@@ -15,42 +15,86 @@ layout: open-source
1515# logo_scale: "Optional: will be added as CSS height: `logo_scale`"
1616
1717sections :
18- - title : " Energy-Efficient Systems"
19- description : " Projects focused on optimizing energy use in software systems."
18+ - title : " Core Ongoing Projects"
2019 items :
2120 - name : " Zeus"
2221 url : " https://ml.energy/zeus"
2322 github_url : " https://github.com/ml-energy/zeus"
2423 logo : " /open-source/logo/zeus.svg"
2524 logo_scale : 70%
26- description : " Measure and optimize the energy consumption of your AI application!"
27-
28- - title : " Systems for AI"
29- description : " Building efficient systems for AI workloads."
30- items :
25+ description : " Measure and optimize the energy consumption of your AI applications."
3126 - name : " Cornstarch"
3227 github_url : " https://github.com/cornstarch-org/Cornstarch"
3328 logo : " /open-source/logo/cornstarch.svg"
3429 description : " Build, train, and run your own multimodal model."
35- - name : " Oobleck"
36- github_url : " https://github.com/SymbioticLab/Oobleck"
37- description : " A resilient distributed training framework."
30+ - name : " Cornserve"
31+ github_url : " https://github.com/cornserve-ai/cornserve"
32+ description : " Easy, fast, and scalable multimodal AI."
33+
34+ - title : " Major Past Projects"
35+ items :
36+ - name : " TPP"
37+ url : " https://lwn.net/Articles/876993/"
38+ github_url : " "
39+ logo : " "
40+ description : " TPP (Transparent Page Placement) introduced CXL support to the Linux kernel from v5.18 and onward."
3841 - name : " FedScale"
3942 url : " https://fedscale.ai"
4043 github_url : " https://github.com/SymbioticLab/FedScale"
4144 logo : " /open-source/logo/fedscale.png"
4245 logo_scale : 45%
43- description : " A scalable and extensible federated learning platform."
44-
45- - title : " Memory systems"
46- description : " Building practical disaggregated and/or tiered memory systems."
47- items :
48- - name : " TPP (Transparent Page Placement)"
49- url : " https://lwn.net/Articles/876993/"
50- github_url : " "
46+ description : " Train and benchmark ML at planet scale."
47+ - name : " Salus"
48+ github_url : " https://github.com/SymbioticLab/Salus"
49+ logo : " "
50+ description : " The first fine-grained GPU sharing system for AI."
51+ - name : " Tiresias"
52+ github_url : " https://github.com/SymbioticLab/Tiresias"
5153 logo : " "
52- description : " TPP is now part of the Linux kernel."
54+ description : " Efficient GPU cluster manager for ML training jobs."
55+ - name : " Infiniswap"
56+ github_url : " https://github.com/SymbioticLab/Infiniswap"
57+ logo : " "
58+ description : " THE memory disaggreation system."
5359
60+ - title : " Selected Software Artifacts"
61+ items :
62+ - name : " Venn"
63+ github_url : " https://github.com/SymbioticLab/Venn"
64+ description : " Resource management for collaborative learning jobs."
65+ - name : " Oobleck"
66+ github_url : " https://github.com/SymbioticLab/Oobleck"
67+ description : " A resilient distributed training framework."
68+ - name : " Memtrade"
69+ github_url : " https://github.com/SymbioticLab/Memtrade"
70+ description : " Disaggregated memory for public clouds."
71+ - name : " ModelKeeper"
72+ github_url : " https://github.com/SymbioticLab/ModelKeeper"
73+ description : " Model warmup algorithm for faster DNN training."
74+ - name : " Aequitas"
75+ github_url : " https://github.com/SymbioticLab/Aequitas"
76+ description : " RPC-level QoS used in Google's datacenter networks."
77+ - name : " Justitia"
78+ github_url : " https://github.com/SymbioticLab/Justitia"
79+ description : " Solution for RDMA performance isolation."
80+ - name : " Hydra"
81+ github_url : " https://github.com/SymbioticLab/Hydra"
82+ description : " Resilient disaggregated memory."
83+ - name : " Oort"
84+ github_url : " https://github.com/SymbioticLab/Oort"
85+ description : " Guided participant selector for federated learning."
86+ - name : " Fluid"
87+ github_url : " https://github.com/SymbioticLab/Fluid"
88+ description : " Resource-aware hyperparameter tuning engine."
89+ - name : " Kayak"
90+ github_url : " https://github.com/SymbioticLab/Kayak"
91+ description : " Data-vs-compute placement in disaggregated memory."
92+ - name : " Sol"
93+ github_url : " https://github.com/SymbioticLab/Sol"
94+ description : " A federated execution engine for planet-scale ML."
95+ - name : " Leap"
96+ github_url : " https://github.com/SymbioticLab/Leap"
97+ description : " Remote memory prefetching."
5498---
5599
56- We build strong open-source software based on research, meant for adoption in the real world.
100+ We build impactful open-source software based on foundational research, meant for adoption in the real world.
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