AnalogCoder

(★ 193)

[AAAI 2025 Oral] AnalogCoder: Analog Circuit Design via Training-Free Code Generation

Owner Repos

maskplace ★ 72

[NeurIPS 2022 Spotlight] MaskPlace: Fast Chip Placement via Reinforced Visual Representation Learning

Raku
AnalogCoderPro ★ 65

[TCAD 2026] AnalogCoder-Pro: Unifying Analog Circuit Generation and Optimization via Multi-modal LLMs

Python
ChiPFormer ★ 56

[ICML 2023] ChiPFormer: Transferable Chip Placement via Offline Decision Transformer

Raku
ArithTreeRL ★ 16

[NeurIPS 2024 Spotlight] Scalable and Effective Arithmetic Tree Generation for Adder and Multiplier Designs

Verilog
LithoGRPO ★ 9

[ICML 2026] LithoGRPO: Fast Inverse Lithography via GRPO Reinforced Flow Matching

Python

File Explorer

ZIP Download
  • .gitignore
  • AnalogCoder.png
  • AnalogCoder_label.png
  • environment.yml
  • execution_error.md
  • gpt_run.py
  • hkummlab.png
  • lib_info.tsv
  • problem_set.tsv
  • prompt_template.md
  • prompt_template_complex.md
  • README.md
  • retrieval_prompt.md
  • simulation_error.md
  • teaser.png
  • utda.jpg

# Use via CDN

jsDelivr

jsDelivr serves any public GitHub repository as a CDN with zero setup. Pick a version and a file to get a ready-to-paste link and snippet.

Link
Example

Command Glossary

Commands referenced in this DOCs, explained below.

🔍

conda activate

View Details ▼

Activate a conda environment.
See also: `conda deactivate`.

conda activate myenv

Activate an existing environment named `myenv`:

conda activate {{path/to/myenv}}

Activate an existing environment located at custom path:

conda activate --stack myenv

Stack `myenv` environment on top of a previous environment making libraries/commands/variables from both accessible:

🔍

conda create

View Details ▼

Create new conda environments.

conda create {{[-y|--yes]}} {{[-n|--name]}} py39 python=3.9 "numpy>=1.11" scipy

Create a new environment named `py39`, install Python 3.9, NumPy v1.11 or above in it, and the latest stable version of SciPy. Say yes to all confirmations:

conda create {{[-n|--name]}} myenv --file {{file1.yml}} --file {{file2.yml}}

Create a new environment named `myenv` and install packages listed in files:

conda create {{[-p|--prefix]}} {{path/to/myenv}}

Create a new environment at a custom path (i.e. prefix):

🔍

conda env

View Details ▼

Manage conda environments.

conda env create {{[-f|--file]}} {{path/to/file}}

Create an environment from an environment file (YAML, TXT, etc.):

conda env remove {{[-n|--name]}} {{environment_name}}

Delete an environment and everything in it:

conda env update {{[-f|--file]}} {{path/to/file}} --prune

Update an environment based on an environment file:

🔍

conda install

View Details ▼

Install packages into an existing conda environment.

conda install {{package1 package2 ...}}

Install one or more package into the currently active conda environment:

conda install {{[-c|--channel]}} conda-forge {{package}}

Install a single package into the currently active conda environment using channel conda-forge:

conda install {{[-c|--channel]}} conda-forge --override-channels {{package}}

Install a single package into the currently active conda environment using channel conda-forge and ignoring other channels:

🔍

git clone

View Details ▼

Clone an existing repository.

git clone {{remote_repository_location}} {{path/to/directory}}

Clone an existing repository into a new directory (the default directory is the repository name):

git clone --recursive {{remote_repository_location}}

Clone an existing repository and its submodules:

git clone {{[-n|--no-checkout]}} {{remote_repository_location}}

Clone only the `.git` directory of an existing repository:

🔍

nohup

View Details ▼

Allows for a process to live when the terminal gets killed.

nohup {{command}} {{argument1 argument2 ...}}

Run a process that can live beyond the terminal:

nohup {{command}} {{argument1 argument2 ...}} &

Launch `nohup` in background mode:

nohup {{path/to/script.sh}} &

Run a shell script that can live beyond the terminal:

🔍

ollama

View Details ▼

A large language model runner.
For a list of available models, see <https://ollama.com/library>.

ollama serve

Start the daemon required to run other commands:

ollama run {{model}}

Run a model and chat with it (will automatically download the model if it's not downloaded):

ollama run {{model}} --think=false "{{prompt}}"

Run a model with a single prompt and thinking turned off:

🔍

pip install

View Details ▼

Install Python packages.

pip install {{package1 package2 ...}}

Install one or more packages:

pip install {{package1 package2 ...}} {{[-U|--upgrade]}}

Upgrade all specified packages to the latest version, installing any that are not already present:

pip install {{package}}=={{version}}

Install a specific version of a package:

🔍

python

View Details ▼

Python language interpreter.

python

Start a REPL (interactive shell):

python {{path/to/file.py}}

Execute a specific Python file:

python -i {{path/to/file.py}}

Execute a specific Python file and start a REPL:

🔍

apt-get

View Details ▼

Debian and Ubuntu package management utility.
Search for packages using `apt-cache`.
It is recommended to use `apt` when used interactively in Ubuntu versions 16.04 and later.

sudo apt-get update

Update the list of available packages and versions (it's recommended to run this before other `apt-get` commands):

sudo apt-get install {{package}}

Install a package, or update it to the latest available version:

sudo apt-get remove {{package}}

Remove a package:

// repository documentation