File size: 22,954 Bytes
89e4d5b
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
{
    "model": {
        "codellama": {
            "base_model_id": "codellama/CodeLlama-7b-hf",
            "quantitize": "int8",
            "dataset": "Arithmetic_Simple",
            "data_collator": "DataCollatorForSeq2Seq",
            "lora_config": {
                "r": 16,
                "lora_alpha": 16,
                "target_modules": [
                    "q_proj",
                    "k_proj",
                    "v_proj",
                    "o_proj",
                    "gate_proj",
                    "up_proj",
                    "down_proj"
                ],
                "lora_dropout": 0.05,
                "bias": "none",
                "task_type": "CAUSAL_LM"
            },
            "training_args": {
                "output_dir": "codellama-output",
                "warmup_steps": 100,
                "per_device_train_batch_size": 1,
                "per_device_eval_batch_size": 1,
                "gradient_accumulation_steps": 4,
                "max_steps": 10000,
                "learning_rate": 0.0003,
                "optim": "adamw_torch",
                "logging_dir": "codellama-output-logs",
                "logging_steps": 10,
                "save_strategy": "steps",
                "save_steps": 500,
                "load_best_model_at_end": false,
                "group_by_length": true,
                "fp16": true,
                "evaluation_strategy": "steps",
                "eval_steps": 1000
            },
            "tokenizer": {
                "tokenize_config": {
                    "truncation": true,
                    "max_length": 192,
                    "padding": "max_length"
                },
                "prompt_template": "config/qa_template.txt"
            }
        },
        "phi-2": {
            "base_model_id": "microsoft/phi-2",
            "quantitize": "fp16",
            "dataset": "Arithmetic_Simple",
            "data_collator": "DataCollatorForLanguageModeling",
            "lora_config": {
                "r": 32,
                "lora_alpha": 64,
                "target_modules": [
                    "q_proj",
                    "k_proj",
                    "v_proj",
                    "dense",
                    "fc1",
                    "fc2"
                ],
                "bias": "none",
                "lora_dropout": 0.05,
                "task_type": "CAUSAL_LM"
            },
            "training_args": {
                "output_dir": "phi2-output",
                "warmup_steps": 500,
                "per_device_train_batch_size": 1,
                "per_device_eval_batch_size": 1,
                "gradient_accumulation_steps": 4,
                "max_steps": 100000,
                "learning_rate": 0.0003,
                "optim": "paged_adamw_8bit",
                "logging_dir": "phi2-output-logs",
                "logging_steps": 100,
                "save_strategy": "steps",
                "save_steps": 500,
                "evaluation_strategy": "steps",
                "eval_steps": 500,
                "fp16": true
            },
            "tokenizer": {
                "tokenize_config": {
                    "truncation": true,
                    "max_length": 512,
                    "padding": "max_length"
                },
                "prompt_template": "config/qa_template.txt"
            }
        },
        "deepseek": {
            "base_model_id": "deepseek-ai/deepseek-coder-1.3b-instruct",
            "quantitize": "fp16",
            "dataset": "ghcode_python",
            "data_collator": "DataCollatorForLanguageModeling",
            "lora_config": {
                "r": 32,
                "lora_alpha": 64,
                "target_modules": [
                    "q_proj",
                    "k_proj",
                    "v_proj",
                    "o_proj",
                    "gate_proj",
                    "up_proj",
                    "down_proj"
                ],
                "bias": "none",
                "lora_dropout": 0.05,
                "task_type": "CAUSAL_LM"
            },
            "lora_large_config": {
                "r": 128,
                "lora_alpha": 256,
                "target_modules": [
                    "q_proj",
                    "k_proj",
                    "v_proj",
                    "o_proj",
                    "gate_proj",
                    "up_proj",
                    "down_proj"
                ],
                "bias": "none",
