Spaces:
Thafx
/
Runtime error

Thafx commited on
Commit
404fb55
0 Parent(s):

Duplicate from Thafx/sdrv40

Browse files
Files changed (4) hide show
  1. .gitattributes +34 -0
  2. README.md +20 -0
  3. app.py +189 -0
  4. requirements.txt +10 -0
.gitattributes ADDED
@@ -0,0 +1,34 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ *.7z filter=lfs diff=lfs merge=lfs -text
2
+ *.arrow filter=lfs diff=lfs merge=lfs -text
3
+ *.bin filter=lfs diff=lfs merge=lfs -text
4
+ *.bz2 filter=lfs diff=lfs merge=lfs -text
5
+ *.ckpt filter=lfs diff=lfs merge=lfs -text
6
+ *.ftz filter=lfs diff=lfs merge=lfs -text
7
+ *.gz filter=lfs diff=lfs merge=lfs -text
8
+ *.h5 filter=lfs diff=lfs merge=lfs -text
9
+ *.joblib filter=lfs diff=lfs merge=lfs -text
10
+ *.lfs.* filter=lfs diff=lfs merge=lfs -text
11
+ *.mlmodel filter=lfs diff=lfs merge=lfs -text
12
+ *.model filter=lfs diff=lfs merge=lfs -text
13
+ *.msgpack filter=lfs diff=lfs merge=lfs -text
14
+ *.npy filter=lfs diff=lfs merge=lfs -text
15
+ *.npz filter=lfs diff=lfs merge=lfs -text
16
+ *.onnx filter=lfs diff=lfs merge=lfs -text
17
+ *.ot filter=lfs diff=lfs merge=lfs -text
18
+ *.parquet filter=lfs diff=lfs merge=lfs -text
19
+ *.pb filter=lfs diff=lfs merge=lfs -text
20
+ *.pickle filter=lfs diff=lfs merge=lfs -text
21
+ *.pkl filter=lfs diff=lfs merge=lfs -text
22
+ *.pt filter=lfs diff=lfs merge=lfs -text
23
+ *.pth filter=lfs diff=lfs merge=lfs -text
24
+ *.rar filter=lfs diff=lfs merge=lfs -text
25
+ *.safetensors filter=lfs diff=lfs merge=lfs -text
26
+ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
27
+ *.tar.* filter=lfs diff=lfs merge=lfs -text
28
+ *.tflite filter=lfs diff=lfs merge=lfs -text
29
+ *.tgz filter=lfs diff=lfs merge=lfs -text
30
+ *.wasm filter=lfs diff=lfs merge=lfs -text
31
+ *.xz filter=lfs diff=lfs merge=lfs -text
32
+ *.zip filter=lfs diff=lfs merge=lfs -text
33
+ *.zst filter=lfs diff=lfs merge=lfs -text
34
+ *tfevents* filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ title: Realistic Vision v4.0
3
+ emoji: 📷
4
+ colorFrom: yellow
5
+ colorTo: red
6
+ sdk: gradio
7
+ sdk_version: 3.18.0
8
+ app_file: app.py
9
+ pinned: true
10
+ duplicated_from: Thafx/sdrv40
11
+ tags:
12
+ - stable-diffusion
13
+ - stable-diffusion-diffusers
14
+ - text-to-image
15
+ - realistic-vision
16
+ models:
17
+ - SG161222/Realistic_Vision_V4.0
18
+ ---
19
+
20
+ Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
app.py ADDED
@@ -0,0 +1,189 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from diffusers import StableDiffusionPipeline, StableDiffusionImg2ImgPipeline, DPMSolverMultistepScheduler
2
+ import gradio as gr
3
+ import torch
4
+ from PIL import Image
5
+
6
+ model_id = 'SG161222/Realistic_Vision_V4.0'
7
+ prefix = 'RAW photo,'
8
+
9
+ scheduler = DPMSolverMultistepScheduler.from_pretrained(model_id, subfolder="scheduler")
10
+
11
+ pipe = StableDiffusionPipeline.from_pretrained(
12
+ model_id,
13
+ torch_dtype=torch.float16 if torch.cuda.is_available() else torch.float32,
14
+ scheduler=scheduler)
15
+
16
+ pipe_i2i = StableDiffusionImg2ImgPipeline.from_pretrained(
17
+ model_id,
18
+ torch_dtype=torch.float16 if torch.cuda.is_available() else torch.float32,
19
+ scheduler=scheduler)
20
+
21
+ if torch.cuda.is_available():
22
+ pipe = pipe.to("cuda")
23
+ pipe_i2i = pipe_i2i.to("cuda")
24
+
25
+ def error_str(error, title="Error"):
26
+ return f"""#### {title}
27
+ {error}""" if error else ""
28
+
29
+
30
+ def _parse_args(prompt, generator):
31
+ parser = argparse.ArgumentParser(
32
+ description="making it work."
