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Feature 2.0.0 rc update doc #5410

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Dec 29, 2023
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Feature 2.0.0 rc update doc #5410

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e9b28bc
update release note: add performance data
mgqa34 Dec 29, 2023
fefcf0f
doc update
mgqa34 Dec 29, 2023
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7 changes: 7 additions & 0 deletions RELEASE.md
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* SSHE-HeteroNN: based on mpc and homomorphic encryption mixed protocal
* FedPASS-HeteroNN: based on fedpass protocol

> Algorithm Performance Improvements: (Comparison with FATE-v1.11.*)
* PSI (Privacy Set Intersection): tested on a dataset of 100 million with an intersection result of 100 million, 1.8+ times of FATE-v1.11.4
* Hetero-SSHE-LR: tested on data of guest 10w * 30 dimensions and host 10w * 300 dimensions, 4.3+ times of FATE-v1.11.4
* Hetero-NN(Based on FedPass Protocol): tested on data of guest 10w * 30 dimensions and host 10w * 300 dimensions, basically consistent with the plaintext performance, 56+ times of FATE-v1.11.4
* Hetero-Coordinated-LR: tested on data of guest 10w * 30 dimensions and host 10w * 300 dimensions, 1.2+ times of FATE-v1.11.4
* Hetero-Feature-Binning: tested on data of guest 10w * 30 dimensions and host 10w * 300 dimensions, 1.5+ times of FATE-v1.11.4

> OSX(Open Site Exchange) 1.0: Building Open Platform for Cross-Site Communication Interconnection
* Implement the transmission interface in accordance with the “ Technical Specification for Financial Industry Privacy Computing Interconnection Platform”,The transmission interface is compatible with FATE 1.X version and FATE 2.X version
* Supports GRPC synchronous and streaming transmission, supports TLS secure transmission protocol, and is compatible with FATE1.X rollsite components
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23 changes: 23 additions & 0 deletions doc/2.0/fate/performance.md
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## Performance
This document mainly introduces the performance comparison of the main algorithms based on FATE-v2.0.0 and FATE-v1.11.4.

Testing configuration:
* 2 hosts with same machine configuration
* System: Centos 7.2 64bit
* cpu: Intel(R) Xeon(R) Platinum 8255C CPU @ 2.50GHz, 32 cores
* Memory: 128GB
* hard disk: 4T
* Network: Lan, 1Gb
* use 16 cores on each host
* Dataset:
* PSI: input data is 100 million, result size is 100 million
* Other Algorithms:
* guest site: 10w * 30 dimensions, host size: 10w * 300 dimensions

| Algorithm | times on FATE-v2.0.0 | times on FATE-v1.11.4 | Improvements |
| ------------------------| ---------------------------------------- | --------------------------- | ------------------ |
| PSI | 50m54s | 1h32m20s | 1.8x+ |
| Hetero-SSHE-LR | 4m54s/epoch | 21m03s/epoch | 4.3x+ |
| Hetero-NN | 52.5s/epoch(based on FedPass protocol) | 2940s/epoch | 56x+ |
| Hetero-Coordinated-LR | 2m16s/epoch | 2m41s/epoch | 1.2x+ |
| Hetero-Feature-Binning | 1m08s | 1m45s | 1.5x+ |