                "lora_dropout": 0.05,
                "task_type": "CAUSAL_LM"
            },
            "p_tuning_config": {
                "num_virtual_tokens": 16,
                "num_transformer_submodules": 1,
                "token_dim": 2048,
                "encoder_hidden_size": 2048,
                "task_type": "CAUSAL_LM"
            },
            "training_args": {
                "output_dir": "runs/deepseek-ctrl-gh",
                "warmup_steps": 0,
                "per_device_train_batch_size": 8,
                "per_device_eval_batch_size": 8,
                "gradient_accumulation_steps": 4,
                "max_steps": 15000,
                "learning_rate": 2e-05,
                "optim": "paged_adamw_8bit",
                "logging_dir": "runs/deepseek-ctrl-gh/logs",
                "logging_steps": 100,
                "save_strategy": "steps",
                "save_steps": 5000,
                "evaluation_strategy": "steps",
                "eval_steps": 5000,
                "weight_decay": 0.01,
                "fp16": true
            },
            "tokenizer": {
                "tokenize_config": {
                    "truncation": true,
                    "max_length": 512,
                    "padding": "max_length"
                },
                "prompt_template": "config/qa_template.txt"
            }
        }
    },
    "dataset": {
        "simple_dataset": {
            "type": "huggingface",
            "dataset_purpose": "downstream",
            "name": "b-mc2/sql-create-context",
            "train_split": 0.9,
            "max_train_size": 100,
            "filling_field": [
                "question",
                "context",
                "answer"
            ]
        },
        "testdset": {
            "type": "local",
            "dataset_purpose": "downstream",
            "train_file": "data/Test/TestDataset.json",
            "val_file": "data/Test/TestDataset.json",
            "test_file": "data/Test/TestDataset.json",
            "filling_field": [
                "prompted_question",
                "answer"
            ]
        },
        "mixture_codegen": {
            "filling_field": [
                "Question",
                "Answer"
            ],
            "dataset_purpose": "downstream"
        },
        "MathQA_Python_loader": {
            "type": "list-like",
            "dataset_purpose": "downstream",
            "train": "data/MathQA_Python_processed/mathqa_python_train_clean_final.json",
            "val": "data/MathQA_Python_processed/mathqa_python_dev_clean_final.json",
            "test": "data/MathQA_Python_processed/mathqa_python_test_clean_final.json",
            "filling_field": [
                "Question",
                "Answer"
            ]
        },
        "APPS_loader": {
            "type": "list-like",
            "dataset_purpose": "downstream",
            "train": "data/APPS/apps_train.json",
            "val": "data/APPS/apps_dev.json",
            "test": "data/APPS/test/apps_test_75.json",
            "filling_field": [
                "Question",
                "Answer"
            ]
        },
        "MBPP_loader": {
            "type": "list-like",
            "dataset_purpose": "downstream",
            "train": "data/MBPP/mbpp_train.json",
            "val": "data/MBPP/mbpp_dev.json",
            "test": "data/MBPP/mbpp_test.json",
            "filling_field": [
                "Question",
                "Answer"
            ]
        },
        "Arithmetic_Simple": {
            "type": "list-like",
            "dataset_purpose": "downstream",
            "attributes": {
                "subjects": [
                    1,
                    2,
                    3,
                    4,
                    5,
                    6,
                    7,
                    8,
                    9
                ],
                "lessons": [
                    "Max_Ops1_Bounds0_100",
                    "Max_Ops1_Bounds0_1000",
                    "Max_Ops2_Bounds0_100",
                    "Max_Ops2_Bounds0_1000",
                    "Max_Ops3_Bounds0_100",
                    "Max_Ops3_Bounds0_1000",
                    "Max_Ops4_Bounds0_100",
                    "Max_Ops4_Bounds0_1000",
                    "Max_Ops5_Bounds0_100",
                    "Max_Ops5_Bounds0_1000"
                ]
            },
            "train": "data/Arithmetic/Curriculum_Simple",
            "val": "data/Arithmetic/Curriculum_Simple",
            "test": "data/Arithmetic/Curriculum_Simple",
            "filling_field": [
