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Cruel AI Marketing: Why the Latest HX 370 is Still No Match for a 5-Year-Old 2060 Super

#ai #hardware #python #performance

I demand "honest workhorses" from GPU manufacturers-machines with unrefined but wide fuel pipes, a rugged chassis, and an engine that turns slowly but with immense torque.

Abstract

This report evaluates local AI multi-modal inference using Python 3.14.2, Ollama (v0.15.4), and the gemma3:4b model. I conducted a comparative analysis between the latest Ryzen AI 9 HX 370 (890M) and the veteran RTX 2060 Super (2060S).
For the 890M, three scenarios were tested: CPU-only, Auto-Shared VRAM, and Dedicated 16GB VRAM. The task involved processing 20 images to calculate confidence scores for keywords (mountain, ocean, cat) and outputting a structured JSON report.
The results are striking: the 5-year-old 2060S finished in under a minute. The 890M (iGPU) was 14x slower, and in CPU mode, 31x slower. Despite all setups meeting the VRAM requirements (4-6GB), the physical limitation was clear: the 2060S’s 256-bit bus (448 GB/s) provides a "fuel pipe" that the 890M’s 128-bit bus (120 GB/s) simply cannot compete with.

Results: Performance Comparison

Device VRAM Config Inference Time (sec) vs. 2060S (Baseline)
RTX 2060S Dedicated 8G 58.81 100%
HX370 (iGPU) Dedicated 16G 809.83 1377%
HX370 (iGPU) Auto-Shared (0.5G+) 821.18 1396%
HX370 (CPU) N/A (System RAM) 1795.95 3054%

Key Observations

  • The 128-bit Bottleneck: Even with modern architecture and high TOPS claims, the 890M is physically throttled by its memory bandwidth. It lacks the "fuel supply" to keep the engine running at full speed.

  • Stability First: While the time difference between "Auto" and "Dedicated 16G" is small, Dedicated VRAM allocation was estimated the suitable way to ensure stability.

  • iGPU > CPU: The 890M is far superior to the CPU for inference, but whether it truly reaches its advertised performance potential remains questionable under current memory bus constraints.

Materials and Methods

  • Inference Pipeline: Python-based automation calling the Ollama API.

  • Core Parameters:

    • model: gemma3:4b
    • num_gpu: 99 (or 0 for CPU test)
    • keep_alive: 5m (To ensure model persistence and avoid re-loading overhead)
    • temperature: 0 (Ensures deterministic JSON output)

  • Hardware Settings:

    • 890M: UMA Frame Buffer set to 16GB in BIOS.
    • 2060S: 8GB dedicated GDDR6.
    • OS: Windows 11 (24H2)

Summary: Lessons for the AI PC Era

Before moving to the Appendix, let’s summarize the takeaways from this confrontation between a modern APU and a legacy dGPU:

VRAM Capacity vs. Bandwidth: APUs have a unique advantage in their ability to allocate massive amounts of system RAM (e.g., 16GB) to the GPU. However, capacity alone isn't a silver bullet. Choosing a model that fits the narrow "fuel pipe" (memory bandwidth) is essential for practical performance.

The Longevity of Legacy GPUs: Even a 5-year-old GPU can remain a formidable player in the local AI field, provided it has a robust memory architecture (like the 256-bit bus of the 2060S). Raw age is less important than the physical specifications surrounding the core.

Next Action: Finding the "Sweet Spot" for APUs: My next step is to explore more lightweight, optimized workflows tailored for APUs—seeking a balance where the high VRAM capacity can be utilized without being crippled by the bandwidth bottleneck.

