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cog

Containers for machine learning

https://github.com/replicate/cog

Science Score: 26.0%

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

  • ○
    CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
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    Found .zenodo.json file
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    Low similarity (12.4%) to scientific vocabulary

Keywords

ai containers cuda deep-learning docker machine-learning pytorch tensorflow

Keywords from Contributors

diffusion stable-diffusion speaker-encoder transformer cryptocurrency image2image image-generation text2image jax embedded
Last synced: 6 months ago · JSON representation

Repository

Containers for machine learning

Basic Info
  • Host: GitHub
  • Owner: replicate
  • License: apache-2.0
  • Language: Go
  • Default Branch: main
  • Homepage: https://cog.run
  • Size: 28.7 MB
Statistics
  • Stars: 8,820
  • Watchers: 68
  • Forks: 624
  • Open Issues: 448
  • Releases: 205
Topics
ai containers cuda deep-learning docker machine-learning pytorch tensorflow
Created almost 5 years ago · Last pushed 6 months ago
Metadata Files
Readme Contributing License

README.md

Cog: Containers for machine learning

Cog is an open-source tool that lets you package machine learning models in a standard, production-ready container.

You can deploy your packaged model to your own infrastructure, or to Replicate.

Highlights

  • 📦 Docker containers without the pain. Writing your own Dockerfile can be a bewildering process. With Cog, you define your environment with a simple configuration file and it generates a Docker image with all the best practices: Nvidia base images, efficient caching of dependencies, installing specific Python versions, sensible environment variable defaults, and so on.

  • 🤬️ No more CUDA hell. Cog knows which CUDA/cuDNN/PyTorch/Tensorflow/Python combos are compatible and will set it all up correctly for you.

  • ✅ Define the inputs and outputs for your model with standard Python. Then, Cog generates an OpenAPI schema and validates the inputs and outputs with Pydantic.

  • 🎁 Automatic HTTP prediction server: Your model's types are used to dynamically generate a RESTful HTTP API using FastAPI.

  • 🥞 Automatic queue worker. Long-running deep learning models or batch processing is best architected with a queue. Cog models do this out of the box. Redis is currently supported, with more in the pipeline.

  • ☁️ Cloud storage. Files can be read and written directly to Amazon S3 and Google Cloud Storage. (Coming soon.)

  • 🚀 Ready for production. Deploy your model anywhere that Docker images run. Your own infrastructure, or Replicate.

How it works

Define the Docker environment your model runs in with cog.yaml:

yaml build: gpu: true system_packages: - "libgl1-mesa-glx" - "libglib2.0-0" python_version: "3.12" python_packages: - "torch==2.3" predict: "predict.py:Predictor"

Define how predictions are run on your model with predict.py:

```python from cog import BasePredictor, Input, Path import torch

class Predictor(BasePredictor): def setup(self): """Load the model into memory to make running multiple predictions efficient""" self.model = torch.load("./weights.pth")

# The arguments and types the model takes as input
def predict(self,
      image: Path = Input(description="Grayscale input image")
) -> Path:
    """Run a single prediction on the model"""
    processed_image = preprocess(image)
    output = self.model(processed_image)
    return postprocess(output)

```

In the above we accept a path to the image as an input, and return a path to our transformed image after running it through our model.

Now, you can run predictions on this model:

console $ cog predict -i image=@input.jpg --> Building Docker image... --> Running Prediction... --> Output written to output.jpg

Or, build a Docker image for deployment:

```console $ cog build -t my-colorization-model --> Building Docker image... --> Built my-colorization-model:latest

$ docker run -d -p 5000:5000 --gpus all my-colorization-model

$ curl http://localhost:5000/predictions -X POST \ -H 'Content-Type: application/json' \ -d '{"input": {"image": "https://.../input.jpg"}}' ```

Or, combine build and run via the serve command:

```console $ cog serve -p 8080

$ curl http://localhost:8080/predictions -X POST \ -H 'Content-Type: application/json' \ -d '{"input": {"image": "https://.../input.jpg"}}' ```

Why are we building this?

It's really hard for researchers to ship machine learning models to production.

Part of the solution is Docker, but it is so complex to get it to work: Dockerfiles, pre-/post-processing, Flask servers, CUDA versions. More often than not the researcher has to sit down with an engineer to get the damn thing deployed.

