Overview

Identity

Identity block not returned by the API for this entity.

Openness

Openness not classified yet — no sourced evidence to place this model in the ontology.

Key facts

Release date: Source:Hugging Face Hub (public pages, model cards, papers)T2observed 12 h agomedium
Model card: huggingface.co/amazon/GKA-primed-HQwen3-32B-Reasoner
Source:Hugging Face Hub (public pages, model cards, papers)T2observed 12 h agomedium

Architecture

Architecture: Source:Hugging Face Hub (public pages, model cards, papers)T2observed 12 h agomedium
Model type: Source:Hugging Face Hub (public pages, model cards, papers)T2observed 12 h agomedium
Parameters: Source:Hugging Face Hub (public pages, model cards, papers)T2observed 12 h agomedium
Weights dtype: Source:Hugging Face Hub (public pages, model cards, papers)T2observed 12 h agomedium
File size: Source:Hugging Face Hub (public pages, model cards, papers)T2observed 12 h agomedium
Library name: Source:Hugging Face Hub (public pages, model cards, papers)T2observed 12 h agomedium
Pipeline tag: Source:Hugging Face Hub (public pages, model cards, papers)T2observed 12 h agomedium
Hugging Face repo: Source:Hugging Face Hub (public pages, model cards, papers)T2observed 12 h agomedium

Hardware fit37

Estimated

36 of 37 device × quantization combinations fit.

Run locally: your machine →

Estimated hardware fit
Hardware	Quantization	Device memory	Est. memory	Fits
Apple M3 Ultra	4bit	—	20.1 GB est.	Yes
Mac Studio (Apple M5 Ultra)	4bit	—	20.1 GB est.	Yes
Apple M2 Ultra	4bit	—	20.1 GB est.	Yes
Apple M1 Ultra	4bit	—	20.1 GB est.	Yes
Apple M3 Max	4bit	—	20.1 GB est.	Yes
Apple M4 Max	4bit	—	20.1 GB est.	Yes
Mac Studio (Apple M5 Max)	4bit	—	20.1 GB est.	Yes
MacBook Pro (Apple M5 Max)	4bit	—	20.1 GB est.	Yes
Apple M2 Max	4bit	—	20.1 GB est.	Yes
Apple M1 Max	4bit	—	20.1 GB est.	Yes
Apple M4 Pro	4bit	—	20.1 GB est.	Yes
Mac mini (Apple M5 Pro)	4bit	—	20.1 GB est.	Yes
MacBook Pro (Apple M5 Pro)	4bit	—	20.1 GB est.	Yes
Apple M3 Pro	4bit	—	20.1 GB est.	Yes
Apple M1 Pro	4bit	—	20.1 GB est.	Yes
Apple M2 Pro	4bit	—	20.1 GB est.	Yes
Apple M4	4bit	—	20.1 GB est.	Yes
iMac (Apple M4)	4bit	—	20.1 GB est.	Yes
Mac mini (Apple M6)	4bit	—	20.1 GB est.	Yes
MacBook Air (Apple M5)	4bit	—	20.1 GB est.	Yes
MacBook Pro (Apple M5)	4bit	—	20.1 GB est.	Yes
Apple M2	4bit	—	20.1 GB est.	Yes
Apple M3	4bit	—	20.1 GB est.	Yes
NVIDIA GeForce RTX 3090	4bit	24 GB	20.1 GB est.	Yes
NVIDIA GeForce RTX 4090	4bit	24 GB	20.1 GB est.	Yes
NVIDIA GeForce RTX 5090	4bit	32 GB	20.1 GB est.	Yes
NVIDIA A100 80GB	4bit	80 GB	20.1 GB est.	Yes
NVIDIA H100 SXM	4bit	80 GB	20.1 GB est.	Yes
NVIDIA H100 NVL	4bit	94 GB	20.1 GB est.	Yes
NVIDIA DGX Spark	4bit	128 GB	20.1 GB est.	Yes
NVIDIA H200	4bit	141 GB	20.1 GB est.	Yes
NVIDIA H200 NVL	4bit	141 GB	20.1 GB est.	Yes
NVIDIA B200	4bit	180 GB	20.1 GB est.	Yes
AMD Instinct MI300X	4bit	192 GB	20.1 GB est.	Yes
AMD Instinct MI325X	4bit	256 GB	20.1 GB est.	Yes
NVIDIA DGX B200	4bit	1,440 GB	20.1 GB est.	Yes
Apple M1	4bit	—	20.1 GB est.	No