Appendix

  • Inference Targets:
No. Name Format Resolution Size (KB)
1 AI0001 PNG 1024 x 1024 1,180
2 AI0002 PNG 1024 x 1024 1,777
3 AI0003 PNG 1024 x 1024 3,079
4 P0001 JPG 5776 x 4336 12,228
5 P0002 JPG 5776 x 4336 11,124
6 P0003 JPG 2944 x 2208 2,970
7 P0004 JPG 5776 x 4336 13,811
8 P0005 JPG 5776 x 4336 12,065
9 P0006 JPG 5776 x 4336 11,104
10 P0007 JPG 2272 x 1704 2,715
11 P0008 JPG 2272 x 1704 2,841
12 P0009 JPG 3232 x 2424 4,803
13 P0010 JPG 4336 x 5776 8,567
14 P0011 JPG 5776 x 4336 13,384
15 P0012 JPG 4592 x 3448 6,517
16 P0013 JPG 5776 x 4336 10,917
17 P0014 JPG 5776 x 4336 9,210
18 P0015 JPG 2112 x 2816 2,696
19 P0016 JPG 2816 x 2112 2,821
20 P0017 JPG 5776 x 4336 10,066

  • Image Data: You can view the complete thumbnails of inference targets here.

  • Keywords: mountain, ocean, cat.

  • System Monitoring: See screenshots for Task Manager load graphs and Python program' Ollama logs during inference.

2060S Task Manager
2060S Ollama logs

HX370 (iGPU)-Dedicated 16G Task Maneger
HX370 (iGPU)-Dedicated 16G Ollama logs

HX370 (iGPU)-Auto-Shared (0.5G+) Task Maneger
HX370 (iGPU)-Auto-Shared (0.5G+) Ollama logs

HX370 (CPU)-N/A (System RAM) Task Maneger_CPU
HX370 (CPU)-N/A (System RAM) Task Maneger_RAM
HX370 (CPU)-N/A (System RAM) Task Maneger_GPU
HX370 (CPU)-N/A (System RAM) Ollama logs

  • JSON Schema: Example of the structured output format used for the report.