                "Question",
                "Answer"
            ]
        },
        "Arithmetic_Hard": {
            "type": "list-like",
            "dataset_purpose": "downstream",
            "attributes": {
                "subjects": [
                    1,
                    2,
                    3,
                    4,
                    5,
                    6,
                    7,
                    8,
                    9
                ],
                "lessons": [
                    "Max_Ops1_Bounds-1000_1000",
                    "Max_Ops1_Bounds-100_100",
                    "Max_Ops1_Bounds0_100",
                    "Max_Ops1_Bounds0_1000",
                    "Max_Ops2_Bounds-1000_1000",
                    "Max_Ops2_Bounds-100_100",
                    "Max_Ops2_Bounds0_100",
                    "Max_Ops2_Bounds0_1000",
                    "Max_Ops3_Bounds-1000_1000",
                    "Max_Ops3_Bounds-100_100",
                    "Max_Ops3_Bounds0_100",
                    "Max_Ops3_Bounds0_1000",
                    "Max_Ops4_Bounds-1000_1000",
                    "Max_Ops4_Bounds-100_100",
                    "Max_Ops4_Bounds0_100",
                    "Max_Ops4_Bounds0_1000",
                    "Max_Ops5_Bounds-1000_1000",
                    "Max_Ops5_Bounds-100_100",
                    "Max_Ops5_Bounds0_100",
                    "Max_Ops5_Bounds0_1000",
                    "Max_Ops6_Bounds-1000_1000",
                    "Max_Ops6_Bounds-100_100",
                    "Max_Ops6_Bounds0_100",
                    "Max_Ops6_Bounds0_1000",
                    "Max_Ops7_Bounds-1000_1000",
                    "Max_Ops7_Bounds-100_100",
                    "Max_Ops7_Bounds0_100",
                    "Max_Ops7_Bounds0_1000",
                    "Max_Ops8_Bounds-1000_1000",
                    "Max_Ops8_Bounds-100_100",
                    "Max_Ops8_Bounds0_100",
                    "Max_Ops8_Bounds0_1000",
                    "Max_Ops9_Bounds-1000_1000",
                    "Max_Ops9_Bounds-100_100",
                    "Max_Ops9_Bounds0_100",
                    "Max_Ops9_Bounds0_1000",
                    "Max_Ops10_Bounds-1000_1000",
                    "Max_Ops10_Bounds-100_100",
                    "Max_Ops10_Bounds0_100",
                    "Max_Ops10_Bounds0_1000"
                ]
            },
            "train": "data/Arithmetic/Curriculum_Hard",
            "val": "data/Arithmetic/Curriculum_Hard",
            "test": "data/Arithmetic/Curriculum_Hard",
            "filling_field": [
                "Question",
                "Answer"
            ]
        },
        "Arithmetic_Hard_prompt_C11": {
            "type": "list-like",
            "dataset_purpose": "downstream",
            "attributes": {
                "subjects": [
                    1,
                    2,
                    3,
                    4,
                    5,
                    6,
                    7,
                    8,
                    9
                ],
                "lessons": [
                    "Max_Ops1_Bounds-1000_1000",
                    "Max_Ops1_Bounds-100_100",
                    "Max_Ops1_Bounds0_100",
                    "Max_Ops1_Bounds0_1000",
                    "Max_Ops2_Bounds-1000_1000",
                    "Max_Ops2_Bounds-100_100",
                    "Max_Ops2_Bounds0_100",
                    "Max_Ops2_Bounds0_1000",
                    "Max_Ops3_Bounds-1000_1000",
                    "Max_Ops3_Bounds-100_100",
                    "Max_Ops3_Bounds0_100",
                    "Max_Ops3_Bounds0_1000",
                    "Max_Ops4_Bounds-1000_1000",
                    "Max_Ops4_Bounds-100_100",
                    "Max_Ops4_Bounds0_100",
                    "Max_Ops4_Bounds0_1000",
                    "Max_Ops5_Bounds-1000_1000",
                    "Max_Ops5_Bounds-100_100",
                    "Max_Ops5_Bounds0_100",
                    "Max_Ops5_Bounds0_1000",
                    "Max_Ops6_Bounds-1000_1000",
                    "Max_Ops6_Bounds-100_100",
                    "Max_Ops6_Bounds0_100",
                    "Max_Ops6_Bounds0_1000",
                    "Max_Ops7_Bounds-1000_1000",
                    "Max_Ops7_Bounds-100_100",
                    "Max_Ops7_Bounds0_100",
                    "Max_Ops7_Bounds0_1000",
                    "Max_Ops8_Bounds-1000_1000",
                    "Max_Ops8_Bounds-100_100",
                    "Max_Ops8_Bounds0_100",
                    "Max_Ops8_Bounds0_1000",
                    "Max_Ops9_Bounds-1000_1000",
