Hugging Face's logo

AaronCIH
/
RobustRAG

Model card Files
xet
Community
RobustRAG
File size: 23,832 Bytes 
4f523e3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
 
# datasets 

## load datasets(train)的方法:
```
from datasets import load_dataset
db = load_dataset(...)["train"]
for x in db:
    # x 是一個 set{}, , e.g.
    # {"corpus-id": "6519.png", "image": <PIL.PngImagePlugin.PngImageFile\
    #  image mode=RGBA size=1263x700 at 0x7F0303CD6AD0>}
    ...
```
## load datasets(test)的方法:
```
from datasets import load_dataset
dbcorpus = load_dataset(..., "corpus")["train"]
dbqrels = load_dataset(..., "qrels")["train"]
dbqueries = load_dataset(..., "queries")["train"]
```
## 如果是圖片集合
```
for x in dbcorpus:
    # x 是一個 set{}, , e.g.
    # {"corpus-id": "圖片的id", "image": <PIL.PngImagePlugin.PngImageFile\
    # ex. {'corpus-id': '2010.05458_3.jpg', 'image': <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=1122x551 at 0x7F57A3667790>}
    ...
for x in dbqrels:
    # x 是一個 set{}, , e.g.
    # {"query-id": "問題的id", "corpus-id": "圖片的id",}
    # ex. {'query-id': '1508.06771_0.jpg-1', 'corpus-id': '1508.06771_0.jpg', 'score': 1}
    ...    
for x in dbqueries:
    # x 是一個 set{}, , e.g.
    # {"query-id": "問題的id", "query": "問題", "answer":"問題的答案"}
    # ex. {'query-id': '1508.06771_0.jpg-1', 
       'query': "Which statement best describes the relationship between the components labeled 'Myosin' and 'Actin filament'?", 'answer': 'C', 
       'options': ['A) Myosin binds directly to crosslinkers.', 'B) Actin filaments are independent of myosin.', 'C) Myosin heads are bound to actin filaments.', 'D) Crosslinkers prevent the interaction between myosin and actin filaments.'], 'is_numerical': 0}
    ...    
```

## 如果是OCR資料集
```
for x in dbcorpus:
    # x 是一個 set{}, , e.g.
    # {"corpus-id": "6519.png", "text": "string to describe a photo"}
    ...
for x in dbqrels:
    # x 是一個 set{}, , e.g.
    # {"query-id": "問題的id", "corpus-id": "圖片的id",}
    ...    
for x in dbqueries:
    # x 是一個 set{}, , e.g.
    # {"query-id": "問題的id", "query": "問題", "answer":"問題的答案"}
    ...    
```

# Dataset
=========================================================================
Training: 
    openbmb/VisRAG-Ret-Train-In-domain-data  # 122,752 
    openbmb/VisRAG-Ret-Train-Synthetic-data  # 239,358
Testing:
    --Clean:
        openbmb/VisRAG-Ret-Test-PlotQA (corpus, qrels, queries)
        openbmb/VisRAG-Ret-Test-SlideVQA (corpus, qrels, queries)
        openbmb/VisRAG-Ret-Test-InfoVQA (corpus, qrels, queries)
        openbmb/VisRAG-Ret-Test-ArxivQA (corpus, qrels, queries)
        openbmb/VisRAG-Ret-Test-ChartQA (corpus, qrels, queries)
        openbmb/VisRAG-Ret-Test-MP-DocVQA (corpus, qrels, queries) 
    --Degradation Image (using clean qrels & queries)
        rweics5cs7/exo3-original-PlotQA-deg (corpus)
        rweics5cs7/exo3-original-SlideVQA-deg (corpus)
        rweics5cs7/exo3-original-InfoVQA-deg (corpus)
        rweics5cs7/exo3-original-ArxivQA-deg (corpus)
        rweics5cs7/exo3-original-ChartQA-deg (corpus)
        rweics5cs7/exo3-original-MP-DocVQA-deg (corpus)
    --Real-World
        rweics5cs7/exo7-realworld-db-combined (corpus, qrels, queries)   rvl cdip (3k) 乾淨的
        rweics5cs7/exo7-realworld-db-combined-deg (corpus, qrels, queries)  rvl cdip (REALWORLD) (3k) degraded
        rweics5cs7/exo9-realworld-db-combined (corpus, qrels, queries) MP-DocVQA (REALWORLD) (741) degraded
        rweics5cs7/exo10-realworld-db-combined (corpus, qrels, queries) ArxivQA (REALWORLD) (3000) degraded
=========================================================================


