LSTM network implemention on FPGA
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Hi! I want to implement an LSTM network on an FPGA for predictive detection of defects. I saw that Deep Learning HDL Toolbox not supported lstmlayer and sequenceInputLayer. So my question is : There is a way to implement an LSTM network on FPGA and/or generate VHDL/Verilog code from it and that from Matlab ?
Thanks in advance!
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Donald Baltus
2021-9-22
0 个投票
Hello Sami,
As you've observed, the Deep Learning HDL Toolbox does not currently support LSTM layers. Adding that support is on our roadmap but it does not exist today.
Furthermore, the Deep Learning HDL Toolbox does not currently support any layers including state. Without that capability, I don't believe it's possible to implement an LSTM network on an FPGA using the Deep Learning HDL Toolbox.
Please feel free to follow up if you have additional questions.
Regards,
5 个评论
Sami Foery
2021-9-22
Donald Baltus
2021-9-23
Hi Sami,
Its difficult to to time series forcasting without state .... but perhaps possible if you load an entire sequence as a single input.
I haven't found any suitable examples but I will keep looking.
Sami Foery
2021-9-25
상인 이
2022-9-5
Still no update for LSTM or GRU?
Donald Baltus
2022-9-5
LSTM will be supported in 2022B, GRU in 2023A.
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