Canopus LoRA Flux Typography ASCII

🚀 Canopus-LoRA-Flux-Typography-ASCII

Canopus-LoRA-Flux-Typography-ASCII 是一款專注於排版與 ASCII 藝術風格圖像生成的模型。它基於特定的基礎模型進行訓練，能根據輸入的提示詞生成具有獨特風格的圖像。不過，該模型目前仍處於訓練階段，可能存在一些瑕疵。

🚀 快速開始

環境設置

import torch
from pipelines import DiffusionPipeline

base_model = "black-forest-labs/FLUX.1-dev"
pipe = DiffusionPipeline.from_pretrained(base_model, torch_dtype=torch.bfloat16)

lora_repo = "prithivMLmods/Canopus-LoRA-Flux-Typography-ASCII"
trigger_word = "Realism"  # 若不使用觸發詞，可留空。
pipe.load_lora_weights(lora_repo)

device = torch.device("cuda")
pipe.to(device)

運行應用

app.py

import gradio as gr

gr.load("models/prithivMLmods/Canopus-LoRA-Flux-Typography-ASCII").launch()

pythonproject.py

from fastapi import FastAPI
from fastapi.middleware.cors import CORSMiddleware
import gradio as gr

def image_generator(prompt):
    pass

interface = gr.Interface(fn=image_generator, inputs="text", outputs="image")
app = FastAPI()

app.add_middleware(
    CORSMiddleware,
    allow_origins=["*"],  
    allow_credentials=True,
    allow_methods=["*"],
    allow_headers=["*"],
)

app = gr.mount_gradio_app(app, interface, path="/")

✨ 主要特性

• 獨特風格：專注於排版與 ASCII 藝術風格，能生成具有深度和藝術感的黑白圖像。
• 可擴展性：基於 LoRA 技術，可在基礎模型上進行靈活調整和擴展。

📦 安裝指南

安裝過程主要是通過 Python 代碼加載基礎模型和 LoRA 權重，具體步驟如下：

import torch
from pipelines import DiffusionPipeline

base_model = "black-forest-labs/FLUX.1-dev"
pipe = DiffusionPipeline.from_pretrained(base_model, torch_dtype=torch.bfloat16)

lora_repo = "prithivMLmods/Canopus-LoRA-Flux-Typography-ASCII"
trigger_word = "Realism"  # 若不使用觸發詞，可留空。
pipe.load_lora_weights(lora_repo)

device = torch.device("cuda")
pipe.to(device)

💻 使用示例

基礎用法

使用以下提示詞觸發圖像生成：

Typography, ASCII Art : A black and white monochrome photograph of a man's face. The man's head is covered in words, including "Portrait by Ralph Ueltzhoeffer" in the lower right corner of the frame. The background of the photograph is black, creating a stark contrast with the man's silhouette. The text is written in a crayon type type, adding a touch of depth to the image.

高級用法

嘗試不同的提示詞組合，如：

Typography, ASCII Art: A grayscale, monochrome portrait of a woman’s face. The face is constructed entirely from delicate, hand-drawn lines of text. Phrases like "Echoes of Silence" appear throughout the image, with the text written in a rough, handwritten font style. The woman's expression is serene, while the background remains pitch black to amplify the contrast between the text and the face. The words fade in and out of her silhouette, blending seamlessly with the contours of her features, creating an almost ethereal, abstract effect.

📚 詳細文檔

模型描述

prithivMLmods/Canopus-LoRA-Flux-Typography-ASCII

圖像生成參數如下：

標註方式：wd-v1-4-vit-tagger-v2

訓練使用的總圖像數：30+ [高分辨率] 及更多

觸發提示詞

以下是一些觸發圖像生成的提示詞示例：

• Typography, ASCII Art : A black and white monochrome photograph of a man's face. The man's head is covered in words, including "Portrait by Ralph Ueltzhoeffer" in the lower right corner of the frame. The background of the photograph is black, creating a stark contrast with the man's silhouette. The text is written in a crayon type type, adding a touch of depth to the image.
• Typography, ASCII Art: A grayscale, monochrome portrait of a woman’s face. The face is constructed entirely from delicate, hand-drawn lines of text. Phrases like "Echoes of Silence" appear throughout the image, with the text written in a rough, handwritten font style. The woman's expression is serene, while the background remains pitch black to amplify the contrast between the text and the face. The words fade in and out of her silhouette, blending seamlessly with the contours of her features, creating an almost ethereal, abstract effect.
• Typography, ASCII Art: A black-and-white monochrome image of a man in profile, with his face outlined by intricately layered words. The words "Time Stands Still" and "Art by David Carson" are woven into the contours of his features. The text is styled in a distressed, stencil-like typeface, giving the piece a raw, edgy feel. The background is entirely black, making the white text stand out, with some words blending softly into the edges of the man's silhouette, creating a haunting, dreamlike effect. The typography adds texture, merging with the photograph to form a striking visual portrait.

觸發參數

觸發詞

使用 Typography 和 ASCII Art 觸發圖像生成。

下載模型

該模型的權重以 Safetensors 格式提供。 點擊下載（在“文件與版本”選項卡中）

🔧 技術細節

該模型基於 black-forest-labs/FLUX.1-dev 基礎模型，使用 LoRA 技術進行微調。在訓練過程中，採用了特定的圖像標註方式 wd-v1-4-vit-tagger-v2，並設置了一系列的圖像生成參數，如學習率調度器、噪聲偏移等，以確保生成的圖像具有獨特的排版與 ASCII 藝術風格。

📄 許可證

該模型使用 creativeml-openrail-m 許可證。

⚠️ 重要提示

該模型仍處於訓練階段，這不是最終版本，可能包含瑕疵，在某些情況下表現不佳。

💡 使用建議

嘗試不同的提示詞組合，以獲得不同風格的圖像。同時，可根據實際需求調整圖像生成參數。