# Train datasets:
## arxiv, plotqa, ... 的122k的indomain資料集
```
load_dataset("openbmb/VisRAG-Ret-Train-In-domain-data", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## 合成的239k的資料集
```
load_dataset("openbmb/VisRAG-Ret-Train-Synthetic-data", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
# Test datasets: (每個test datasets分3個split)(有圖片版本 跟 OCR版本)
# 圖片版本
## 乾淨的PlotQA
```
load_dataset("openbmb/VisRAG-Ret-Test-PlotQA", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-PlotQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-PlotQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## 乾淨的SlideVQA
```
load_dataset("openbmb/VisRAG-Ret-Test-SlideVQA", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-SlideVQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-SlideVQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## 乾淨的InfoVQA
```
load_dataset("openbmb/VisRAG-Ret-Test-InfoVQA", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-InfoVQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-InfoVQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## 乾淨的ArxivQA
```
oad_dataset("openbmb/VisRAG-Ret-Test-ArxivQA", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-ArxivQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-ArxivQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## 乾淨的ChartQA
```
load_dataset("openbmb/VisRAG-Ret-Test-ChartQA", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-ChartQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-ChartQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## 乾淨的MP-DocVQA
```
load_dataset("openbmb/VisRAG-Ret-Test-MP-DocVQA", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-MP-DocVQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-MP-DocVQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## PlotQA (degraded(synthetic)), 跟乾淨的共用 "quels" 跟 "queries"
```
load_dataset("rweics5cs7/exo3-original-PlotQA-deg", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-PlotQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-PlotQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## SlideVQA (degraded(synthetic)), 跟乾淨的共用 "quels" 跟 "queries"
```
load_dataset("rweics5cs7/exo3-original-SlideVQA-deg", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-SlideVQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-SlideVQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## InfoVQA (degraded(synthetic)), 跟乾淨的共用 "quels" 跟 "queries"
```
load_dataset("rweics5cs7/exo3-original-InfoVQA-deg", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-InfoVQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-InfoVQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## ArxivQA (degraded(synthetic)), 跟乾淨的共用 "quels" 跟 "queries"
```
load_dataset("rweics5cs7/exo3-original-ArxivQA-deg", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-ArxivQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-ArxivQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## ChartQA (degraded(synthetic)), 跟乾淨的共用 "quels" 跟 "queries"
```
load_dataset("rweics5cs7/exo3-original-ChartQA-deg", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-ChartQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-ChartQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## MP-DocVQA (degraded(synthetic)), 跟乾淨的共用 "quels" 跟 "queries"
```
load_dataset("rweics5cs7/exo3-original-MP-DocVQA-deg", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-MP-DocVQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-MP-DocVQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]

```
## rvl cdip (3k) 乾淨的
```
load_dataset("rweics5cs7/exo7-realworld-db-combined", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("rweics5cs7/exo7-realworld-db-combined", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("rweics5cs7/exo7-realworld-db-combined", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## rvl cdip (REALWORLD) (3k) degraded realworld
```
