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1
+ additional_eval_descs:
2
+ - dogs;cats;bananas;
3
+ - [email protected]#/.sd,s'2OC^039u#rdagjbL
4
+ - ggggggggggggggggggggg
5
+ autoreg_gen: false
6
+ batch_size: 4
7
+ config: null
8
+ debug: false
9
+ emb_model: Alibaba-NLP/gte-large-en-v1.5
10
+ encoder_type: linear
11
+ epochs: 20000
12
+ equally_weight_sample: true
13
+ eval_ds_info:
14
+ arc_challenge:
15
+ descriptions:
16
+ - This task is about analyzing questions which examine your grasp of scientific
17
+ ideas. You must connect conceptual knowledge with practical examples from geology,
18
+ ecology and environmental changes.
19
+ - The objective here is to evaluate various scientific scenarios and infer the
20
+ most logical explanations or definitions based on established knowledge. This
21
+ task will strengthen your analytical and reasoning skills in the context of
22
+ natural science.
23
+ - Your role is to interpret questions focusing on earth science and biological
24
+ interactions. This demands a clear understanding of relevant processes, such
25
+ as decomposition, weathering, and species adaptation.nge
26
+ arc_easy:
27
+ descriptions:
28
+ - Your job is to discern which information best answers a posed question, focusing
29
+ on practical examples and scientific principles. This requires a strong grasp
30
+ of underlying concepts in ecology or physics.
31
+ - You will analyze questions that explore important connections such as environmental
32
+ issues or animal adaptations. Utilize your background knowledge to evaluate
33
+ and select the most fitting answer.
34
+ - This task involves selecting answers that reflect accurate relationships or
35
+ effects seen in nature or society. You will need to sort through potential choices
36
+ critically to find the appropriate one.
37
+ boolq:
38
+ descriptions:
39
+ - Analyze the given details about various subjects, including movies, sports,
40
+ and television shows. Your role is to confirm whether certain claims are true
41
+ or false.
42
+ - Your task is to determine the truthfulness of specific statements based on the
43
+ provided background information. This requires careful reading and comprehension
44
+ of the content.
45
+ - The goal is to evaluate factual claims made in relation to highlighted texts.
46
+ You will need to discern whether the statements align with the information provided.
47
+ gsm8k:
48
+ descriptions:
49
+ - You will be tasked with interpreting mathematical situations described in words.
50
+ The goal is to use logical reasoning and calculations to determine the numerical
51
+ answers based on the context provided.
52
+ - This task challenges your problem-solving abilities through mathematical reasoning.
53
+ You must carefully read each scenario and systematically work through the data
54
+ to compute the final outcome.
55
+ - Your role is to engage with practical math scenarios presented as questions.
56
+ The task requires translating textual data into numerical operations that will
57
+ lead you to the final solution.
58
+ hellaswag:
59
+ descriptions:
60
+ - This task revolves around completing an unfinished text by selecting an ending
61
+ that matches its tone and context. It requires you to think critically about
62
+ how narratives develop and conclude effectively.
63
+ - This task asks you to select a suitable conclusion for an unfinished narrative
64
+ or instructional content. It tests your comprehension and reasoning skills as
65
+ you assess how well each option aligns with the given text.
66
+ - Your task involves completing an incomplete passage by selecting the ending
67
+ that logically continues the context provided. This requires reading comprehension
68
+ and the ability to infer meaning from a text.
69
+ humaneval:
70
+ descriptions:
71
+ - Engage in building distinct functions that meet the requirements of various
72
+ presented problems, honing your ability to translate problem statements into
73
+ logical code. Utilize structured thinking to implement efficient solutions.
74
+ - You are tasked with generating specific solutions in Python by interpreting
75
+ problem descriptions associated with tasks like counting odds or validating
76
+ inputs. Recognizing patterns and leveraging programming techniques will be beneficial.
77
+ - This task focuses on developing algorithms in Python for specific scenarios,
78
+ such as counting characters, assessing conditions between numbers, or converting
79
+ integers into a different format. Critical thinking and algorithmic design will
80
+ be important.
81
+ lol_035:
82
+ descriptions:
83
+ - Your job is to transform a fill-in-the-blank question by changing just one key
84
+ word or phrase, allowing for a new but coherent answer. This requires analytical
85
+ thinking about vocabulary and context.
