improve KTO impl., replace datasets

Former-commit-id: e56a57ddcf061de6e4acc8679f7dbf0b68364986
This commit is contained in:
hiyouga
2024-05-18 03:44:56 +08:00
parent e4570e28a8
commit 2bff90719b
53 changed files with 448 additions and 330 deletions

View File

@@ -25,21 +25,22 @@ class DatasetAttr:
folder: Optional[str] = None
ranking: bool = False
formatting: Literal["alpaca", "sharegpt"] = "alpaca"
""" columns """
""" common columns """
system: Optional[str] = None
tools: Optional[str] = None
images: Optional[str] = None
tag: Optional[bool] = None
""" columns for the alpaca format """
""" rlhf columns """
chosen: Optional[str] = None
rejected: Optional[str] = None
kto_tag: Optional[str] = None
""" alpaca columns """
prompt: Optional[str] = "instruction"
query: Optional[str] = "input"
response: Optional[str] = "output"
chosen: Optional[str] = "chosen"
rejected: Optional[str] = "rejected"
history: Optional[str] = None
""" columns for the sharegpt format """
""" sharegpt columns """
messages: Optional[str] = "conversations"
tools: Optional[str] = None
""" tags for the sharegpt format """
""" sharegpt tags """
role_tag: Optional[str] = "from"
content_tag: Optional[str] = "value"
user_tag: Optional[str] = "human"
@@ -107,11 +108,11 @@ def get_dataset_list(data_args: "DataArguments") -> List["DatasetAttr"]:
dataset_attr.set_attr("formatting", dataset_info[name], default="alpaca")
if "columns" in dataset_info[name]:
column_names = ["system", "images", "tag"]
column_names = ["system", "tools", "images", "chosen", "rejected", "kto_tag"]
if dataset_attr.formatting == "alpaca":
column_names.extend(["prompt", "query", "response", "history"])
else:
column_names.extend(["messages", "tools"])
column_names.extend(["messages"])
for column_name in column_names:
dataset_attr.set_attr(column_name, dataset_info[name]["columns"])