Models The best

The best

Эта страница использует catalog heuristics: fast = минимальные vramMB/diskMB; quality = qualityRank если есть, иначе более сильная модель внутри категории.

Native

Категория	Лучшее на скорость/размер	Требования	Лучшее на качество/размер	Требования
LLM / чат и генерация текста	Qwen2.5 0.5B Instruct	tiny, 696 MB VRAM/RAM, 220 MB disk	Meta Llama 3.1 405B Instruct	large, 88293 MB VRAM/RAM, 48885 MB disk
Embeddings / векторные представления	all-MiniLM-L6-v2	tiny, 250 MB VRAM/RAM, 90 MB disk	Qwen3 Embedding 4B ONNX ST	medium, 20088 MB VRAM/RAM, 15354 MB disk
Reranker / переранжирование	reranker bert tiny gooaq bce	tiny, 170 MB VRAM/RAM, 33 MB disk	Qwen3 Reranker 0.6B	tiny, 10559 MB VRAM/RAM, 8024 MB disk
Translator / перевод	OPUS MT EN-RU	tiny, 650 MB VRAM/RAM, 310 MB disk	NLLB 200 distilled 600M	medium, 2300 MB VRAM/RAM, 1200 MB disk
TTS / синтез речи	mms tts deu	tiny, 256 MB VRAM/RAM, 180 MB disk	Kokoro 82M	tiny, 450 MB VRAM/RAM, 180 MB disk
VLM / image-to-text	SmolVLM 256M Instruct	tiny, 291 MB VRAM/RAM, 243 MB disk	Qwen2 VL 2B Instruct	medium, 2280 MB VRAM/RAM, 1900 MB disk
ASR / speech-to-text	Whisper tiny multilingual	tiny, 250 MB VRAM/RAM, 80 MB disk	Whisper large v3 turbo	large, 3600 MB VRAM/RAM, 1600 MB disk
OCR / распознавание текста	trocr base stage1	tiny, 312 MB VRAM/RAM, 260 MB disk	trocr base stage1	tiny, 312 MB VRAM/RAM, 260 MB disk
Image classification / классификация изображений	MobileNet V2	tiny, 160 MB VRAM/RAM, 25 MB disk	ViT base 224	small, 700 MB VRAM/RAM, 330 MB disk
Object detection / детекция объектов	detr resnet 50 panoptic	tiny, 256 MB VRAM/RAM, 180 MB disk	DETR ResNet 50	medium, 900 MB VRAM/RAM, 170 MB disk
Image segmentation / сегментация и background removal	MODNet portrait matting	tiny, 180 MB VRAM/RAM, 30 MB disk	BEN2 background removal	medium, 1300 MB VRAM/RAM, 680 MB disk
Depth estimation / карта глубины	depth anything base hf	tiny, 264 MB VRAM/RAM, 220 MB disk	DPT hybrid MiDaS	medium, 950 MB VRAM/RAM, 480 MB disk
Document layout / разметка документа	yolov10b doclaynet	tiny, 256 MB VRAM/RAM, 180 MB disk	yolov10b doclaynet	tiny, 256 MB VRAM/RAM, 180 MB disk
Table detection / таблицы	table transformer detection	tiny, 256 MB VRAM/RAM, 180 MB disk	table transformer structure recognition v1.1 all	tiny, 256 MB VRAM/RAM, 180 MB disk
Document QA / вопрос-ответ по документу	donut base finetuned cord v2	small, 504 MB VRAM/RAM, 420 MB disk	donut base finetuned cord v2	small, 504 MB VRAM/RAM, 420 MB disk
Language ID / определение языка	mms lid 126	tiny, 256 MB VRAM/RAM, 120 MB disk	mms lid 4017	tiny, 256 MB VRAM/RAM, 120 MB disk
Audio classification / классификация аудио	ast finetuned audioset 10 10 0.4593	tiny, 256 MB VRAM/RAM, 180 MB disk	wav2vec2 large xlsr 53 gender recognition librispeech	tiny, 256 MB VRAM/RAM, 180 MB disk
Text classification / классификация текста	bert base multilingual uncased sentiment	tiny, 256 MB VRAM/RAM, 120 MB disk	toxic bert	tiny, 256 MB VRAM/RAM, 120 MB disk
NER / извлечение сущностей	bert base NER	tiny, 256 MB VRAM/RAM, 120 MB disk	bert base multilingual cased ner hrl	tiny, 256 MB VRAM/RAM, 120 MB disk
Zero-shot text / классификация текста по меткам	bart large mnli	small, 396 MB VRAM/RAM, 330 MB disk	mobilebert uncased mnli	small, 396 MB VRAM/RAM, 330 MB disk
Summarization / суммаризация	Bart Large CNN	small, 504 MB VRAM/RAM, 420 MB disk	text summarization	small, 504 MB VRAM/RAM, 420 MB disk
Text2Text / text-to-text задачи	LaMini T5 61M	tiny, 256 MB VRAM/RAM, 57 MB disk	LaMini Flan T5 783M	small, 891 MB VRAM/RAM, 743 MB disk
Code understanding / кодовые embeddings	CodeBERTa language id	tiny, 256 MB VRAM/RAM, 160 MB disk	codebert javascript	tiny, 256 MB VRAM/RAM, 160 MB disk

