|
--- |
|
license: apache-2.0 |
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dataset_info: |
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features: |
|
- name: message_id |
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dtype: string |
|
- name: parent_id |
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dtype: string |
|
- name: user_id |
|
dtype: string |
|
- name: created_date |
|
dtype: string |
|
- name: text |
|
dtype: string |
|
- name: role |
|
dtype: string |
|
- name: lang |
|
dtype: string |
|
- name: review_count |
|
dtype: int32 |
|
- name: review_result |
|
dtype: bool |
|
- name: deleted |
|
dtype: bool |
|
- name: rank |
|
dtype: int32 |
|
- name: synthetic |
|
dtype: bool |
|
- name: model_name |
|
dtype: string |
|
- name: detoxify |
|
struct: |
|
- name: toxicity |
|
dtype: float64 |
|
- name: severe_toxicity |
|
dtype: float64 |
|
- name: obscene |
|
dtype: float64 |
|
- name: identity_attack |
|
dtype: float64 |
|
- name: insult |
|
dtype: float64 |
|
- name: threat |
|
dtype: float64 |
|
- name: sexual_explicit |
|
dtype: float64 |
|
- name: message_tree_id |
|
dtype: string |
|
- name: tree_state |
|
dtype: string |
|
- name: emojis |
|
sequence: |
|
- name: name |
|
dtype: string |
|
- name: count |
|
dtype: int32 |
|
- name: labels |
|
sequence: |
|
- name: name |
|
dtype: string |
|
- name: value |
|
dtype: float64 |
|
- name: count |
|
dtype: int32 |
|
splits: |
|
- name: train |
|
num_bytes: 158850455 |
|
num_examples: 128575 |
|
- name: validation |
|
num_bytes: 7963122 |
|
num_examples: 6599 |
|
download_size: 66674129 |
|
dataset_size: 166813577 |
|
language: |
|
- en |
|
- es |
|
- ru |
|
- de |
|
- pl |
|
- th |
|
- vi |
|
- sv |
|
- bn |
|
- da |
|
- he |
|
- it |
|
- fa |
|
- sk |
|
- id |
|
- nb |
|
- el |
|
- nl |
|
- hu |
|
- eu |
|
- zh |
|
- eo |
|
- ja |
|
- ca |
|
- cs |
|
- bg |
|
- fi |
|
- pt |
|
- tr |
|
- ro |
|
- ar |
|
- uk |
|
- gl |
|
- fr |
|
- ko |
|
tags: |
|
- human-feedback |
|
size_categories: |
|
- 100K<n<1M |
|
pretty_name: OpenAssistant Conversations Release 2 |
|
--- |
|
|
|
# Open Assistant Conversations Dataset Release 2 (OASST2) |
|
|
|
## Dataset Description |
|
|
|
- **Homepage:** https://www.open-assistant.io/ |
|
- **Repository:** https://github.com/LAION-AI/Open-Assistant |
|
- **Paper:** https://arxiv.org/abs/2304.07327 |
|
|
|
|
|
|
|
### Ready For Export Trees |
|
|
|
``` |
|
2023-11-05_oasst2_ready.trees.jsonl.gz 13,854 trees with 135,174 total messages |
|
2023-11-05_oasst2_ready.messages.jsonl.gz 135,174 messages |
|
``` |
|
|
|
#### 2023-11-05_oasst2_ready.trees.jsonl.gz Stats |
|
``` |
|
Trees : 13,854 |
|
Messages : 135,174 |
|
Oldest message : 2023-01-16 20:24:26.211711+00:00 |
|
Youngest message : 2023-11-04 15:23:03.239343+00:00 |
|
Detoxify ratings : 111,448 |
|
Accepted messages: 129,517 |
|
Deleted messages : 4,376 |
|
Tree counts by state: |
|
- ready_for_export: 13,854 |
|
Message counts by language: |
|
- en: 64,513 |
|
- es: 28,199 |
|
- ru: 13,935 |
|
- zh: 8,615 |
|
- de: 6,145 |
|
- fr: 3,880 |
|
- pt-BR: 2,699 |
|
- th: 1,560 |
|
- ca: 1,283 |
|
- it: 943 |
|
- uk-UA: 845 |
|
- ja: 788 |
|
- pl: 435 |
|
- eo: 295 |
|
- eu: 274 |
|
- vi: 207 |
|
- fi: 138 |
|
- hu: 113 |
