{"article":{"annotation":{"article_id":"flux3-image-klein-diffusers-release","available_at":"2026-10-15T20:20:08.569584Z","geography_revision":"ef6ee0010dda5fe7b240fd514749b43e214c57da73222d2e40ec83b276dd0977","id":"76d9441bf9921f99a2713fdf3cbba678e00c6b332214743151e5bf8ee22aed15","input_sha256":"64d68c6b69e4d2f2648069f067a90af52973e1f909175b3f984b4948e2b0609a","limitations":["Rule-derived subjects are candidates, not verified editorial labels or calibrated model probabilities.","Coverage is distinct from event location. 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The release describes text-to-image generation, editing with multiple reference images and layout control through bounding boxes in prompts.","The distilled checkpoint uses 16 steps by default and the base checkpoint 50. Hugging Face reports about two seconds to generate a 1024 × 1024 image on an H100; this is a team-published measurement that depends on hardware and settings. The post also documents FP8 and NVFP4 variants and LoRA fine-tuning scripts."],"sections":[]},"corrections":[],"country":null,"data":{"blocks":[{"description":{"ar":"يوفر إصداران مفتوحا الأوزان إنشاء الصور من النص وتحرير مراجع متعددة والتحكم في التخطيط بالصناديق.","de":"Zwei Versionen mit offenen Gewichten unterstützen Text-zu-Bild, Bearbeitung mit mehreren Referenzen und Layoutsteuerung per Rahmen.","en":"Two open-weight versions of the Black Forest Labs model support text-to-image, multi-reference editing and bounding-box layout control.","es":"Dos versiones de pesos abiertos permiten generar imágenes, editar con varias referencias y controlar el diseño mediante recuadros.","fr":"Deux versions à poids ouverts proposent génération d’images, édition multi-référence et contrôle de mise en page par boîtes.","pt":"Duas versões de pesos abertos permitem gerar imagens, editar com várias referências e controlar a disposição por caixas.","tr":"Black Forest Labs modelinin iki açık ağırlıklı sürümü metinden görsel, çoklu referans düzenleme ve kutu tabanlı yerleşim özellikleri sunuyor."},"id":"flux3-image-klein-diffusers-release-release","items":[{"date":"2026-10-15","description":{"ar":"يوفر إصداران مفتوحا الأوزان إنشاء الصور من النص وتحرير مراجع متعددة والتحكم في التخطيط بالصناديق.","de":"Zwei Versionen mit offenen Gewichten unterstützen Text-zu-Bild, Bearbeitung mit mehreren Referenzen und Layoutsteuerung per Rahmen.","en":"Two open-weight versions of the Black Forest Labs model support text-to-image, multi-reference editing and bounding-box layout control.","es":"Dos versiones de pesos abiertos permiten generar imágenes, editar con varias referencias y controlar el diseño mediante recuadros.","fr":"Deux versions à poids ouverts proposent génération d’images, édition multi-référence et contrôle de mise en page par boîtes.","pt":"Duas versões de pesos abertos permitem gerar imagens, editar com várias referências e controlar a disposição por caixas.","tr":"Black Forest Labs modelinin iki açık ağırlıklı sürümü metinden görsel, çoklu referans düzenleme ve kutu tabanlı yerleşim özellikleri sunuyor."},"label":{"ar":"أُضيف FLUX.3 Image Klein إلى Diffusers","de":"FLUX.3 Image Klein kommt zu Diffusers","en":"FLUX.3 Image Klein arrives in Diffusers","es":"FLUX.3 Image Klein llega a Diffusers","fr":"FLUX.3 Image Klein arrive dans Diffusers","pt":"FLUX.3 Image Klein chega ao Diffusers","tr":"FLUX.3 Image Klein, Diffusers kitaplığına geldi"},"status":"occurred"}],"methodology":{"ar":"يلخص هذا السجل المنظم الإعلان المذكور؛ ولا يمثل تحققاً مستقلاً من الأداء.","de":"Dieser Eintrag fasst die genannte Ankündigung zusammen; er ist keine unabhängige Leistungsbewertung.","en":"This structured record summarizes the cited announcement; it is not an independent performance evaluation.","es":"Este registro resume el anuncio citado; no es una evaluación independiente del rendimiento.","fr":"Cette fiche résume l’annonce citée ; elle ne constitue pas une évaluation indépendante des performances.","pt":"Este registo resume o anúncio citado; não é uma avaliação independente do desempenho.","tr":"Bu yapılandırılmış kayıt, belirtilen duyuruyu özetler; bağımsız performans doğrulaması değildir."},"sourceUrls":["https://huggingface.co/blog/flux-3"],"title":{"ar":"أُضيف FLUX.3 Image Klein إلى Diffusers","de":"FLUX.3 Image Klein kommt zu Diffusers","en":"FLUX.3 Image Klein arrives in Diffusers","es":"FLUX.3 Image Klein llega a Diffusers","fr":"FLUX.3 Image Klein arrive dans Diffusers","pt":"FLUX.3 Image Klein chega ao Diffusers","tr":"FLUX.3 Image Klein, Diffusers kitaplığına 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