86
+ - You need to innovate a way to adjust an existing question so it accepts a different
87
+ name as an answer. This process enhances your skills in vocabulary rich expressions
88
+ and logical reasoning.
89
+ - The objective is to carefully edit questions such that the identity of the answer
90
+ changes while keeping most statements intact. It emphasizes the importance of
91
+ word choice and its impact on meaning.
92
+ lol_039:
93
+ descriptions:
94
+ - This task is about spotting keywords that appear in both sentences. You need
95
+ to focus on meaningful words while ensuring not to include common stop words.
96
+ - The goal here is to extract important overlapping vocabulary from two related
97
+ sentences. This requires critical thinking and familiarity with different word
98
+ derivatives.
99
+ - Your objective is to analyze two sentences and find words that are shared between
100
+ them. This requires insight into language nuances and the ability to discern
101
+ significant terms.
102
+ lol_084:
103
+ descriptions:
104
+ - This task involves assessing a passage with numbered facts about people's movements.
105
+ You need to find and select the fact that clearly indicates the location of
106
+ a specified person based on the context provided.
107
+ - Your task is to read a set of facts within a passage and determine which fact
108
+ provides the necessary information to answer a question about the location of
109
+ a specific person.
110
+ - You will evaluate enumerated facts and a question regarding an individual's
111
+ whereabouts. The goal is to isolate the fact that supplies essential information
112
+ for responding accurately to the question.
113
+ lol_1198:
114
+ descriptions:
115
+ - You need to evaluate whether an action committed by PersonX causes PersonY or
116
+ others to want something indicated in another phrase. It requires you to think
117
+ critically about relationships and emotional connections.
118
+ - Your job is to interpret short sequences of events. For each sequence, decide
119
+ if the first part creates a desire for the second part. Familiarity with human
120
+ behaviors and desires will be crucial in making accurate assessments.
121
+ - In this task, you consider two elements where one may lead to a desire for another.
122
+ Evaluating these connections requires insight into motivations behind human
123
+ behavior and how actions affect relationships.
124
+ lol_140:
125
+ descriptions:
126
+ - In this challenge, you will consider a prompt and its accompanying completions,
127
+ aiming to choose the response that best fits the established style of the prompt.
128
+ Pay attention to informal versus formal tones.
129
+ - The task involves evaluating two responses based on their alignment with the
130
+ style of a given prompt. You need to identify which response mirrors the tone
131
+ and language used in the prompt.
132
+ - This activity involves selecting between two responses based on their similarity
133
+ in style to a prompt. Evaluate tone, word choice, and sentence flow to find
134
+ your answer.
135
+ lol_1448:
136
+ descriptions:
137
+ - You will be presented with different sentences that include medical information.
138
+ The challenge is to recognize and state the name of the disease or disorder
139
+ featured in each sentence.
140
+ - Your task is to read a provided sentence and identify the name of a disorder
141
+ or disease mentioned within it. This requires familiarity with medical terminology
142
+ and conditions.
143
+ - Your job is to decipher sentences containing descriptions of health conditions.
144
+ From these, you must identify and return the appropriate title of the disorder
145
+ or disease.
146
+ lol_1557:
147
+ descriptions:
148
+ - In this activity, you will identify mistakes in given English sentences and
149
+ produce a version that is free from errors. Attention to detail is important
150
+ in ensuring clarity and correctness.
151
+ - The goal here is to carefully analyze flawed sentences and create polished versions.
152
+ Strong language skills are needed to spot errors and make appropriate corrections.
153
+ - This task involves revising sentences that contain mistakes in grammar or style.
154
+ Your ability to recognize these issues and rewrite them correctly will be key.
155
+ lol_1711:
156
+ descriptions:
157
+ - In this task, you need to write a short poem inspired by a title. The focus
158
+ is on capturing the voice of a young child, using straightforward language and
159
+ continuous sentences.
160
+ - This task requires you to generate a poem related to a provided title. Think
161
+ like a child, keeping the language simple and letting your thoughts flow freely
162
+ without stopping for punctuation.
163
+ - You will create a light-hearted poem related to a given title. It should be
164
+ straightforward and fun, reflecting the spontaneous and imaginative ideas of
165
+ young children through unpunctuated lines.
166
+ lol_202:
167
+ descriptions:
168
+ - This task requires critical thinking as you examine a statement and three choices.
169
+ You are to find the sentence that represents a disagreement with what is stated,
170
+ showing an understanding of contrasting ideas.
171
+ - In this task, you will evaluate a statement and three possible responses. Your
172
+ objective is to identify which response presents an opposing viewpoint or argument
173
+ to the original statement provided.
174
+ - In this exercise, you will encounter a statement and three accompanying sentences.
175
+ Your role is to isolate the sentence that most directly contradicts the premise
176
+ of the original statement, requiring strong analytical skills.
177
+ lol_275:
178
+ descriptions:
179
+ - The assignment challenges you to rethink sentence structures based on targeted
180
+ changes. Your ability to navigate aspects like voice and number will be essential
181
+ in achieving the desired modifications accurately.
182
+ - "In this activity, you\u2019ll be tasked with modifying provided text based\
183
+ \ on specific rules concerning tense, number, or voice. You need to apply linguistic\
184
+ \ knowledge creatively while ensuring coherence within your changes."
185
+ - "You\u2019re challenged to change sentences in particular ways, such as altering\
186
+ \ verb tenses or noun numbers. It requires careful attention to detail in understanding\
187
+ \ how these changes affect the overall structure of the sentences."
188
+ lol_304:
189
+ descriptions:
190
+ - You are tasked with identifying what the marked number refers to in a conversational
191
+ excerpt. It requires logical reasoning and an understanding of situational cues
192
+ present in the text.
193
+ - Engage with dialogues to uncover what meaning lies behind an underlined number.
194
+ Recognizing references, ages, or other implied categories based on conversational
195
+ context is essential in this task.
196
+ - This task focuses on determining the definition or representation of a highlighted
197
+ number within text-based interactions. Understanding context and relationships
198
+ between elements is crucial for success.
199
+ lol_362:
200
+ descriptions:
201
+ - Your role is to analyze a conversation and select the response that effectively
202
+ embraces the idea of collaboration in humor. Look for the one that acknowledges
203
+ the previous statement and adds more to the narrative.
204
+ - This task involves interpreting a given prompt from an improv comedy perspective.
205
+ You must identify which of two responses aligns with the principle of agreeing
206
+ and expanding on a topic to keep the dialogue flowing.
207
+ - This task challenges you to determine which response exemplifies a key improvisational
208
+ concept by accepting what has already been stated and taking it in a new direction,
209
+ contributing to story development or humor.
210
+ lol_614:
211
+ descriptions:
212
+ - You are tasked with dissecting a short story by focusing on one key sentence.
213
+ Reflect on prior occurrences in the narrative to see how they connect as causes
214
+ or enabling factors for that moment in the plot.
215
+ - Your objective is to analyze a chosen sentence within a story. You should consider
216
+ prior events that may have directly led to this moment, creating connections
217
+ that showcase cause-and-effect dynamics within the narrative flow.
218
+ - The task here is to interpret a brief narrative by selecting a particular line
219
+ for examination. Assess what happens before this point to establish whether
220
+ any prior actions contribute as causes or simply set the stage.
221
+ lol_636:
222
+ descriptions:
223
+ - You will be working on a list that includes both numerical values and lowercase
224
+ alphabets. The focus is on filtering out the alphabets, ensuring there are no
225
+ repeats, and sorting them in alphabetical order.
226
+ - In this task, you need to work with a list that contains both numbers and letters.
227
+ Your goal is to find and organize the letters in alphabetical order, ensuring
228
+ that only unique letters are included.
229
+ - This task involves analyzing a list comprised of various items, including digits
230
+ and lowercase letters. You must identify the letters, sort them without duplicates,
231
+ and prepare them for output.
232
+ lol_701:
233
+ descriptions:
234
+ - In this exercise, you will encounter various computer science-related scenarios.
235
+ Assess your understanding of programming operations, code functionality, and
236
+ data management to provide accurate answers.
237
+ - You're tasked with answering questions that assess your understanding of high
238
+ school computer science topics. Leverage your familiarity with programming languages,
239
+ computer security, and data structures as you provide your response.