2060S’JSON

[
  {
    "description": "A bento box with various Japanese dishes.",
    "labels": {
      "salmon": "80%",
      "rice": "95%",
      "seaweed": "70%",
      "egg": "60%",
      "pickled vegetables": "75%",
      "shrimp": "30%",
      "tomato": "65%"
    },
    "confidence_score": 90,
    "filename": "AI0001.png",
    "inference_time_sec": 4.63,
    "processed_at": "2026-02-03T23:56:15.534428"
  },
  {
    "description": "A scenic view of a mountain range with pine trees, bathed in the warm light of sunrise.",
    "labels": {
      "mountain": "95",
      "forest": "85",
      "trees": "90",
      "sky": "70",
      "sunrise": "60"
    },
    "confidence_score": 95,
    "filename": "AI0002.png",
    "inference_time_sec": 2.46,
    "processed_at": "2026-02-03T23:56:18.003672"
  },
  {
    "description": "The image shows a floral pattern with purple and white flowers.",
    "labels": {
      "mountain": "0%",
      "ocean": "0%",
      "cat": "0%"
    },
    "confidence_score": 95,
    "filename": "AI0003.png",
    "inference_time_sec": 2.1,
    "processed_at": "2026-02-03T23:56:20.130660"
  },
  {
    "description": "A wide shot of a blue ocean with a distant coastline and ships.",
    "labels": {
      "ocean": "95%",
      "sea": "85%",
      "coastline": "60%",
      "ships": "40%"
    },
    "confidence_score": 90,
    "filename": "P0001.JPG",
    "inference_time_sec": 3.33,
    "processed_at": "2026-02-03T23:56:23.561895"
  },
  {
    "description": "Close-up of a weathered tree trunk with gnarled branches.",
    "labels": {
      "tree": "100%"
    },
    "confidence_score": 95,
    "filename": "P0002.JPG",
    "inference_time_sec": 2.9,
    "processed_at": "2026-02-03T23:56:26.554385"
  },
  {
    "description": "A cluster of red mulberries growing on a green leafy plant.",
    "labels": {
      "mulberries": "95",
      "leaves": "90",
      "plant": "85"
    },
    "confidence_score": 95,
    "filename": "P0003.JPG",
    "inference_time_sec": 2.29,
    "processed_at": "2026-02-03T23:56:28.877545"
  },
  {
    "description": "A grassy field with tall grass.",
    "labels": {
      "mountain": "0%",
      "ocean": "0%",
      "cat": "0%"
    },
    "confidence_score": 95,
    "filename": "P0004.JPG",
    "inference_time_sec": 3.11,
    "processed_at": "2026-02-03T23:56:32.094998"
  },
  {
    "description": "A palm tree with fronds against a cloudy sky.",
    "labels": {
      "palm_tree": "95%",
      "sky": "90%",
      "clouds": "80%"
    },
    "confidence_score": 95,
    "filename": "P0005.JPG",
    "inference_time_sec": 3.15,
    "processed_at": "2026-02-03T23:56:35.345674"
  },
  {
    "description": "A sunny beach scene with a mountain in the background and ocean waves.",
    "labels": {
      "mountain": "95",
      "ocean": "98",
      "beach": "99",
      "sun": "90"
    },
    "confidence_score": 95,
    "filename": "P0006.JPG",
    "inference_time_sec": 3.25,
    "processed_at": "2026-02-03T23:56:38.686781"
  },
  {
    "description": "A lion is resting on a log.",
    "labels": {
      "lion": "95",
      "tree": "80",
      "log": "90"
    },
    "confidence_score": 95,
    "filename": "P0007.JPG",
    "inference_time_sec": 2.14,
    "processed_at": "2026-02-03T23:56:40.846414"
  },
  {
    "description": "A rocky landscape with moss and a gravel path.",
    "labels": {
      "rocks": "95%",
      "moss": "20%",
      "gravel": "15%"
    },
    "confidence_score": 90,
    "filename": "P0008.JPG",
    "inference_time_sec": 2.19,
    "processed_at": "2026-02-03T23:56:43.066534"
  },
  {
    "description": "A close-up image of a tree branch with white flowers and green foliage, set against a blurred background of trees and possibly moss.",
    "labels": {
      "mountain": "0%",
      "ocean": "0%",
      "cat": "0%"
    },
    "confidence_score": 8,
    "filename": "P0009.JPG",
    "inference_time_sec": 2.53,
    "processed_at": "2026-02-03T23:56:45.629255"
  },
  {
    "description": "A white Japanese castle tower is prominently featured in the image, with people visible in the foreground.",
    "labels": {
      "castle": "95",
      "people": "30",
      "sky": "70"
    },
    "confidence_score": 90,
    "filename": "P0010.JPG",
    "inference_time_sec": 3.07,
    "processed_at": "2026-02-03T23:56:48.773374"
  },
  {
    "description": "The image shows a field of cosmos flowers, including white and pink varieties, with some green foliage.",
    "labels": {
      "cosmos": "95%",
      "flower": "90%",
      "green foliage": "80%",
      "cosmos flower": "98%"
    },
    "confidence_score": 95,
    "filename": "P0011.JPG",
    "inference_time_sec": 3.44,
    "processed_at": "2026-02-03T23:56:52.320560"
  },
  {
    "description": "A rhinoceros is prominently featured in the image, set against a blurred background of a road and greenery.",
    "labels": {
      "mountain": "0%",
      "ocean": "0%",
      "cat": "0%"
    },
    "confidence_score": 95,
    "filename": "P0012.JPG",
    "inference_time_sec": 2.72,
    "processed_at": "2026-02-03T23:56:55.096852"
  },
  {
    "description": "A sunny beach scene with ocean waves and mountains in the background.",
    "labels": {
      "mountain": "95",
      "ocean": "98",
      "beach": "85"
    },
    "confidence_score": 95,
    "filename": "P0013.JPG",
    "inference_time_sec": 3.12,
    "processed_at": "2026-02-03T23:56:58.305412"
  },
  {
    "description": "A low-angle shot of a metal bridge structure against a cloudy sky.",
    "labels": {
      "bridge": "95",
      "sky": "80",
      "metal": "70",
      "urban": "30"
    },
    "confidence_score": 90,
    "filename": "P0014.JPG",
    "inference_time_sec": 3.17,
    "processed_at": "2026-02-03T23:57:01.554779"
  },
  {
    "description": "A close-up image of a crab with prominent claws.",
    "labels": {
      "crab": "95",
      "ocean": "5",
      "mountain": "0",
      "cat": "0"
    },
    "confidence_score": 90,
    "filename": "P0015.JPG",
    "inference_time_sec": 2.38,
    "processed_at": "2026-02-03T23:57:03.957423"
  },
  {
    "description": "A cat with a tortoiseshell pattern is sitting on a stone pavement.",
    "labels": {
      "cat": "95",
      "stone": "80",
      "pavement": "70"
    },
    "confidence_score": 90,
    "filename": "P0016.JPG",
    "inference_time_sec": 2.32,
    "processed_at": "2026-02-03T23:57:06.307102"
  },
  {
    "description": "A silhouette of a mountain is visible against a dusky sky above an ocean. Tall grasses frame the foreground.",
    "labels": {
      "mountain": "95",
      "ocean": "90",
      "grasses": "85"
    },
    "confidence_score": 95,
    "filename": "P0017.JPG",
    "inference_time_sec": 3.31,
    "processed_at": "2026-02-03T23:57:09.695170"
  }
]
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HX370 (iGPU)-Dedicated 16G

