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Cortex Project Updates #126
ZKML2024-01-02 Publish [ZKML release 1.0.1] (https://github.com/CortexFoundation/tachikoma/commits/zkml-v1.0.1/) In this release, we implemented the general ZKML framework and passed the mnist model for test. 2024-01-16 Publish fixed commits for ZKML Fixed some classification models' quantization bugs, including mobilenet, squeezenet, etc.ZKCVMThe Cortex team has been closely following the latest zkEVM technology, which is one of the goals in the ZK trilogy (zkTX -> zkVM -> zkML). 2024-0...
Cortex Project Updates #126
ZKML2024-01-02 Publish [ZKML release 1.0.1] (https://github.com/CortexFoundation/tachikoma/commits/zkml-v1.0.1/) In this release, we implemented the general ZKML framework and passed the mnist model for test. 2024-01-16 Publish fixed commits for ZKML Fixed some classification models' quantization bugs, including mobilenet, squeezenet, etc.ZKCVMThe Cortex team has been closely following the latest zkEVM technology, which is one of the goals in the ZK trilogy (zkTX -> zkVM -> zkML). 2024-0...
Cortex Project Updates #125
Technical Updates 🤖MRT/CVMMRT has added support for the Detection model, with quantization already implemented for models such as Yolo, SSD, etc.Implemented automatic Spliter/Merger algorithm logic to eliminate the problem of duplicates in segmented subgraphs (increased reference counting).Added constant pass fusion for operators oneslike and zeroslike.Added adaptation and quantization logic for operators shape of, reverse, maximum, and minimum.Adapted Circom for the detection model, added i...
Cortex Project Updates #125
Technical Updates 🤖MRT/CVMMRT has added support for the Detection model, with quantization already implemented for models such as Yolo, SSD, etc.Implemented automatic Spliter/Merger algorithm logic to eliminate the problem of duplicates in segmented subgraphs (increased reference counting).Added constant pass fusion for operators oneslike and zeroslike.Added adaptation and quantization logic for operators shape of, reverse, maximum, and minimum.Adapted Circom for the detection model, added i...
Cortex Project Updates #124
Technical Updates 🤖Adjust the Trace API interface, encapsulate the transform pass, and add fuse, calibrate, quantize and export methods; Trace API adds dataset, statistic binding, and accuracy eval interface; circom adapts alexnet, dense, repairs padding shape, concat operator and other issues; Fix dropout + tuplegetitem tvm running error, fix use too much shared data video memory error; ZKML supports shufflenet, densenet, vgg, squeezenet, and the accuracy error of the original floating poin...
Cortex Project Updates #124
Technical Updates 🤖Adjust the Trace API interface, encapsulate the transform pass, and add fuse, calibrate, quantize and export methods; Trace API adds dataset, statistic binding, and accuracy eval interface; circom adapts alexnet, dense, repairs padding shape, concat operator and other issues; Fix dropout + tuplegetitem tvm running error, fix use too much shared data video memory error; ZKML supports shufflenet, densenet, vgg, squeezenet, and the accuracy error of the original floating poin...
Cortex Project Updates #123
Technical Updates 🤖Machine-Learning(ML), CortexVirtual Machine(CVM)ZKML optimizes ResNet model accuracy, improving accuracy by 14%ZKML adjusts the Trace API and adds interfaces for data set binding, preprocessing, and postprocessing information.ZKML completes the data set ImageNet, coco and other interfaces, and downloads more data setsZKML investigates ezkl, runs through the process and compares ZKML Circom benchmark performanceZkRollupImplementing the opcode of zkcvmTry to implement the ex...
Cortex Project Updates #123
Technical Updates 🤖Machine-Learning(ML), CortexVirtual Machine(CVM)ZKML optimizes ResNet model accuracy, improving accuracy by 14%ZKML adjusts the Trace API and adds interfaces for data set binding, preprocessing, and postprocessing information.ZKML completes the data set ImageNet, coco and other interfaces, and downloads more data setsZKML investigates ezkl, runs through the process and compares ZKML Circom benchmark performanceZkRollupImplementing the opcode of zkcvmTry to implement the ex...
Cortex Project Updates #122
Technical Updates 🤖Machine-Learning(ML), CortexVirtual Machine(CVM)ZKML trains RNN language sequence prediction model;ZKML subgraph interface storage is optimized, and parent and child traces share node pointers (hash);ZKML investigates accuracy parameters and tests the impact of parameters on the quantitative model;ZKML Make config class for quantization procedure(with statement);ZkRollupThe test ran boojum's sha256 circuit. It succeeded (very quickly) when the preimage < 2kb, but woul...
Cortex Project Updates #122
Technical Updates 🤖Machine-Learning(ML), CortexVirtual Machine(CVM)ZKML trains RNN language sequence prediction model;ZKML subgraph interface storage is optimized, and parent and child traces share node pointers (hash);ZKML investigates accuracy parameters and tests the impact of parameters on the quantitative model;ZKML Make config class for quantization procedure(with statement);ZkRollupThe test ran boojum's sha256 circuit. It succeeded (very quickly) when the preimage < 2kb, but woul...
