After-acceptance update
Browse files
README.md
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---
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license: apache-2.0
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task_categories:
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- reinforcement-learning
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language:
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- en
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tags:
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- eda
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- analog
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- rl
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pretty_name: OSIRIS Dataset
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---
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# OSIRIS: Bridging Analog Layout Circuit Design and Machine Learning with Scalable Dataset Generation
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**OSIRIS** is an end-to-end analog circuit design pipeline capable of producing, validating, and evaluating large volumes of layouts for generic analog circuits.
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The [OSIRIS 🤗 HuggingFace repository](https://huggingface.co/datasets/anonymousUser2/osiris) hosts the randomly generated dataset discussed in the paper.
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This codebse provides the OSIRIS Python script (`osiris.py`) and the Python friendly version of the SkyWater 130nm PDK (`SKY130_PDK`) along with the necessary files to perform place and route operations (in `schematic2layout` folder).
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- **Curated by:** hardware-fab
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- **License:** Open Data Commons License [cc-by-4.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/cc-by-4.0.md)
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## How to Download
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The code is stored in `osiris_code.zip` while the dataset is stored in `Osiris_Dataset.zip`.
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```python
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from huggingface_hub import hf_hub_download
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file_path = hf_hub_download(
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repo_id="hardware-fab/osiris",
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filename=<filename_to_download>,
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repo_type="dataset",
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local_dir=<download_path>
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)
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```
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Where `<filename_to_download>` is either `osiris_code.zip` or `Osiris_Dataset.zip` and `<download_path>` is the path to your local folder.
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## Installation
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To run OSIRIS a suite of tools is necessary.
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### Netgen
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Netgen is used to carry out Layout Versus Schematic (LVS). We use version `1.5.293`.
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To install it, please refer to the official GitHub [repository](https://github.com/RTimothyEdwards/netgen).
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### Magic
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Magic is used to perform Parasitic Extraction (PEX). We use version `8.3.497`.
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To install it, please refer to the official GitHub [repository](https://github.com/RTimothyEdwards/magic).
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### Ngspice
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Ngspice is used to perform simulations. We use version `ngspice-43`.
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To install it, please refer to the official [website](https://ngspice.sourceforge.io/).
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### SkyWater 130nm PDK
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To install the SkyWater 130 nm PDK used throughout the research, please refer to the official [GitHub repository](https://github.com/google/skywater-pdk).
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These PDK files are used by Netgen, Magic, and Ngspice to perform LVS, PEX, and simulation respectively. While the `SKY130_PDK` files are
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a Python friendly version of the SkyWater 130nm PDK to perform the place and route operations.
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## Usage
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You will need to adjust a few paths to your working setup.
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- in each testbench: the path pointing to SkyWater simulation libraries, i.e., `sky130A/libs.tech/ngspice/sky130.lib.spice`.
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- in `config.py`: the `WD` path variable.
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- in `0_alter_nf.py`: the `base_path` path variable.
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- in `pex.sh`: the path pointing to SkyWater root, i.e., `sky130A`.
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- in `1_reroute_sch2lay.sh`: the path pointing to `SKY130_PDK`.
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Then you will need to compute the fingers permutations.
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To do so, refer to the `2_flow/0_alter/0_alter_nf.py` script.
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To experiment with OSIRIS, use the `osiris.py` file.
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To perform random exploration of circuit design space, set:
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> EXPLORATION_MODE = 'dataset'
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To perform the RL-driven exploration baseline of layout design space reported in the paper, set:
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> EXPLORATION_MODE = 'rl'
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## Note
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This repository is protected by copyright and licensed under the Apache-2.0 license.
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