WebGPU

Категория	Лучшее на скорость/размер	Требования	Лучшее на качество/размер	Требования
LLM / чат и генерация текста	SmolLM2 360M Instruct	tiny, 700 MB VRAM/RAM, 280 MB disk	gpt oss 20b	large, 34200 MB VRAM/RAM, 19000 MB disk
Embeddings / векторные представления	Snowflake Arctic Embed L v2	large, 2400 MB VRAM/RAM, 1200 MB disk	Mixedbread embed large	large, 2600 MB VRAM/RAM, 1350 MB disk
Reranker / переранжирование	BGE Reranker v2 M3	medium, 1600 MB VRAM/RAM, 900 MB disk	BGE Reranker v2 M3	medium, 1600 MB VRAM/RAM, 900 MB disk
Translator / перевод	M2M100 418M	medium, 1900 MB VRAM/RAM, 900 MB disk	NLLB 200 distilled 600M	medium, 2300 MB VRAM/RAM, 1200 MB disk
VLM / image-to-text	Qwen2 VL 2B Instruct	medium, 2280 MB VRAM/RAM, 1900 MB disk	Qwen2 VL 2B Instruct	medium, 2280 MB VRAM/RAM, 1900 MB disk
ASR / speech-to-text	Whisper large v3 turbo	large, 3600 MB VRAM/RAM, 1600 MB disk	Whisper large v3 turbo	large, 3600 MB VRAM/RAM, 1600 MB disk

