tango

Organize your experiments into discrete steps that can be cached and reused throughout the lifetime of your research project.

https://github.com/allenai/tango

Science Score: 54.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • CITATION.cff file
    Found CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
  • .zenodo.json file
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Keywords

ai machine-learning nlp python python3 pytorch

Keywords from Contributors

jax mesh interactive agents application multi-agents
Last synced: 6 months ago · JSON representation ·

Repository

Organize your experiments into discrete steps that can be cached and reused throughout the lifetime of your research project.

Basic Info
Statistics
  • Stars: 562
  • Watchers: 11
  • Forks: 52
  • Open Issues: 71
  • Releases: 46
Topics
ai machine-learning nlp python python3 pytorch
Created over 4 years ago · Last pushed over 1 year ago
Metadata Files
Readme Changelog Contributing License Citation

README.md




AI2 Tango replaces messy directories and spreadsheets full of file versions by organizing experiments into discrete steps that can be cached and reused throughout the lifetime of a research project.


CI PyPI Documentation Status License

Quick links

In this README

Quick start

Create a Tango step:

```python

hello.py

from tango import step

@step() def hello(name: str) -> str: message = f"Hello, {name}!" print(message) return message ```

And create a corresponding experiment configuration file:

```jsonnet // hello.jsonnet

{ steps: { hello: { type: "hello", name: "World", } } } ```

Then run the experiment using a local workspace to cache the result:

bash tango run hello.jsonnet -w /tmp/workspace

You'll see something like this in the output:

Starting new run expert-llama ● Starting step "hello"... Hello, World! ✓ Finished step "hello" ✓ Finished run expert-llama

If you run this a second time the output will now look like this:

Starting new run open-crab ✓ Found output for step "hello" in cache... ✓ Finished run open-crab

You won't see "Hello, World!" this time because the result of the step was found in the cache, so it wasn't run again.

For a more detailed introduction check out the First Steps walk-through.

Installation

ai2-tango requires Python 3.8 or later.

Installing with pip

ai2-tango is available on PyPI. Just run

bash pip install ai2-tango

To install with a specific integration, such as torch for example, run

bash pip install 'ai2-tango[torch]'

To install with all integrations, run

bash pip install 'ai2-tango[all]'

Installing with conda

ai2-tango is available on conda-forge. You can install just the base package with

bash conda install tango -c conda-forge

You can pick and choose from the integrations with one of these:

bash conda install tango-datasets -c conda-forge conda install tango-torch -c conda-forge conda install tango-wandb -c conda-forge

You can also install everything:

bash conda install tango-all -c conda-forge

Even though ai2-tango itself is quite small, installing everything will pull in a lot of dependencies. Don't be surprised if this takes a while!

Installing from source

To install ai2-tango from source, first clone the repository:

bash git clone https://github.com/allenai/tango.git cd tango

Then run

bash pip install -e '.[all]'

To install with only a specific integration, such as torch for example, run

bash pip install -e '.[torch]'

Or to install just the base tango library, you can run

bash pip install -e .

Checking your installation

Run

bash tango info

to check your installation.