240
+ - This task involves interpreting computer science questions and applying relevant
241
+ concepts to arrive at a correct answer. You should focus on key ideas in programming
242
+ and system functionality.
243
+ lol_705:
244
+ descriptions:
245
+ - The objective of this task is to evaluate your understanding of various macroeconomic
246
+ principles. You will analyze questions about fiscal policies, money circulation,
247
+ and market behaviors to derive the right conclusions.
248
+ - You will explore high school-level macroeconomic topics through a series of
249
+ questions. Your job is to identify the correct assertions that align with your
250
+ comprehension of economic functions and behavior.
251
+ - This task involves critically thinking about macroeconomic concepts and their
252
+ implications. You need to interpret various dynamics like aggregate demand and
253
+ fiscal measures while identifying the most appropriate answer.
254
+ lol_706:
255
+ descriptions:
256
+ - Your task is to apply your knowledge of high school mathematics to solve various
257
+ problems, requiring logical reasoning and an understanding of mathematical principles.
258
+ - This activity involves interpreting mathematical questions, translating them
259
+ into calculations, and determining the correct outcomes through analytical thinking.
260
+ - Delve into questions that require you to connect mathematical concepts with
261
+ practical applications. Your task will be to pull from your math knowledge in
262
+ order to resolve each query thoughtfully.
263
+ lol_710:
264
+ descriptions:
265
+ - Your role is to navigate through a series of statistics questions that require
266
+ practical knowledge about quantitative research methods. This includes understanding
267
+ how different sampling strategies can influence research outcomes.
268
+ - Engage with statistical queries that challenge your knowledge of data interpretation
269
+ and analysis. The task entails distinguishing correct statements based on principles
270
+ like mean comparison, sampling distributions, and experimental design.
271
+ - In this exercise, you'll be assessing a range of assertions regarding statistical
272
+ terms and principles. Drawing upon your background in statistics will enable
273
+ you to identify valid conclusions from those presented.
274
+ lol_717:
275
+ descriptions:
276
+ - The objective is to evaluate various scenarios presented in the form of questions
277
+ and accurately identify the logical fallacies at play. Critical thinking skills
278
+ are crucial for this task.
279
+ - You are tasked with assessing hypothetical arguments for flawed logic. Being
280
+ well-versed in identifying common fallacies will support you in this analytical
281
+ challenge.
282
+ - In this exercise, you analyze statements regarding logical reasoning to determine
283
+ which fallacy is being described. This requires familiarity with various types
284
+ of logical errors in argumentation.
285
+ lol_726:
286
+ descriptions:
287
+ - Engage with questions centered around philosophical themes and thinkers. This
288
+ requires a solid understanding of philosophical arguments and an ability to
289
+ discern correct interpretations from the given choices.
290
+ - Engage in a thoughtful exploration of significant philosophical questions, focusing
291
+ on concepts put forth by renowned thinkers. Your task revolves around accurately
292
+ identifying which interpretation is most aligned with established views.
293
+ - You will navigate through questions that test your grasp of philosophical principles.
294
+ The task requires critical thinking, as you analyze the provided answers to
295
+ find the one that accurately reflects philosophical understanding.
296
+ lol_742:
297
+ descriptions:
298
+ - Your goal is to read a given text and pinpoint answers related to event frequency.
299
+ This might include identifying how many times an event has happened or how often
300
+ it is likely to occur, based on the information provided.
301
+ - "You\u2019ll be engaging with texts that mention different activities and assessing\
302
+ \ how often they occur. This requires analytic thinking as you need to extract\
303
+ \ meaningful information without extraneous details."
304
+ - "The challenge lies in extracting succinct answers from written material regarding\
305
+ \ how frequently various events happen. You\u2019ll need to interpret descriptions\
306
+ \ carefully, determining the most likely answers based on context."
307
+ mbpp:
308
+ descriptions:
309
+ - Your challenge is to solve a series of problems by writing functions in Python.
310
+ These problems require handling lists and strings, allowing you to showcase
311
+ your proficiency in coding while addressing practical programming scenarios.
312
+ - You will be tasked with creating various Python functions that tackle programming
313
+ challenges. The exercises will test your ability to manipulate data structures,
314
+ search for patterns, and implement checks on numerical products.
