add ultrachat prompt strategies (#996)
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@@ -39,6 +39,23 @@ def load(tokenizer, cfg, ds_cfg: Optional[Dict[str, Any]] = None):
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return strategy
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def load_ultrachat(tokenizer, cfg, ds_cfg: Optional[Dict[str, Any]] = None):
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conversation = (
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ds_cfg["conversation"] if ds_cfg and "conversation" in ds_cfg else None
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)
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strategy = UltrachatShareGPTPromptTokenizingStrategy(
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ShareGPTPrompterV2(
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conversation=conversation,
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),
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tokenizer,
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cfg.train_on_inputs,
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cfg.sequence_len,
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)
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if ds_cfg and "strict" in ds_cfg:
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strategy.strict = ds_cfg["strict"]
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return strategy
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def load_role(tokenizer, cfg):
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return SimpleRoleShareGPTPromptTokenizingStrategy(
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ShareGPTPrompterV2(),
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@@ -109,3 +126,17 @@ class GuanacoShareGPTPromptTokenizingStrategy(ShareGPTPromptTokenizingStrategy):
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{"from": role_map[t["role"]], "value": t["text"]} for t in conversations
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]
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return turns
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class UltrachatShareGPTPromptTokenizingStrategy(SimpleShareGPTPromptTokenizingStrategy):
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"""
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sharegpt strategy that remaps ultrachat data to sharegpt format
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"""
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def get_conversation_thread(self, prompt):
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conversations = prompt["messages"]
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role_map = {"user": "human", "assistant": "gpt"}
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turns = [
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{"from": role_map[t["role"]], "value": t["content"]} for t in conversations
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]
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return turns
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