33
+ )
34
+ parser.add_argument(
35
+ "--no-half-vae", help="no half vae"
36
+ )
37
+
38
+ cmdline_args = parser.parse_args()
39
+ command = cmdline_args.command
40
+ conf_file = cmdline_args.conf_file
41
+ conf_args = Arguments(conf_file)
42
+ opt = conf_args.readArguments()
43
+
44
+ if cmdline_args.config_overrides:
45
+ for config_override in cmdline_args.config_overrides.split(";"):
46
+ config_override = config_override.strip()
47
+ if config_override:
48
+ var_val = config_override.split("=")
49
+ assert (
50
+ len(var_val) == 2
51
+ ), f"Config override '{var_val}' does not have the form 'VAR=val'"
52
+ conf_args.add_opt(opt, var_val[0], var_val[1], force_override=True)
53
+
54
+ def inference(prompt, guidance, steps, width=512, height=512, seed=0, img=None, strength=0.5, neg_prompt="", auto_prefix=False):
55
+ generator = torch.Generator('cuda').manual_seed(seed) if seed != 0 else None
56
+ prompt = f"{prefix} {prompt}" if auto_prefix else prompt
57
+
58
+ try:
59
+ if img is not None:
60
+ return img_to_img(prompt, neg_prompt, img, strength, guidance, steps, width, height, generator), None
61
+ else:
62
+ return txt_to_img(prompt, neg_prompt, guidance, steps, width, height, generator), None
63
+ except Exception as e:
64
+ return None, error_str(e)
65
+
66
+
67
+
68
+ def txt_to_img(prompt, neg_prompt, guidance, steps, width, height, generator):
69
+
70
+ result = pipe(
71
+ prompt,
72
+ negative_prompt = neg_prompt,
73
+ num_inference_steps = int(steps),
74
+ guidance_scale = guidance,
75
+ width = width,
76
+ height = height,
77
+ generator = generator)
78
+
79
+ return result.images[0]
80
+
81
+ def img_to_img(prompt, neg_prompt, img, strength, guidance, steps, width, height, generator):
82
+
83
+ ratio = min(height / img.height, width / img.width)
84
+ img = img.resize((int(img.width * ratio), int(img.height * ratio)), Image.LANCZOS)
85
+ result = pipe_i2i(
86
+ prompt,
87
+ negative_prompt = neg_prompt,
88
+ init_image = img,
89
+ num_inference_steps = int(steps),
90
+ strength = strength,
91
+ guidance_scale = guidance,
92
+ width = width,
93
+ height = height,
94
+ generator = generator)
95
+
96
+ return result.images[0]
97
+
98
+ def fake_safety_checker(images, **kwargs):
99
+ return result.images[0], [False] * len(images)
100
+
101
+ pipe.safety_checker = fake_safety_checker
102
+
103
+ css = """.main-div div{display:inline-flex;align-items:center;gap:.8rem;font-size:1.75rem}.main-div div h1{font-weight:900;margin-bottom:7px}.main-div p{margin-bottom:10px;font-size:94%}a{text-decoration:underline}.tabs{margin-top:0;margin-bottom:0}#gallery{min-height:20rem}
104
+ """
105
+ with gr.Blocks(css=css) as demo:
106
+ gr.HTML(
107
+ f"""
108
+ <div class="main-div">
109
+ <div>
110
+ <h1 style="color:orange;">📷 Realistic Vision V4.0 📸</h1>
111
+ </div>
112
+ <p>
113
+ Demo for <a href="https://huggingface.co/SG161222/Realistic_Vision_V4.0">Realistic Vision V4.0</a>
114
+ Stable Diffusion model by <a href="https://huggingface.co/SG161222/"><abbr title="SG1611222">Eugene</abbr></a>. {"" if prefix else ""}
115
+ Running on {"<b>GPU 🔥</b>" if torch.cuda.is_available() else f"<b>CPU ⚡</b>"}.