                    "Max_Ops9_Bounds-100_100",
                    "Max_Ops9_Bounds0_100",
                    "Max_Ops9_Bounds0_1000",
                    "Max_Ops10_Bounds-1000_1000",
                    "Max_Ops10_Bounds-100_100",
                    "Max_Ops10_Bounds0_100",
                    "Max_Ops10_Bounds0_1000"
                ]
            },
            "train": "data/Arithmetic/Curriculum_Hard",
            "val": "data/Arithmetic/Curriculum_Hard",
            "test": "data/Arithmetic/Curriculum_Hard",
            "filling_field": [
                "Question",
                "Answer"
            ]
        },
        "Arithmetic_Hard_prompt_C12": {
            "type": "list-like",
            "dataset_purpose": "downstream",
            "attributes": {
                "subjects": [
                    1,
                    2,
                    3,
                    4
                ],
                "lessons": [
                    "Max_Ops1_Bounds-1000_1000",
                    "Max_Ops1_Bounds-100_100",
                    "Max_Ops1_Bounds0_100",
                    "Max_Ops1_Bounds0_1000",
                    "Max_Ops2_Bounds-1000_1000",
                    "Max_Ops2_Bounds-100_100",
                    "Max_Ops2_Bounds0_100",
                    "Max_Ops2_Bounds0_1000",
                    "Max_Ops3_Bounds-1000_1000",
                    "Max_Ops3_Bounds-100_100",
                    "Max_Ops3_Bounds0_100",
                    "Max_Ops3_Bounds0_1000",
                    "Max_Ops4_Bounds-1000_1000",
                    "Max_Ops4_Bounds-100_100",
                    "Max_Ops4_Bounds0_100",
                    "Max_Ops4_Bounds0_1000",
                    "Max_Ops5_Bounds-1000_1000",
                    "Max_Ops5_Bounds-100_100",
                    "Max_Ops5_Bounds0_100",
                    "Max_Ops5_Bounds0_1000",
                    "Max_Ops6_Bounds-1000_1000",
                    "Max_Ops6_Bounds-100_100",
                    "Max_Ops6_Bounds0_100",
                    "Max_Ops6_Bounds0_1000",
                    "Max_Ops7_Bounds-1000_1000",
                    "Max_Ops7_Bounds-100_100",
                    "Max_Ops7_Bounds0_100",
                    "Max_Ops7_Bounds0_1000",
                    "Max_Ops8_Bounds-1000_1000",
                    "Max_Ops8_Bounds-100_100",
                    "Max_Ops8_Bounds0_100",
                    "Max_Ops8_Bounds0_1000",
                    "Max_Ops9_Bounds-1000_1000",
                    "Max_Ops9_Bounds-100_100",
                    "Max_Ops9_Bounds0_100",
                    "Max_Ops9_Bounds0_1000",
                    "Max_Ops10_Bounds-1000_1000",
                    "Max_Ops10_Bounds-100_100",
                    "Max_Ops10_Bounds0_100",
                    "Max_Ops10_Bounds0_1000"
                ]
            },
            "train": "data/Arithmetic/Curriculum_Hard",
            "val": "data/Arithmetic/Curriculum_Hard",
            "test": "data/Arithmetic/Curriculum_Hard",
            "filling_field": [
                "Question",
                "Answer"
            ]
        },
        "Arithmetic_XHard": {
            "type": "list-like",
            "dataset_purpose": "downstream",
            "attributes": {
                "subjects": [
                    1,
                    2,
                    3,
                    4,
                    5,
                    6,
                    7,
                    8,
                    9
                ],
                "lessons": [
                    "Max_Ops10_Bounds0_10000.json",
                    "Max_Ops10_Bounds0_1000.json",
                    "Max_Ops10_Bounds-10000_10000.json",
                    "Max_Ops10_Bounds-1000_1000.json",
                    "Max_Ops11_Bounds0_10000.json",
                    "Max_Ops11_Bounds0_1000.json",
                    "Max_Ops11_Bounds-10000_10000.json",
                    "Max_Ops11_Bounds-1000_1000.json",
                    "Max_Ops12_Bounds0_10000.json",
                    "Max_Ops12_Bounds0_1000.json",
                    "Max_Ops12_Bounds-10000_10000.json",
                    "Max_Ops12_Bounds-1000_1000.json",
                    "Max_Ops13_Bounds0_10000.json",
                    "Max_Ops13_Bounds0_1000.json",
                    "Max_Ops13_Bounds-10000_10000.json",
                    "Max_Ops13_Bounds-1000_1000.json",
                    "Max_Ops14_Bounds0_10000.json",
                    "Max_Ops14_Bounds0_1000.json",
                    "Max_Ops14_Bounds-10000_10000.json",
                    "Max_Ops14_Bounds-1000_1000.json",
