Not-For-All-Audiences

hermes-lineage

mtp

coding

tool-calling

reasoning

roleplay

bf16

Model card Files Files and versions

xet

Community

Instructions to use oktayd/Qwen3.6-35B-v2-MoE-Ablit-Heretic-Uncensor-Hermes-MTP-Vision-FT with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

Transformers

How to use oktayd/Qwen3.6-35B-v2-MoE-Ablit-Heretic-Uncensor-Hermes-MTP-Vision-FT with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("image-text-to-text", model="oktayd/Qwen3.6-35B-v2-MoE-Ablit-Heretic-Uncensor-Hermes-MTP-Vision-FT")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
pipe(text=messages)

# Load model directly
from transformers import AutoProcessor, AutoModelForMultimodalLM

processor = AutoProcessor.from_pretrained("oktayd/Qwen3.6-35B-v2-MoE-Ablit-Heretic-Uncensor-Hermes-MTP-Vision-FT")
model = AutoModelForMultimodalLM.from_pretrained("oktayd/Qwen3.6-35B-v2-MoE-Ablit-Heretic-Uncensor-Hermes-MTP-Vision-FT", device_map="auto")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
inputs = processor.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=40)
print(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use oktayd/Qwen3.6-35B-v2-MoE-Ablit-Heretic-Uncensor-Hermes-MTP-Vision-FT with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "oktayd/Qwen3.6-35B-v2-MoE-Ablit-Heretic-Uncensor-Hermes-MTP-Vision-FT"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "oktayd/Qwen3.6-35B-v2-MoE-Ablit-Heretic-Uncensor-Hermes-MTP-Vision-FT",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Use Docker

docker model run hf.co/oktayd/Qwen3.6-35B-v2-MoE-Ablit-Heretic-Uncensor-Hermes-MTP-Vision-FT

SGLang

How to use oktayd/Qwen3.6-35B-v2-MoE-Ablit-Heretic-Uncensor-Hermes-MTP-Vision-FT with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "oktayd/Qwen3.6-35B-v2-MoE-Ablit-Heretic-Uncensor-Hermes-MTP-Vision-FT" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "oktayd/Qwen3.6-35B-v2-MoE-Ablit-Heretic-Uncensor-Hermes-MTP-Vision-FT",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "oktayd/Qwen3.6-35B-v2-MoE-Ablit-Heretic-Uncensor-Hermes-MTP-Vision-FT" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "oktayd/Qwen3.6-35B-v2-MoE-Ablit-Heretic-Uncensor-Hermes-MTP-Vision-FT",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Docker Model Runner
How to use oktayd/Qwen3.6-35B-v2-MoE-Ablit-Heretic-Uncensor-Hermes-MTP-Vision-FT with Docker Model Runner:
```
docker model run hf.co/oktayd/Qwen3.6-35B-v2-MoE-Ablit-Heretic-Uncensor-Hermes-MTP-Vision-FT
```

Qwen3.6-35B-v2-MoE-Ablit-Heretic-Uncensor-Hermes-MTP-Vision-FT / DATASETS.md

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Dataset sources

This list attributes the sources recorded for the three training runs (6,000 / 12,000 / 16,000 uses). A record use is not necessarily a unique image or example. Selected samples were used, not entire upstream datasets. Follow each source page for its description and licensing; those licenses are not replaced by the model license.

Private, manually prepared packages

Package	Recorded uses	Source
Broad adult learning	3,070	Private curation; not distributed
Synthetic 3D model adult learning	133	Private synthetic multi-view groups; not distributed

Public sources in the local training pool

Counts are grouped by source adapter, so multiple rows can point to the same upstream dataset.

Source / adapter	Recorded uses	Source page
`2796gauravc/agentic-search-data`	176	2796gauravc/agentic-search-data
`A02_CHINESE_DIRECT_FRESH`	6	Richarddzz/NSFW-Chinese-Adult-Image-Caption
`A03_HDR`	17	thisnick/nsfw-video-still-caption-grid-only
`A03_VIDEO_STILLS`	51	thisnick/nsfw-video-still-caption-grid-only
`AfterQuery/FinanceQA`	22	AfterQuery/FinanceQA
`ahhany/constructionQAs`	67	ahhany/constructionQAs
`Ailiance-fr/mascarade-stm32-dataset`	140	Ailiance-fr/mascarade-stm32-dataset
`Alogotron/game-theory-business-strategy`	1	Alogotron/game-theory-business-strategy
`AmazonScience/migration-bench-java-full`	252	AmazonScience/migration-bench-java-full
`Atomic-Germ/Pygame-data`	147	Atomic-Germ/Pygame-data
`B01_VQARAD_DIRECT`	40	abhay2812/vqa-rad
`B02_BODY_MEASUREMENTS_UNIQUEDATA_ADULT_DIRECT_0019`	1	UniqueData/body-measurements-dataset
`B02_FASHION_DE`	52	jinaai/fashion-captions-de
`B02_HUMANPOSE_DENSEPOSE_SMALLDATA_DIRECT_0067`	5	jschoormans/humanpose_densepose
`B03_CAULDRON_VISUAL7W`	31	HuggingFaceM4/the_cauldron
`B03_CAULDRON_VQAV2`	32	HuggingFaceM4/the_cauldron
`B04_CAULDRON_LNARR`	34	Local adapter; exact upstream URL not recoverable from the retained source lock
`B04_CAULDRON_TEXTCAPS`	29	HuggingFaceM4/the_cauldron
`B05_CAPTCHA_HANDOFF_VENUSBENCH_0219`	60	inclusionAI/VenusBench-CAPTCHA
`B05_ORCHARD_GUI`	100	microsoft/Orchard
`B05_UNIGUI1`	15	Local adapter; exact upstream URL not recoverable from the retained source lock
`B05_UNIGUI2`	15	Local adapter; exact upstream URL not recoverable from the retained source lock
`B06_CHARTQA`	16	HuggingFaceM4/the_cauldron
`B06_DOCVQA`	18	HuggingFaceM4/the_cauldron
`B06_GEOGUESSR_COUNTRY_CAPPED_0116`	7	fren-gor/geoguessr-locations
`B06_INFOVQA`	19	Local adapter; exact upstream URL not recoverable from the retained source lock
`B06_MAPQA`	3	HuggingFaceM4/the_cauldron
`B06_MEMES_HF_CAPPED_DEDUP`	10	sin3142/memes-1500
`B06_OCRVQA`	15	HuggingFaceM4/the_cauldron
`B06_RENDERED`	7	HuggingFaceM4/the_cauldron
`B06_TEXTVQA`	15	HuggingFaceM4/the_cauldron
`B07_AKIS`	13	OttomanNLP/Akis-Ottoman-Dataset
`B07_CHURRO`	15	OttomanNLP/CHURRO-Ottoman-Turkish-Subset
`B07_PERSIAN`	8	MR3z4/persian-handwriting-ocr
`B08_CAULDRON_AI2D`	21	HuggingFaceM4/the_cauldron
`B08_OPEN_SCHEMATICS`	82	Local adapter; exact upstream URL not recoverable from the retained source lock
`B09_3DCODE_DIRECT_CAPPED_0212`	16	YipengGao/3DCode
`B09_CAP3D_ABO`	17	Local adapter; exact upstream URL not recoverable from the retained source lock
`B10_AI2D`	26	HuggingFaceM4/the_cauldron
`B10_FIGUREQA`	18	HuggingFaceM4/the_cauldron
`B10_PLOTQA`	12	HuggingFaceM4/the_cauldron
`B10_SCIENCEQA`	14	HuggingFaceM4/the_cauldron
`B11_OPENWEBRL_REUSE`	32	Local adapter; exact upstream URL not recoverable from the retained source lock
`B11_ORCHARD_SEQUENCE`	3	Local adapter; exact upstream URL not recoverable from the retained source lock
`B12_CAULDRON_AOKVQA`	19	Local adapter; exact upstream URL not recoverable from the retained source lock
`B12_CAULDRON_CLEVR`	8	Local adapter; exact upstream URL not recoverable from the retained source lock
`B12_CAULDRON_COCOQA`	18	HuggingFaceM4/the_cauldron
`B12_CAULDRON_NLVR2`	12	HuggingFaceM4/the_cauldron
`B12_CAULDRON_OKVQA`	11	Local adapter; exact upstream URL not recoverable from the retained source lock
`B13_FACE_EXPRESSION_MIT_DIRECT_0392`	4	Prasanna18/Human-Face_Images_for_Emotion_Recognition
`Bakanayatsu/nsfw-image-public`	1	Bakanayatsu/nsfw-image-public
`bernabepuente/backend-api-instruction-dataset`	132	bernabepuente/backend-api-instruction-dataset
`BYC-Sophie/samsum-chatgpt-summary`	46	BYC-Sophie/samsum-chatgpt-summary
`CATIE-AQ/XMRec_reviews_fr_Electronics`	972	CATIE-AQ/XMRec_reviews_fr_Electronics
`Chat-Error/anime_pretraining_2`	96	Chat-Error/anime_pretraining_2
`Christine-HiAiPerf/canadian-tax-law-qa`	948	Christine-HiAiPerf/canadian-tax-law-qa
`ChuckMcSneed/various_RP_system_prompts`	87	ChuckMcSneed/various_RP_system_prompts
`ClarusC64/legal-advice-email-risk-option-instruction-coherence-v0.1`	3	ClarusC64/legal-advice-email-risk-option-instruction-coherence-v0.1
`ClarusC64/legal-counsel-brief-fact-issue-instruction-coherence-risk-v0.1`	4	ClarusC64/legal-counsel-brief-fact-issue-instruction-coherence-risk-v0.1
`ClarusC64/network-security-route-hijack-coherence-risk-v0.1`	3	ClarusC64/network-security-route-hijack-coherence-risk-v0.1
`CollateralAnalytics/kgp-synthetic-customer-behavior-segments`	1	CollateralAnalytics/kgp-synthetic-customer-behavior-segments
`community-datasets/europa_eac_tm`	288	community-datasets/europa_eac_tm
`contralabs/creative-ad-design-dataset`	4	contralabs/creative-ad-design-dataset
`cowWhySo/pentest-redteam-steering`	151	cowWhySo/pentest-redteam-steering
`crazycog/linux-sysadmin-qa-askhole`	78	crazycog/linux-sysadmin-qa-askhole
`crazycog/linux-sysadmin-qa-askhole-v1`	782	crazycog/linux-sysadmin-qa-askhole-v1
`CyberNative/Code_Vulnerability_Security_DPO`	486	CyberNative/Code_Vulnerability_Security_DPO
`David-Chew-HL/Tech-Stocks-News`	627	David-Chew-HL/Tech-Stocks-News
`Draeg82/uk-gdpr-small-business-qa`	242	Draeg82/uk-gdpr-small-business-qa
`electricsheepafrica/africa-south-sudan-global-subnational-population-statistics-f60bb180`	71	electricsheepafrica/africa-south-sudan-global-subnational-population-statistics-f60bb180
`electricsheepafrica/africa-synth-retail-and-ecommerce-supply-chain-logistics-data-nigeria`	677	electricsheepafrica/africa-synth-retail-and-ecommerce-supply-chain-logistics-data-nigeria
`electricsheepafrica/africa-wearable-device-security`	1,662	electricsheepafrica/africa-wearable-device-security
`electricsheepafrica/africa-worldbank-wbl-supportive-framework-entrepreneurship-there-are-government-led-programs-sup`	3	electricsheepafrica/africa-worldbank-wbl-supportive-framework-entrepreneurship-there-are-government-led-programs-sup
`electricsheepafrica/nigerian_transport_and_logistics_environmental_impact`	684	electricsheepafrica/nigerian_transport_and_logistics_environmental_impact
`eniomecaj/embedded-systems-qa`	138	eniomecaj/embedded-systems-qa
`facebook/asset`	600	facebook/asset
`Falah/interior_design_prompts_SDXL`	6	Falah/interior_design_prompts_SDXL
`Finance-Agentic-AI/Portfolio-Rebalance`	34	Finance-Agentic-AI/Portfolio-Rebalance
`gjyotk/Menstrual-Health-Awareness-Dataset`	105	gjyotk/Menstrual-Health-Awareness-Dataset
`google-research-datasets/aquamuse`	175	google-research-datasets/aquamuse
`google/mobile-actions`	278	google/mobile-actions
`Gopher-Lab/huberman_lab_The_Science_of_Sexual_Development`	1	Gopher-Lab/huberman_lab_The_Science_of_Sexual_Development
`greghavens/gpt-5.6-sol-coding-and-debugging-traces`	49	greghavens/gpt-5.6-sol-coding-and-debugging-traces
`gretelai/synthetic_pii_finance_multilingual`	371	gretelai/synthetic_pii_finance_multilingual
`Gryphe/Opus-WritingPrompts`	51	Gryphe/Opus-WritingPrompts
`GyeongjuLee/instruction-tuning_EMH-emotional-reactions`	20	GyeongjuLee/instruction-tuning_EMH-emotional-reactions
`Imrankhanjoya/ecommerce-onionpose`	305	Imrankhanjoya/ecommerce-onionpose
`income/scidocs-top-20-gen-queries`	889	income/scidocs-top-20-gen-queries
`infinite-dataset-hub/OvarianUltrasoundFeatureExtraction`	3	infinite-dataset-hub/OvarianUltrasoundFeatureExtraction
`introvoyz041/farmbot-arduino-firmware`	1	introvoyz041/farmbot-arduino-firmware
`ismailtasdelen/ethereum-smart-contract-security-qa`	64	ismailtasdelen/ethereum-smart-contract-security-qa
`jjmachan/NSFW-questions-inter-cleaned_df`	19	jjmachan/NSFW-questions-inter-cleaned_df
`johndoe1100100101/nsfw_chat`	3	johndoe1100100101/nsfw_chat
`Karmane/bitnomial-crypto-derivatives-liquidity-funding-sample`	248	Karmane/bitnomial-crypto-derivatives-liquidity-funding-sample
`LeData/media-metadata-artists`	111	LeData/media-metadata-artists
`lukealvess/forex-algotrading-m15-1000-columns`	9	lukealvess/forex-algotrading-m15-1000-columns
`mandarjoshi/trivia_qa`	5	mandarjoshi/trivia_qa
`mariozupan/bookkeeping-posting-schemes-2007-2023`	51	mariozupan/bookkeeping-posting-schemes-2007-2023
`matzejo/godot-lora-dataset`	144	matzejo/godot-lora-dataset
`MCES10-Software/SwiftUI-Code-Examples`	201	MCES10-Software/SwiftUI-Code-Examples
`mercor/apex-accounting`	9	mercor/apex-accounting
`mikegarts/oa_tell_a_joke_20000`	114	mikegarts/oa_tell_a_joke_20000
`MindOSProducer/Mind-OS-33-Protocols`	25	MindOSProducer/Mind-OS-33-Protocols
`MLBtrio/genz-slang-dataset`	54	MLBtrio/genz-slang-dataset
`MuratcanKoylan/MarketingStructuralPrompts`	536	MuratcanKoylan/MarketingStructuralPrompts
`MuratKomurcu/stm32-hal-dataset`	369	MuratKomurcu/stm32-hal-dataset
`nebulatech/pharma-digital-marketing-dataset`	1	nebulatech/pharma-digital-marketing-dataset
`neural-bridge/rag-dataset-1200`	94	neural-bridge/rag-dataset-1200
`nibeditans/crros-customer-behavior-dataset`	600	nibeditans/crros-customer-behavior-dataset
`nvidia/AudioSkills`	10	nvidia/AudioSkills
`odemzkolo/flaws-cloudtrail-security-qa`	109	odemzkolo/flaws-cloudtrail-security-qa
`pdfqa/pdfQA-Annotations`	83	pdfqa/pdfQA-Annotations
`propfirmkey/prop-trading-qa-conversational-ai`	50	propfirmkey/prop-trading-qa-conversational-ai
`RafaM97/marketing_social_media`	672	RafaM97/marketing_social_media
`reddit-tools-HF/reddit-bestofredditorupdates-processed`	45	reddit-tools-HF/reddit-bestofredditorupdates-processed
