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from deepspeed.utils import log_dist |
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def policy_to_ds_container(**kwargs): |
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from .containers import HFGPT2LayerPolicy, DS_GPT2Container |
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from .containers import HFBertLayerPolicy, DS_BERTContainer |
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from .containers import BLOOMLayerPolicy, DS_BloomContainer |
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from .containers import HFGPTJLayerPolicy, DS_GPTJContainer |
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from .containers import HFGPTNEOLayerPolicy, DS_GPTNEOContainer |
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from .containers import GPTNEOXLayerPolicy, DS_GPTNEOXContainer |
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from .containers import HFOPTLayerPolicy, DS_OPTContainer |
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from .containers import MegatronLayerPolicy, DS_MegatronGPTContainer |
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from .containers import HFDistilBertLayerPolicy, DS_DistilBERTContainer |
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from .containers import LLAMALayerPolicy, DS_LLAMAContainer |
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from .containers import LLAMA2LayerPolicy, DS_LLAMA2Container |
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from .containers import InternLMLayerPolicy, DS_InternLMContainer |
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policy_to_container = { |
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HFGPT2LayerPolicy: DS_GPT2Container, |
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HFBertLayerPolicy: DS_BERTContainer, |
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BLOOMLayerPolicy: DS_BloomContainer, |
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HFGPTJLayerPolicy: DS_GPTJContainer, |
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HFGPTNEOLayerPolicy: DS_GPTNEOContainer, |
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GPTNEOXLayerPolicy: DS_GPTNEOXContainer, |
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HFOPTLayerPolicy: DS_OPTContainer, |
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MegatronLayerPolicy: DS_MegatronGPTContainer, |
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HFDistilBertLayerPolicy: DS_DistilBERTContainer, |
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LLAMALayerPolicy: DS_LLAMAContainer, |
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LLAMA2LayerPolicy: DS_LLAMA2Container, |
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InternLMLayerPolicy: DS_InternLMContainer |
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} |
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container = None |
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policy = kwargs['policy'] |
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assert policy is not None, "Policy cannot be None" |
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policy_type = type(policy) |
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if policy_type not in policy_to_container: |
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log_dist(f"Policy type {policy_type} not supported", [0]) |
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else: |
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container = policy_to_container[policy_type](**kwargs) |
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return container |
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