garystafford

# For use with AUTOMATIC1111 on Ubuntu

# current install:
# version: v1.8.0
# python: 3.10.12
# torch: 2.1.2+cu121
# xformers: 0.0.25.post1+cu118
# gradio: 3.41.2
# checkpoint: 6ce0161689

garystafford

# Install ComfyUI on Ubuntu
apt install python3-pip
sudo apt install python3-pip

git clone https://github.com/comfyanonymous/ComfyUI.git
cd ComfyUI/
pip install -r requirements.txt

pip install torchvision # error message in terminal

garystafford

// Simple HTTP server that returns random HTTP status code, written in Go.
// Author: Gary A. Stafford <garystafford@rochester.rr.com>
// Created: 11/04/2016

package main

import (
	"io"
	"math/rand"
	"net/http"

garystafford

import torch

print(torch.__version__) # e.g., 2.0.0 (at the time of the post)
print(torch.cuda.get_device_name(0)) # e.g., NVIDIA A10G

garystafford

pipeline = DiffusionPipeline.from_pretrained(
    model_name_base,
    torch_dtype=torch.float16,
).to(device)

pipeline.load_lora_weights(
    project_name, 
    weight_name="pytorch_lora_weights.safetensors"
)

garystafford

pipeline = DiffusionPipeline.from_pretrained(
    model_name_base,
    torch_dtype=torch.float16,
).to(device)

# new LoRA weights from fine-tuning process
pipeline.load_lora_weights(
    project_name, 
    weight_name="pytorch_lora_weights.safetensors"
)

garystafford

from diffusers import DiffusionPipeline, StableDiffusionXLImg2ImgPipeline

device = "cuda" # cpu or cuda

pipeline = DiffusionPipeline.from_pretrained(
    model_name_base,
    torch_dtype=torch.float16,
).to(device)

refiner = StableDiffusionXLImg2ImgPipeline.from_pretrained(

garystafford

%%sh

export PIP_ROOT_USER_ACTION=ignore

pip install -Uq pip # optional
pip install -Uq autotrain-advanced
pip install -q ipywidgets==7.8.1

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import os

# project configuration
project_name = "mb_amg_gt_oue_dreambooth"
model_name_base = "stabilityai/stable-diffusion-xl-base-1.0"
model_name_refiner = "stabilityai/stable-diffusion-xl-refiner-1.0"

# fine-tuning prompts
# 'oue' is a rare tokens, 'car' is a class
instance_prompt = "photo of oue car"

garystafford

# optional descriptive terms: sleek, futuristic, metallic, colorful, urban
subject_prompt = """oue, marker rendering of oue electric scooter, concept art, 
futuristic cityscape, solid color background, bright vibrant colors, marker, sketch, 
illustration, illustrative, marker drawing, expressive strokes, graphic"""

subject_negative_prompt = """person, people, human, rider, floating objects, text, 
words, writing, letters, phrases, trademark, watermark, icon, logo, banner, signature, 
username, monochrome, cropped, cut-off, patterned background"""

refiner_prompt = """sharp, crisp, in-focus, uncropped, high-quality"""