Docker image

You can build a Docker image suitable for tango projects by using the official Dockerfile as a starting point for your own Dockerfile, or you can simply use one of our prebuilt images as a base image in your Dockerfile. For example:

```Dockerfile

Start from a prebuilt tango base image.

You can choose the right tag from the available options here:

https://github.com/allenai/tango/pkgs/container/tango/versions

FROM ghcr.io/allenai/tango:cuda11.3

Install your project's additional requirements.

COPY requirements.txt . RUN /opt/conda/bin/pip install --no-cache-dir -r requirements.txt

Install source code.

This instruction copies EVERYTHING in the current directory (build context),

which may not be what you want. Consider using a ".dockerignore" file to

exclude files and directories that you don't want on the image.

COPY . . ```

Make sure to choose the right base image for your use case depending on the version of tango you're using and the CUDA version that your host machine supports. You can see a list of all available image tags on GitHub.

FAQ

Why is the library named Tango?

The motivation behind this library is that we can make research easier by composing it into well-defined steps. What happens when you choreograph a number of steps together? Well, you get a dance. And since our team's leader is part of a tango band, "AI2 Tango" was an obvious choice!

How can I debug my steps through the Tango CLI?

You can run the tango command through pdb. For example:

bash python -m pdb -m tango run config.jsonnet

How is Tango different from Metaflow, Airflow, or redun?

We've found that existing DAG execution engines like these tools are great for production workflows but not as well suited for messy, collaborative research projects where code is changing constantly. AI2 Tango was built specifically for these kinds of research projects.

How does Tango's caching mechanism work?

AI2 Tango caches the results of steps based on the unique_id of the step. The unique_id is essentially a hash of all of the inputs to the step along with:

  1. the step class's fully qualified name, and
  2. the step class's VERSION class variable (an arbitrary string).

Unlike other workflow engines like redun, Tango does not take into account the source code of the class itself (other than its fully qualified name) because we've found that using a hash of the source code bytes is way too sensitive and less transparent for users. When you change the source code of your step in a meaningful way you can just manually change the VERSION class variable to indicate to Tango that the step has been updated.

Team

ai2-tango is developed and maintained by the AllenNLP team, backed by the Allen Institute for Artificial Intelligence (AI2). AI2 is a non-profit institute with the mission to contribute to humanity through high-impact AI research and engineering. To learn more about who specifically contributed to this codebase, see our contributors page.

License

ai2-tango is licensed under Apache 2.0. A full copy of the license can be found on GitHub.

Owner

  • Name: AI2
  • Login: allenai
  • Kind: organization
  • Email: ai2-info@allenai.org
  • Location: Seattle, WA

Citation (CITATION.cff)

cff-version: 1.2.0
message: "If you use this software, please cite it as below."
authors:
- family-names: "Groeneveld"
  given-names: "Dirk"
  affiliation: "Allen Institute for Artificial Intelligence"
- family-names: "Bhagia"
  given-names: "Akshita"
  affiliation: "Allen Institute for Artificial Intelligence"
- family-names: "Walsh"
  given-names: "Pete"
  affiliation: "Allen Institute for Artificial Intelligence"
title: "AI2 Tango"
abstract: "Organize your experiments into discrete steps that can be cached and reused throughout the lifetime of your research project."
version: "1.3.2"
repository-code: "https://github.com/allenai/tango"
license: "Apache-2.0"
date-released: "2023-10-27"
repository-code: "https://github.com/allenai/tango"

GitHub Events

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Last Year
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Last synced: 8 months ago

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Top Committers
Name Email Commits
Dirk Groeneveld d****g@a****g 357
epwalsh e****0@g****m 303
dependabot[bot] 4****] 106
Akshita Bhagia a****a@g****m 60
jon borchardt j****t@g****m 17
Michael Schmitz M****S@a****g 5
Ian Magnusson 4****n 4
lgatys 1****s 3
Sabhya Chhabria s****c@M****n 2
Saurav Maheshkar s****r@g****m 2
Sunitha Selvan s****n@g****m 2
ryan6310 7****0 2
Sabhya Chhabria s****a@g****m 2
Apoorv Khandelwal m****l@a****m 1
Arcify R****t@g****m 1
Pranjali Basmatkar b****i@g****m 1
h-vetinari h****i@g****m 1
michael wilson m****l@u****u 1
James Dominguez f****e@g****m 1
Jun Harashima j****a@g****m 1
Committer Domains (Top 20 + Academic)

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Last synced: 7 months ago

All Time
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  • Average time to close issues: 25 days
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  • Total issue authors: 15
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  • Average comments per issue: 1.61
  • Average comments per pull request: 0.93
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Past Year
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  • Average comments per issue: 0.5
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Pull Request Authors
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pypi.org: ai2-tango

A library for choreographing your machine learning research.

  • Documentation: https://ai2-tango.readthedocs.io/
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  • Latest release: 1.3.2
    published over 2 years ago
  • Versions: 46
  • Dependent Packages: 1
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Average: 6.1%
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Maintainers (3)
Last synced: 7 months ago
conda-forge.org: tango

AI2 Tango is a platform that allows you to build machine learning experiments out of steps that can be reused and repeated. It eliminates duplicate work, stores past results, and keeps track of how they were obtained so you can quickly identify and trace back your best work. Experiments are flexible, so you can change direction, pursue another idea and incorporate feedback, without losing previous results. Write your own steps by wrapping common Python functions, or take advantage of the library of pre-built steps for training models, working with datasets, and running evaluations. It is integrated with popular tools like the Huggingface transformers library, PyTorch Lightning, and others.

  • Versions: 9
  • Dependent Packages: 8
  • Dependent Repositories: 2
Rankings
Dependent packages count: 7.1%
Average: 20.0%
Dependent repos count: 20.2%
Stargazers count: 21.7%
Forks count: 31.1%
Last synced: 6 months ago
conda-forge.org: tango-wandb

AI2 Tango is a platform that allows you to build machine learning experiments out of steps that can be reused and repeated. It eliminates duplicate work, stores past results, and keeps track of how they were obtained so you can quickly identify and trace back your best work. Experiments are flexible, so you can change direction, pursue another idea and incorporate feedback, without losing previous results. Write your own steps by wrapping common Python functions, or take advantage of the library of pre-built steps for training models, working with datasets, and running evaluations. It is integrated with popular tools like the Huggingface transformers library, PyTorch Lightning, and others.

