add warning that sharegpt will be deprecated (#1957)
* add warning that sharegpt will be deprecated * add helper script for chat_templates and document deprecation * Update src/axolotl/prompt_strategies/sharegpt.py Co-authored-by: NanoCode012 <nano@axolotl.ai> --------- Co-authored-by: NanoCode012 <nano@axolotl.ai>
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@@ -383,7 +383,7 @@ See [examples](examples) for quick start. It is recommended to duplicate and mod
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- typescript
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type: ... # unimplemented custom format
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# fastchat conversation
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# fastchat conversation (deprecation soon, use chat_template)
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# See 'conversation' options: https://github.com/lm-sys/FastChat/blob/main/fastchat/conversation.py
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- path: ...
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type: sharegpt
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60
scripts/chat_datasets.py
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60
scripts/chat_datasets.py
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@@ -0,0 +1,60 @@
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"""
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helper script to parse chat datasets into a usable yaml
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"""
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import click
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import yaml
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from datasets import load_dataset
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@click.command()
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@click.argument("dataset", type=str)
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@click.option("--split", type=str, default="train")
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def parse_dataset(dataset=None, split="train"):
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ds_cfg = {}
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ds_cfg["path"] = dataset
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ds_cfg["split"] = split
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ds_cfg["type"] = "chat_template"
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ds_cfg["chat_template"] = "<<<Replace based on your model>>>"
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dataset = load_dataset(dataset, split=split)
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features = dataset.features
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feature_keys = features.keys()
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field_messages = None
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for key in ["conversation", "conversations", "messages"]:
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if key in feature_keys:
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field_messages = key
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break
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if not field_messages:
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raise ValueError(
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f'No conversation field found in dataset: {", ".join(feature_keys)}'
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)
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ds_cfg["field_messages"] = field_messages
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message_fields = features["conversations"][0].keys()
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message_field_role = None
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for key in ["from", "role"]:
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if key in message_fields:
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message_field_role = key
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break
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if not message_field_role:
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raise ValueError(
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f'No role field found in messages: {", ".join(message_fields)}'
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)
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ds_cfg["message_field_role"] = message_field_role
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message_field_content = None
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for key in ["content", "text", "value"]:
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if key in message_fields:
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message_field_content = key
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break
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if not message_field_content:
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raise ValueError(
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f'No content field found in messages: {", ".join(message_fields)}'
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)
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ds_cfg["message_field_content"] = message_field_content
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print(yaml.dump({"datasets": [ds_cfg]}))
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if __name__ == "__main__":
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parse_dataset()
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@@ -61,6 +61,9 @@ def build_loader(
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default_conversation: Optional[str] = None,
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):
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def _load(tokenizer, cfg, ds_cfg: Optional[Dict[str, Any]] = None):
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LOG.warning(
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"sharegpt type support will be deprecated in the next release of Axolotl. Please use chat_template instead.",
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)
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conversation = (
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ds_cfg["conversation"]
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if ds_cfg and "conversation" in ds_cfg
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