                    "Max_Ops15_Bounds0_10000.json",
                    "Max_Ops15_Bounds0_1000.json",
                    "Max_Ops15_Bounds-10000_10000.json",
                    "Max_Ops15_Bounds-1000_1000.json",
                    "Max_Ops16_Bounds0_10000.json",
                    "Max_Ops16_Bounds0_1000.json",
                    "Max_Ops16_Bounds-10000_10000.json",
                    "Max_Ops16_Bounds-1000_1000.json",
                    "Max_Ops17_Bounds0_10000.json",
                    "Max_Ops17_Bounds0_1000.json",
                    "Max_Ops17_Bounds-10000_10000.json",
                    "Max_Ops17_Bounds-1000_1000.json",
                    "Max_Ops18_Bounds0_10000.json",
                    "Max_Ops18_Bounds0_1000.json",
                    "Max_Ops18_Bounds-10000_10000.json",
                    "Max_Ops18_Bounds-1000_1000.json",
                    "Max_Ops19_Bounds0_10000.json",
                    "Max_Ops19_Bounds0_1000.json",
                    "Max_Ops19_Bounds-10000_10000.json",
                    "Max_Ops19_Bounds-1000_1000.json",
                    "Max_Ops1_Bounds0_10000.json",
                    "Max_Ops1_Bounds0_1000.json",
                    "Max_Ops1_Bounds-10000_10000.json",
                    "Max_Ops1_Bounds-1000_1000.json",
                    "Max_Ops20_Bounds0_10000.json",
                    "Max_Ops20_Bounds0_1000.json",
                    "Max_Ops20_Bounds-10000_10000.json",
                    "Max_Ops20_Bounds-1000_1000.json",
                    "Max_Ops2_Bounds0_10000.json",
                    "Max_Ops2_Bounds0_1000.json",
                    "Max_Ops2_Bounds-10000_10000.json",
                    "Max_Ops2_Bounds-1000_1000.json",
                    "Max_Ops3_Bounds0_10000.json",
                    "Max_Ops3_Bounds0_1000.json",
                    "Max_Ops3_Bounds-10000_10000.json",
                    "Max_Ops3_Bounds-1000_1000.json",
                    "Max_Ops4_Bounds0_10000.json",
                    "Max_Ops4_Bounds0_1000.json",
                    "Max_Ops4_Bounds-10000_10000.json",
                    "Max_Ops4_Bounds-1000_1000.json",
                    "Max_Ops5_Bounds0_10000.json",
                    "Max_Ops5_Bounds0_1000.json",
                    "Max_Ops5_Bounds-10000_10000.json",
                    "Max_Ops5_Bounds-1000_1000.json",
                    "Max_Ops6_Bounds0_10000.json",
                    "Max_Ops6_Bounds0_1000.json",
                    "Max_Ops6_Bounds-10000_10000.json",
                    "Max_Ops6_Bounds-1000_1000.json",
                    "Max_Ops7_Bounds0_10000.json",
                    "Max_Ops7_Bounds0_1000.json",
                    "Max_Ops7_Bounds-10000_10000.json",
                    "Max_Ops7_Bounds-1000_1000.json",
                    "Max_Ops8_Bounds0_10000.json",
                    "Max_Ops8_Bounds0_1000.json",
                    "Max_Ops8_Bounds-10000_10000.json",
                    "Max_Ops8_Bounds-1000_1000.json",
                    "Max_Ops9_Bounds0_10000.json",
                    "Max_Ops9_Bounds0_1000.json",
                    "Max_Ops9_Bounds-10000_10000.json",
                    "Max_Ops9_Bounds-1000_1000.json"
                ]
            },
            "train": "data/Arithmetic/Curriculum_XHard",
            "val": "data/Arithmetic/Curriculum_XHard",
            "test": "data/Arithmetic/Curriculum_XHard",
            "filling_field": [
                "Question",
                "Answer"
            ]
        },
        "GSM8K": {
            "type": "local",
            "dataset_purpose": "downstream",
            "train_file": "data/GSM8K/GSM8K_train.json",
            "val_file": "data/GSM8K/GSM8K_test.json",
            "test_file": "data/GSM8K/GSM8K_dev.json",
            "filling_field": [
                "Body",
                "Question",
                "Answer"
            ]
        },
        "APPS": {
            "type": "local",
            "dataset_purpose": "downstream",
            "train_file": "data/APPS/apps_train.json",
            "val_file": "data/APPS/apps_test.json",
            "test_file": "data/APPS/apps_dev.json",
            "filling_field": [
                "Body",
                "Question",
                "Answer"
            ]
        },
        "ghcode_python": {
            "type": "huggingface",
            "dataset_purpose": "pretrain",
            "name": "slseanwu/ghcode_python_split_700k",
            "max_eval_size": 1000,
            "max_train_size": 160000,
            "filling_field": [
                "code"
            ]
        }
    }
}