  • Versions: 9
  • Dependent Packages: 1
  • Dependent Repositories: 0
Rankings
Stargazers count: 22.5%
Dependent packages count: 28.8%
Average: 29.2%
Forks count: 31.5%
Dependent repos count: 34.0%
Last synced: 6 months ago
conda-forge.org: tango-fairscale

AI2 Tango is a platform that allows you to build machine learning experiments out of steps that can be reused and repeated. It eliminates duplicate work, stores past results, and keeps track of how they were obtained so you can quickly identify and trace back your best work. Experiments are flexible, so you can change direction, pursue another idea and incorporate feedback, without losing previous results. Write your own steps by wrapping common Python functions, or take advantage of the library of pre-built steps for training models, working with datasets, and running evaluations. It is integrated with popular tools like the Huggingface transformers library, PyTorch Lightning, and others.

  • Versions: 7
  • Dependent Packages: 1
  • Dependent Repositories: 0
Rankings
Stargazers count: 22.5%
Dependent packages count: 28.8%
Average: 29.2%
Forks count: 31.5%
Dependent repos count: 34.0%
Last synced: 6 months ago
conda-forge.org: tango-beaker

AI2 Tango is a platform that allows you to build machine learning experiments out of steps that can be reused and repeated. It eliminates duplicate work, stores past results, and keeps track of how they were obtained so you can quickly identify and trace back your best work. Experiments are flexible, so you can change direction, pursue another idea and incorporate feedback, without losing previous results. Write your own steps by wrapping common Python functions, or take advantage of the library of pre-built steps for training models, working with datasets, and running evaluations. It is integrated with popular tools like the Huggingface transformers library, PyTorch Lightning, and others.

  • Versions: 3
  • Dependent Packages: 1
  • Dependent Repositories: 0
Rankings
Stargazers count: 22.5%
Dependent packages count: 28.8%
Average: 29.2%
Forks count: 31.5%
Dependent repos count: 34.0%
Last synced: 6 months ago
conda-forge.org: tango-torch

AI2 Tango is a platform that allows you to build machine learning experiments out of steps that can be reused and repeated. It eliminates duplicate work, stores past results, and keeps track of how they were obtained so you can quickly identify and trace back your best work. Experiments are flexible, so you can change direction, pursue another idea and incorporate feedback, without losing previous results. Write your own steps by wrapping common Python functions, or take advantage of the library of pre-built steps for training models, working with datasets, and running evaluations. It is integrated with popular tools like the Huggingface transformers library, PyTorch Lightning, and others.

  • Versions: 9
  • Dependent Packages: 1
  • Dependent Repositories: 0
Rankings
Stargazers count: 22.5%
Dependent packages count: 28.8%
Average: 29.2%
Forks count: 31.5%
Dependent repos count: 34.0%
Last synced: 6 months ago
conda-forge.org: tango-pytorch_lightning

AI2 Tango is a platform that allows you to build machine learning experiments out of steps that can be reused and repeated. It eliminates duplicate work, stores past results, and keeps track of how they were obtained so you can quickly identify and trace back your best work. Experiments are flexible, so you can change direction, pursue another idea and incorporate feedback, without losing previous results. Write your own steps by wrapping common Python functions, or take advantage of the library of pre-built steps for training models, working with datasets, and running evaluations. It is integrated with popular tools like the Huggingface transformers library, PyTorch Lightning, and others.

  • Versions: 9
  • Dependent Packages: 1
  • Dependent Repositories: 0
Rankings
Stargazers count: 22.5%
Dependent packages count: 28.8%
Average: 29.2%
Forks count: 31.5%
Dependent repos count: 34.0%
Last synced: 6 months ago
conda-forge.org: tango-datasets

AI2 Tango is a platform that allows you to build machine learning experiments out of steps that can be reused and repeated. It eliminates duplicate work, stores past results, and keeps track of how they were obtained so you can quickly identify and trace back your best work. Experiments are flexible, so you can change direction, pursue another idea and incorporate feedback, without losing previous results. Write your own steps by wrapping common Python functions, or take advantage of the library of pre-built steps for training models, working with datasets, and running evaluations. It is integrated with popular tools like the Huggingface transformers library, PyTorch Lightning, and others.

  • Versions: 9
  • Dependent Packages: 1
  • Dependent Repositories: 0
Rankings
Stargazers count: 22.5%
Dependent packages count: 28.8%
Average: 29.2%
Forks count: 31.5%
Dependent repos count: 34.0%
Last synced: 6 months ago
conda-forge.org: tango-transformers

AI2 Tango is a platform that allows you to build machine learning experiments out of steps that can be reused and repeated. It eliminates duplicate work, stores past results, and keeps track of how they were obtained so you can quickly identify and trace back your best work. Experiments are flexible, so you can change direction, pursue another idea and incorporate feedback, without losing previous results. Write your own steps by wrapping common Python functions, or take advantage of the library of pre-built steps for training models, working with datasets, and running evaluations. It is integrated with popular tools like the Huggingface transformers library, PyTorch Lightning, and others.

  • Versions: 8
  • Dependent Packages: 1
  • Dependent Repositories: 0
Rankings
Stargazers count: 22.5%
Dependent packages count: 28.8%
Average: 29.2%
Forks count: 31.5%
Dependent repos count: 34.0%
Last synced: 6 months ago
conda-forge.org: tango-all

AI2 Tango is a platform that allows you to build machine learning experiments out of steps that can be reused and repeated. It eliminates duplicate work, stores past results, and keeps track of how they were obtained so you can quickly identify and trace back your best work. Experiments are flexible, so you can change direction, pursue another idea and incorporate feedback, without losing previous results. Write your own steps by wrapping common Python functions, or take advantage of the library of pre-built steps for training models, working with datasets, and running evaluations. It is integrated with popular tools like the Huggingface transformers library, PyTorch Lightning, and others.

  • Versions: 9
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 22.5%
Forks count: 31.5%
Dependent repos count: 34.0%
Average: 34.8%
Dependent packages count: 51.2%
Last synced: 6 months ago

Dependencies

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pyproject.toml pypi
  • GitPython >=3.0,<4.0
  • PyYAML >=5.4.1,<7.0
  • base58 *
  • cached-path >=1.0,<2.0
  • click >=8.0,<8.1.4
  • click-help-colors >=0.9.1,<0.10
  • dill *
  • filelock >=3.4,<4.0
  • glob2 >=0.7
  • more-itertools >=8.0,<10.0
  • petname >=2.6,<3.0
  • pytz *
  • rich >=12.3,<14.0
  • rjsonnet >=0.5.0
  • sqlitedict *
  • tqdm >=4.62,<5.0
  • xxhash *
test_fixtures/v1_local_workspace/cache/AdditionStep-34AiXoyiPKADMUnhcBzFYd6JeMcgx4DP/requirements.txt pypi
  • absl-py ==0.15.0 test
  • ai2-tango ==0.4.0rc1 test
  • aiohttp ==3.8.0 test
  • aiosignal ==1.2.0 test
  • alabaster ==0.7.12 test
  • appnope ==0.1.2 test
  • astunparse ==1.6.3 test
  • async-timeout ==4.0.0 test
  • attrs ==21.2.0 test
  • babel ==2.9.1 test
  • backcall ==0.2.0 test
  • base58 ==2.1.1 test
  • beautifulsoup4 ==4.10.0 test
  • black ==21.12b0 test
  • bleach ==4.1.0 test
  • boto3 ==1.19.12 test
  • botocore ==1.22.12 test
  • cached-path ==1.0.0 test
  • cachetools ==4.2.4 test
  • certifi ==2021.10.8 test
  • charset-normalizer ==2.0.7 test
  • click ==8.0.3 test
  • click-help-colors ==0.9.1 test
  • codecov ==2.1.12 test
  • colorama ==0.4.4 test
  • configparser ==5.1.0 test
  • coverage ==6.1.1 test
  • datasets ==1.15.1 test
  • decorator ==5.1.0 test
  • dill ==0.3.4 test
  • docker-pycreds ==0.4.0 test
  • docutils ==0.17.1 test
  • filelock ==3.4.0 test
  • flake8 ==4.0.1 test
  • flaky ==3.7.0 test
  • flatbuffers ==2.0 test
  • frozenlist ==1.2.0 test
  • fsspec ==2021.11.0 test
  • furo ==2022.1.2 test
  • future ==0.18.2 test
  • gast ==0.4.0 test
  • gitdb ==4.0.9 test
  • gitpython ==3.1.24 test
  • glob2 ==0.7 test
  • google-api-core ==2.2.2 test
  • google-auth ==2.3.3 test
  • google-auth-oauthlib ==0.4.6 test
  • google-cloud-core ==2.1.0 test
  • google-cloud-storage ==1.42.3 test
  • google-crc32c ==1.3.0 test
  • google-pasta ==0.2.0 test
  • google-resumable-media ==2.1.0 test
  • googleapis-common-protos ==1.53.0 test
  • grpcio ==1.41.1 test
  • h5py ==3.6.0 test
  • huggingface-hub ==0.1.1 test
  • idna ==3.3 test
  • imagesize ==1.2.0 test
  • importlib-metadata ==4.8.1 test
  • iniconfig ==1.1.1 test
  • ipython ==7.29.0 test
  • isort ==5.10.1 test
  • jedi ==0.18.0 test
  • jinja2 ==3.0.2 test
  • jmespath ==0.10.0 test
  • joblib ==1.1.0 test
  • jsonnet ==0.17.0 test
  • keras ==2.7.0 test
  • keras-preprocessing ==1.1.2 test
  • keyring ==23.2.1 test
  • libclang ==12.0.0 test
  • livereload ==2.6.3 test
  • markdown ==3.3.4 test
  • markdown-it-py ==1.1.0 test
  • markupsafe ==2.0.1 test
  • matplotlib-inline ==0.1.2 test
  • mccabe ==0.6.1 test
  • mdit-py-plugins ==0.3.0 test
  • mkl-fft ==1.3.1 test
  • mkl-random ==1.2.2 test
  • mkl-service ==2.4.0 test
  • more-itertools ==8.10.0 test
  • multidict ==5.2.0 test
  • multiprocess ==0.70.12.2 test
  • mypy ==0.931 test
  • mypy-extensions ==0.4.3 test
  • myst-parser ==0.16.1 test
  • nltk ==3.6.7 test
  • numpy ==1.21.2 test
  • oauthlib ==3.1.1 test
  • olefile ==0.46 test
  • opt-einsum ==3.3.0 test
  • overrides ==6.1.0 test
  • packaging ==21.2 test
  • pandas ==1.3.4 test
  • parso ==0.8.2 test
  • pathspec ==0.9.0 test
  • pathtools ==0.1.2 test
  • petname ==2.6 test
  • pexpect ==4.8.0 test
  • pickleshare ==0.7.5 test
  • pillow ==8.4.0 test
  • pip ==21.2.4 test
  • pkginfo ==1.7.1 test
  • platformdirs ==2.4.0 test
  • pluggy ==1.0.0 test
  • promise ==2.3 test
  • prompt-toolkit ==3.0.20 test
  • protobuf ==3.19.1 test
  • psutil ==5.8.0 test
  • ptyprocess ==0.7.0 test
  • py ==1.11.0 test
  • pyarrow ==6.0.0 test
  • pyasn1 ==0.4.8 test
  • pyasn1-modules ==0.2.8 test
  • pycodestyle ==2.8.0 test
  • pydeprecate ==0.3.1 test
  • pyflakes ==2.4.0 test
  • pygments ==2.10.0 test
  • pyparsing ==2.4.7 test
  • pytest ==6.2.5 test
  • pytest-cov ==3.0.0 test
  • pytest-sphinx ==0.3.1 test
  • python-dateutil ==2.8.2 test
  • pytorch-lightning ==1.5.1 test
  • pytz ==2021.3 test
  • pyyaml ==6.0 test
  • readme-renderer ==30.0 test
  • regex ==2021.11.2 test
  • requests ==2.26.0 test
  • requests-oauthlib ==1.3.0 test
  • requests-toolbelt ==0.9.1 test
  • rfc3986 ==1.5.0 test
  • rouge-score ==0.0.4 test
  • rsa ==4.7.2 test
  • s3transfer ==0.5.0 test
  • sacremoses ==0.0.46 test
  • sentencepiece ==0.1.96 test
  • sentry-sdk ==1.4.3 test
  • setuptools ==58.0.4 test
  • shortuuid ==1.0.1 test
  • six ==1.16.0 test
  • smmap ==5.0.0 test
  • snowballstemmer ==2.1.0 test
  • soupsieve ==2.3 test
  • sphinx ==4.3.1 test
  • sphinx-autobuild ==2021.3.14 test
  • sphinx-copybutton ==0.4.0 test
  • sphinxcontrib-applehelp ==1.0.2 test
  • sphinxcontrib-devhelp ==1.0.2 test
  • sphinxcontrib-htmlhelp ==2.0.0 test
  • sphinxcontrib-jsmath ==1.0.1 test
  • sphinxcontrib-qthelp ==1.0.3 test
  • sphinxcontrib-serializinghtml ==1.1.5 test
  • sqlitedict ==1.7.0 test
  • subprocess32 ==3.5.4 test
  • tensorboard ==2.7.0 test
  • tensorboard-data-server ==0.6.1 test
  • tensorboard-plugin-wit ==1.8.0 test
  • tensorflow ==2.7.0 test
  • tensorflow-estimator ==2.7.0 test
  • tensorflow-io-gcs-filesystem ==0.23.1 test
  • termcolor ==1.1.0 test
  • tokenizers ==0.10.3 test
  • toml ==0.10.2 test
  • tomli ==1.2.2 test
  • torch ==1.10.0 test
  • torchaudio ==0.10.0 test
  • torchmetrics ==0.6.0 test
  • torchvision ==0.11.1 test
  • tornado ==6.1 test
  • tqdm ==4.62.3 test
  • traitlets ==5.1.0 test
  • transformers ==4.12.3 test
  • twine ==3.5.0 test
  • types-pyyaml ==6.0.0 test
  • types-setuptools ==57.4.2 test
  • typing-extensions ==3.10.0.2 test
  • typing-utils ==0.1.0 test
  • urllib3 ==1.26.7 test
  • wandb ==0.12.6 test
  • wcwidth ==0.2.5 test
  • webencodings ==0.5.1 test
  • werkzeug ==2.0.2 test
  • wheel ==0.37.0 test
  • wrapt ==1.13.3 test
  • xxhash ==2.0.2 test
  • yarl ==1.7.2 test
  • yaspin ==2.1.0 test
  • zipp ==3.6.0 test
test_fixtures/v1_local_workspace/cache/CosineStep-5aes9CUTRmkz5gJ5J6JSRbJZ4qkFu4kk/requirements.txt pypi
  • absl-py ==0.15.0 test
  • ai2-tango ==0.4.0rc1 test
  • aiohttp ==3.8.0 test
  • aiosignal ==1.2.0 test
  • alabaster ==0.7.12 test
  • appnope ==0.1.2 test
  • astunparse ==1.6.3 test
  • async-timeout ==4.0.0 test
  • attrs ==21.2.0 test
  • babel ==2.9.1 test
  • backcall ==0.2.0 test
  • base58 ==2.1.1 test
  • beautifulsoup4 ==4.10.0 test
  • black ==21.12b0 test
  • bleach ==4.1.0 test
  • boto3 ==1.19.12 test
  • botocore ==1.22.12 test
  • cached-path ==1.0.0 test
  • cachetools ==4.2.4 test
  • certifi ==2021.10.8 test
  • charset-normalizer ==2.0.7 test
  • click ==8.0.3 test
  • click-help-colors ==0.9.1 test
  • codecov ==2.1.12 test
  • colorama ==0.4.4 test
  • configparser ==5.1.0 test
  • coverage ==6.1.1 test
  • datasets ==1.15.1 test
  • decorator ==5.1.0 test
  • dill ==0.3.4 test
  • docker-pycreds ==0.4.0 test
  • docutils ==0.17.1 test
  • filelock ==3.4.0 test
  • flake8 ==4.0.1 test
  • flaky ==3.7.0 test
  • flatbuffers ==2.0 test
  • frozenlist ==1.2.0 test
  • fsspec ==2021.11.0 test
  • furo ==2022.1.2 test
  • future ==0.18.2 test
  • gast ==0.4.0 test
  • gitdb ==4.0.9 test
  • gitpython ==3.1.24 test
  • glob2 ==0.7 test
  • google-api-core ==2.2.2 test
  • google-auth ==2.3.3 test
  • google-auth-oauthlib ==0.4.6 test
  • google-cloud-core ==2.1.0 test
  • google-cloud-storage ==1.42.3 test
  • google-crc32c ==1.3.0 test
  • google-pasta ==0.2.0 test
  • google-resumable-media ==2.1.0 test
  • googleapis-common-protos ==1.53.0 test
  • grpcio ==1.41.1 test
  • h5py ==3.6.0 test
  • huggingface-hub ==0.1.1 test
  • idna ==3.3 test
  • imagesize ==1.2.0 test
  • importlib-metadata ==4.8.1 test
  • iniconfig ==1.1.1 test
  • ipython ==7.29.0 test
  • isort ==5.10.1 test
  • jedi ==0.18.0 test
  • jinja2 ==3.0.2 test
  • jmespath ==0.10.0 test
  • joblib ==1.1.0 test
  • jsonnet ==0.17.0 test
  • keras ==2.7.0 test
  • keras-preprocessing ==1.1.2 test
  • keyring ==23.2.1 test
  • libclang ==12.0.0 test
  • livereload ==2.6.3 test
  • markdown ==3.3.4 test
  • markdown-it-py ==1.1.0 test
  • markupsafe ==2.0.1 test
  • matplotlib-inline ==0.1.2 test
  • mccabe ==0.6.1 test
  • mdit-py-plugins ==0.3.0 test
  • mkl-fft ==1.3.1 test
  • mkl-random ==1.2.2 test
  • mkl-service ==2.4.0 test