[
  {
    "description": "A bento box with various Japanese dishes.",
    "labels": {
      "salmon": "80%",
      "rice": "95%",
      "seaweed": "70%",
      "egg": "60%",
      "pickled vegetables": "75%",
      "shrimp": "30%",
      "tomato": "65%",
      "pink yam": "40%"
    },
    "confidence_score": 95,
    "filename": "AI0001.png",
    "inference_time_sec": 47.74,
    "processed_at": "2026-02-03T00:26:52.995062"
  },
  {
    "description": "A scenic view of a mountain range with pine trees, bathed in the warm light of sunrise.",
    "labels": {
      "mountain": "95",
      "forest": "85",
      "trees": "90",
      "sky": "70",
      "sun": "60"
    },
    "confidence_score": 95,
    "filename": "AI0002.png",
    "inference_time_sec": 40.53,
    "processed_at": "2026-02-03T00:27:33.562963"
  },
  {
    "description": "The image shows a floral pattern with purple and white flowers.",
    "labels": {
      "mountain": "0%",
      "ocean": "0%",
      "cat": "0%"
    },
    "confidence_score": 95,
    "filename": "AI0003.png",
    "inference_time_sec": 38.48,
    "processed_at": "2026-02-03T00:28:12.103974"
  },
  {
    "description": "A wide shot of a blue ocean with a distant coastline and ships.",
    "labels": {
      "ocean": "95%",
      "sea": "85%",
      "coastline": "60%",
      "ships": "40%"
    },
    "confidence_score": 90,
    "filename": "P0001.JPG",
    "inference_time_sec": 40.14,
    "processed_at": "2026-02-03T00:28:52.361310"
  },
  {
    "description": "Close-up of a weathered tree trunk with gnarled branches.",
    "labels": {
      "tree": "100%"
    },
    "confidence_score": 95,
    "filename": "P0002.JPG",
    "inference_time_sec": 39.63,
    "processed_at": "2026-02-03T00:29:32.112435"
  },
  {
    "description": "A cluster of ripe red blackberries growing on a green leafy plant.",
    "labels": {
      "blackberry": "100%",
      "leaf": "95%",
      "plant": "90%"
    },
    "confidence_score": 95,
    "filename": "P0003.JPG",
    "inference_time_sec": 39.36,
    "processed_at": "2026-02-03T00:30:11.523099"
  },
  {
    "description": "A grassy field with tall grass.",
    "labels": {
      "mountain": "0%",
      "ocean": "0%",
      "cat": "0%"
    },
    "confidence_score": 95,
    "filename": "P0004.JPG",
    "inference_time_sec": 39.48,
    "processed_at": "2026-02-03T00:30:51.239255"
  },
  {
    "description": "A palm tree with fronds against a cloudy sky.",
    "labels": {
      "palm_tree": "95%",
      "sky": "90%",
      "clouds": "80%"
    },
    "confidence_score": 95,
    "filename": "P0005.JPG",
    "inference_time_sec": 42.27,
    "processed_at": "2026-02-03T00:31:33.718650"
  },
  {
    "description": "A sunny beach scene with a mountain in the background and ocean waves.",
    "labels": {
      "mountain": "95",
      "ocean": "98",
      "beach": "99",
      "sun": "90"
    },
    "confidence_score": 95,
    "filename": "P0006.JPG",
    "inference_time_sec": 41.64,
    "processed_at": "2026-02-03T00:32:15.555245"
  },
  {
    "description": "A lion is resting on a log.",
    "labels": {
      "lion": "95",
      "tree": "80",
      "log": "90"
    },
    "confidence_score": 95,
    "filename": "P0007.JPG",
    "inference_time_sec": 39.22,
    "processed_at": "2026-02-03T00:32:54.874638"
  },
  {
    "description": "A rocky landscape with moss and gravel.",
    "labels": {
      "mountain": "90",
      "ocean": "0",
      "cat": "0"
    },
    "confidence_score": 95,
