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Enable IPEX Mistral in Speculative (#10059)

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Heyang Sun 2024-02-01 10:48:16 +08:00 committed by GitHub
parent 3ca03d4e97
commit 968e70544d
1 changed files with 16 additions and 2 deletions
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18
python/llm/src/bigdl/llm/transformers/speculative.py
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@ -372,9 +372,10 @@ def speculative_generate(self,
_enable_ipex = (_enable_ipex is not None) and (_enable_ipex.lower() == "true") _enable_ipex = (_enable_ipex is not None) and (_enable_ipex.lower() == "true")
if _enable_ipex: if _enable_ipex:
if not ((self.config.model_type == 'baichuan' and self.config.hidden_size == 5120) or if not ((self.config.model_type == 'baichuan' and self.config.hidden_size == 5120) or
('llama' in self.config.model_type)): ('llama' in self.config.model_type) or
("mistral" in self.config.model_type)):
invalidInputError(False, "BigDL Speculative Decoding with IPEX BF16 only supports \ invalidInputError(False, "BigDL Speculative Decoding with IPEX BF16 only supports \
Llama and Baichuan2-13b models currently.") Llama, Baichuan2-13b and Mistral models currently.")
tmp_matchness = 0 tmp_matchness = 0
e2e_tic = 0.0 e2e_tic = 0.0
@ -531,6 +532,19 @@ def speculative_generate(self,
position_ids=position_ids, position_ids=position_ids,
past_key_values=past_key_values, past_key_values=past_key_values,
) )
elif "mistral" in self.config.model_type:
past_key_value_len = past_key_values[0][0].shape[2]
seq_len = drafted_input_ids.shape[1]
position_ids = torch.arange(past_key_value_len,
seq_len + past_key_value_len,
dtype=torch.long,
device=drafted_input_ids.device)
position_ids = position_ids.unsqueeze(0).view(-1, seq_len)
output = self.trace_graph(input_ids=drafted_input_ids,
attention_mask=cur_attention_mask,
past_key_values=past_key_values,
position_ids=position_ids,
)
logits = output[0] logits = output[0]
past_key_values = output[1] past_key_values = output[1]
else: else: