Update README.md
Browse files
README.md
CHANGED
@@ -43,13 +43,13 @@ from io import BytesIO
|
|
43 |
|
44 |
# Load model and processor
|
45 |
device = "cuda" if torch.cuda.is_available() else "cpu"
|
46 |
-
processor = AutoProcessor.from_pretrained("pix2struct-base-table2html")
|
47 |
-
model = Pix2StructForConditionalGeneration.from_pretrained("pix2struct-base-table2html")
|
48 |
model.to(device)
|
49 |
model.eval()
|
50 |
|
51 |
# Load example image from URL
|
52 |
-
url = "https://
|
53 |
response = requests.get(url)
|
54 |
image = Image.open(BytesIO(response.content))
|
55 |
|
@@ -64,4 +64,184 @@ predictions_decoded = processor.tokenizer.batch_decode(predictions, skip_special
|
|
64 |
|
65 |
# Show predictions as text
|
66 |
print(predictions_decoded[0])
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
67 |
```
|
|
|
43 |
|
44 |
# Load model and processor
|
45 |
device = "cuda" if torch.cuda.is_available() else "cpu"
|
46 |
+
processor = AutoProcessor.from_pretrained("KennethTM/pix2struct-base-table2html")
|
47 |
+
model = Pix2StructForConditionalGeneration.from_pretrained("KennethTM/pix2struct-base-table2html")
|
48 |
model.to(device)
|
49 |
model.eval()
|
50 |
|
51 |
# Load example image from URL
|
52 |
+
url = "https://huggingface.co/KennethTM/pix2struct-base-table2html/resolve/main/example_recog_1.jpg"
|
53 |
response = requests.get(url)
|
54 |
image = Image.open(BytesIO(response.content))
|
55 |
|
|
|
64 |
|
65 |
# Show predictions as text
|
66 |
print(predictions_decoded[0])
|
67 |
+
```
|
68 |
+
|
69 |
+
Example image:
|
70 |
+
![](https://huggingface.co/KennethTM/pix2struct-base-table2html/resolve/main/example_recog_1.jpg)
|
71 |
+
|
72 |
+
Model HTML output for example image:
|
73 |
+
```html
|
74 |
+
<table border="1" cellspacing="0">
|
75 |
+
<tr>
|
76 |
+
<th>
|
77 |
+
Rank
|
78 |
+
</th>
|
79 |
+
<th>
|
80 |
+
Lane
|
81 |
+
</th>
|
82 |
+
<th>
|
83 |
+
Name
|
84 |
+
</th>
|
85 |
+
<th>
|
86 |
+
Nationality
|
87 |
+
</th>
|
88 |
+
<th>
|
89 |
+
Time
|
90 |
+
</th>
|
91 |
+
<th>
|
92 |
+
Notes
|
93 |
+
</th>
|
94 |
+
</tr>
|
95 |
+
<tr>
|
96 |
+
<td>
|
97 |
+
</td>
|
98 |
+
<td>
|
99 |
+
4
|
100 |
+
</td>
|
101 |
+
<td>
|
102 |
+
Michael Phelps
|
103 |
+
</td>
|
104 |
+
<td>
|
105 |
+
United States
|
106 |
+
</td>
|
107 |
+
<td>
|
108 |
+
51.25
|
109 |
+
</td>
|
110 |
+
<td>
|
111 |
+
OR
|
112 |
+
</td>
|
113 |
+
</tr>
|
114 |
+
<tr>
|
115 |
+
<td>
|
116 |
+
</td>
|
117 |
+
<td>
|
118 |
+
3
|
119 |
+
</td>
|
120 |
+
<td>
|
121 |
+
Ian Crocker
|
122 |
+
</td>
|
123 |
+
<td>
|
124 |
+
United States
|
125 |
+
</td>
|
126 |
+
<td>
|
127 |
+
51.29
|
128 |
+
</td>
|
129 |
+
<td>
|
130 |
+
</td>
|
131 |
+
</tr>
|
132 |
+
<tr>
|
133 |
+
<td>
|
134 |
+
</td>
|
135 |
+
<td>
|
136 |
+
5
|
137 |
+
</td>
|
138 |
+
<td>
|
139 |
+
Andriy Serdinov
|
140 |
+
</td>
|
141 |
+
<td>
|
142 |
+
Ukraine
|
143 |
+
</td>
|
144 |
+
<td>
|
145 |
+
51.36
|
146 |
+
</td>
|
147 |
+
<td>
|
148 |
+
EU
|
149 |
+
</td>
|
150 |
+
</tr>
|
151 |
+
<tr>
|
152 |
+
<td>
|
153 |
+
4
|
154 |
+
</td>
|
155 |
+
<td>
|
156 |
+
1
|
157 |
+
</td>
|
158 |
+
<td>
|
159 |
+
Thomas Rupprath
|
160 |
+
</td>
|
161 |
+
<td>
|
162 |
+
Germany
|
163 |
+
</td>
|
164 |
+
<td>
|
165 |
+
52.27
|
166 |
+
</td>
|
167 |
+
<td>
|
168 |
+
</td>
|
169 |
+
</tr>
|
170 |
+
<tr>
|
171 |
+
<td>
|
172 |
+
5
|
173 |
+
</td>
|
174 |
+
<td>
|
175 |
+
6
|
176 |
+
</td>
|
177 |
+
<td>
|
178 |
+
Igor Marchenko
|
179 |
+
</td>
|
180 |
+
<td>
|
181 |
+
Russia
|
182 |
+
</td>
|
183 |
+
<td>
|
184 |
+
52.32
|
185 |
+
</td>
|
186 |
+
<td>
|
187 |
+
</td>
|
188 |
+
</tr>
|
189 |
+
<tr>
|
190 |
+
<td>
|
191 |
+
6
|
192 |
+
</td>
|
193 |
+
<td>
|
194 |
+
2
|
195 |
+
</td>
|
196 |
+
<td>
|
197 |
+
Gabriel Mangabeira
|
198 |
+
</td>
|
199 |
+
<td>
|
200 |
+
Brazil
|
201 |
+
</td>
|
202 |
+
<td>
|
203 |
+
52.34
|
204 |
+
</td>
|
205 |
+
<td>
|
206 |
+
</td>
|
207 |
+
</tr>
|
208 |
+
<tr>
|
209 |
+
<td>
|
210 |
+
7
|
211 |
+
</td>
|
212 |
+
<td>
|
213 |
+
8
|
214 |
+
</td>
|
215 |
+
<td>
|
216 |
+
Duje Draganja
|
217 |
+
</td>
|
218 |
+
<td>
|
219 |
+
Croatia
|
220 |
+
</td>
|
221 |
+
<td>
|
222 |
+
52.46
|
223 |
+
</td>
|
224 |
+
<td>
|
225 |
+
</td>
|
226 |
+
</tr>
|
227 |
+
<tr>
|
228 |
+
<td>
|
229 |
+
8
|
230 |
+
</td>
|
231 |
+
<td>
|
232 |
+
7
|
233 |
+
</td>
|
234 |
+
<td>
|
235 |
+
Geoff Huegill
|
236 |
+
</td>
|
237 |
+
<td>
|
238 |
+
Australia
|
239 |
+
</td>
|
240 |
+
<td>
|
241 |
+
52.56
|
242 |
+
</td>
|
243 |
+
<td>
|
244 |
+
</td>
|
245 |
+
</tr>
|
246 |
+
</table>
|
247 |
```
|