Instructions to use diffusers/FLUX.2-dev-bnb-4bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use diffusers/FLUX.2-dev-bnb-4bit with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline from diffusers.utils import load_image # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("diffusers/FLUX.2-dev-bnb-4bit", dtype=torch.bfloat16, device_map="cuda") prompt = "Turn this cat into a dog" input_image = load_image("https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/diffusers/cat.png") image = pipe(image=input_image, prompt=prompt).images[0] - Notebooks
- Google Colab
- Kaggle
| {%- set today = strftime_now("%Y-%m-%d") %} | |
| {%- set default_system_message = "You are Mistral Small 3, a Large Language Model (LLM) created by Mistral AI, a French startup headquartered in Paris.\nYour knowledge base was last updated on 2023-10-01. The current date is " + today + ".\n\nWhen you're not sure about some information, you say that you don't have the information and don't make up anything.\nIf the user's question is not clear, ambiguous, or does not provide enough context for you to accurately answer the question, you do not try to answer it right away and you rather ask the user to clarify their request (e.g. \"What are some good restaurants around me?\" => \"Where are you?\" or \"When is the next flight to Tokyo\" => \"Where do you travel from?\")" %} | |
| {{- bos_token }} | |
| {%- if messages[0]['role'] == 'system' %} | |
| {%- if messages[0]['content'] is string %} | |
| {%- set system_message = messages[0]['content'] %} | |
| {%- else %} | |
| {%- set system_message = messages[0]['content'][0]['text'] %} | |
| {%- endif %} | |
| {%- set loop_messages = messages[1:] %} | |
| {%- else %} | |
| {%- set system_message = default_system_message %} | |
| {%- set loop_messages = messages %} | |
| {%- endif %} | |
| {{- '[SYSTEM_PROMPT]' + system_message + '[/SYSTEM_PROMPT]' }} | |
| {%- for message in loop_messages %} | |
| {%- if message['role'] == 'user' %} | |
| {%- if message['content'] is string %} | |
| {{- '[INST]' + message['content'] + '[/INST]' }} | |
| {%- else %} | |
| {{- '[INST]' }} | |
| {%- for block in message['content'] %} | |
| {%- if block['type'] == 'text' %} | |
| {{- block['text'] }} | |
| {%- elif block['type'] in ['image', 'image_url'] %} | |
| {{- '[IMG]' }} | |
| {%- else %} | |
| {{- raise_exception('Only text and image blocks are supported in message content!') }} | |
| {%- endif %} | |
| {%- endfor %} | |
| {{- '[/INST]' }} | |
| {%- endif %} | |
| {%- elif message['role'] == 'system' %} | |
| {%- if message['content'] is string %} | |
| {{- '[SYSTEM_PROMPT]' + message['content'] + '[/SYSTEM_PROMPT]' }} | |
| {%- else %} | |
| {{- '[SYSTEM_PROMPT]' + message['content'][0]['text'] + '[/SYSTEM_PROMPT]' }} | |
| {%- endif %} | |
| {%- elif message['role'] == 'assistant' %} | |
| {%- if message['content'] is string %} | |
| {{- message['content'] + eos_token }} | |
| {%- else %} | |
| {{- message['content'][0]['text'] + eos_token }} | |
| {%- endif %} | |
| {%- else %} | |
| {{- raise_exception('Only user, system and assistant roles are supported!') }} | |
| {%- endif %} | |
| {%- endfor %} |