RWTH I6 Experiments

This repository contains all public Sisyphus recipes/jobs as well as Sisyphus pipeline code that is shared among i6 assistants and with other interested users.

This depends on jobs defined in i6_core. Many jobs make use of RETURNN, returnn-common and RASR.

You can combine i6_core, i6_experiments, returnn_common, etc in one Sisyphus setup to run whole pipelines and do new experiments. See setup below.

This i6_experiments repository contains two parts: common and users:

Users

Here every i6 assistant can upload setup pipelines and custom jobs within his personal folder. There are no direct restrictions on the structure, but of course it is helpful to keep it organsized so that other can easily make use of the code.

Please be aware that all code under a user folder should be treated as NOT STABLE.

If pipeline code turns out to be more generic, it should be moved to common with a corresponding pull request. If this pipeline code makes use of additional jobs, they should be submitted (via PR) to i6_core.

Common

This part is for submitting generic pipelines that are shared among different users. This should be stable in the API and also in hashes. Any code changed here should go through a PR, or be only about changes that do not change the existing API or the resulting pipeline.

There can be exceptions for completely novel sub packages which are still under development. Those sub packages are clearly marked as work-in-progress in a corresponding Readme.

As this is still under construction, what kind of pipelines are grouped here is still not decided. So far there is:

• datasets which will contain pipelines related to specific corpora.
  • This code is protected with hash-checks and thus can be treated as safe and stable
• setups which contain corpus independed pipeline helpers for specific systems (e.g. Hybrid-ASR)
  • This code is still under developement. While the resulting graph should be stable, the API definitely is not.
• helpers, additional code which does not directly fit into the categories above. This code is considered stable.

For i6 users: if pipelines have a related export function, pre-computed jobs may be found under /work/common/asr/work and can be imported via the console via tk.import_work_directory(). For further details on the exact location please look into the export function docstring.

Setup

Directory setup

1. Create the new setup folder in your user directory, typically like ~/setups/<setup_name> or ~/experiments/<setup_name>. This will be your new setup root directory.

mkdir ~/experiments/<setup_name>
cd ~/experiments/<setup_name>

Optional: The setup directory should be a Git repo itself, to keep track of the changes. You can do now:

git init .
edit README.md  # write a short description about your setup
git add README.md
git commit . -m initial

# some initial content for gitignore
cat << EOF > .gitignore
/output
/alias
.*.swp
*.pyc
__pycache__
.idea
*.history*
.directory
EOF
git add .gitignore
git commit .gitignore -m gitignore

2. Create a new work folder under a "work" file system such as asr4 and link this as work into the Sisyphus setup root (~/experiments/<setup_name>).

mkdir /work/asr3/<username>/sisyphus_work_dirs/<setup_name>
ln -s /work/asr3/<username>/sisyphus_work_dirs/<setup_name> work

<username> might be replaced <assistant_username>/<your_username> if you are a Hiwi.

3. Create a recipe folder in the Sisyphus setup root (~/experiments/<setup_name>) and clone the necessary recipe repositories:

mkdir recipe
cd recipe
git clone [email protected]:rwth-i6/i6_core.git
git clone [email protected]:rwth-i6/i6_experiments.git
git clone [email protected]:rwth-i6/returnn_common.git

If the access is denied for the Github repositories, you need to add your i6 public ssh key (usually ~/.ssh/id_rsa.pub) to your Github account. This can be done by pasting the content (displayed with cat ~/.ssh/id_rsa.pub) into your Github key settings. More information on adding keys to a Github account can be found here.

4. Create a config folder and add a default init file

mkdir config
touch config/__init__.py

5. Add a main function in the config/__init__.py which will be the root of the full graph:

def main():
    print("Starting main Graph")
    # call experiments (sub-graphs) from here

You can also check out the Sisyphus structure page for more information.

6. Add a settings.py with Sisyphus settings. For example:

VERBOSE_TRACEBACK_TYPE = 'better_exchook'
USE_SIGNAL_HANDLERS = True

def file_caching(path: str) -> str:
  """file caching"""
  return f'`cf {path}`'

def engine():
  ...

...

You might want to copy and adapt this file from someone working in the same environment.

This file is loaded via sisyphus.global_settings.py, update_global_settings_from_file specifically. See Sisyphus documentation.

8. Optional: Setup Sisyphus and maybe other setup-wide tools.

mkdir -p tools
cd tools

You might have installed Sisyphus already elsewhere. Otherwise, you might want to clone it here as well:

git clone [email protected]:rwth-i6/sisyphus.git
ln -s tools/sisyphus/sis ../sis

For tools like RETURNN, RASR, and others, you can choose to have them setup-wide, and not be part of the hash (under the assumption that different versions should not change the outcome). In that case, for example:

git clone [email protected]:rwth-i6/returnn.git

In the settings.py file, you then can add sth like:

import os
import sys

_root_dir = os.path.dirname(os.path.abspath(__file__))

RETURNN_PYTHON_EXE = sys.executable
RETURNN_ROOT = _root_dir + "/tools/returnn"
sys.path.insert(0, RETURNN_ROOT)

Alternatively, you can also use CloneGitRepositoryJob to have that explicit as part of the recipe pipeline, to clone RETURNN and maybe other tools.

PyCharm setup

For setting up PyCharm correctly, please have a look here.