020)

Apple Mac mini M4 Pro 64GB:

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speech-to-text

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LLM generation

Only Apple Mac mini M4 Pro 64GB has published LLM generation results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Apple Mac mini M4 Pro 64GB	5.48 tok/s tg · b=unknown	70B-class LLM (Q4) ~Q4 · as reviewed (Ollama/llama.cpp class) · LLM >40B	C	80.00 W measured reported in result source — measured	vminstall.com review 2026-03-20 (page last edited)

Intel Xeon Gold 6154 desktop (CPU only, TFLite):

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How to read these numbers

Every number is labelled. Confidence: A MLPerf closed, audited · B documented third-party method · C community / review · D vendor-published, not independently verified · E estimate. Power basis: measured with the result · spec vendor spec/envelope · power n/a not published.

Machine-readable: /find.json (see llms.txt); full tables are in “Show data”. Confidence grades: A audited MLPerf closed · B documented third-party · C community · D vendor-published · E estimate. Unknown values are shown as unknown, never estimated. Generated 2026-10-16 from public sources.