Web

Категория	Лучшее на скорость/размер	Требования	Лучшее на качество/размер	Требования
LLM / чат и генерация текста	SmolLM 135M	tiny, 256 MB VRAM/RAM, 128 MB disk	Llama 3.2 1B Instruct	small, 1710 MB VRAM/RAM, 950 MB disk
Embeddings / векторные представления	all-MiniLM-L6-v2	tiny, 250 MB VRAM/RAM, 90 MB disk	Qwen3 Embedding 0.6B	small, 684 MB VRAM/RAM, 570 MB disk
Reranker / переранжирование	bge reranker large	tiny, 360 MB VRAM/RAM, 300 MB disk	Qwen3 Reranker 0.6B	small, 684 MB VRAM/RAM, 570 MB disk
Translator / перевод	OPUS MT EN-RU	tiny, 650 MB VRAM/RAM, 310 MB disk	opus mt de en	small, 384 MB VRAM/RAM, 320 MB disk
TTS / синтез речи	mms tts deu	tiny, 256 MB VRAM/RAM, 180 MB disk	Kokoro 82M	tiny, 450 MB VRAM/RAM, 180 MB disk
VLM / image-to-text	SmolVLM 256M Instruct	tiny, 291 MB VRAM/RAM, 243 MB disk	FastVLM 0.5B	small, 570 MB VRAM/RAM, 475 MB disk
ASR / speech-to-text	Whisper tiny multilingual	tiny, 250 MB VRAM/RAM, 80 MB disk	Whisper base multilingual	small, 550 MB VRAM/RAM, 145 MB disk
OCR / распознавание текста	TexTeller	tiny, 312 MB VRAM/RAM, 260 MB disk	TexTeller	tiny, 312 MB VRAM/RAM, 260 MB disk
Image classification / классификация изображений	MobileNet V2	tiny, 160 MB VRAM/RAM, 25 MB disk	ViT base 224	small, 700 MB VRAM/RAM, 330 MB disk
Object detection / детекция объектов	detr resnet 50 panoptic	tiny, 256 MB VRAM/RAM, 180 MB disk	DETR ResNet 50	medium, 900 MB VRAM/RAM, 170 MB disk
Image segmentation / сегментация и background removal	MODNet portrait matting	tiny, 180 MB VRAM/RAM, 30 MB disk	BEN2 background removal	medium, 1300 MB VRAM/RAM, 680 MB disk
Depth estimation / карта глубины	depth anything base hf	tiny, 264 MB VRAM/RAM, 220 MB disk	DPT hybrid MiDaS	medium, 950 MB VRAM/RAM, 480 MB disk
Document layout / разметка документа	yolov10b doclaynet	tiny, 256 MB VRAM/RAM, 180 MB disk	yolov10b doclaynet	tiny, 256 MB VRAM/RAM, 180 MB disk
Table detection / таблицы	table transformer detection	tiny, 256 MB VRAM/RAM, 180 MB disk	table transformer detection	tiny, 256 MB VRAM/RAM, 180 MB disk
Document QA / вопрос-ответ по документу	donut base finetuned cord v2	small, 504 MB VRAM/RAM, 420 MB disk	donut base finetuned cord v2	small, 504 MB VRAM/RAM, 420 MB disk
Zero-shot image / классификация изображения по меткам	CLIP ViT base patch32	small, 750 MB VRAM/RAM, 340 MB disk	SigLIP base 224	medium, 1100 MB VRAM/RAM, 520 MB disk
Language ID / определение языка	mms lid 126	tiny, 256 MB VRAM/RAM, 120 MB disk	mms lid 126	tiny, 256 MB VRAM/RAM, 120 MB disk
Audio classification / классификация аудио	ast finetuned audioset 10 10 0.4593	tiny, 256 MB VRAM/RAM, 180 MB disk	ast finetuned audioset 10 10 0.4593	tiny, 256 MB VRAM/RAM, 180 MB disk
Text classification / классификация текста	bert base multilingual uncased sentiment	tiny, 256 MB VRAM/RAM, 120 MB disk	bert base multilingual uncased sentiment	tiny, 256 MB VRAM/RAM, 120 MB disk
NER / извлечение сущностей	bert base NER	tiny, 256 MB VRAM/RAM, 120 MB disk	bert base NER	tiny, 256 MB VRAM/RAM, 120 MB disk
Zero-shot text / классификация текста по меткам	bart large mnli	small, 396 MB VRAM/RAM, 330 MB disk	bart large mnli	small, 396 MB VRAM/RAM, 330 MB disk
Summarization / суммаризация	Bart Large CNN	small, 504 MB VRAM/RAM, 420 MB disk	Bart Large CNN	small, 504 MB VRAM/RAM, 420 MB disk
Text2Text / text-to-text задачи	LaMini T5 61M	tiny, 256 MB VRAM/RAM, 57 MB disk	LaMini Flan T5 783M	small, 891 MB VRAM/RAM, 743 MB disk
Code understanding / кодовые embeddings	CodeBERTa language id	tiny, 256 MB VRAM/RAM, 160 MB disk	CodeBERTa language id	tiny, 256 MB VRAM/RAM, 160 MB disk