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update activation beacon code
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research/Long_LLM/activation_beacon/.gitignore

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research/Long_LLM/activation_beacon/README.md

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archivePrefix={arXiv},
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primaryClass={cs.CL}
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}
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```
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```

research/Long_LLM/activation_beacon/new/data/config/code.json renamed to research/Long_LLM/activation_beacon/data/config/code.json

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research/Long_LLM/activation_beacon/new/data/config/fsdp-offload.yaml renamed to research/Long_LLM/activation_beacon/data/config/fsdp-offload.yaml

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research/Long_LLM/activation_beacon/new/data/config/slimpajama.json renamed to research/Long_LLM/activation_beacon/data/config/slimpajama.json

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research/Long_LLM/activation_beacon/new/data/config/zero3-infer-offload.yaml renamed to research/Long_LLM/activation_beacon/data/config/zero3-infer-offload.yaml

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research/Long_LLM/activation_beacon/new/data/deepspeed/stage2-offload.json renamed to research/Long_LLM/activation_beacon/data/deepspeed/stage2-offload.json

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