    "filename": "P0008.JPG",
    "inference_time_sec": 38.69,
    "processed_at": "2026-02-03T00:33:33.636534"
  },
  {
    "description": "A close-up image of a tree branch with white flowers and green foliage, set against a blurred background of trees and possibly moss.",
    "labels": {
      "mountain": "0%",
      "ocean": "0%",
      "cat": "0%"
    },
    "confidence_score": 8,
    "filename": "P0009.JPG",
    "inference_time_sec": 39.57,
    "processed_at": "2026-02-03T00:34:13.336160"
  },
  {
    "description": "A white Japanese castle tower is prominently featured in a vertical shot. People are visible in the foreground.",
    "labels": {
      "castle": "95",
      "tower": "90",
      "people": "60",
      "sky": "85"
    },
    "confidence_score": 90,
    "filename": "P0010.JPG",
    "inference_time_sec": 40.87,
    "processed_at": "2026-02-03T00:34:54.416964"
  },
  {
    "description": "The image shows a field of cosmos flowers, including white and pink varieties, with some green foliage and small red flowers in the background.",
    "labels": {
      "cosmos": "95%",
      "flowers": "80%",
      "green foliage": "70%",
      "red flowers": "30%"
    },
    "confidence_score": 95,
    "filename": "P0011.JPG",
    "inference_time_sec": 42.47,
    "processed_at": "2026-02-03T00:35:37.052653"
  },
  {
    "description": "A rhinoceros is standing in a grassy area with a road in the background.",
    "labels": {
      "mountain": "0%",
      "ocean": "0%",
      "cat": "0%"
    },
    "confidence_score": 95,
    "filename": "P0012.JPG",
    "inference_time_sec": 39.28,
    "processed_at": "2026-02-03T00:36:16.498329"
  },
  {
    "description": "A sunny beach scene with ocean waves and mountains in the background.",
    "labels": {
      "mountain": "95",
      "ocean": "98",
      "wave": "85"
    },
    "confidence_score": 95,
    "filename": "P0013.JPG",
    "inference_time_sec": 39.67,
    "processed_at": "2026-02-03T00:36:56.404612"
  },
  {
    "description": "A low-angle shot of a metal bridge structure with a cloudy sky in the background.",
    "labels": {
      "mountain": "0%",
      "ocean": "0%",
      "cat": "0%"
    },
    "confidence_score": 95,
    "filename": "P0014.JPG",
    "inference_time_sec": 39.78,
    "processed_at": "2026-02-03T00:37:36.303435"
  },
  {
    "description": "The image shows a crab with prominent claws and a textured body. The background is dark, likely underwater.",
    "labels": {
      "crab": "95",
      "ocean": "70",
      "dark": "90"
    },
    "confidence_score": 95,
    "filename": "P0015.JPG",
    "inference_time_sec": 39.35,
    "processed_at": "2026-02-03T00:38:15.758938"
  },
  {
    "description": "A cat with a tortoiseshell pattern is sitting on a stone pavement.",
    "labels": {
      "cat": "95",
      "stone": "85",
      "pavement": "70"
    },
    "confidence_score": 90,
    "filename": "P0016.JPG",
    "inference_time_sec": 38.96,
    "processed_at": "2026-02-03T00:38:54.829966"
  },
  {
    "description": "A silhouette of a mountain is visible against a dusky sky over an ocean. Tall grasses frame the foreground.",
    "labels": {
      "mountain": "95",
      "ocean": "90",
      "grasses": "98"
    },
    "confidence_score": 95,
    "filename": "P0017.JPG",
    "inference_time_sec": 40.08,
    "processed_at": "2026-02-03T00:39:35.045785"
  }
]
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HX370 (iGPU)-Auto-Shared (0.5G+)

