|
--- |
|
license: apache-2.0 |
|
dataset_info: |
|
features: |
|
- name: message_id |
|
dtype: string |
|
- name: parent_id |
|
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: 100367999 |
|
num_examples: 84437 |
|
- name: validation |
|
num_bytes: 5243405 |
|
num_examples: 4401 |
|
download_size: 41596430 |
|
dataset_size: 105611404 |
|
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: |
|
- 10K<n<100K |
|
pretty_name: OpenAssistant Conversations |
|
--- |
|
|
|
# OpenAssistant Conversations Dataset (OASST1) |
|
|
|
## Dataset Description |
|
|
|
- **Homepage:** https://www.open-assistant.io/ |
|
- **Repository:** https://github.com/LAION-AI/Open-Assistant |
|
- **Paper:** TBA on April 17, 2023 |
|
|
|
### Dataset Summary |
|
|
|
In an effort to democratize research on large-scale alignment, we release OpenAssistant |
|
Conversations (OASST1), a human-generated, human-annotated assistant-style conversation |
|
corpus consisting of 161,443 messages distributed across 66,497 conversation trees, in |
|
35 different languages, annotated with 461,292 quality ratings. The corpus is a product |
|
of a worldwide crowd-sourcing effort involving over 13,500 volunteers. |
|
|
|
Please refer to our paper for further details. |
|
|
|
### Dataset Structure |
|
|
|
This dataset contains demonstrations of human-assistant conversations which were collected |
|
on the [open-assistant.io](https://www.open-assistant.io/) website until April, 12 2023. |
|
|
|
Conversations are exported as conversation trees with messages as nodes. |
|
The root node of a conversation tree is called the initial prompt. Each message can have |
|
multiple replies. Nodes with more than one reply can have a `rank` field indicating the |
|
aggregated user preference (the most preferred message has rank 0). |
|
|
|
All messages have a role property which can either be "assistant" or "prompter". The roles in |
|
conversation threads from prompt to leaf node are stricly alternating between "prompter" and "assistant". |
|
|
|
### JSON Example: Message |
|
|
|
For readability the following JSON examples are shown formatted with indentation on multiple lines. |
|
Objects are stored without indentation on a single lines in the actual jsonl files. |
|
|
|
```json |
|
{ |
|
"message_id": "218440fd-5317-4355-91dc-d001416df62b", |
|
"parent_id": "13592dfb-a6f9-4748-a92c-32b34e239bb4", |
|
"user_id": "8e95461f-5e94-4d8b-a2fb-d4717ce973e4", |
|
"text": "It was the winter of 2035, and artificial intelligence (..)", |
|
"role": "assistant", |
|
"lang": "en", |
|
"review_count": 3, |
|
"review_result": true, |
|
"deleted": false, |
|
"rank": 0, |
|
"synthetic": true, |
|
"model_name": "oasst-sft-0_3000,max_new_tokens=400 (..)", |
|
"labels": { |
|
"spam": { "value": 0.0, "count": 3 }, |
|
"lang_mismatch": { "value": 0.0, "count": 3 }, |
|
"pii": { "value": 0.0, "count": 3 }, |
|
"not_appropriate": { "value": 0.0, "count": 3 }, |
|
"hate_speech": { "value": 0.0, "count": 3 }, |
|
"sexual_content": { "value": 0.0, "count": 3 }, |
|
"quality": { "value": 0.416, "count": 3 }, |
|
"toxicity": { "value": 0.16, "count": 3 }, |
|
"humor": { "value": 0.0, "count": 3 }, |
|
"creativity": { "value": 0.33, "count": 3 }, |
|
"violence": { "value": 0.16, "count": 3 } |
|
} |
|
} |
|
``` |
|
|
|
### JSON Example: Conversation Tree |
|
|
|
For readability only a subset of the message properties is shown here. |
|
|
|
```json |
|
{ |
|
"message_tree_id": "14fbb664-a620-45ce-bee4-7c519b16a793", |
|
"tree_state": "ready_for_export", |
|
"prompt": { |
|
"message_id": "14fbb664-a620-45ce-bee4-7c519b16a793", |
|
"text": "Why can't we divide by 0? (..)", |
|
"role": "prompter", |
|
"lang": "en", |
|
"replies": [ |
|
{ |
|
"message_id": "894d30b6-56b4-4605-a504-89dd15d4d1c8", |
|
"text": "The reason we cannot divide by zero is because (..)", |
|
"role": "assistant", |
|
"lang": "en", |
|
"replies": [ |
|
// ... |
|
