Spaces:
Running
Running
Commit
β’
ee45f56
1
Parent(s):
62557b1
update app to support additional IIW data release sets. (#3)
Browse files- update app to support additional IIW data release sets. (b069388d7d4747510c7f029757c758af09a1595a)
Co-authored-by: Roopal Garg <roopalgarg@users.noreply.huggingface.co>
app.py
CHANGED
@@ -1,18 +1,55 @@
|
|
1 |
-
import os
|
2 |
import gradio as gr
|
3 |
-
|
4 |
import random
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
5 |
|
6 |
-
auth_token = os.environ.get("auth_token")
|
7 |
-
iiw_400 = load_dataset('google/imageinwords', token=auth_token, name="IIW-400")
|
8 |
|
9 |
-
def
|
10 |
-
|
11 |
-
|
12 |
-
|
13 |
-
|
14 |
-
|
15 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
16 |
for key, value in data['iiw-human-sxs-iiw-p5b'].items():
|
17 |
key = key.split("metrics/")[-1]
|
18 |
emoji = ""
|
@@ -27,30 +64,47 @@ def display_iiw_data(index):
|
|
27 |
elif key == "Human Like":
|
28 |
emoji = "π€" # Bust in Silhouette
|
29 |
ratings += f"<p style='font-size: 16px'>{emoji} <strong>{key}</strong>: {value}</p>"
|
30 |
-
return image_html, iiw_text, iiw_p5b_text, ratings
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
31 |
|
32 |
-
def random_index():
|
33 |
-
while True:
|
34 |
-
index = random.randint(0, len(iiw_400['test']) - 1)
|
35 |
-
if iiw_400['test'][index]['iiw-human-sxs-iiw-p5b'] is not None:
|
36 |
-
return index
|
37 |
|
38 |
-
|
|
|
|
|
39 |
|
40 |
-
with
|
41 |
-
|
|
|
42 |
|
43 |
-
with gr.
|
44 |
-
|
45 |
-
|
46 |
-
|
47 |
-
|
48 |
-
|
49 |
-
|
50 |
-
iiw_text_output = gr.HTML(
|
51 |
-
|
52 |
-
|
|
|
|
|
53 |
|
54 |
-
slider.change(
|
|
|
55 |
|
56 |
-
demo.launch(debug=True)
|
|
|
|
|
1 |
import gradio as gr
|
2 |
+
import logging
|
3 |
import random
|
4 |
+
import os
|
5 |
+
|
6 |
+
from datasets import load_dataset
|
7 |
+
from huggingface_hub import login
|
8 |
+
|
9 |
+
try:
|
10 |
+
login()
|
11 |
+
except:
|
12 |
+
pass
|
13 |
+
|
14 |
+
auth_token = os.environ.get('HF_TOKEN', None)
|
15 |
+
if not auth_token:
|
16 |
+
raise ValueError("could not authenticate the user.")
|
17 |
+
|
18 |
+
iiw_400 = load_dataset('google/imageinwords', token=auth_token, trust_remote_code=True, name="IIW-400")
|
19 |
+
docci_test = load_dataset('google/imageinwords', token=auth_token, trust_remote_code=True, name="DOCCI_Test")
|
20 |
+
locnar_eval = load_dataset('google/imageinwords', token=auth_token, trust_remote_code=True, name="LocNar_Eval")
|
21 |
+
cm_3600 = load_dataset('google/imageinwords', token=auth_token, trust_remote_code=True, name="CM_3600")
|
22 |
+
|
23 |
+
_SELECTOR_TO_DATASET = {
|
24 |
+
"IIW-400": iiw_400,
|
25 |
+
"DOCCI_Test": docci_test,
|
26 |
+
"LocNar_Eval": locnar_eval,
|
27 |
+
"CM_3600": cm_3600
|
28 |
+
}
|
29 |
|
|
|
|
|
30 |
|
31 |
+
def display_iiw_data_with_slider_change(dataset_type, index):
|
32 |
+
dataset_split, image_key, image_url_key = "test", "image/key", "image/url"
|
33 |
+
if dataset_type == "LocNar_Eval":
|
34 |
+
dataset_split = "validation"
|
35 |
+
if dataset_type == "DOCCI_Test":
|
36 |
+
image_url_key = "image/thumbnail_url"
|
37 |
+
image_key = "image"
|
38 |
+
|
39 |
+
logging.warning(f"SELECTION: {dataset_type} : {dataset_split}: {index}")
|
40 |
+
data = _SELECTOR_TO_DATASET[dataset_type][dataset_split][index]