[
  {
    "description": "A bento box with various Japanese dishes.",
    "labels": {
      "salmon": "80%",
      "rice": "95%",
      "seaweed": "70%",
      "egg": "60%",
      "pickled vegetables": "75%",
      "shrimp": "30%",
      "tomato": "65%",
      "pink yam": "40%"
    },
    "confidence_score": 95,
    "filename": "AI0001.png",
    "inference_time_sec": 47.26,
    "processed_at": "2026-02-03T01:00:04.214298"
  },
  {
    "description": "A scenic view of a mountain range with pine trees, bathed in the warm light of sunrise.",
    "labels": {
      "mountain": "95",
      "forest": "85",
      "trees": "90",
      "sky": "70",
      "sun": "60"
    },
    "confidence_score": 95,
    "filename": "AI0002.png",
    "inference_time_sec": 41.05,
    "processed_at": "2026-02-03T01:00:45.315789"
  },
  {
    "description": "The image shows a floral pattern with purple and white flowers.",
    "labels": {
      "mountain": "0%",
      "ocean": "0%",
      "cat": "0%"
    },
    "confidence_score": 95,
    "filename": "AI0003.png",
    "inference_time_sec": 39.04,
    "processed_at": "2026-02-03T01:01:24.403618"
  },
  {
    "description": "A wide shot of a blue ocean with a distant coastline and ships.",
    "labels": {
      "ocean": "95%",
      "sea": "85%",
      "coastline": "60%",
      "ships": "40%"
    },
    "confidence_score": 90,
    "filename": "P0001.JPG",
    "inference_time_sec": 42.02,
    "processed_at": "2026-02-03T01:02:06.561950"
  },
  {
    "description": "Close-up of a weathered tree trunk with gnarled branches.",
    "labels": {
      "tree": "100%"
    },
    "confidence_score": 95,
    "filename": "P0002.JPG",
    "inference_time_sec": 39.26,
    "processed_at": "2026-02-03T01:02:45.932671"
  },
  {
    "description": "A cluster of ripe red blackberries growing on a green leafy plant.",
    "labels": {
      "blackberry": "100%",
      "leaf": "95%",
      "plant": "90%"
    },
    "confidence_score": 95,
    "filename": "P0003.JPG",
    "inference_time_sec": 40.57,
    "processed_at": "2026-02-03T01:03:26.567321"
  },
  {
    "description": "A grassy field with tall grass.",
    "labels": {
      "mountain": "0%",
      "ocean": "0%",
      "cat": "0%"
    },
    "confidence_score": 95,
    "filename": "P0004.JPG",
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HX370 (CPU)-N/A (System RAM)

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