116
+ </p>
117
+ <p>Please use the prompt template below to get an example of the desired generation results:
118
+ </p>
119
+
120
+ <b>Prompt</b>:
121
+ <details><code>
122
+ * subject *, (high detailed skin:1.2), 8k uhd, dslr, soft lighting, high quality, film grain, Fujifilm XT3
123
+ <br>
124
+ <br>
125
+ <q><i>
126
+ Example: a close up portrait photo of 26 y.o woman in wastelander clothes, long haircut, pale skin, slim body, background is city ruins, <br>
127
+ (high detailed skin:1.2), 8k uhd, dslr, soft lighting, high quality, film grain, Fujifilm XT3
128
+ </i></q>
129
+ </code></details>
130
+
131
+ <br>
132
+ <b>Negative Prompt</b>:
133
+ <details><code>
134
+ (deformed iris, deformed pupils, semi-realistic, cgi, 3d, render, sketch, cartoon, drawing, anime:1.4), text, close up, cropped, out of frame, worst quality, <br>
135
+ low quality, jpeg artifacts, ugly, duplicate, morbid, mutilated, extra fingers, mutated hands, poorly drawn hands, poorly drawn face, mutation, deformed, blurry, <br>
136
+ dehydrated, bad anatomy, bad proportions, extra limbs, cloned face, disfigured, gross proportions, malformed limbs, missing arms, missing legs, extra arms, <br>
137
+ extra legs, fused fingers, too many fingers, long neck
138
+ </code></details>
139
+
140
+ <br>
141
+ Have Fun & Enjoy ⚡ <a href="https://www.thafx.com"><abbr title="Website">//THAFX</abbr></a>
142
+ <br>
143
+
144
+ </div>
145
+ """
146
+ )
147
+ with gr.Row():
148
+
149
+ with gr.Column(scale=55):
150
+ with gr.Group():
151
+ with gr.Row():
152
+ prompt = gr.Textbox(label="Prompt", show_label=False,max_lines=2,placeholder=f"{prefix} [your prompt]").style(container=False)
153
+ generate = gr.Button(value="Generate").style(rounded=(False, True, True, False))
154
+
155
+ image_out = gr.Image(height=512)
156
+ error_output = gr.Markdown()
157
+
158
+ with gr.Column(scale=45):
159
+ with gr.Tab("Options"):
160
+ with gr.Group():
161
+ neg_prompt = gr.Textbox(label="Negative prompt", placeholder="What to exclude from the image")
162
+ auto_prefix = gr.Checkbox(label="Prefix styling tokens automatically (RAW photo,)", value=prefix, visible=prefix)
163
+
164
+ with gr.Row():
165
+ guidance = gr.Slider(label="Guidance scale", value=5, maximum=15)
166
+ steps = gr.Slider(label="Steps", value=20, minimum=2, maximum=75, step=1)
167
+
168
+ with gr.Row():
169
+ width = gr.Slider(label="Width", value=512, minimum=64, maximum=1024, step=8)
170
+ height = gr.Slider(label="Height", value=512, minimum=64, maximum=1024, step=8)
171
+
172
+ seed = gr.Slider(0, 2147483647, label='Seed (0 = random)', value=0, step=1)
173
+
174
+ with gr.Tab("Image to image"):
175
+ with gr.Group():
176
+ image = gr.Image(label="Image", height=256, tool="editor", type="pil")
177
+ strength = gr.Slider(label="Transformation strength", minimum=0, maximum=1, step=0.01, value=0.5)
178
+
179
+ auto_prefix.change(lambda x: gr.update(placeholder=f"{prefix} [your prompt]" if x else "[Your prompt]"), inputs=auto_prefix, outputs=prompt, queue=False)
180
+
181
+ inputs = [prompt, guidance, steps, width, height, seed, image, strength, neg_prompt, auto_prefix]
182
+ outputs = [image_out, error_output]
183
+ prompt.submit(inference, inputs=inputs, outputs=outputs)
184
+ generate.click(inference, inputs=inputs, outputs=outputs)
185
+
186
+
187
+
188
+ demo.queue(concurrency_count=1)
189
+ demo.launch()
requirements.txt ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ --extra-index-url https://download.pytorch.org/whl/cu113
2
+ invisible-watermark
3
+ fonts
4
+ font-roboto
5
+ torch
6
+ diffusers
7
+ transformers
8
+ git+https://github.com/huggingface/transformers
9
+ accelerate
10
+ ftfy