load_dataset("rweics5cs7/exo7-realworld-db-combined-deg", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("rweics5cs7/exo7-realworld-db-combined-deg", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("rweics5cs7/exo7-realworld-db-combined-deg", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## MP-DocVQA (REALWORLD) (741) degraded realworld
```
load_dataset("rweics5cs7/exo9-realworld-db-combined", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("rweics5cs7/exo9-realworld-db-combined", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("rweics5cs7/exo9-realworld-db-combined", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## ArxivQA (REALWORLD) (3000) degraded realworld
```
load_dataset("rweics5cs7/exo10-realworld-db-combined", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("rweics5cs7/exo10-realworld-db-combined", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("rweics5cs7/exo10-realworld-db-combined", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```

# OCR版本 (PPOCR-v5)
## 乾淨的PlotQA
```
load_dataset("rweics5cs7/exo3-original-PlotQA-text", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-PlotQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-PlotQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## 乾淨的SlideVQA
```
load_dataset("rweics5cs7/exo3-original-SlideVQA-text", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-SlideVQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-SlideVQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## 乾淨的InfoVQA
```
load_dataset("rweics5cs7/exo3-original-InfoVQA-text", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-InfoVQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-InfoVQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## 乾淨的ArxivQA
```
oad_dataset("rweics5cs7/exo3-original-ArxivQA-text", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-ArxivQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-ArxivQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## 乾淨的ChartQA
```
load_dataset("rweics5cs7/exo3-original-ChartQA-text", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-ChartQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-ChartQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## 乾淨的MP-DocVQA
```
load_dataset("rweics5cs7/exo3-original-MP-DocVQA-text", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-MP-DocVQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-MP-DocVQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## PlotQA (degraded(synthetic)), 跟乾淨的共用 "quels" 跟 "queries"
```
load_dataset("rweics5cs7/exo3-original-PlotQA-text-deg", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-PlotQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-PlotQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## SlideVQA (degraded(synthetic)), 跟乾淨的共用 "quels" 跟 "queries"
```
load_dataset("rweics5cs7/exo3-original-SlideVQA-text-deg", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-SlideVQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-SlideVQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## InfoVQA (degraded(synthetic)), 跟乾淨的共用 "quels" 跟 "queries"
```
load_dataset("rweics5cs7/exo3-original-InfoVQA-text-deg", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-InfoVQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-InfoVQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## ArxivQA (degraded(synthetic)), 跟乾淨的共用 "quels" 跟 "queries"
```
load_dataset("rweics5cs7/exo3-original-ArxivQA-text-deg", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-ArxivQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-ArxivQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## ChartQA (degraded(synthetic)), 跟乾淨的共用 "quels" 跟 "queries"
```
load_dataset("rweics5cs7/exo3-original-ChartQA-text-deg", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-ChartQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-ChartQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## MP-DocVQA (degraded(synthetic)), 跟乾淨的共用 "quels" 跟 "queries"
```
load_dataset("rweics5cs7/exo3-original-MP-DocVQA-text-deg", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-MP-DocVQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-MP-DocVQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]

