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Netflix-Skunkworks / service-capacity-modeling

Apache License 2.0
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Improve C* scaling logic when including EVCache in KV plan #52

Open alexsyeo opened 1 year ago

alexsyeo commented 1 year ago

In our current logic (https://github.com/Netflix-Skunkworks/service-capacity-modeling/blob/main/service_capacity_modeling/models/org/netflix/key_value.py#L85), we scale the C* cluster by a factor of 1 - estimated_kv_cache_hit_rate, where estimated_kv_cache_hit_rate is configurable (default 0.8).

Per a previous convo with @jolynch and @szimmer1, we discussed possibly tying in the read/write ratio from the user desires into this calculation.

One toy example:

estimated_cache_hit_rate = extra_model_arguments.get("estimated_cache_hit_rate", 0.8)
estimated_cache_miss_rate = 1 - estimated_cache_hit_rate
rps_interval.scale(min(estimated_cache_miss_rate, max(0.1, 1 - read_write_ratio)))