315
+ - The goal is to develop Python functions that perform designated operations on
316
+ lists and strings. This requires a solid grasp of logical reasoning and the
317
+ ability to apply relevant algorithms in your code.
318
+ openbookqa:
319
+ descriptions:
320
+ - Analyze the provided statements carefully and determine which one best fits
321
+ into the context of the passage. This requires comprehension skills and the
322
+ ability to make logical inferences.
323
+ - Consider each option in relation to what is presented in the input. Discern
324
+ which one logically completes or responds accurately to the notion being expressed.
325
+ - Here, you'll be presented with different statements, and your role is to decide
326
+ which one appropriately complements or responds to a scenario. This process
327
+ involves critical analysis and synthesis of information.
328
+ piqa:
329
+ descriptions:
330
+ - You will explore practical questions and select an answer that presents a logical
331
+ and widely accepted approach to solve a given problem or complete a task successfully.
332
+ - Analyze the provided scenarios where practical advice or solutions are required,
333
+ focusing on selecting the most commonly used or convenient method.
334
+ - Given a question related to common tasks, your responsibility is to discern
335
+ which proposed solution aligns with typical practices or makes the task easier
336
+ to achieve.
337
+ winogrande:
338
+ descriptions:
339
+ - In this exercise, you need to read short narratives and discern which person
340
+ or object fits best within the context of the sentence.
341
+ - This task requires synthesizing information from concise textual scenarios to
342
+ identify crucial elements that drive the narrative forward.
343
+ - The goal is to evaluate descriptions and select the entity that best aligns
344
+ with the sentiments or actions presented in the scenario.
345
+ exp_dir: null
346
+ exp_setup: hyper_lora
347
+ grad_accum_steps: 1
348
+ head_in_size: 2048
349
+ head_use_bias: false
350
+ hypernet_latent_size: 512
351
+ inp_max_len: 512
352
+ keep_only_best: true
353
+ l2_reg_generated_w: 0.001
354
+ label_smoothing: 0.1
355
+ learnable_AB_offset: false
356
+ learnable_pos_emb: false
357
+ logging_freq: 100
358
+ lr: 2.5e-05
359
+ max_grad_norm: 1.0
360
+ model_dir: mistralai/Mistral-7B-Instruct-v0.2
361
+ model_watch_freq: 5000
362
+ mt_lora_path: null
363
+ n_descs_per_ds: 128
364
+ n_embs_per_sampled_task: null
365
+ n_points_per_task: 1
366
+ n_tasks_per_batch: 8
367
+ n_train_ds: 479
368
+ neftune_noise_alpha: 5.0
369
+ notes: null
370
+ pred_z_score: true
371
+ run_name: 20241116-093243_i3DJzpJ7
372
+ save_dir: train_outputs/sft/hyper_lora/20241116-093243_i3DJzpJ7
373
+ save_freq: 10000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000
374
+ save_to_base_model_dir: false
375
+ seed: 42
376
+ sft_mode: completion
377
+ shared_AB_head: true
378
+ skip_eval: false
379
+ target_modules:
380
+ - q_proj
381
+ - v_proj
382
+ train_ds_names:
383
+ - lol_742
384
+ - lol_1198
385
+ - lol_717
386
+ - lol_705
387
+ - lol_275
388
+ - lol_636
389
+ - lol_084
390
+ - lol_1711
391
+ - lol_140
392
+ - lol_1448
393
+ - lol_453
394
+ - lol_1207
395
+ - lol_734
396
+ - lol_298
397
+ - lol_587
398
+ - lol_703
399
+ - lol_147
400
+ - lol_564
401
+ - lol_1341
402
+ - lol_201
403
+ - lol_890
404
+ - lol_908
405
+ - lol_1428
406
+ - lol_325
407
+ - lol_1669
408
+ - lol_246
409
+ - lol_357
410
+ - lol_1518
411
+ - lol_1148
412
+ - lol_1605
413
+ - lol_867
414
+ - lol_209
415
+ - lol_751
416
+ - lol_161
417
+ - lol_105
418
+ - lol_645
419
+ - lol_442
420
+ - lol_075
421
+ - lol_269
422
+ - lol_1568
423
+ - lol_834
424
+ - lol_1603
425
+ - lol_685
426
+ - lol_083
427
+ - lol_390
428
+ - lol_750
429
+ - lol_1631
430
+ - lol_1529
431
+ - lol_746
432
+ - lol_1217
433
+ - lol_725
434
+ - lol_889
435
+ - lol_492
436
+ - lol_620
437
+ - lol_294
438
+ - lol_641
439
+ - lol_318
440
+ - lol_846
441
+ - lol_316
442
+ - lol_1188
443
+ - lol_629
444
+ - lol_770
445
+ - lol_1482
446
+ - lol_499
447
+ - lol_955
448
+ - lol_719
449
+ - lol_723
450
+ - lol_087
451
+ - lol_211
452
+ - lol_901
453
+ - lol_1483
454
+ - lol_089
455
+ - lol_627
456
+ - lol_153
457
+ - lol_1342
458
+ - lol_828
459
+ - lol_064
460
+ - lol_1387
461
+ - lol_400
462
+ - lol_1294
463
+ - lol_243
464
+ - lol_1572
465
+ - lol_1151
466
+ - lol_574
467
+ - lol_428
468
+ - lol_366
469
+ - lol_926
470
+ - lol_1503
471
+ - lol_130
472
+ - lol_515
473
+ - lol_151
474
+ - lol_619
475
+ - lol_1562
476
+ - lol_632
477
+ - lol_966
478
+ - lol_605
479
+ - lol_1487
480
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482
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483
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485
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488
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490
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491
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492
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498
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501
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503
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507
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509
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510
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511
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512
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514
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516
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517
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519
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520
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521
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522
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523
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524
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525
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526
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527
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528
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529
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530
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531
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532
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533
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534
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535
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536
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537
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538
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539
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540
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541
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542
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543
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544
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545
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546
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547
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548
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549
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550
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551
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552
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553
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554
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555
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556
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557
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558
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559
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560
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561
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562
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563
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564
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565
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566
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567
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568
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569
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570
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571
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572
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573
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574
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575
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576
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577
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578
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579
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580
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581
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582
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583
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584
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585
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586
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587
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588
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589
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590
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591
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592
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593
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594
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595
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596
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597
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598
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599
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600
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601
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602
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603
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604
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605
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606
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607
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608
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609
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610
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611
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612
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613
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614
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615
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616
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617
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618
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619
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620
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621
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622
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623
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624
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625
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626
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627
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628
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629
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630
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631
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632
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633
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634
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635
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636
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637
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638
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639
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640
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641
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642
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643
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644