```
## rvl cdip (3k) 乾淨的
```
load_dataset("rweics5cs7/exo8-realworld-db-combined-text", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("rweics5cs7/exo8-realworld-db-combined-text", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("rweics5cs7/exo8-realworld-db-combined-text", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## rvl cdip (REALWORLD) (3k) degraded realworld
```
load_dataset("rweics5cs7/exo8-realworld-db-combined-text-deg", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("rweics5cs7/exo8-realworld-db-combined-text-deg", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("rweics5cs7/exo8-realworld-db-combined-text-deg", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## MP-DocVQA (REALWORLD) (741) degraded realworld
```
load_dataset("rweics5cs7/exo9-realworld-db-combined-text", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("rweics5cs7/exo9-realworld-db-combined-text", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("rweics5cs7/exo9-realworld-db-combined-text", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## ArxivQA (REALWORLD) (3000) degraded realworld
```
load_dataset("rweics5cs7/exo10-realworld-db-combined-text", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("rweics5cs7/exo10-realworld-db-combined-text", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("rweics5cs7/exo10-realworld-db-combined-text", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```

# OCR版本 (PPOCR-v3)
## 乾淨的PlotQA
```
load_dataset("rweics5cs7/exo3-original-PlotQA-text-v3", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-PlotQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-PlotQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## 乾淨的SlideVQA
```
load_dataset("rweics5cs7/exo3-original-SlideVQA-text-v3", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-SlideVQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-SlideVQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## 乾淨的InfoVQA
```
load_dataset("rweics5cs7/exo3-original-InfoVQA-text-v3", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-InfoVQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-InfoVQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## 乾淨的ArxivQA
```
oad_dataset("rweics5cs7/exo3-original-ArxivQA-text-v3", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-ArxivQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-ArxivQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## 乾淨的ChartQA
```
load_dataset("rweics5cs7/exo3-original-ChartQA-text-v3", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-ChartQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-ChartQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## 乾淨的MP-DocVQA
```
load_dataset("rweics5cs7/exo3-original-MP-DocVQA-text-v3", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-MP-DocVQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-MP-DocVQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## PlotQA (degraded(synthetic)), 跟乾淨的共用 "quels" 跟 "queries"
```
load_dataset("rweics5cs7/exo3-original-PlotQA-text-deg-v3", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-PlotQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-PlotQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## SlideVQA (degraded(synthetic)), 跟乾淨的共用 "quels" 跟 "queries"
```
load_dataset("rweics5cs7/exo3-original-SlideVQA-text-deg-v3", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-SlideVQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-SlideVQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## InfoVQA (degraded(synthetic)), 跟乾淨的共用 "quels" 跟 "queries"
```
load_dataset("rweics5cs7/exo3-original-InfoVQA-text-deg-v3", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-InfoVQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-InfoVQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## ArxivQA (degraded(synthetic)), 跟乾淨的共用 "quels" 跟 "queries"
```
load_dataset("rweics5cs7/exo3-original-ArxivQA-text-deg-v3", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-ArxivQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-ArxivQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## ChartQA (degraded(synthetic)), 跟乾淨的共用 "quels" 跟 "queries"
```
load_dataset("rweics5cs7/exo3-original-ChartQA-text-deg-v3", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-ChartQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-ChartQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## MP-DocVQA (degraded(synthetic)), 跟乾淨的共用 "quels" 跟 "queries"
```
load_dataset("rweics5cs7/exo3-original-MP-DocVQA-text-deg-v3", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-MP-DocVQA", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("openbmb/VisRAG-Ret-Test-MP-DocVQA", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]

```
## rvl cdip (3k) 乾淨的
```
load_dataset("rweics5cs7/exo8-realworld-db-combined-text-v3", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("rweics5cs7/exo8-realworld-db-combined-text-v3", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("rweics5cs7/exo8-realworld-db-combined-text-v3", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## rvl cdip (REALWORLD) (3k) degraded realworld
```
load_dataset("rweics5cs7/exo8-realworld-db-combined-text-deg-v3", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("rweics5cs7/exo8-realworld-db-combined-text-deg-v3", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("rweics5cs7/exo8-realworld-db-combined-text-deg-v3", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## MP-DocVQA (REALWORLD) (741) degraded realworld
```
load_dataset("rweics5cs7/exo9-realworld-db-combined-text-v3", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("rweics5cs7/exo9-realworld-db-combined-text-v3", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("rweics5cs7/exo9-realworld-db-combined-text-v3", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```
## ArxivQA (REALWORLD) (3000) degraded realworld
```
load_dataset("rweics5cs7/exo10-realworld-db-combined-text-v3", "corpus", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("rweics5cs7/exo10-realworld-db-combined-text-v3", "qrels", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
load_dataset("rweics5cs7/exo10-realworld-db-combined-text-v3", "queries", cache_dir="/mnt/191/a/lyw/VisRAG/Alldatasets")["train"]
```