|
- ar: 80 |
|
- nl: 72 |
|
- da: 44 |
|
- tr: 37 |
|
- ko: 24 |
|
- he: 24 |
|
- id: 12 |
|
- cs: 12 |
|
- bn: 1 |
|
- sv: 1 |
|
``` |
|
|
|
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. |
|
|
|
### All Trees |
|
|
|
``` |
|
2023-11-05_oasst2_all.trees.jsonl.gz 70,642 trees with 208,584 total messages |
|
2023-11-05_oasst2_all.messages.jsonl.gz 208,584 messages |
|
``` |
|
|
|
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. |
|
|
|
#### 2023-11-05_oasst2_all.trees.jsonl.gz Stats |
|
|
|
``` |
|
Trees : 70,642 |
|
Messages : 208,584 |
|
Oldest message : 2023-01-16 20:24:26.211711+00:00 |
|
Youngest message : 2023-11-05 10:24:44.484910+00:00 |
|
Detoxify ratings : 156,570 |
|
Accepted messages: 189,288 |
|
Deleted messages : 5,414 |
|
Tree counts by state: |
|
- ready_for_export: 13,854 |
|
- prompt_lottery_waiting: 44,550 |
|
- halted_by_moderator: 3,089 |
|
- initial_prompt_review: 4,319 |
|
- growing: 3,102 |
|
- aborted_low_grade: 1,708 |
|
- ranking: 20 |
|
Message counts by language: |
|
- en: 85,115 |
|
- es: 47,513 |
|
- ru: 15,990 |
|
- zh: 11,205 |
|
- de: 8,398 |
|
- fr: 5,841 |
|
- pt-BR: 4,540 |
|
- th: 3,236 |
|
- ca: 2,586 |
|
- it: 2,144 |
|
- ja: 1,904 |
|
- uk-UA: 1,889 |
|
- ko: 1,635 |
|
- pl: 1,510 |
|
- eo: 1,405 |
|
- nl: 1,354 |
|
- ar: 1,274 |
|
- vi: 1,137 |
|
- fi: 1,098 |
|
- eu: 995 |
|
- hu: 961 |
|
- tr: 803 |
|
- sv: 763 |
|
- id: 669 |
|
- gl: 574 |
|
- da: 502 |
|
- he: 498 |
|
- cs: 476 |
|
- ro: 434 |
|
- sk: 410 |
|
- fa: 394 |
|
- el: 388 |
|
- bar: 217 |
|
- nb-NO: 196 |
|
- bg: 176 |
|
- bn: 128 |
|
- sl: 119 |
|
- sr: 63 |
|
- swg: 23 |
|
- hi: 14 |
|
- lt: 7 |
|
``` |
|
|
|
### Supplemental Exports: Spam & Prompts |
|
|
|
``` |
|
2023-11-05_oasst2_spam.messages.jsonl.gz 19,296 matching messages |
|
``` |
|
|
|
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. |
|
|
|
``` |
|
2023-11-05_oasst2_prompts.messages.jsonl.gz 64,592 matching messages |
|
``` |
|
|
|
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. |
|
|
|
### Using the Huggingface Datasets |
|
|
|
While HF datasets is ideal for tabular datasets, it is not a natural fit for nested data structures like the OpenAssistant conversation trees. |
|
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. |
|
These are directly loadable by [Huggingface Datasets](https://pypi.org/project/datasets/). |
|
|
|
To load the oasst1 train & validation splits use: |
|
|
|
```python |
|
from datasets import load_dataset |
|
ds = load_dataset("OpenAssistant/oasst2") |
|
train = ds['train'] # len(train)=128575 (95%) |
|
val = ds['validation'] # len(val)=6599 (5%) |
|
``` |
|
|
|
The messages appear in depth-first order of the message trees. |
|
|
|
Full conversation trees can be reconstructed from the flat messages table by using the `parent_id` |
|
and `message_id` properties to identify the parent-child relationship of messages. The `message_tree_id` |
|
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. |
|
|
|
## Contact |
|
|
|
- Discord [Open Assistant Discord Server](https://ykilcher.com/open-assistant-discord) |
|
- GitHub: [LAION-AI/Open-Assistant](https://github.com/LAION-AI/Open-Assistant) |
|
- E-Mail: [open-assistant@laion.ai](mailto:open-assistant@laion.ai) |
|
|
