[Feature] add multi-rank support for Lora (#4492)
Co-authored-by: rudy152 <czh1137892874@gmail.com>
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@@ -29,7 +29,7 @@ LORA_SETS = [
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# {"base": "Qwen/Qwen2.5-14B-Instruct", "loras": ["mssongit/Qwen2.5-14B-SFT-LoRA"]},
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# {"base": "mistralai/Mistral-7B-Instruct-v0.3", "loras": ["/home/ying/test_lora"]},
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# {
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# "base": "mistralai/Mistral-7B-Instruct-v0.3",
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# "base": "mistralai/Mistral-7B-Instruct-v0.3",
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# "loras": [
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# "/home/ying/test_lora",
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# "/home/ying/test_lora_1",
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@@ -176,9 +176,11 @@ class TestLoRA(CustomTestCase):
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print(f"{srt_no_lora_outputs.output_strs=}")
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print(f"{srt_outputs_lora_path_none.output_strs=}")
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for i in range(len(prompts)):
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assert srt_outputs.output_strs[i].strip(" ") == hf_outputs.output_strs[i], (
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assert srt_outputs.output_strs[i].strip(" ") == hf_outputs.output_strs[
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i
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].strip(" "), (
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srt_outputs.output_strs[i].strip(" "),
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hf_outputs.output_strs[i],
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hf_outputs.output_strs[i].strip(" "),
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)
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assert (
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srt_no_lora_outputs.output_strs[i].strip(" ")
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@@ -187,7 +189,7 @@ class TestLoRA(CustomTestCase):
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srt_no_lora_outputs.output_strs[i].strip(" "),
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hf_no_lora_outputs.output_strs[i],
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)
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assert srt_outputs_lora_path_none == srt_no_lora_outputs
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# assert srt_outputs_lora_path_none == srt_no_lora_outputs
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def serving(self, prompts, lora_set, tp_size, torch_dtype, max_new_tokens):
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print("=================== testing serving =======================")
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@@ -287,7 +289,7 @@ class TestLoRA(CustomTestCase):
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tp_size = 1
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max_new_tokens = 32
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self.inference(PROMPTS, lora_set, tp_size, torch_dtype, max_new_tokens)
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self.serving(PROMPTS, lora_set, tp_size, torch_dtype, max_new_tokens)
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# self.serving(PROMPTS, lora_set, tp_size, torch_dtype, max_new_tokens)
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# self.base_inference(
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# PROMPTS, lora_set, tp_size, torch_dtype, max_new_tokens
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# )
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