Datasets:
Andreas Koepf
commited on
Commit
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1e678c3
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Parent(s):
b8629ee
update README & prompt/spam file names
Browse files
2023-11-05_oasst2_prompts.jsonl.gz → 2023-11-05_oasst2_prompts.messages.jsonl.gz
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2023-11-05_oasst2_spam.jsonl.gz → 2023-11-05_oasst2_spam.messages.jsonl.gz
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README.md
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num_examples: 6599
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download_size: 66674129
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dataset_size: 166813577
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---
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```
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-
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Oldest message : 2023-01-16 20:24:26.211711+00:00
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Youngest message : 2023-11-05 10:24:44.484910+00:00
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Detoxify ratings :
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Accepted messages:
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Deleted messages :
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Tree counts by state:
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- ready_for_export:
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- prompt_lottery_waiting:
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- halted_by_moderator:
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- initial_prompt_review:
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- growing:
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- aborted_low_grade:
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- ranking: 20
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Message counts by language:
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- en:
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- es:
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- ru:
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- zh:
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- de:
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- fr:
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- pt-BR:
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- th:
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- ca:
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- it:
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- ja:
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- uk-UA:
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- ko:
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- pl:
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- eo:
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- nl:
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- ar:
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- vi:
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- fi:
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- eu: 995
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- hu: 961
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- tr: 803
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- lt: 7
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```
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###
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```
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2023-11-
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2023-11-05_oasst2_ready.messages.jsonl.gz 135,174 messages
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```
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### All Trees
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```
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2023-11-
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2023-11-05_oasst2_all.messages.jsonl.gz 208,584 messages
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```
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```
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num_examples: 6599
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download_size: 66674129
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dataset_size: 166813577
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language:
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- en
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- es
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- ru
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- de
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- pl
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- th
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- vi
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- sv
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- bn
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- da
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- he
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- it
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- fa
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- sk
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- id
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- nb
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- el
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- nl
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- hu
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- eu
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- zh
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- eo
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- ja
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- ca
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- cs
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- bg
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- fi
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- pt
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- tr
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- ro
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- ar
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- uk
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- gl
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- fr
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- ko
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tags:
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- human-feedback
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size_categories:
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- 100K<n<1M
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pretty_name: OpenAssistant Conversations Release 2
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---
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# Open Assistant Conversations Dataset Release 2 (OASST2)
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## Dataset Description
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- **Homepage:** https://www.open-assistant.io/
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- **Repository:** https://github.com/LAION-AI/Open-Assistant
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- **Paper:** https://arxiv.org/abs/2304.07327
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### Ready For Export Trees
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```
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2023-11-05_oasst2_ready.trees.jsonl.gz 13,854 trees with 135,174 total messages
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2023-11-05_oasst2_ready.messages.jsonl.gz 135,174 messages
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```
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#### 2023-11-05_oasst2_ready.trees.jsonl.gz Stats
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```
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Trees : 13,854
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Messages : 135,174
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Oldest message : 2023-01-16 20:24:26.211711+00:00
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Youngest message : 2023-11-04 15:23:03.239343+00:00
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Detoxify ratings : 111,448
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Accepted messages: 129,517
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Deleted messages : 4,376
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Tree counts by state:
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- ready_for_export: 13,854
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Message counts by language:
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- en: 64,513
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- es: 28,199
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- ru: 13,935
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- zh: 8,615
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- de: 6,145
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- fr: 3,880
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- pt-BR: 2,699
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- th: 1,560
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- ca: 1,283
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- it: 943
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- uk-UA: 845
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- ja: 788
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- pl: 435
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- eo: 295
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- eu: 274
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- vi: 207
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- fi: 138
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- hu: 113
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- ar: 80
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- nl: 72
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- da: 44
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- tr: 37
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- ko: 24
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- he: 24
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- id: 12
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- cs: 12
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- bn: 1
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- sv: 1
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```
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Trees in ready_for_export state without spam and deleted messages including message labels. The oasst_ready-trees file usually is sufficient for supervised fine-tuning (SFT) & reward model (RM) training.
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### All Trees
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```
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2023-11-05_oasst2_all.trees.jsonl.gz 70,642 trees with 208,584 total messages
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2023-11-05_oasst2_all.messages.jsonl.gz 208,584 messages
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```
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All trees, including those in states prompt_lottery_waiting (trees that consist of only one message, namely the initial prompt), aborted_low_grade (trees that stopped growing because the messages had low quality), and halted_by_moderator.
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#### 2023-11-05_oasst2_all.trees.jsonl.gz Stats
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```
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Trees : 70,642
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Messages : 208,584
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Oldest message : 2023-01-16 20:24:26.211711+00:00
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Youngest message : 2023-11-05 10:24:44.484910+00:00
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Detoxify ratings : 156,570
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Accepted messages: 189,288
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Deleted messages : 5,414
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Tree counts by state:
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- ready_for_export: 13,854
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- prompt_lottery_waiting: 44,550
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- halted_by_moderator: 3,089
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- initial_prompt_review: 4,319
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- growing: 3,102
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- aborted_low_grade: 1,708
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- ranking: 20
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Message counts by language:
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- en: 85,115
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- es: 47,513
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- ru: 15,990
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- zh: 11,205
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- de: 8,398
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- fr: 5,841
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- pt-BR: 4,540
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- th: 3,236
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- ca: 2,586
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- it: 2,144
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- ja: 1,904
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- uk-UA: 1,889
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- ko: 1,635
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- pl: 1,510
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- eo: 1,405
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- nl: 1,354
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- ar: 1,274
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- vi: 1,137
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- fi: 1,098
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- eu: 995
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- hu: 961
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- tr: 803
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- lt: 7
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```
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### Supplemental Exports: Spam & Prompts
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```
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2023-11-05_oasst2_spam.messages.jsonl.gz 19,296 matching messages
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```
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These are messages which were deleted or have a negative review result ("review_result": false). Besides low quality, a frequent reason for message deletion is a wrong language tag.
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```
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2023-11-05_oasst2_prompts.messages.jsonl.gz 64,592 matching messages
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```
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These are all the kept initial prompt messages with positive review result (no spam) of trees in `ready_for_export` or `prompt_lottery_waiting` state.
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### Using the Huggingface Datasets
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While HF datasets is ideal for tabular datasets, it is not a natural fit for nested data structures like the OpenAssistant conversation trees.
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Nevertheless, we make all messages which can also be found in the file `2023-04-12_oasst_ready.trees.jsonl.gz` available in parquet as train/validation splits.
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These are directly loadable by [Huggingface Datasets](https://pypi.org/project/datasets/).
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To load the oasst1 train & validation splits use:
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```python
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from datasets import load_dataset
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ds = load_dataset("OpenAssistant/oasst2")
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train = ds['train'] # len(train)=128575 (95%)
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val = ds['validation'] # len(val)=6599 (5%)
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```
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The messages appear in depth-first order of the message trees.
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Full conversation trees can be reconstructed from the flat messages table by using the `parent_id`
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and `message_id` properties to identify the parent-child relationship of messages. The `message_tree_id`
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and `tree_state` properties (only present in flat messages files) can be used to find all messages of a message tree or to select trees by their state.
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## Contact
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- Discord [Open Assistant Discord Server](https://ykilcher.com/open-assistant-discord)
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- GitHub: [LAION-AI/Open-Assistant](https://github.com/LAION-AI/Open-Assistant)
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- E-Mail: [[email protected]](mailto:[email protected])
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