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Can the AMD Ryzen AI Max+ 395 NAS (128 GB) run GLiDE 0.8B?

11Basic quality (D) · 11 of 100: how capable the model is at F16, whatever it runs on. Match score 47/100 (quality, fit, speed and memory use) sets the ranking.

Yes, it runs great

Runs great. At F16 it needs about 9.9 GB of 96.0 GB usable, with an estimated speed of 84.7 tok/s.

Best quant
F16
Generation speed
84.7 tok/s
Prompt processing
49,104 tok/s
First token (1K prompt)
0.3 s
Largest safe context
256K

Download GLiDE 0.8B

Original weights · Hugging Face

Full-precision files from Fastino, for fine-tuning, vLLM, Transformers.

huggingface.co/fastino/GLiDE-0.8B (opens in a new tab)

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Links checked 5 days ago against Hugging Face, Ollama and GitHub.

How it’s rated

Quality 11Basic quality (D) · 11 of 100: how capable the model is at F16, whatever it runs on. Match score 47/100 (quality, fit, speed and memory use) sets the ranking.
How capable the model itself is at F16, from its editorial quality tier scaled by the quantization or precision. It’s the same on any hardware that runs this variant. Scale: A+ 85+ · A 70+ · B 55+ · C 40+ · D under 40.
Runs Runs great
How well it runs on the AMD Ryzen AI Max+ 395 NAS (128 GB): speed, capped by how well it fits in memory. Runs great: 30+ tokens/s (or near the image, video or decision speed target) · Runs well: 10+ tokens/s · Slow: 3+ tokens/s · Very slow: under 3 · Won’t run: doesn’t fit even with offload. A tight fit or RAM offload caps it at Runs well; heavy offload caps it at Slow.

Match score

To order lists, each result also gets a match score out of 100 from four parts. It favors the most capable model that still runs well.

Model qualityEditorial quality tier of the model, scaled by the quantization or precision used.5.0 / 45
Memory fitFull marks when the model fits in the share of the NAS’s memory that models can use (the rest stays with the NAS system and its storage services); fewer when it goes past that limit.25.0 / 25
SpeedGeneration speed against a 40 tokens/s target for LLMs, or render time against a target for image and video.15.0 / 15
Memory useRewards using the memory you have, so a bigger, better variant beats a tiny one that leaves most memory idle.2.4 / 15
Match score47.3 / 100

The match score orders results; it is not shown as a grade. Quality and Runs are the two ratings in the tables.

Every quantization on the AMD Ryzen AI Max+ 395 NAS (128 GB)

Quant Memory needed Available Speed Runs Quality Download
Q2_K 8.7 GB 96.0 GB 593 tok/s Runs great 7Basic quality (D) · 7 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 45/100 (quality, fit, speed and memory use) sets the ranking. All files (opens in a new tab)
Q3_K_M 8.7 GB 96.0 GB 466 tok/s Runs great 9Basic quality (D) · 9 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 46/100 (quality, fit, speed and memory use) sets the ranking. All files (opens in a new tab)
Q4_K_M 8.8 GB 96.0 GB 361 tok/s Runs great 10Basic quality (D) · 10 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 46/100 (quality, fit, speed and memory use) sets the ranking. All files (opens in a new tab)
Q5_K_M 8.9 GB 96.0 GB 298 tok/s Runs great 10Basic quality (D) · 10 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 46/100 (quality, fit, speed and memory use) sets the ranking. All files (opens in a new tab)
Q6_K 9.0 GB 96.0 GB 250 tok/s Runs great 10Basic quality (D) · 10 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 47/100 (quality, fit, speed and memory use) sets the ranking. All files (opens in a new tab)
Q8_0 9.2 GB 96.0 GB 184 tok/s Runs great 11Basic quality (D) · 11 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 47/100 (quality, fit, speed and memory use) sets the ranking. All files (opens in a new tab)
F16 9.9 GB 96.0 GB 84.7 tok/s Runs great 11Basic quality (D) · 11 of 100: how capable the model is at F16, whatever it runs on. Match score 47/100 (quality, fit, speed and memory use) sets the ranking. Original weights (opens in a new tab)

Memory figures assume 8K of context. Longer conversations or documents grow the KV cache.

Other hardware that runs it

Quick answers

How much memory does GLiDE 0.8B need on the AMD Ryzen AI Max+ 395 NAS 128GB?

At F16 it needs about 9.9 GB. The AMD Ryzen AI Max+ 395 NAS 128GB has 96.0 GB usable.

How fast is GLiDE 0.8B on the AMD Ryzen AI Max+ 395 NAS 128GB?

About 84.7 tok/s at F16, an estimate from the hardware’s memory bandwidth and the size of the model.

Which quantization of GLiDE 0.8B should I use on the AMD Ryzen AI Max+ 395 NAS 128GB?

F16. Of the versions that fit, it is the one that runs best; when two run equally well, the check prefers the higher-rated one.

Estimates come from published hardware specs and our open formulas, not from running the model on your machine. Real speed varies with runtime, drivers and settings. Numbers marked “Measured” come from a linked benchmark.

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