  • more-itertools ==8.10.0 test
  • multidict ==5.2.0 test
  • multiprocess ==0.70.12.2 test
  • mypy ==0.931 test
  • mypy-extensions ==0.4.3 test
  • myst-parser ==0.16.1 test
  • nltk ==3.6.7 test
  • numpy ==1.21.2 test
  • oauthlib ==3.1.1 test
  • olefile ==0.46 test
  • opt-einsum ==3.3.0 test
  • overrides ==6.1.0 test
  • packaging ==21.2 test
  • pandas ==1.3.4 test
  • parso ==0.8.2 test
  • pathspec ==0.9.0 test
  • pathtools ==0.1.2 test
  • petname ==2.6 test
  • pexpect ==4.8.0 test
  • pickleshare ==0.7.5 test
  • pillow ==8.4.0 test
  • pip ==21.2.4 test
  • pkginfo ==1.7.1 test
  • platformdirs ==2.4.0 test
  • pluggy ==1.0.0 test
  • promise ==2.3 test
  • prompt-toolkit ==3.0.20 test
  • protobuf ==3.19.1 test
  • psutil ==5.8.0 test
  • ptyprocess ==0.7.0 test
  • py ==1.11.0 test
  • pyarrow ==6.0.0 test
  • pyasn1 ==0.4.8 test
  • pyasn1-modules ==0.2.8 test
  • pycodestyle ==2.8.0 test
  • pydeprecate ==0.3.1 test
  • pyflakes ==2.4.0 test
  • pygments ==2.10.0 test
  • pyparsing ==2.4.7 test
  • pytest ==6.2.5 test
  • pytest-cov ==3.0.0 test
  • pytest-sphinx ==0.3.1 test
  • python-dateutil ==2.8.2 test
  • pytorch-lightning ==1.5.1 test
  • pytz ==2021.3 test
  • pyyaml ==6.0 test
  • readme-renderer ==30.0 test
  • regex ==2021.11.2 test
  • requests ==2.26.0 test
  • requests-oauthlib ==1.3.0 test
  • requests-toolbelt ==0.9.1 test
  • rfc3986 ==1.5.0 test
  • rouge-score ==0.0.4 test
  • rsa ==4.7.2 test
  • s3transfer ==0.5.0 test
  • sacremoses ==0.0.46 test
  • sentencepiece ==0.1.96 test
  • sentry-sdk ==1.4.3 test
  • setuptools ==58.0.4 test
  • shortuuid ==1.0.1 test
  • six ==1.16.0 test
  • smmap ==5.0.0 test
  • snowballstemmer ==2.1.0 test
  • soupsieve ==2.3 test
  • sphinx ==4.3.1 test
  • sphinx-autobuild ==2021.3.14 test
  • sphinx-copybutton ==0.4.0 test
  • sphinxcontrib-applehelp ==1.0.2 test
  • sphinxcontrib-devhelp ==1.0.2 test
  • sphinxcontrib-htmlhelp ==2.0.0 test
  • sphinxcontrib-jsmath ==1.0.1 test
  • sphinxcontrib-qthelp ==1.0.3 test
  • sphinxcontrib-serializinghtml ==1.1.5 test
  • sqlitedict ==1.7.0 test
  • subprocess32 ==3.5.4 test
  • tensorboard ==2.7.0 test
  • tensorboard-data-server ==0.6.1 test
  • tensorboard-plugin-wit ==1.8.0 test
  • tensorflow ==2.7.0 test
  • tensorflow-estimator ==2.7.0 test
  • tensorflow-io-gcs-filesystem ==0.23.1 test
  • termcolor ==1.1.0 test
  • tokenizers ==0.10.3 test
  • toml ==0.10.2 test
  • tomli ==1.2.2 test
  • torch ==1.10.0 test
  • torchaudio ==0.10.0 test
  • torchmetrics ==0.6.0 test
  • torchvision ==0.11.1 test
  • tornado ==6.1 test
  • tqdm ==4.62.3 test
  • traitlets ==5.1.0 test
  • transformers ==4.12.3 test
  • twine ==3.5.0 test
  • types-pyyaml ==6.0.0 test
  • types-setuptools ==57.4.2 test
  • typing-extensions ==3.10.0.2 test
  • typing-utils ==0.1.0 test
  • urllib3 ==1.26.7 test
  • wandb ==0.12.6 test
  • wcwidth ==0.2.5 test
  • webencodings ==0.5.1 test
  • werkzeug ==2.0.2 test
  • wheel ==0.37.0 test
  • wrapt ==1.13.3 test
  • xxhash ==2.0.2 test
  • yarl ==1.7.2 test
  • yaspin ==2.1.0 test
  • zipp ==3.6.0 test
test_fixtures/v1_local_workspace/cache/ExponentiateStep-Rf73w34zWJcBrQafpAkxDvXR4mq3MXC9/requirements.txt pypi
  • absl-py ==0.15.0 test
  • ai2-tango ==0.4.0rc1 test
  • aiohttp ==3.8.0 test
  • aiosignal ==1.2.0 test
  • alabaster ==0.7.12 test
  • appnope ==0.1.2 test
  • astunparse ==1.6.3 test
  • async-timeout ==4.0.0 test
  • attrs ==21.2.0 test
  • babel ==2.9.1 test
  • backcall ==0.2.0 test
  • base58 ==2.1.1 test
  • beautifulsoup4 ==4.10.0 test
  • black ==21.12b0 test
  • bleach ==4.1.0 test
  • boto3 ==1.19.12 test
  • botocore ==1.22.12 test
  • cached-path ==1.0.0 test
  • cachetools ==4.2.4 test
  • certifi ==2021.10.8 test
  • charset-normalizer ==2.0.7 test
  • click ==8.0.3 test
  • click-help-colors ==0.9.1 test
  • codecov ==2.1.12 test
  • colorama ==0.4.4 test
  • configparser ==5.1.0 test
  • coverage ==6.1.1 test
  • datasets ==1.15.1 test
  • decorator ==5.1.0 test
  • dill ==0.3.4 test
  • docker-pycreds ==0.4.0 test
  • docutils ==0.17.1 test
  • filelock ==3.4.0 test
  • flake8 ==4.0.1 test
  • flaky ==3.7.0 test
  • flatbuffers ==2.0 test
  • frozenlist ==1.2.0 test
  • fsspec ==2021.11.0 test
  • furo ==2022.1.2 test
  • future ==0.18.2 test
  • gast ==0.4.0 test
  • gitdb ==4.0.9 test
  • gitpython ==3.1.24 test
  • glob2 ==0.7 test
  • google-api-core ==2.2.2 test
  • google-auth ==2.3.3 test
  • google-auth-oauthlib ==0.4.6 test
  • google-cloud-core ==2.1.0 test
  • google-cloud-storage ==1.42.3 test
  • google-crc32c ==1.3.0 test
  • google-pasta ==0.2.0 test
  • google-resumable-media ==2.1.0 test
  • googleapis-common-protos ==1.53.0 test
  • grpcio ==1.41.1 test
  • h5py ==3.6.0 test
  • huggingface-hub ==0.1.1 test
  • idna ==3.3 test
  • imagesize ==1.2.0 test
  • importlib-metadata ==4.8.1 test
  • iniconfig ==1.1.1 test
  • ipython ==7.29.0 test
  • isort ==5.10.1 test
  • jedi ==0.18.0 test
  • jinja2 ==3.0.2 test
  • jmespath ==0.10.0 test
  • joblib ==1.1.0 test
  • jsonnet ==0.17.0 test
  • keras ==2.7.0 test
  • keras-preprocessing ==1.1.2 test
  • keyring ==23.2.1 test
  • libclang ==12.0.0 test
  • livereload ==2.6.3 test
  • markdown ==3.3.4 test
  • markdown-it-py ==1.1.0 test
  • markupsafe ==2.0.1 test
  • matplotlib-inline ==0.1.2 test
  • mccabe ==0.6.1 test
  • mdit-py-plugins ==0.3.0 test
  • mkl-fft ==1.3.1 test
  • mkl-random ==1.2.2 test
  • mkl-service ==2.4.0 test
  • more-itertools ==8.10.0 test
  • multidict ==5.2.0 test
  • multiprocess ==0.70.12.2 test
  • mypy ==0.931 test
  • mypy-extensions ==0.4.3 test
  • myst-parser ==0.16.1 test
  • nltk ==3.6.7 test
  • numpy ==1.21.2 test
  • oauthlib ==3.1.1 test
  • olefile ==0.46 test
  • opt-einsum ==3.3.0 test
  • overrides ==6.1.0 test
  • packaging ==21.2 test
  • pandas ==1.3.4 test
  • parso ==0.8.2 test
  • pathspec ==0.9.0 test
  • pathtools ==0.1.2 test
  • petname ==2.6 test
  • pexpect ==4.8.0 test
  • pickleshare ==0.7.5 test
  • pillow ==8.4.0 test
  • pip ==21.2.4 test
  • pkginfo ==1.7.1 test
  • platformdirs ==2.4.0 test
  • pluggy ==1.0.0 test
  • promise ==2.3 test
  • prompt-toolkit ==3.0.20 test
  • protobuf ==3.19.1 test
  • psutil ==5.8.0 test
  • ptyprocess ==0.7.0 test
  • py ==1.11.0 test
  • pyarrow ==6.0.0 test
  • pyasn1 ==0.4.8 test
  • pyasn1-modules ==0.2.8 test
  • pycodestyle ==2.8.0 test
  • pydeprecate ==0.3.1 test
  • pyflakes ==2.4.0 test
  • pygments ==2.10.0 test
  • pyparsing ==2.4.7 test
  • pytest ==6.2.5 test
  • pytest-cov ==3.0.0 test
  • pytest-sphinx ==0.3.1 test
  • python-dateutil ==2.8.2 test
  • pytorch-lightning ==1.5.1 test
  • pytz ==2021.3 test
  • pyyaml ==6.0 test
  • readme-renderer ==30.0 test
  • regex ==2021.11.2 test
  • requests ==2.26.0 test
  • requests-oauthlib ==1.3.0 test
  • requests-toolbelt ==0.9.1 test
  • rfc3986 ==1.5.0 test
  • rouge-score ==0.0.4 test
  • rsa ==4.7.2 test
  • s3transfer ==0.5.0 test
  • sacremoses ==0.0.46 test
  • sentencepiece ==0.1.96 test
  • sentry-sdk ==1.4.3 test
  • setuptools ==58.0.4 test
  • shortuuid ==1.0.1 test
  • six ==1.16.0 test
  • smmap ==5.0.0 test
  • snowballstemmer ==2.1.0 test
  • soupsieve ==2.3 test
  • sphinx ==4.3.1 test
  • sphinx-autobuild ==2021.3.14 test
  • sphinx-copybutton ==0.4.0 test
  • sphinxcontrib-applehelp ==1.0.2 test
  • sphinxcontrib-devhelp ==1.0.2 test
  • sphinxcontrib-htmlhelp ==2.0.0 test
  • sphinxcontrib-jsmath ==1.0.1 test
  • sphinxcontrib-qthelp ==1.0.3 test
  • sphinxcontrib-serializinghtml ==1.1.5 test
  • sqlitedict ==1.7.0 test
  • subprocess32 ==3.5.4 test
  • tensorboard ==2.7.0 test
  • tensorboard-data-server ==0.6.1 test
  • tensorboard-plugin-wit ==1.8.0 test
  • tensorflow ==2.7.0 test
  • tensorflow-estimator ==2.7.0 test
  • tensorflow-io-gcs-filesystem ==0.23.1 test
  • termcolor ==1.1.0 test
  • tokenizers ==0.10.3 test
  • toml ==0.10.2 test
  • tomli ==1.2.2 test
  • torch ==1.10.0 test
  • torchaudio ==0.10.0 test
  • torchmetrics ==0.6.0 test
  • torchvision ==0.11.1 test
  • tornado ==6.1 test
  • tqdm ==4.62.3 test
  • traitlets ==5.1.0 test
  • transformers ==4.12.3 test
  • twine ==3.5.0 test
  • types-pyyaml ==6.0.0 test
  • types-setuptools ==57.4.2 test
  • typing-extensions ==3.10.0.2 test
  • typing-utils ==0.1.0 test
  • urllib3 ==1.26.7 test
  • wandb ==0.12.6 test
  • wcwidth ==0.2.5 test
  • webencodings ==0.5.1 test
  • werkzeug ==2.0.2 test
  • wheel ==0.37.0 test
  • wrapt ==1.13.3 test
  • xxhash ==2.0.2 test
  • yarl ==1.7.2 test
  • yaspin ==2.1.0 test
  • zipp ==3.6.0 test
test_fixtures/v1_local_workspace/cache/MultiplyStep-2ZG7wPj9WLn5PgpYyPVHw9Qg7VM1mhwf/requirements.txt pypi
  • absl-py ==0.15.0 test
  • ai2-tango ==0.4.0rc1 test
  • aiohttp ==3.8.0 test
  • aiosignal ==1.2.0 test
  • alabaster ==0.7.12 test
  • appnope ==0.1.2 test
  • astunparse ==1.6.3 test
  • async-timeout ==4.0.0 test
  • attrs ==21.2.0 test
  • babel ==2.9.1 test
  • backcall ==0.2.0 test
  • base58 ==2.1.1 test
  • beautifulsoup4 ==4.10.0 test
  • black ==21.12b0 test
  • bleach ==4.1.0 test
  • boto3 ==1.19.12 test
  • botocore ==1.22.12 test
  • cached-path ==1.0.0 test
  • cachetools ==4.2.4 test
  • certifi ==2021.10.8 test
  • charset-normalizer ==2.0.7 test
  • click ==8.0.3 test
  • click-help-colors ==0.9.1 test
  • codecov ==2.1.12 test
  • colorama ==0.4.4 test
  • configparser ==5.1.0 test
  • coverage ==6.1.1 test
  • datasets ==1.15.1 test
  • decorator ==5.1.0 test
  • dill ==0.3.4 test
  • docker-pycreds ==0.4.0 test
  • docutils ==0.17.1 test
  • filelock ==3.4.0 test
  • flake8 ==4.0.1 test
  • flaky ==3.7.0 test
  • flatbuffers ==2.0 test
  • frozenlist ==1.2.0 test
  • fsspec ==2021.11.0 test
  • furo ==2022.1.2 test
  • future ==0.18.2 test
  • gast ==0.4.0 test
  • gitdb ==4.0.9 test
  • gitpython ==3.1.24 test
  • glob2 ==0.7 test
  • google-api-core ==2.2.2 test
  • google-auth ==2.3.3 test
  • google-auth-oauthlib ==0.4.6 test
  • google-cloud-core ==2.1.0 test
  • google-cloud-storage ==1.42.3 test
  • google-crc32c ==1.3.0 test
  • google-pasta ==0.2.0 test
  • google-resumable-media ==2.1.0 test
  • googleapis-common-protos ==1.53.0 test
  • grpcio ==1.41.1 test
  • h5py ==3.6.0 test
  • huggingface-hub ==0.1.1 test
  • idna ==3.3 test
  • imagesize ==1.2.0 test
  • importlib-metadata ==4.8.1 test
  • iniconfig ==1.1.1 test
  • ipython ==7.29.0 test
  • isort ==5.10.1 test
  • jedi ==0.18.0 test
  • jinja2 ==3.0.2 test
  • jmespath ==0.10.0 test
  • joblib ==1.1.0 test
  • jsonnet ==0.17.0 test
  • keras ==2.7.0 test
  • keras-preprocessing ==1.1.2 test
  • keyring ==23.2.1 test
  • libclang ==12.0.0 test
  • livereload ==2.6.3 test
  • markdown ==3.3.4 test
  • markdown-it-py ==1.1.0 test
  • markupsafe ==2.0.1 test
  • matplotlib-inline ==0.1.2 test
  • mccabe ==0.6.1 test
  • mdit-py-plugins ==0.3.0 test
  • mkl-fft ==1.3.1 test
  • mkl-random ==1.2.2 test
  • mkl-service ==2.4.0 test
  • more-itertools ==8.10.0 test
  • multidict ==5.2.0 test
  • multiprocess ==0.70.12.2 test
  • mypy ==0.931 test
  • mypy-extensions ==0.4.3 test
  • myst-parser ==0.16.1 test
  • nltk ==3.6.7 test
  • numpy ==1.21.2 test
  • oauthlib ==3.1.1 test
  • olefile ==0.46 test
  • opt-einsum ==3.3.0 test
  • overrides ==6.1.0 test
  • packaging ==21.2 test
  • pandas ==1.3.4 test
  • parso ==0.8.2 test
  • pathspec ==0.9.0 test
  • pathtools ==0.1.2 test
  • petname ==2.6 test
  • pexpect ==4.8.0 test
  • pickleshare ==0.7.5 test
  • pillow ==8.4.0 test
  • pip ==21.2.4 test
  • pkginfo ==1.7.1 test
  • platformdirs ==2.4.0 test
  • pluggy ==1.0.0 test
  • promise ==2.3 test
  • prompt-toolkit ==3.0.20 test
  • protobuf ==3.19.1 test
  • psutil ==5.8.0 test
  • ptyprocess ==0.7.0 test
  • py ==1.11.0 test
  • pyarrow ==6.0.0 test
  • pyasn1 ==0.4.8 test
  • pyasn1-modules ==0.2.8 test
  • pycodestyle ==2.8.0 test
  • pydeprecate ==0.3.1 test
  • pyflakes ==2.4.0 test
  • pygments ==2.10.0 test
  • pyparsing ==2.4.7 test
  • pytest ==6.2.5 test
  • pytest-cov ==3.0.0 test
  • pytest-sphinx ==0.3.1 test
  • python-dateutil ==2.8.2 test
  • pytorch-lightning ==1.5.1 test
  • pytz ==2021.3 test
  • pyyaml ==6.0 test
  • readme-renderer ==30.0 test
  • regex ==2021.11.2 test
  • requests ==2.26.0 test
  • requests-oauthlib ==1.3.0 test
  • requests-toolbelt ==0.9.1 test
  • rfc3986 ==1.5.0 test
  • rouge-score ==0.0.4 test
  • rsa ==4.7.2 test
  • s3transfer ==0.5.0 test
  • sacremoses ==0.0.46 test
  • sentencepiece ==0.1.96 test
  • sentry-sdk ==1.4.3 test
  • setuptools ==58.0.4 test
  • shortuuid ==1.0.1 test
  • six ==1.16.0 test
  • smmap ==5.0.0 test
  • snowballstemmer ==2.1.0 test
  • soupsieve ==2.3 test
  • sphinx ==4.3.1 test
  • sphinx-autobuild ==2021.3.14 test
  • sphinx-copybutton ==0.4.0 test
  • sphinxcontrib-applehelp ==1.0.2 test
  • sphinxcontrib-devhelp ==1.0.2 test
  • sphinxcontrib-htmlhelp ==2.0.0 test
  • sphinxcontrib-jsmath ==1.0.1 test
  • sphinxcontrib-qthelp ==1.0.3 test
  • sphinxcontrib-serializinghtml ==1.1.5 test
  • sqlitedict ==1.7.0 test
  • subprocess32 ==3.5.4 test
  • tensorboard ==2.7.0 test
  • tensorboard-data-server ==0.6.1 test
  • tensorboard-plugin-wit ==1.8.0 test
  • tensorflow ==2.7.0 test
  • tensorflow-estimator ==2.7.0 test
  • tensorflow-io-gcs-filesystem ==0.23.1 test
  • termcolor ==1.1.0 test
  • tokenizers ==0.10.3 test
  • toml ==0.10.2 test
  • tomli ==1.2.2 test
  • torch ==1.10.0 test
  • torchaudio ==0.10.0 test
  • torchmetrics ==0.6.0 test
  • torchvision ==0.11.1 test
  • tornado ==6.1 test
  • tqdm ==4.62.3 test
  • traitlets ==5.1.0 test
  • transformers ==4.12.3 test
  • twine ==3.5.0 test
  • types-pyyaml ==6.0.0 test
  • types-setuptools ==57.4.2 test
  • typing-extensions ==3.10.0.2 test
  • typing-utils ==0.1.0 test
  • urllib3 ==1.26.7 test
  • wandb ==0.12.6 test
  • wcwidth ==0.2.5 test
  • webencodings ==0.5.1 test
  • werkzeug ==2.0.2 test
  • wheel ==0.37.0 test
  • wrapt ==1.13.3 test
  • xxhash ==2.0.2 test
  • yarl ==1.7.2 test
  • yaspin ==2.1.0 test
  • zipp ==3.6.0 test
test_fixtures/v1_local_workspace/cache/MultiplyStep-4SRzHCCqYGs2PLeT8LeL5ukrCWGJoiae/requirements.txt pypi
  • absl-py ==0.15.0 test
  • ai2-tango ==0.4.0rc1 test
  • aiohttp ==3.8.0 test
  • aiosignal ==1.2.0 test
  • alabaster ==0.7.12 test
  • appnope ==0.1.2 test
  • astunparse ==1.6.3 test
  • async-timeout ==4.0.0 test
  • attrs ==21.2.0 test
  • babel ==2.9.1 test
  • backcall ==0.2.0 test
  • base58 ==2.1.1 test
  • beautifulsoup4 ==4.10.0 test
  • black ==21.12b0 test
  • bleach ==4.1.0 test
  • boto3 ==1.19.12 test
  • botocore ==1.22.12 test
  • cached-path ==1.0.0 test
  • cachetools ==4.2.4 test
  • certifi ==2021.10.8 test
  • charset-normalizer ==2.0.7 test
  • click ==8.0.3 test
  • click-help-colors ==0.9.1 test
  • codecov ==2.1.12 test
  • colorama ==0.4.4 test
  • configparser ==5.1.0 test
  • coverage ==6.1.1 test
  • datasets ==1.15.1 test
  • decorator ==5.1.0 test
  • dill ==0.3.4 test
  • docker-pycreds ==0.4.0 test
  • docutils ==0.17.1 test
  • filelock ==3.4.0 test
  • flake8 ==4.0.1 test
  • flaky ==3.7.0 test
  • flatbuffers ==2.0 test
  • frozenlist ==1.2.0 test
  • fsspec ==2021.11.0 test
  • furo ==2022.1.2 test
  • future ==0.18.2 test
  • gast ==0.4.0 test
  • gitdb ==4.0.9 test
  • gitpython ==3.1.24 test
  • glob2 ==0.7 test
  • google-api-core ==2.2.2 test
  • google-auth ==2.3.3 test
  • google-auth-oauthlib ==0.4.6 test
  • google-cloud-core ==2.1.0 test
  • google-cloud-storage ==1.42.3 test
  • google-crc32c ==1.3.0 test
  • google-pasta ==0.2.0 test
  • google-resumable-media ==2.1.0 test
  • googleapis-common-protos ==1.53.0 test
  • grpcio ==1.41.1 test
  • h5py ==3.6.0 test
  • huggingface-hub ==0.1.1 test
  • idna ==3.3 test
  • imagesize ==1.2.0 test
  • importlib-metadata ==4.8.1 test
  • iniconfig ==1.1.1 test
  • ipython ==7.29.0 test
  • isort ==5.10.1 test
  • jedi ==0.18.0 test
  • jinja2 ==3.0.2 test
  • jmespath ==0.10.0 test
  • joblib ==1.1.0 test
  • jsonnet ==0.17.0 test
  • keras ==2.7.0 test
  • keras-preprocessing ==1.1.2 test
  • keyring ==23.2.1 test
  • libclang ==12.0.0 test
  • livereload ==2.6.3 test
  • markdown ==3.3.4 test
  • markdown-it-py ==1.1.0 test
  • markupsafe ==2.0.1 test
  • matplotlib-inline ==0.1.2 test
  • mccabe ==0.6.1 test
  • mdit-py-plugins ==0.3.0 test
  • mkl-fft ==1.3.1 test
  • mkl-random ==1.2.2 test
  • mkl-service ==2.4.0 test
  • more-itertools ==8.10.0 test
  • multidict ==5.2.0 test
  • multiprocess ==0.70.12.2 test
  • mypy ==0.931 test
  • mypy-extensions ==0.4.3 test
  • myst-parser ==0.16.1 test
  • nltk ==3.6.7 test
  • numpy ==1.21.2 test
  • oauthlib ==3.1.1 test
  • olefile ==0.46 test
  • opt-einsum ==3.3.0 test
  • overrides ==6.1.0 test
  • packaging ==21.2 test
  • pandas ==1.3.4 test
  • parso ==0.8.2 test
  • pathspec ==0.9.0 test
  • pathtools ==0.1.2 test
  • petname ==2.6 test
  • pexpect ==4.8.0 test
  • pickleshare ==0.7.5 test
  • pillow ==8.4.0 test
  • pip ==21.2.4 test
  • pkginfo ==1.7.1 test
  • platformdirs ==2.4.0 test
  • pluggy ==1.0.0 test
  • promise ==2.3 test
  • prompt-toolkit ==3.0.20 test
  • protobuf ==3.19.1 test
  • psutil ==5.8.0 test
  • ptyprocess ==0.7.0 test
  • py ==1.11.0 test
  • pyarrow ==6.0.0 test
  • pyasn1 ==0.4.8 test
  • pyasn1-modules ==0.2.8 test
  • pycodestyle ==2.8.0 test
  • pydeprecate ==0.3.1 test
  • pyflakes ==2.4.0 test
  • pygments ==2.10.0 test
  • pyparsing ==2.4.7 test
  • pytest ==6.2.5 test
  • pytest-cov ==3.0.0 test
  • pytest-sphinx ==0.3.1 test
  • python-dateutil ==2.8.2 test
  • pytorch-lightning ==1.5.1 test
  • pytz ==2021.3 test
  • pyyaml ==6.0 test
  • readme-renderer ==30.0 test
  • regex ==2021.11.2 test
  • requests ==2.26.0 test
  • requests-oauthlib ==1.3.0 test
  • requests-toolbelt ==0.9.1 test
  • rfc3986 ==1.5.0 test
  • rouge-score ==0.0.4 test
  • rsa ==4.7.2 test
  • s3transfer ==0.5.0 test
  • sacremoses ==0.0.46 test
  • sentencepiece ==0.1.96 test
  • sentry-sdk ==1.4.3 test
  • setuptools ==58.0.4 test
  • shortuuid ==1.0.1 test
  • six ==1.16.0 test
  • smmap ==5.0.0 test
  • snowballstemmer ==2.1.0 test
  • soupsieve ==2.3 test
  • sphinx ==4.3.1 test
  • sphinx-autobuild ==2021.3.14 test
  • sphinx-copybutton ==0.4.0 test
  • sphinxcontrib-applehelp ==1.0.2 test
  • sphinxcontrib-devhelp ==1.0.2 test
  • sphinxcontrib-htmlhelp ==2.0.0 test
  • sphinxcontrib-jsmath ==1.0.1 test
  • sphinxcontrib-qthelp ==1.0.3 test
  • sphinxcontrib-serializinghtml ==1.1.5 test
  • sqlitedict ==1.7.0 test
  • subprocess32 ==3.5.4 test
  • tensorboard ==2.7.0 test
  • tensorboard-data-server ==0.6.1 test
  • tensorboard-plugin-wit ==1.8.0 test
  • tensorflow ==2.7.0 test
  • tensorflow-estimator ==2.7.0 test
  • tensorflow-io-gcs-filesystem ==0.23.1 test
  • termcolor ==1.1.0 test
  • tokenizers ==0.10.3 test
  • toml ==0.10.2 test
  • tomli ==1.2.2 test
  • torch ==1.10.0 test
  • torchaudio ==0.10.0 test
  • torchmetrics ==0.6.0 test
  • torchvision ==0.11.1 test
  • tornado ==6.1 test
  • tqdm ==4.62.3 test
  • traitlets ==5.1.0 test
  • transformers ==4.12.3 test
  • twine ==3.5.0 test
  • types-pyyaml ==6.0.0 test
  • types-setuptools ==57.4.2 test
  • typing-extensions ==3.10.0.2 test
  • typing-utils ==0.1.0 test
  • urllib3 ==1.26.7 test
  • wandb ==0.12.6 test
  • wcwidth ==0.2.5 test
  • webencodings ==0.5.1 test
  • werkzeug ==2.0.2 test
  • wheel ==0.37.0 test
  • wrapt ==1.13.3 test
  • xxhash ==2.0.2 test
  • yarl ==1.7.2 test
  • yaspin ==2.1.0 test
  • zipp ==3.6.0 test
test_fixtures/v1_local_workspace/cache/SineStep-5aes9CUTRmkz5gJ5J6JSRbJZ4qkFu4kk/requirements.txt pypi
  • absl-py ==0.15.0 test
  • ai2-tango ==0.4.0rc1 test
  • aiohttp ==3.8.0 test
  • aiosignal ==1.2.0 test
  • alabaster ==0.7.12 test
  • appnope ==0.1.2 test
  • astunparse ==1.6.3 test
  • async-timeout ==4.0.0 test
  • attrs ==21.2.0 test
  • babel ==2.9.1 test
  • backcall ==0.2.0 test
  • base58 ==2.1.1 test
  • beautifulsoup4 ==4.10.0 test
  • black ==21.12b0 test
  • bleach ==4.1.0 test
  • boto3 ==1.19.12 test
  • botocore ==1.22.12 test
  • cached-path ==1.0.0 test
  • cachetools ==4.2.4 test
  • certifi ==2021.10.8 test
  • charset-normalizer ==2.0.7 test
  • click ==8.0.3 test
  • click-help-colors ==0.9.1 test
  • codecov ==2.1.12 test
  • colorama ==0.4.4 test
  • configparser ==5.1.0 test
  • coverage ==6.1.1 test
  • datasets ==1.15.1 test
  • decorator ==5.1.0 test
  • dill ==0.3.4 test
  • docker-pycreds ==0.4.0 test
  • docutils ==0.17.1 test
  • filelock ==3.4.0 test
  • flake8 ==4.0.1 test
  • flaky ==3.7.0 test
  • flatbuffers ==2.0 test
  • frozenlist ==1.2.0 test
  • fsspec ==2021.11.0 test
  • furo ==2022.1.2 test
  • future ==0.18.2 test
  • gast ==0.4.0 test
  • gitdb ==4.0.9 test
  • gitpython ==3.1.24 test
  • glob2 ==0.7 test
  • google-api-core ==2.2.2 test
  • google-auth ==2.3.3 test
  • google-auth-oauthlib ==0.4.6 test
  • google-cloud-core ==2.1.0 test
  • google-cloud-storage ==1.42.3 test
  • google-crc32c ==1.3.0 test
  • google-pasta ==0.2.0 test
  • google-resumable-media ==2.1.0 test
  • googleapis-common-protos ==1.53.0 test
  • grpcio ==1.41.1 test
  • h5py ==3.6.0 test
  • huggingface-hub ==0.1.1 test
  • idna ==3.3 test
  • imagesize ==1.2.0 test
  • importlib-metadata ==4.8.1 test
  • iniconfig ==1.1.1 test
  • ipython ==7.29.0 test
  • isort ==5.10.1 test
  • jedi ==0.18.0 test
  • jinja2 ==3.0.2 test
  • jmespath ==0.10.0 test
  • joblib ==1.1.0 test
  • jsonnet ==0.17.0 test
  • keras ==2.7.0 test
  • keras-preprocessing ==1.1.2 test
  • keyring ==23.2.1 test
  • libclang ==12.0.0 test
  • livereload ==2.6.3 test
  • markdown ==3.3.4 test
  • markdown-it-py ==1.1.0 test
  • markupsafe ==2.0.1 test
  • matplotlib-inline ==0.1.2 test
  • mccabe ==0.6.1 test
  • mdit-py-plugins ==0.3.0 test
  • mkl-fft ==1.3.1 test
  • mkl-random ==1.2.2 test
  • mkl-service ==2.4.0 test
  • more-itertools ==8.10.0 test
  • multidict ==5.2.0 test
  • multiprocess ==0.70.12.2 test
  • mypy ==0.931 test
  • mypy-extensions ==0.4.3 test
  • myst-parser ==0.16.1 test
  • nltk ==3.6.7 test
  • numpy ==1.21.2 test
  • oauthlib ==3.1.1 test
  • olefile ==0.46 test
  • opt-einsum ==3.3.0 test
  • overrides ==6.1.0 test
  • packaging ==21.2 test
  • pandas ==1.3.4 test
  • parso ==0.8.2 test
  • pathspec ==0.9.0 test
  • pathtools ==0.1.2 test
  • petname ==2.6 test
  • pexpect ==4.8.0 test
  • pickleshare ==0.7.5 test
  • pillow ==8.4.0 test
  • pip ==21.2.4 test
  • pkginfo ==1.7.1 test
  • platformdirs ==2.4.0 test
  • pluggy ==1.0.0 test
  • promise ==2.3 test
  • prompt-toolkit ==3.0.20 test
  • protobuf ==3.19.1 test
  • psutil ==5.8.0 test
  • ptyprocess ==0.7.0 test
  • py ==1.11.0 test
  • pyarrow ==6.0.0 test
  • pyasn1 ==0.4.8 test
  • pyasn1-modules ==0.2.8 test
  • pycodestyle ==2.8.0 test
  • pydeprecate ==0.3.1 test
  • pyflakes ==2.4.0 test
  • pygments ==2.10.0 test
  • pyparsing ==2.4.7 test
  • pytest ==6.2.5 test
  • pytest-cov ==3.0.0 test
  • pytest-sphinx ==0.3.1 test
  • python-dateutil ==2.8.2 test
  • pytorch-lightning ==1.5.1 test
  • pytz ==2021.3 test
  • pyyaml ==6.0 test
  • readme-renderer ==30.0 test
  • regex ==2021.11.2 test
  • requests ==2.26.0 test
  • requests-oauthlib ==1.3.0 test
  • requests-toolbelt ==0.9.1 test
  • rfc3986 ==1.5.0 test
  • rouge-score ==0.0.4 test
  • rsa ==4.7.2 test
  • s3transfer ==0.5.0 test
  • sacremoses ==0.0.46 test
  • sentencepiece ==0.1.96 test
  • sentry-sdk ==1.4.3 test
  • setuptools ==58.0.4 test
  • shortuuid ==1.0.1 test
  • six ==1.16.0 test
  • smmap ==5.0.0 test
  • snowballstemmer ==2.1.0 test
  • soupsieve ==2.3 test
  • sphinx ==4.3.1 test
  • sphinx-autobuild ==2021.3.14 test
  • sphinx-copybutton ==0.4.0 test
  • sphinxcontrib-applehelp ==1.0.2 test
  • sphinxcontrib-devhelp ==1.0.2 test
  • sphinxcontrib-htmlhelp ==2.0.0 test
  • sphinxcontrib-jsmath ==1.0.1 test
  • sphinxcontrib-qthelp ==1.0.3 test
  • sphinxcontrib-serializinghtml ==1.1.5 test
  • sqlitedict ==1.7.0 test
  • subprocess32 ==3.5.4 test
  • tensorboard ==2.7.0 test
  • tensorboard-data-server ==0.6.1 test
  • tensorboard-plugin-wit ==1.8.0 test
  • tensorflow ==2.7.0 test
  • tensorflow-estimator ==2.7.0 test
  • tensorflow-io-gcs-filesystem ==0.23.1 test
  • termcolor ==1.1.0 test
  • tokenizers ==0.10.3 test
  • toml ==0.10.2 test
  • tomli ==1.2.2 test
  • torch ==1.10.0 test
  • torchaudio ==0.10.0 test
  • torchmetrics ==0.6.0 test
  • torchvision ==0.11.1 test
  • tornado ==6.1 test
  • tqdm ==4.62.3 test
  • traitlets ==5.1.0 test
  • transformers ==4.12.3 test
  • twine ==3.5.0 test
  • types-pyyaml ==6.0.0 test
  • types-setuptools ==57.4.2 test
  • typing-extensions ==3.10.0.2 test
  • typing-utils ==0.1.0 test
  • urllib3 ==1.26.7 test
  • wandb ==0.12.6 test
  • wcwidth ==0.2.5 test
  • webencodings ==0.5.1 test
  • werkzeug ==2.0.2 test
  • wheel ==0.37.0 test
  • wrapt ==1.13.3 test
  • xxhash ==2.0.2 test
  • yarl ==1.7.2 test
  • yaspin ==2.1.0 test
  • zipp ==3.6.0 test
test_fixtures/v1_local_workspace/cache/SubtractionStep-YCdedqjmmd9GUFi96VzPXD5tAVho3CTz/requirements.txt pypi
  • absl-py ==0.15.0 test
  • ai2-tango ==0.4.0rc1 test
  • aiohttp ==3.8.0 test
  • aiosignal ==1.2.0 test
  • alabaster ==0.7.12 test
  • appnope ==0.1.2 test
  • astunparse ==1.6.3 test
  • async-timeout ==4.0.0 test
  • attrs ==21.2.0 test
  • babel ==2.9.1 test
  • backcall ==0.2.0 test
  • base58 ==2.1.1 test
  • beautifulsoup4 ==4.10.0 test
  • black ==21.12b0 test
  • bleach ==4.1.0 test
  • boto3 ==1.19.12 test
  • botocore ==1.22.12 test
  • cached-path ==1.0.0 test
  • cachetools ==4.2.4 test
  • certifi ==2021.10.8 test
  • charset-normalizer ==2.0.7 test
  • click ==8.0.3 test
  • click-help-colors ==0.9.1 test
  • codecov ==2.1.12 test
  • colorama ==0.4.4 test
  • configparser ==5.1.0 test
  • coverage ==6.1.1 test
  • datasets ==1.15.1 test
  • decorator ==5.1.0 test
  • dill ==0.3.4 test
  • docker-pycreds ==0.4.0 test
  • docutils ==0.17.1 test
  • filelock ==3.4.0 test
  • flake8 ==4.0.1 test
  • flaky ==3.7.0 test
  • flatbuffers ==2.0 test
  • frozenlist ==1.2.0 test
  • fsspec ==2021.11.0 test
  • furo ==2022.1.2 test
  • future ==0.18.2 test
  • gast ==0.4.0 test
  • gitdb ==4.0.9 test
  • gitpython ==3.1.24 test
  • glob2 ==0.7 test
  • google-api-core ==2.2.2 test
  • google-auth ==2.3.3 test
  • google-auth-oauthlib ==0.4.6 test
  • google-cloud-core ==2.1.0 test
  • google-cloud-storage ==1.42.3 test
  • google-crc32c ==1.3.0 test
  • google-pasta ==0.2.0 test
  • google-resumable-media ==2.1.0 test
  • googleapis-common-protos ==1.53.0 test
  • grpcio ==1.41.1 test
  • h5py ==3.6.0 test
  • huggingface-hub ==0.1.1 test
  • idna ==3.3 test
  • imagesize ==1.2.0 test
  • importlib-metadata ==4.8.1 test
  • iniconfig ==1.1.1 test
  • ipython ==7.29.0 test
  • isort ==5.10.1 test
  • jedi ==0.18.0 test
  • jinja2 ==3.0.2 test
  • jmespath ==0.10.0 test
  • joblib ==1.1.0 test
  • jsonnet ==0.17.0 test
  • keras ==2.7.0 test
  • keras-preprocessing ==1.1.2 test
  • keyring ==23.2.1 test
  • libclang ==12.0.0 test
  • livereload ==2.6.3 test
  • markdown ==3.3.4 test
  • markdown-it-py ==1.1.0 test
  • markupsafe ==2.0.1 test
  • matplotlib-inline ==0.1.2 test
  • mccabe ==0.6.1 test
  • mdit-py-plugins ==0.3.0 test
  • mkl-fft ==1.3.1 test
  • mkl-random ==1.2.2 test
  • mkl-service ==2.4.0 test
  • more-itertools ==8.10.0 test
  • multidict ==5.2.0 test
  • multiprocess ==0.70.12.2 test
  • mypy ==0.931 test
  • mypy-extensions ==0.4.3 test
  • myst-parser ==0.16.1 test
  • nltk ==3.6.7 test
  • numpy ==1.21.2 test
  • oauthlib ==3.1.1 test
  • olefile ==0.46 test
  • opt-einsum ==3.3.0 test
  • overrides ==6.1.0 test
  • packaging ==21.2 test
  • pandas ==1.3.4 test
  • parso ==0.8.2 test
  • pathspec ==0.9.0 test
  • pathtools ==0.1.2 test
  • petname ==2.6 test
  • pexpect ==4.8.0 test
  • pickleshare ==0.7.5 test
  • pillow ==8.4.0 test
  • pip ==21.2.4 test
  • pkginfo ==1.7.1 test
  • platformdirs ==2.4.0 test
  • pluggy ==1.0.0 test
  • promise ==2.3 test
  • prompt-toolkit ==3.0.20 test
  • protobuf ==3.19.1 test
  • psutil ==5.8.0 test
  • ptyprocess ==0.7.0 test
  • py ==1.11.0 test
  • pyarrow ==6.0.0 test
  • pyasn1 ==0.4.8 test
  • pyasn1-modules ==0.2.8 test
  • pycodestyle ==2.8.0 test
  • pydeprecate ==0.3.1 test
  • pyflakes ==2.4.0 test
  • pygments ==2.10.0 test
  • pyparsing ==2.4.7 test
  • pytest ==6.2.5 test
  • pytest-cov ==3.0.0 test
  • pytest-sphinx ==0.3.1 test
  • python-dateutil ==2.8.2 test
  • pytorch-lightning ==1.5.1 test
  • pytz ==2021.3 test
  • pyyaml ==6.0 test
  • readme-renderer ==30.0 test
  • regex ==2021.11.2 test
  • requests ==2.26.0 test
  • requests-oauthlib ==1.3.0 test
  • requests-toolbelt ==0.9.1 test
  • rfc3986 ==1.5.0 test
  • rouge-score ==0.0.4 test
  • rsa ==4.7.2 test
  • s3transfer ==0.5.0 test
  • sacremoses ==0.0.46 test
  • sentencepiece ==0.1.96 test
  • sentry-sdk ==1.4.3 test
  • setuptools ==58.0.4 test
  • shortuuid ==1.0.1 test
  • six ==1.16.0 test
  • smmap ==5.0.0 test
  • snowballstemmer ==2.1.0 test
  • soupsieve ==2.3 test
  • sphinx ==4.3.1 test
  • sphinx-autobuild ==2021.3.14 test
  • sphinx-copybutton ==0.4.0 test
  • sphinxcontrib-applehelp ==1.0.2 test
  • sphinxcontrib-devhelp ==1.0.2 test
  • sphinxcontrib-htmlhelp ==2.0.0 test
  • sphinxcontrib-jsmath ==1.0.1 test
  • sphinxcontrib-qthelp ==1.0.3 test
  • sphinxcontrib-serializinghtml ==1.1.5 test
  • sqlitedict ==1.7.0 test
  • subprocess32 ==3.5.4 test
  • tensorboard ==2.7.0 test
  • tensorboard-data-server ==0.6.1 test
  • tensorboard-plugin-wit ==1.8.0 test
  • tensorflow ==2.7.0 test
  • tensorflow-estimator ==2.7.0 test
  • tensorflow-io-gcs-filesystem ==0.23.1 test
  • termcolor ==1.1.0 test
  • tokenizers ==0.10.3 test
  • toml ==0.10.2 test
  • tomli ==1.2.2 test
  • torch ==1.10.0 test
  • torchaudio ==0.10.0 test
  • torchmetrics ==0.6.0 test
  • torchvision ==0.11.1 test
  • tornado ==6.1 test
  • tqdm ==4.62.3 test
  • traitlets ==5.1.0 test
  • transformers ==4.12.3 test
  • twine ==3.5.0 test
  • types-pyyaml ==6.0.0 test
  • types-setuptools ==57.4.2 test
  • typing-extensions ==3.10.0.2 test
  • typing-utils ==0.1.0 test
  • urllib3 ==1.26.7 test
  • wandb ==0.12.6 test
  • wcwidth ==0.2.5 test
  • webencodings ==0.5.1 test
  • werkzeug ==2.0.2 test
  • wheel ==0.37.0 test
  • wrapt ==1.13.3 test
  • xxhash ==2.0.2 test
  • yarl ==1.7.2 test
  • yaspin ==2.1.0 test
  • zipp ==3.6.0 test