|
41 |
+
image_html = f'<img src="{data[image_url_key]}" style="width:100%; max-width:800px; height:auto;">'
|
42 |
+
image_key_html = f"<p style='font-size: 10px'>Image Key: {data[image_key]}</p>"
|
43 |
+
|
44 |
+
iiw_text, iiw_p5b_text, ratings = "", "", ""
|
45 |
+
if "IIW" in data:
|
46 |
+
iiw_text = f"<h2>IIW Human-Authored Descriptions</h2><p style='font-size: 16px'>{data['IIW']}</p>"
|
47 |
+
|
48 |
+
if "IIW-P5B" in data:
|
49 |
+
iiw_p5b_text = f"<h2>IIW PaLI-5B Generated Descriptions</h2><p style='font-size: 16px'>{data['IIW-P5B']}</p>"
|
50 |
+
|
51 |
+
if 'iiw-human-sxs-iiw-p5b' in data and data['iiw-human-sxs-iiw-p5b'] is not None:
|
52 |
+
ratings = "<h2>Ratings</h2>"
|
53 |
for key, value in data['iiw-human-sxs-iiw-p5b'].items():
|
54 |
key = key.split("metrics/")[-1]
|
55 |
emoji = ""
|
|
|
64 |
elif key == "Human Like":
|
65 |
emoji = "π€" # Bust in Silhouette
|
66 |
ratings += f"<p style='font-size: 16px'>{emoji} <strong>{key}</strong>: {value}</p>"
|
67 |
+
return image_key_html, image_html, iiw_text, iiw_p5b_text, ratings
|
68 |
+
|
69 |
+
|
70 |
+
def display_iiw_data_with_dataset_change(dataset_type, index):
|
71 |
+
slider = gr.Slider(minimum=0, maximum=max_index(dataset_type)-1, label="Dataset Size", value=0)
|
72 |
+
image_key_html, image_html, iiw_text, iiw_p5b_text, ratings = display_iiw_data_with_slider_change(dataset_type, index=0)
|
73 |
+
return slider, image_key_html, image_html, iiw_text, iiw_p5b_text, ratings
|
74 |
+
|
75 |
+
|
76 |
+
def max_index(dataset_type):
|
77 |
+
dataset_split = "test"
|
78 |
+
if dataset_type == "LocNar_Eval":
|
79 |
+
dataset_split = "validation"
|
80 |
+
|
81 |
+
logging.warning(f"SELECTION: {dataset_type} : {dataset_split}")
|
82 |
+
dataset_instance =_SELECTOR_TO_DATASET[dataset_type][dataset_split]
|
83 |
+
return len(dataset_instance)
|
84 |
|
|
|
|
|
|
|
|
|
|
|
85 |
|
86 |
+
with gr.Blocks() as demo:
|
87 |
+
gr.Markdown("# ImageInWords: Unlocking Hyper-Detailed Image Descriptions")
|
88 |
+
gr.Markdown("Slide across the slider to see various examples across the different IIW datasets.")
|
89 |
|
90 |
+
with gr.Row():
|
91 |
+
dataset_selector = gr.Radio(["IIW-400", "DOCCI_Test", "LocNar_Eval", "CM_3600"], value="IIW-400", label="IIW Datasets")
|
92 |
+
slider, image_key_html, image_html, iiw_text, iiw_p5b_text, ratings = display_iiw_data_with_dataset_change(dataset_selector.value, index=0)
|
93 |
|
94 |
+
with gr.Row():
|
95 |
+
with gr.Column():
|
96 |
+
image_output = gr.HTML(image_html)
|
97 |
+
|
98 |
+
with gr.Column():
|
99 |
+
image_key_output = gr.HTML(image_key_html)
|
100 |
+
if iiw_text:
|
101 |
+
iiw_text_output = gr.HTML(iiw_text)
|
102 |
+
if iiw_p5b_text:
|
103 |
+
iiw_p5b_text_output = gr.HTML(iiw_p5b_text)
|
104 |
+
if ratings:
|
105 |
+
ratings_output = gr.HTML(ratings)
|
106 |
|
107 |
+
slider.change(display_iiw_data_with_slider_change, inputs=[dataset_selector, slider], outputs=[image_key_output, image_output, iiw_text_output, iiw_p5b_text_output, ratings_output])
|
108 |
+
dataset_selector.change(display_iiw_data_with_dataset_change, inputs=[dataset_selector, slider], outputs=[slider, image_key_output, image_output, iiw_text_output, iiw_p5b_text_output, ratings_output])
|
109 |
|
110 |
+
demo.launch(debug=True)
|