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fix: binary search for best context length avoiding oom #705
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Signed-off-by: jerryzhuang <zhuangqhc@gmail.com>
zhuangqh
commented
Nov 19, 2024
ishaansehgal99
approved these changes
Nov 19, 2024
Signed-off-by: jerryzhuang <zhuangqhc@gmail.com>
Signed-off-by: jerryzhuang <zhuangqhc@gmail.com>
ishaansehgal99
approved these changes
Nov 19, 2024
Fei-Guo
approved these changes
Nov 19, 2024
ishaansehgal99
approved these changes
Nov 20, 2024
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Reason for Change:
fix: binary search for best context length avoiding oom
Issue Fixed:
find_max_available_seq_len
runs to oom when runningon the V100 16GB gpu with 128K context.
Notes for Reviewers:
In the worst case, it costs about 1minutes to find the best
length (running with phi3 medium model and 128k search space).
We set the context length to a safe value to avoid oom.
If the serving server receives a request which token length is longer
than
max_model_len
, server will reject this request.example error message:
This model's maximum context length is 2 tokens. However, you requested 19 tokens (9 in the messages, 10 in the completion). Please reduce the length of the messages or completion.