Assumptions (6)

Estimated, not measured: weights = parameters × bytes/param × 1.15 runtime overhead.
bytes/param: 4bit = 0.5, 8bit = 1.0, fp16 = 2.0 (uniform quantization, no per-layer exceptions).
KV cache approximated at 0.5 GB per 8 192 tokens of context, independent of architecture (GQA/MLA models need less).
A model 'fits' when the estimate is at most the device memory minus 2 GB reserved for the OS and framework.
Mixture-of-experts models are estimated on total parameters (all experts must be resident); active parameters are ignored.
Device memory uses the largest configuration when several are listed (e.g. Apple silicon tiers).

Lineage

Open in Graph →

Explicit derived_from / fine_tuned_from / distilled_from relations stated by sources; artifacts collapsed by kind.

Papers1

arXiv:2511.21016Active
35

Timeline1

Full timeline →

11 Sept 2026
New modelModelGKA-primed-HQwen3-32B-ReasonerAmazon Web Services
New model: GKA-primed-HQwen3-32B-Reasoner (Amazon Web Services)
huggingface
huggingface.co

Change history19

Temporal, append-only claims: a new observation closes the previous claim instead of overwriting it. Rewind the record with the as-of picker.

Viewing AI Atlas as of 12 Sept 2026 — attributes exactly as the atlas knew them on that day; later corrections are not shown.

Back to today →

Attributes as of 12 Sept 2026 23 claims in force

Release date: 31 Mar 2026
Openness: open-weights
License: Apache-2.0
Architecture: HybridQwen3ForCausalLM
Parameters: 34.1B
Base model: Qwen/Qwen3-32B
File size: 68.3 GB
Hugging Face repo: amazon/GKA-primed-HQwen3-32B-Reasoner
Pipeline tag: text-generation
Model card: huggingface.co/amazon/GKA-primed-HQwen3-32B-Reasoner
Downloads: 1,048
Likes: 3
Commercial use allowed: Yes
Derivatives allowed: Yes
Gated: No
Last modified: 2026-04-03T03:35:42+00:00
Library name: transformers
Downloads all time: 20,845
Model type: hybrid_qwen3
Redistribution allowed: Yes
Tags: transformers, safetensors, hybrid_qwen3, text-generation, hybrid, ssm, state-space-model, linear-attention, gated-kalmanet, priming, long-context, reasoning
Weights available: Yes
Weights dtype: BF16

19 claims · 19 properties

Release daterelease_date1

Claim history for Release date
Value	Valid from → to	Status	Source	Confidence	Extractor
31 Mar 2026	11 Sept 2026 21:14 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Opennessopenness1

Claim history for Openness
Value	Valid from → to	Status	Source	Confidence	Extractor
open-weights	11 Sept 2026 21:10 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Licenselicense1

Claim history for License
Value	Valid from → to	Status	Source	Confidence	Extractor
apache-2.0	11 Sept 2026 21:14 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Architecturearchitecture1

Claim history for Architecture
Value	Valid from → to	Status	Source	Confidence	Extractor
HybridQwen3ForCausalLM	11 Sept 2026 21:14 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Parametersparameter_count1

Claim history for Parameters
Value	Valid from → to	Status	Source	Confidence	Extractor
34.1B	11 Sept 2026 21:10 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Base modelbase_model1

