https://github.com/augustunderground/prehsept
Modeling the behaviour of primitive devices with Hasktorch.
Science Score: 13.0%
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Low similarity (9.9%) to scientific vocabulary
Keywords
Repository
Modeling the behaviour of primitive devices with Hasktorch.
Basic Info
- Host: GitHub
- Owner: AugustUnderground
- License: bsd-3-clause
- Language: Jupyter Notebook
- Default Branch: master
- Homepage: https://augustunderground.github.io/prehsept/
- Size: 430 KB
Statistics
- Stars: 0
- Watchers: 2
- Forks: 0
- Open Issues: 0
- Releases: 0
Topics
Metadata Files
README.md
prehsept
Modeling the behaviour of primitive devices around the operating point in haskell.
Setup
Requires libtorch symlinked into
the root of this repository according to extra-include-dirs and
extra-lib-dirs in stack.yaml.
The setenv script can be sourced to export the correct LD_LIBRARY_PATH.
Additionally it exports the DEVICE variable, supposedly enabling GPU support
in Hasktorch (I'm not sure how/if it works).
sh
$ source setenv
Usage
Build the project with stack
sh
$ stack build
then run it
sh
$ stack run
CLI
The executable part supports the following arguments:
```bash Primitive Device Modeling Around the Operating Point
Usage: prehsept-exe [-k|--pdk PDK] -d|--dev DEV [-n|--num NUM] [-r|--reg REGION] [-s|--size SIZE] PREHSEPT
Available options: -k,--pdk PDK PDK from which the data was generated (default: xh035) -d,--dev DEV Device Type: nmos | pmos (default: nmos) -p,--dir DIR Path to lookup-table as tensor -n,--num NUM Number of Epochs (default: 25) -r,--reg REGION Region of Operation: 2 | 3 (default: 2) -e,--exp Experimental Mapping -s,--size SIZE Batch Size (default: 5000) -h,--help Show this help text ```
For example, to train a GPDK180 NMOS model for 100 epochs with a batch size of 32 run:
bash
stack exec -- prehsept-exe --pdk gpdk180 --dev nmos --dir ./data/gpdk180-pmos.pt --size 32 --num 100
Notebooks
The notebooks can be viewed locally by running the jupyter server in the
./notebooks directory:
bash
$ stack exec jupyter -- notebook
IHaskell must be installed for this to work.
License
BSD3
Thanks
Thanks to the hastorch project!
Owner
- Name: ynk
- Login: AugustUnderground
- Kind: user
- Location: Innsmouth
- Company: @electronics-and-drives
- Website: https://augustunderground.github.io/
- Repositories: 12
- Profile: https://github.com/AugustUnderground
PhD Student at Reutlingen University
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Last synced: 12 months ago
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- Total issue authors: 0
- Total pull request authors: 1
- Average comments per issue: 0
- Average comments per pull request: 0.0
- Merged pull requests: 1
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Dependencies
- base >=4.7 && <5
- binary *
- bytestring *
- directory *
- hasktorch *
- hvega *
- ihaskell-hvega *
- libtorch-ffi *
- optparse-applicative *
- prehsept *
- terminal-progress-bar *
- text *
- time *
- base >=4.7 && <5 test
- binary * test
- bytestring * test
- directory * test
- hasktorch * test
- hvega * test
- ihaskell-hvega * test
- libtorch-ffi * test
- optparse-applicative * test
- prehsept * test
- terminal-progress-bar * test
- text * test
- time * test