`referencesource/router-firmware-support-status`	260	referencesource/router-firmware-support-status
`reknine69/QA-citations`	176	reknine69/QA-citations
`reloading0101/threat-intelligence-dataset`	917	reloading0101/threat-intelligence-dataset
`Richarddzz/NSFW-Chinese-Adult-Image-Caption`	7	Richarddzz/NSFW-Chinese-Adult-Image-Caption
`rx1lora/StoryPlay_RolePlay-NPCv2`	9	rx1lora/StoryPlay_RolePlay-NPCv2
`Salesforce/wikitext`	248	Salesforce/wikitext
`samuelandaudreymedianetwork/partnerships-and-media-references`	45	samuelandaudreymedianetwork/partnerships-and-media-references
`sangamdas/Execution-Finality-Security-for-Agentic-AI-Autonomous-Systems-Cloud-Payments-Telecom-OS-and-Robo`	85	sangamdas/Execution-Finality-Security-for-Agentic-AI-Autonomous-Systems-Cloud-Payments-Telecom-OS-and-Robo
`sergiogpinto/memefact-templates`	94	sergiogpinto/memefact-templates
`shahryars/vazirweb-persian-social-media-content`	9	shahryars/vazirweb-persian-social-media-content
`SicariusSicariiStuff/Bluemoon_Top50MB_Sorted_Fixed`	10	SicariusSicariiStuff/Bluemoon_Top50MB_Sorted_Fixed
`sidddd625/adaption-business-compliance-qa-in-devanagri-script`	8	sidddd625/adaption-business-compliance-qa-in-devanagri-script
`socialmediaie/SocialMediaIE-MetaCorpus-v1`	244	socialmediaie/SocialMediaIE-MetaCorpus-v1
`starknet-ai/cairo-security-audits`	133	starknet-ai/cairo-security-audits
`stindardlogic/brainstorming-ideation-sft-100k`	99	stindardlogic/brainstorming-ideation-sft-100k
`Svngoku/adaption-african-research-literature-current-events-qa`	34	Svngoku/adaption-african-research-literature-current-events-qa
`tahamajs/bitcoin-investment-advisory-dataset`	10	tahamajs/bitcoin-investment-advisory-dataset
`th1nhng0/vietnamese-legal-documents`	86	th1nhng0/vietnamese-legal-documents
`thisnick/nsfw-video-still-caption-grid-only`	101	thisnick/nsfw-video-still-caption-grid-only
`uncledecart/rtos`	10	uncledecart/rtos
`Uris001/equity-research-dataset`	58	Uris001/equity-research-dataset
`victorzarzu/interior-design-prompt-editing-dataset-test`	23	victorzarzu/interior-design-prompt-editing-dataset-test
`vishnuOI/unity-dev-instructions`	142	vishnuOI/unity-dev-instructions
`yatin-superintelligence/Edge-Agent-Reasoning-WebSearch-260K`	12	yatin-superintelligence/Edge-Agent-Reasoning-WebSearch-260K
`Yoav-omer/startups`	1,168	Yoav-omer/startups
`YUXCulturalAILab/senegal-maternal-health-qa`	7	YUXCulturalAILab/senegal-maternal-health-qa

Additional run-2 / run-3 sources

These rows account for all 10,350 uses from the additional external-source pool, reconciled against the per-record training backup.

Source	Individually recoverable uses
HuggingFaceH4/no_robots	3,175
MegaScience/TextbookReasoning	5,000
allenai/ai2_arc	450
allenai/qasc	450
heyalexchoi/qwen3-math-concise-sft-v3	375
openai/gsm8k	900

Attribution notes

Source URLs identify attribution, not an endorsement or a claim of complete license review. Some retained adapters have no recoverable upstream URL; these are explicitly marked rather than linked to a guessed dataset. Original release lineage is documented in the model card.