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645
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646
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647
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648
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649
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650
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651
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652
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653
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654
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655
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656
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657
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658
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659
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660
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661
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662
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663
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664
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665
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666
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667
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668
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669
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670
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671
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672
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673
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674
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675
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676
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677
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678
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679
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680
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681
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682
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683
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684
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685
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686
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687
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688
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689
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690
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691
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692
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693
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694
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695
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696
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697
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698
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699
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700
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701
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702
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703
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704
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705
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706
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707
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708
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709
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710
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711
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712
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713
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714
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715
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716
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717
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718
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719
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720
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721
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722
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723
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724
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725
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726
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727
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728
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729
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730
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731
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732
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733
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734
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735
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736
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737
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738
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739
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740
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741
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742
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743
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744
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745
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746
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747
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748
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749
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750
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751
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752
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753
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754
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755
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756
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757
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758
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759
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760
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761
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762
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763
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764
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765
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766
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767
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768
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769
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770
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771
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772
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773
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774
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775
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776
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777
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778
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779
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780
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781
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782
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783
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784
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785
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786
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787
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788
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789
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790
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791
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792
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793
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794
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795
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796
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797
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798
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799
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800
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801
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802
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803
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804
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805
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806
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807
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808
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809
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810
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811
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812
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813
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814
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815
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816
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817
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818
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819
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820
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821
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822
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823
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824
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825
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826
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827
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828
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829
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830
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831
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832
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833
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834
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835
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836
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837
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838
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839
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840
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841
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842
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843
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844
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845
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846
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847
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848
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849
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850
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851
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852
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853
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854
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855
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856
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857
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858
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859
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860
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861
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862
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863
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864
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865
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866
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867
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868
+ val_batch_size: 64
869
+ val_freq: 10000
870
+ warmup_frac: 0.2
871
+ weight_decay: 0.001