] |
|
}, |
|
{ |
|
"message_id": "84d0913b-0fd9-4508-8ef5-205626a7039d", |
|
"text": "The reason that the result of a division by zero is (..)", |
|
"role": "assistant", |
|
"lang": "en", |
|
"replies": [ |
|
{ |
|
"message_id": "3352725e-f424-4e3b-a627-b6db831bdbaa", |
|
"text": "Math is confusing. Like those weird Irrational (..)", |
|
"role": "prompter", |
|
"lang": "en", |
|
"replies": [ |
|
{ |
|
"message_id": "f46207ca-3149-46e9-a466-9163d4ce499c", |
|
"text": "Irrational numbers are simply numbers (..)", |
|
"role": "assistant", |
|
"lang": "en", |
|
"replies": [] |
|
}, |
|
// ... |
|
] |
|
} |
|
] |
|
} |
|
] |
|
} |
|
} |
|
``` |
|
|
|
Please refer to [oasst-data](https://github.com/LAION-AI/Open-Assistant/tree/main/oasst-data) for |
|
details about the data structure and Python code to read and write jsonl files containing oasst data objects. |
|
|
|
|
|
## Main Dataset Files |
|
|
|
Conversation data is provided either as nested messages in trees (extension `.trees.jsonl.gz`) |
|
or as flat list (table) of messages (extension `.messages.jsonl.gz`). |
|
|
|
Full conversation trees can be reconstructed from flat messages 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 |
|
all messages of a message tree or to select trees by their state. |
|
|
|
### Ready For Export Trees |
|
|
|
``` |
|
2023-04-12_oasst_ready.trees.jsonl.gz 10364 trees with 88838 total messages |
|
2023-04-12_oasst_ready.messages.jsonl.gz 88838 messages |
|
``` |
|
Trees in `ready_for_export` state without spam and deleted messages including message labels. |
|
The oasst_ready-trees file is normally sufficient for supervised fine-tuning (SFT) & reward model (RM) training. |
|
|
|
|
|
### All Trees |
|
|
|
``` |
|
2023-04-12_oasst_all.trees.jsonl.gz 66497 trees with 161443 total messages |
|
2023-04-12_oasst_all.messages.jsonl.gz 161443 messages |
|
``` |
|
All trees including those in states `prompt_lottery_waiting` (trees that consist of only one message, namely the inital prompt), |
|
`aborted_low_grade` (trees that stopped growing because the messages had low quality), and `halted_by_moderator`. |
|
|
|
|
|
### Supplemental Exports: Spam & Prompts |
|
|
|
``` |
|
2023-04-12_oasst_spam.messages.jsonl.gz |
|
``` |
|
Messages which were deleted or have a negative review result (`"review_result": false`). |
|
Beside low quality a frequent reason for message deletion is a wrong language tag. |
|
|
|
|
|
``` |
|
2023-04-12_oasst_prompts.messages.jsonl.gz |
|
``` |
|
All non-deleted initial prompt messages with positile spam review result of trees in `ready_for_export` or `prompt_lottery_waiting` state. |
|
|
|
|
|
### Languages |
|
|
|
OpenAssistant Conversations incorporates 35 different languages with a distribution of messages as follows: |
|
|
|
**Languages with over 1000 messages** |
|
- English: 71956 |
|
- Spanish: 43061 |
|
- Russian: 9089 |
|
- German: 5279 |
|
- Chinese: 4962 |
|
- French: 4251 |
|
- Thai: 3042 |
|
- Portuguese (Brazil): 2969 |
|
- Catalan: 2260 |
|
- Korean: 1553 |
|
- Ukrainian: 1352 |
|
- Italian: 1320 |
|
- Japanese: 1018 |
|
|
|
<details> |
|
<summary><b>Languages with under 1000 messages</b></summary> |
|
<ul> |
|
<li>Vietnamese: 952</li> |
|
<li>Basque: 947</li> |
|
<li>Polish: 886</li> |
|
<li>Hungarian: 811</li> |
|
<li>Arabic: 666</li> |
|
<li>Dutch: 628</li> |
|
<li>Swedish: 512</li> |
|
<li>Turkish: 454</li> |
|
<li>Finnish: 386</li> |
|
<li>Czech: 372</li> |
|
<li>Danish: 358</li> |
|
<li>Galician: 339</li> |
|
<li>Hebrew: 255</li> |
|
<li>Romanian: 200</li> |
|
<li>Norwegian Bokmål: 133</li> |
|
<li>Indonesian: 115</li> |
|
<li>Bulgarian: 95</li> |
|
<li>Bengali: 82</li> |
|
<li>Persian: 72</li> |
|
<li>Greek: 66</li> |
|
<li>Esperanto: 59</li> |
|
<li>Slovak: 19</li> |
|
</ul> |
|
</details> |
|
|
|
## 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-assistent@laion.ai](mailto:open-assistent@laion.ai) (yes, with e) |
|
|
