[REQUEST] i want to know how to merge deepspeed multi gpu optim file into one pytorch optim.pt file ?

[loadams]

Hi @ldh127 - can you please be more specific, share more about what you are trying to do and what errors you are hitting?

[tjruwase]

@ldh127, does the following help? https://deepspeed.readthedocs.io/en/latest/model-checkpointing.html#zero-checkpoint-fp32-weights-recovery

[ldh127]

yes，but i think this code is for ds2universe model param ,not for merging multi optim file into to one file , it can  process merge deepspeed multi gpu optim file into one pytorch optim.pt file? 

ldh @.***

 

------------------ 原始邮件 ------------------ 发件人: @.>; 发送时间: 2024年4月25日(星期四) 凌晨3:40 收件人: @.>; 抄送: @.>; @.>; 主题: Re: [microsoft/DeepSpeed] [REQUEST] i want to know how to merge deepspeed multi gpu optim file into one pytorch optim.pt file ? (Issue #5460)

@ldh127, does the following help? https://deepspeed.readthedocs.io/en/latest/model-checkpointing.html#zero-checkpoint-fp32-weights-recovery

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[ldh127]

Hi @ldh127 - can you please be more specific, share more about what you are trying to do and what errors you are hitting?

yes ,i use transformers trainer to call deepspeed , it save the deepspeed checkpoint which contains multi gpu model and optim file , i want just one file optim.pt file to choosing sft data , my code can only load one global optim.pt , but deepspeed checkpoint get multi part optim and model file , how can i. merge multi optim file to one global file ?

[tjruwase]

yes，but i think this code is for ds2universe model param ,not for merging multi optim file into to one file , it can  process merge deepspeed multi gpu optim file into one pytorch optim.pt file?  ldh @.***   …

@ldh127, why do you say the link is related to ds2universal? Did you try it? Can you clarify how your scenario is different from the use case below? Thanks!

[ldh127]

yes，but i think this code is for ds2universe model param ,not for merging multi optim file into to one file , it can  process merge deepspeed multi gpu optim file into one pytorch optim.pt file?  ldh @.***   …

@ldh127, why do you say the link is related to ds2universal? Did you try it? Can you clarify how your scenario is different from the use case below? Thanks!

yes , i try this code ， finally i surely get only one .pth file, but you can see my details, i this is my deepspeed checkpoint file, i use your code to read this folder ,and finally it merge and save only one file , i use this code ,you can see ,and i get the file like this , , you can see that i print the state_dict name, it is like base_model.model.model.layers.38.self_attn.q_proj.lora_A.default.weight base_model.model.model.layers.38.self_attn.q_proj.lora_B.default.weight base_model.model.model.layers.38.self_attn.k_proj.lora_A.default.weight base_model.model.model.layers.38.self_attn.k_proj.lora_B.default.weight , but it seems the models name ,not the optim file name ?

[ldh127]

yes，but i think this code is for ds2universe model param ,not for merging multi optim file into to one file , it can  process merge deepspeed multi gpu optim file into one pytorch optim.pt file?  ldh @.***   …

@ldh127, why do you say the link is related to ds2universal? Did you try it? Can you clarify how your scenario is different from the use case below? Thanks!

you can see the uppon picture , if the finally file which named demo_state_dict.pth contains optim param ,but how can i get the optim state_dict ? if it is the merged optim file , it seems i can use state_dict["optim_state"] like this way to get the only one optim dict ,but it has no optim_state key in the dict , so i donot konw what error in my operate steps

[ldh127]

yes，but i think this code is for ds2universe model param ,not for merging multi optim file into to one file , it can  process merge deepspeed multi gpu optim file into one pytorch optim.pt file?  ldh @.***   …

@ldh127, why do you say the link is related to ds2universal? Did you try it? Can you clarify how your scenario is different from the use case below? Thanks!

i also read the code in this url: https://github.com/microsoft/DeepSpeed/blob/4c15ad9f8d51a1950842c69bbbc9d93c73afbcfc/deepspeed/utils/zero_to_fp32.py , but i do not know if i need to update what code , can you give me more detail help? thanks , need some detail