Spaces:
Runtime error
Runtime error
Johannes
commited on
Commit
·
ea23bc4
1
Parent(s):
9c281ac
updated version
Browse files
app.py
CHANGED
@@ -6,7 +6,34 @@ from diffusers import StableDiffusionPipeline
|
|
6 |
import urllib, urllib.request
|
7 |
import os
|
8 |
from xml.etree import ElementTree
|
9 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
10 |
|
11 |
device = "cuda" if torch.cuda.is_available() else "cpu"
|
12 |
context = autocast if device == "cuda" else nullcontext
|
@@ -26,11 +53,9 @@ if disable_safety:
|
|
26 |
pipe.safety_checker = null_safety
|
27 |
|
28 |
|
29 |
-
def infer(prompt, n_samples, steps, scale):
|
30 |
-
paper_title = get_paper_name(prompt)
|
31 |
-
|
32 |
with context("cuda"):
|
33 |
-
images = pipe(n_samples*[
|
34 |
|
35 |
return images
|
36 |
|
@@ -38,12 +63,13 @@ def get_paper_name(url: str):
|
|
38 |
paper_id = os.path.basename(url)
|
39 |
paper_id = paper_id.split(".pdf")[0]
|
40 |
query_url = f"http://export.arxiv.org/api/query?id_list={paper_id}"
|
41 |
-
hdr = {
|
42 |
req = urllib.request.Request(query_url, headers=hdr)
|
43 |
response = urllib.request.urlopen(req)
|
44 |
-
tree = ElementTree.fromstring(response.read().decode(
|
45 |
-
paper_title = tree.find(
|
46 |
-
|
|
|
47 |
return paper_title
|
48 |
|
49 |
|
@@ -52,10 +78,25 @@ block = gr.Blocks()
|
|
52 |
|
53 |
examples = [
|
54 |
[
|
55 |
-
|
|
|
|
|
|
|
|
|
|
|
56 |
2,
|
57 |
7.5,
|
58 |
],
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
59 |
]
|
60 |
|
61 |
with block:
|
@@ -77,10 +118,10 @@ with block:
|
|
77 |
with gr.Box():
|
78 |
with gr.Row().style(mobile_collapse=False, equal_height=True):
|
79 |
text = gr.Textbox(
|
80 |
-
label="
|
81 |
show_label=False,
|
82 |
max_lines=1,
|
83 |
-
placeholder="
|
84 |
).style(
|
85 |
border=(True, False, True, True),
|
86 |
rounded=(True, False, False, True),
|
@@ -90,6 +131,17 @@ with block:
|
|
90 |
margin=False,
|
91 |
rounded=(False, True, True, False),
|
92 |
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
93 |
|
94 |
gallery = gr.Gallery(
|
95 |
label="Generated images", show_label=False, elem_id="gallery"
|
@@ -107,9 +159,46 @@ with block:
|
|
107 |
ex = gr.Examples(examples=examples, fn=infer, inputs=[text, samples, scale], outputs=gallery, cache_examples=False)
|
108 |
ex.dataset.headers = [""]
|
109 |
|
110 |
-
|
111 |
-
|
112 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
113 |
gr.HTML(
|
114 |
"""
|
115 |
<div class="footer" style="text-align: center; max-width: 650px; margin: 50px auto;">
|
|
|
6 |
import urllib, urllib.request
|
7 |
import os
|
8 |
from xml.etree import ElementTree
|
9 |
+
import random
|
10 |
+
import re
|
11 |
+
|
12 |
+
|
13 |
+
pokemon_types = ["Normal",
|
14 |
+
"Water",
|
15 |
+
"Fire",
|
16 |
+
"Ice",
|
17 |
+
"Psychic",
|
18 |
+
"Rock",
|
19 |
+
"Dark",
|
20 |
+
"Electric",
|
21 |
+
"Grass",
|
22 |
+
"Fighting",
|
23 |
+
"Poison",
|
24 |
+
"Ground",
|
25 |
+
"Flying",
|
26 |
+
"Bug",
|
27 |
+
"Ghost",
|
28 |
+
"Dragon",
|
29 |
+
"Steel",
|
30 |
+
"Fairy"
|
31 |
+
]
|
32 |
+
|
33 |
+
type_choices=["None", "Random"]
|
34 |
+
type_choices.extend(pokemon_types)
|
35 |
+
|
36 |
+
paper_name = None
|
37 |
|
38 |
device = "cuda" if torch.cuda.is_available() else "cpu"
|
39 |
context = autocast if device == "cuda" else nullcontext
|
|
|
53 |
pipe.safety_checker = null_safety
|
54 |
|
55 |
|
56 |
+
def infer(prompt, n_samples, steps, scale):
|
|
|
|
|
57 |
with context("cuda"):
|
58 |
+
images = pipe(n_samples*[prompt], guidance_scale=scale, num_inference_steps=steps).images
|
59 |
|
60 |
return images
|
61 |
|
|
|
63 |
paper_id = os.path.basename(url)
|
64 |
paper_id = paper_id.split(".pdf")[0]
|
65 |
query_url = f"http://export.arxiv.org/api/query?id_list={paper_id}"
|
66 |
+
hdr = { "Content-Type" : "application/atom+xml" }
|
67 |
req = urllib.request.Request(query_url, headers=hdr)
|
68 |
response = urllib.request.urlopen(req)
|
69 |
+
tree = ElementTree.fromstring(response.read().decode("utf-8"))
|
70 |
+
paper_title = tree.find("{http://www.w3.org/2005/Atom}entry").find("{http://www.w3.org/2005/Atom}title").text
|
71 |
+
paper_title = paper_title.replace("\n", "")
|
72 |
+
paper_title = re.sub(' +', ' ', paper_title)
|
73 |
return paper_title
|
74 |
|
75 |
|
|
|
78 |
|
79 |
examples = [
|
80 |
[
|
81 |
+
"https://arxiv.org/abs/1706.03762",
|
82 |
+
2,
|
83 |
+
7.5,
|
84 |
+
],
|
85 |
+
[
|
86 |
+
"https://arxiv.org/abs/1404.5997v2",
|
87 |
2,
|
88 |
7.5,
|
89 |
],
|
90 |
+
[
|
91 |
+
"https://arxiv.org/abs/2010.11929",
|
92 |
+
2,
|
93 |
+
7.5,
|
94 |
+
],
|
95 |
+
[
|
96 |
+
"https://arxiv.org/abs/1810.04805v2",
|
97 |
+
2,
|
98 |
+
7.5,
|
99 |
+
]
|
100 |
]
|
101 |
|
102 |
with block:
|
|
|
118 |
with gr.Box():
|
119 |
with gr.Row().style(mobile_collapse=False, equal_height=True):
|
120 |
text = gr.Textbox(
|
121 |
+
label="Link or ID for paper",
|
122 |
show_label=False,
|
123 |
max_lines=1,
|
124 |
+
placeholder="Give arXiv the link or ID for the paper",
|
125 |
).style(
|
126 |
border=(True, False, True, True),
|
127 |
rounded=(True, False, False, True),
|
|
|
131 |
margin=False,
|
132 |
rounded=(False, True, True, False),
|
133 |
)
|
134 |
+
poke_type = gr.Radio(choices=type_choices, value="None", label="Pokemon Type")
|
135 |
+
|
136 |
+
prompt_ideas = gr.CheckboxGroup(choices=["as a bird",
|
137 |
+
"with four legs",
|
138 |
+
"with wings",
|
139 |
+
"as a koala",
|
140 |
+
"with a beak",
|
141 |
+
"looking like a llama"],
|
142 |
+
label="Additional prompt ideas")
|
143 |
+
|
144 |
+
prompt_box = gr.Textbox(placeholder="Your prompt appears here", interactive=True, label="Prompt")
|
145 |
|
146 |
gallery = gr.Gallery(
|
147 |
label="Generated images", show_label=False, elem_id="gallery"
|
|
|
159 |
ex = gr.Examples(examples=examples, fn=infer, inputs=[text, samples, scale], outputs=gallery, cache_examples=False)
|
160 |
ex.dataset.headers = [""]
|
161 |
|
162 |
+
def resolve_poke_type(pok_type: str):
|
163 |
+
if pok_type == "None":
|
164 |
+
return ""
|
165 |
+
elif pok_type == "Random":
|
166 |
+
idx = random.randint(0,len(pokemon_types)-1)
|
167 |
+
return pokemon_types[idx]
|
168 |
+
else:
|
169 |
+
return pok_type
|
170 |
+
|
171 |
+
def update_prompt_link(new_link: str, pok_type: str, prompt_ideas: list[str]):
|
172 |
+
global paper_name
|
173 |
+
paper_name = get_paper_name(new_link)
|
174 |
+
pok_type = resolve_poke_type(pok_type)
|
175 |
+
|
176 |
+
prompt_text = f"{paper_name} as {pok_type} type" if pok_type != "" else f"{paper_name}"
|
177 |
+
|
178 |
+
return build_prompt_text(paper_name, pok_type, prompt_ideas)
|
179 |
+
|
180 |
+
def update_prompt_type(paper_link: str, pok_type: str, prompt_ideas: list[str]):
|
181 |
+
global paper_name
|
182 |
+
if paper_name is None:
|
183 |
+
paper_name = get_paper_name(paper_link)
|
184 |
+
|
185 |
+
pok_type = resolve_poke_type(pok_type)
|
186 |
+
|
187 |
+
return build_prompt_text(paper_name, pok_type, prompt_ideas)
|
188 |
+
|
189 |
+
def build_prompt_text(paper_name, pok_type, add_ideas):
|
190 |
+
prompt_text = f"{paper_name} as {pok_type} type" if pok_type != "" else f"{paper_name}"
|
191 |
+
prompt_text = f"""{prompt_text} {" ".join(add_ideas)}"""
|
192 |
+
return prompt_text
|
193 |
+
|
194 |
+
text.change(update_prompt_link, inputs=[text, poke_type, prompt_ideas], outputs=prompt_box)
|
195 |
+
text.submit(update_prompt_link, inputs=[text, poke_type, prompt_ideas], outputs=prompt_box)
|
196 |
+
|
197 |
+
poke_type.change(update_prompt_type, inputs=[text, poke_type, prompt_ideas], outputs=prompt_box)
|
198 |
+
prompt_ideas.change(update_prompt_type, inputs=[text, poke_type, prompt_ideas], outputs=prompt_box)
|
199 |
+
|
200 |
+
|
201 |
+
btn.click(infer, inputs=[prompt_box, samples, steps, scale], outputs=gallery)
|
202 |
gr.HTML(
|
203 |
"""
|
204 |
<div class="footer" style="text-align: center; max-width: 650px; margin: 50px auto;">
|