Slim Orca data parsing
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@ -26,7 +26,8 @@ If you are using a custom dataset, please provide your dataset definition in the
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"user_tag": "the value of the role_tag represents the user. (default: human)",
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"assistant_tag": "the value of the role_tag represents the assistant. (default: gpt)",
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"observation_tag": "the value of the role_tag represents the tool results. (default: observation)",
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"function_tag": "the value of the role_tag represents the function call. (default: function_call)"
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"function_tag": "the value of the role_tag represents the function call. (default: function_call)",
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"system_tag": "the value of the role_tag represents the system prompt. (default: None) incompatible with system column"
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}
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}
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```
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@ -126,6 +126,20 @@
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"system": "system_prompt"
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}
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},
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"slimorca": {
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"hf_hub_url": "Open-Orca/SlimOrca",
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"formatting": "sharegpt",
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"columns": {
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"messages": "conversations"
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},
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"tags": {
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"role_tag": "from",
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"content_tag": "value",
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"user_tag": "human",
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"assistant_tag": "gpt",
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"system_tag": "system"
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}
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},
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"intel_orca_dpo_pairs_de" : {
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"hf_hub_url": "mayflowergmbh/intel_orca_dpo_pairs_de",
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"ranking": true
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@ -47,10 +47,10 @@ def convert_sharegpt(examples: Dict[str, List[Any]], dataset_attr: "DatasetAttr"
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dataset_attr.assistant_tag: Role.ASSISTANT,
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dataset_attr.observation_tag: Role.OBSERVATION,
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dataset_attr.function_tag: Role.FUNCTION,
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dataset_attr.system_tag: Role.SYSTEM,
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}
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for i, messages in enumerate(examples[dataset_attr.messages]):
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messages = messages[: len(messages) // 2 * 2] # should be multiples of 2
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if len(messages) == 0:
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if len(messages) <= 1:
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continue
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prompt = []
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@ -74,6 +74,9 @@ def convert_sharegpt(examples: Dict[str, List[Any]], dataset_attr: "DatasetAttr"
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{"role": tag_mapping[message[dataset_attr.role_tag]], "content": message[dataset_attr.content_tag]}
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)
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if len(prompt) % 2 == 1:
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# Last message was neither from assistant nor function
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prompt.pop(-1)
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last_message = prompt.pop(-1)
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response.append(last_message)
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outputs["prompt"].append(prompt)
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@ -21,6 +21,7 @@ class Role(str, Enum):
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ASSISTANT = "assistant"
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OBSERVATION = "observation"
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FUNCTION = "function"
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SYSTEM = "system"
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def checksum(data_files: List[str], file_sha1: Optional[str] = None) -> None:
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