Claim history for Base model
Value	Valid from → to	Status	Source	Confidence	Extractor
Qwen/Qwen3-32B	11 Sept 2026 21:14 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

File sizefile_size_gb1

Claim history for File size
Value	Valid from → to	Status	Source	Confidence	Extractor
68.3 GB	11 Sept 2026 21:14 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Hugging Face repohf_repo1

Claim history for Hugging Face repo
Value	Valid from → to	Status	Source	Confidence	Extractor
amazon/GKA-primed-HQwen3-32B-Reasoner	11 Sept 2026 21:10 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Pipeline tagpipeline_tag1

Claim history for Pipeline tag
Value	Valid from → to	Status	Source	Confidence	Extractor
text-generation	11 Sept 2026 21:10 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Model cardmodel_card_url1

Claim history for Model card
Value	Valid from → to	Status	Source	Confidence	Extractor
https://huggingface.co/amazon/GKA-primed-HQwen3-32B-Reasoner	11 Sept 2026 21:10 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Downloadsmetric.downloads1

Claim history for Downloads
Value	Valid from → to	Status	Source	Confidence	Extractor
1,048	11 Sept 2026 21:10 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Likesmetric.likes1

Claim history for Likes
Value	Valid from → to	Status	Source	Confidence	Extractor
3	11 Sept 2026 21:10 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Gatedgated1

Claim history for Gated
Value	Valid from → to	Status	Source	Confidence	Extractor
No	11 Sept 2026 21:14 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Last modifiedlast_modified1

Claim history for Last modified
Value	Valid from → to	Status	Source	Confidence	Extractor
2026-04-03T03:35:42+00:00	11 Sept 2026 21:10 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Library namelibrary_name1

Claim history for Library name
Value	Valid from → to	Status	Source	Confidence	Extractor
transformers	11 Sept 2026 21:14 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Downloads all timemetric.downloads_all_time1

Claim history for Downloads all time
Value	Valid from → to	Status	Source	Confidence	Extractor
20,845	11 Sept 2026 21:14 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Model typemodel_type1

Claim history for Model type
Value	Valid from → to	Status	Source	Confidence	Extractor
hybrid_qwen3	11 Sept 2026 21:14 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Tagstags1

Claim history for Tags
Value	Valid from → to	Status	Source	Confidence	Extractor
transformers, safetensors, hybrid_qwen3, text-generation, hybrid, ssm, state-space-model, linear-attention, gated-kalmanet, priming, long-context, reasoning	11 Sept 2026 21:14 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Weights dtypeweights_dtype1

Claim history for Weights dtype
Value	Valid from → to	Status	Source	Confidence	Extractor
BF16	11 Sept 2026 21:14 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Claims are temporal and append-only: a new observation closes the previous claim (valid_to) instead of overwriting it. Conflicting claims from different sources are kept side by side and flagged — never averaged. Methodology →

Provenance

Attributed facts

19

Source tiers

T219

Freshest observation

7 h ago

Conflicts

None

Source documents 3

Source documents
Source	Document	Type	Tier	Last observed	Snapshots
Hugging Face Hub (public pages, model cards, papers)	huggingface.co/models?author=amazon&p=0&sort=downloads	listing	T2· Quality secondary	7 h ago	4
Hugging Face Hub (public pages, model cards, papers)	huggingface.co/amazon/GKA-primed-HQwen3-32B-Reasoner/raw/main/README.md	model_card	T2· Quality secondary	10 h ago	1
Hugging Face Hub (public pages, model cards, papers)	huggingface.co/amazon/GKA-primed-HQwen3-32B-Reasoner	model_page	T2· Quality secondary	10 h ago	3

Tier 1 = official/primary, 2 = quality secondary, 3 = community, 4 = unverified. Every snapshot is archived; see all sources and the methodology.

Data quality (53/100) measures how well AI Atlas knows this entity — completeness, primary-source ratio, freshness, conflicts — never how good the model is. Methodology →