autoreg-pde-diffusion

(★ 117)

Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation

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- long_stability_batch_scatter.png
- long_stability_extrap_batch_heatmap.png
- long_stability_extrap_heatmap.png
- long_stability_highRey_batch_heatmap.png
- rollout_data_extrap_vort.png
- rollout_data_highRey_vort.png
- plot_inc_vorticity.png
- plot_iso_vorticity.png
- plot_tra_pressure.png
- - __init__.py
  - base_models.py
  - dataset_distance.py
  - distance_model.py
  - distance_model_non_siamese.py
  - loss.py
  - metrics.py
  - trainer.py
- - __init__.py
  - data_transformations.py
  - logger.py
  - loss.py
  - loss_history.py
  - model.py
  - model_dfpnet.py
  - model_diffusion.py
  - model_diffusion_blocks.py
  - model_encoder.py
  - model_latent_transformer.py
  - model_refiner.py
  - model_resnet.py
  - params.py
  - trainer.py
  - trainer_diffusion.py
  - turbulence_dataset.py
- compute_data_mean_std.py
- convert_SU2_structure.py
- copy_data_lowres.py
- plot_color_and_name_mapping.py
- plot_data.py
- plot_data_app.py
- plot_data_posterior_tra.py
- plot_data_posterior_tra2.py
- plot_data_vid.py
- plot_data_vid_posterior_samples.py
- plot_downstream_line_freq_inc.py
- plot_downstream_line_freq_tra.py
- plot_downstream_temp_freq_inc.py
- plot_downstream_temp_freq_iso.py
- plot_downstream_temp_freq_tra.py
- plot_loss_all.py
- plot_loss_sequence_inc.py
- plot_loss_to_prev.py
- plot_tke.py
- sample_models_inc.py
- sample_models_inc_long.py
- sample_models_iso.py
- sample_models_tra.py
- sample_models_tra_long.py
- training_diffusion_inc.py
- training_diffusion_iso.py
- training_diffusion_tra.py
- training_inc.py
- training_iso.py
- training_tra.py
.gitignore
acdm-demo.ipynb
LICENSE
long-rollouts.md
README.md
requirements.yml

# 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.

Version

File

Link

Example

Command Glossary

Commands referenced in this DOCs, explained below.

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`conda activate`

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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:

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`conda create`

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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):

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`conda env`

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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:

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`ftp`

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Tools to interact with a server via File Transfer Protocol.

ftp {{ftp.example.com}}

Connect to an FTP server and run in interactive mode:

ftp {{host}}

Connect to a remote FTP server interactively:

ftp {{ip_address}} {{port}}

Connect to an FTP server specifying its IP address and port:

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`mpiexec`

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This command is an alias of `mpirun`.

tldr mpirun

View documentation for the original command:

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`pip install`

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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:

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`python`

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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:

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`rsync`

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Transfer files either to or from a remote host (but not between two remote hosts), by default using SSH.
To specify a remote path, use `user@host:path/to/file_or_directory`.

rsync {{path/to/source}} {{path/to/destination}}

Transfer a file (use `--dry-run` to simulate the transfer):

rsync {{[-a|--archive]}} {{path/to/source}} {{path/to/destination}}

Use archive mode (recursively copy directories, copy symlinks without resolving, and preserve permissions, ownership, and modification times):

rsync {{[-zvhP|--compress --verbose --human-readable --partial --progress]}} {{path/to/source}} {{path/to/destination}}

Compress the data as it is sent to the destination, display verbose and human-readable progress, and keep partially transferred files if interrupted:

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`sha512sum`

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Calculate SHA512 cryptographic checksums.

sha512sum {{path/to/file1 path/to/file2 ...}}

Calculate the SHA512 checksum for one or more files:

sha512sum {{path/to/file1 path/to/file2 ...}} > {{path/to/file.sha512}}

Calculate and save the list of SHA512 checksums to a file:

{{command}} | sha512sum

Calculate a SHA512 checksum from `stdin`:

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`unzip`

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Extract files/directories from Zip archives.
See also: `zip`.

unzip {{path/to/archive1.zip path/to/archive2.zip ...}}

Extract all files/directories from specific archives into the current directory:

unzip {{path/to/archive1.zip path/to/archive2.zip ...}} -d {{path/to/output}}

Extract files/directories from archives to a specific path:

unzip -c {{path/to/archive1.zip path/to/archive2.zip ...}}

Extract files/directories from archives to `stdout` alongside the extracted file names: