black-forest-labs/flux-3-image-klein-pup开源了新模型

black-forest-labs/flux-3-image-klein-pup · Hugging Face Hugging Face (https://huggingface.co/) Models (https://huggingface.co/models) Datasets (https://huggingface.co/datasets) Spaces (https://huggingface.co/spaces) Buckets new (https://huggingface.co/storage) Docs (https://huggingface.co/docs) Enterprise (https://huggingface.co/enterprise) Pricing (https://huggingface.co/pricing) Website Tasks (https://huggingface.co/tasks) HuggingChat (https://huggingface.co/chat) Collections (https://huggingface.co/collections) Languages (https://huggingface.co/languages) Organizations (https://huggingface.co/organizations) Community Blog (https://huggingface.co/blog) Posts (https://huggingface.co/posts) Daily Papers (https://huggingface.co/papers) Hardware (https://huggingface.co/hardware) Learn (https://huggingface.co/learn) Discord (https://huggingface.co/join/discord) Forum (https://discuss.huggingface.co/) GitHub (https://github.com/huggingface) Solutions Team & Enterprise (https://huggingface.co/enterprise) Hugging Face PRO (https://huggingface.co/pro) Enterprise Support (https://huggingface.co/support) Inference Providers (https://huggingface.co/inference/models) Inference Endpoints (https://huggingface.co/inference-endpoints) Storage Buckets (https://huggingface.co/storage) Log In (https://huggingface.co/login) Sign Up (https://huggingface.co/join) (https://huggingface.co/black-forest-labs) black-forest-labs (https://huggingface.co/black-forest-labs) / flux-3-image-klein-pup (https://huggingface.co/black-forest-labs/flux-3-image-klein-pup) Like 47 Follow Black Forest Labs 42.9k Image-Text-to-Text (https://huggingface.co/models?pipeline_tag=image-text-to-text) Transformers (https://huggingface.co/models?library=transformers) Safetensors (https://huggingface.co/models?library=safetensors) English (https://huggingface.co/models?language=en) qwen3_5 (https://huggingface.co/models?other=qwen3_5) prompt-upsampling (https://huggingface.co/models?other=prompt-upsampling) prompt-rewriting (https://huggingface.co/models?other=prompt-rewriting) text-to-image (https://huggingface.co/models?other=text-to-image) image-editing (https://huggingface.co/models?other=image-editing) flux (https://huggingface.co/models?other=flux) flux-3 (https://huggingface.co/models?other=flux-3) black-forest-labs (https://huggingface.co/models?other=black-forest-labs) conversational (https://huggingface.co/models?other=conversational) License: apache-2.0 Model card (https://huggingface.co/black-forest-labs/flux-3-image-klein-pup) Files Files and versions xet (https://huggingface.co/black-forest-labs/flux-3-image-klein-pup/tree/main) Community 1 (https://huggingface.co/black-forest-labs/flux-3-image-klein-pup/discussions) Deploy Copy to bucket new Use this model Instructions to use black-forest-labs/flux-3-image-klein-pup with libraries, inference providers, notebooks, and local apps. Follow these links to get started. Libraries Transformers (https://huggingface.co/black-forest-labs/flux-3-image-klein-pup?library=transformers) How to use black-forest-labs/flux-3-image-klein-pup with Transformers: # Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-text-to-text", model="black-forest-labs/flux-3-image-klein-pup") 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) # pip install -U transformers accelerate # Load model directly from transformers import AutoProcessor, AutoModelForMultimodalLM processor = AutoProcessor.from_pretrained("black-forest-labs/flux-3-image-klein-pup") model = AutoModelForMultimodalLM.from_pretrained("black-forest-labs/flux-3-image-klein-pup", device_map="auto") messages = [ { "role": "user", "content": [ {"type": "image", "url": "https:/

Black Forest Labs black-forest-labs/flux-3-image-klein-pup black-forest-labs/flux-3-image-klein-pup https://huggingface.co/black-forest-labs/flux-3-image-klein-pup