Andreas and Ben created Cog. Andreas used to work at Spotify, where he built tools for building and deploying ML models with Docker. Ben worked at Docker, where he created Docker Compose.

We realized that, in addition to Spotify, other companies were also using Docker to build and deploy machine learning models. Uber and others have built similar systems. So, we're making an open source version so other people can do this too.

Hit us up if you're interested in using it or want to collaborate with us. We're on Discord or email us at team@replicate.com.

Prerequisites

  • macOS, Linux or Windows 11. Cog works on macOS, Linux and Windows 11 with WSL 2
  • Docker. Cog uses Docker to create a container for your model. You'll need to install Docker before you can run Cog. If you install Docker Engine instead of Docker Desktop, you will need to install Buildx as well.

Install

If you're using macOS, you can install Cog using Homebrew:

console brew install cog

You can also download and install the latest release using our install script:

```sh

fish shell

sh (curl -fsSL https://cog.run/install.sh | psub)

bash, zsh, and other shells

sh <(curl -fsSL https://cog.run/install.sh)

download with wget and run in a separate command

wget -qO- https://cog.run/install.sh sh ./install.sh ```

You can manually install the latest release of Cog directly from GitHub by running the following commands in a terminal:

console sudo curl -o /usr/local/bin/cog -L "https://github.com/replicate/cog/releases/latest/download/cog_$(uname -s)_$(uname -m)" sudo chmod +x /usr/local/bin/cog

Alternatively, you can build Cog from source and install it with these commands:

console make sudo make install

Or if you are on docker:

RUN sh -c "INSTALL_DIR=\"/usr/local/bin\" SUDO=\"\" $(curl -fsSL https://cog.run/install.sh)"

Upgrade

If you're using macOS and you previously installed Cog with Homebrew, run the following:

console brew upgrade cog

Otherwise, you can upgrade to the latest version by running the same commands you used to install it.

Next steps

Need help?

Join us in #cog on Discord.

Contributors ✨

Thanks goes to these wonderful people (emoji key):

Ben Firshman
Ben Firshman
💻 📖		 Andreas Jansson
Andreas Jansson
💻 📖 🚧		 Zeke Sikelianos
Zeke Sikelianos
💻 📖 🔧		 Rory Byrne
Rory Byrne
💻 📖 ⚠️		 Michael Floering
Michael Floering
💻 📖 🤔		 Ben Evans
Ben Evans
📖		 shashank agarwal
shashank agarwal
💻 📖
VictorXLR
VictorXLR
💻 📖 ⚠️		 hung anna
hung anna
🐛		 Brian Whitman
Brian Whitman
🐛		 JimothyJohn
JimothyJohn
🐛		 ericguizzo
ericguizzo
🐛		 Dominic Baggott
Dominic Baggott
💻 ⚠️		 Dashiell Stander
Dashiell Stander
🐛 💻 ⚠️
Shuwei Liang
Shuwei Liang
🐛 💬		 Eric Allam
Eric Allam
🤔		 Iván Perdomo
Iván Perdomo
🐛		 Charles Frye
Charles Frye
📖		 Luan Pham
Luan Pham
🐛 📖		 TommyDew
TommyDew
💻		 Jesse Andrews
Jesse Andrews
💻 📖 ⚠️
Nick Stenning
Nick Stenning
💻 📖 🎨 🚇 ⚠️		 Justin Merrell
Justin Merrell
📖		 Rurik Ylä-Onnenvuori
Rurik Ylä-Onnenvuori
🐛		 Youka
Youka
🐛		 Clay Mullis
Clay Mullis
📖		 Mattt
Mattt
💻 📖 🚇		 Eng Zer Jun
Eng Zer Jun
⚠️
BB
BB
💻		 williamluer
williamluer
📖		 Simon Eskildsen
Simon Eskildsen
💻		 F
F
🐛 💻		 Philip Potter
Philip Potter
🐛 💻		 Joanne Chen
Joanne Chen
📖		 technillogue
technillogue
💻
Aron Carroll
Aron Carroll
📖 💻 🤔		 Bohdan Mykhailenko
Bohdan Mykhailenko
📖 🐛		 Daniel Radu
Daniel Radu
📖 🐛		 Itay Etelis
Itay Etelis
💻		 Gennaro Schiano
Gennaro Schiano
📖		 André Knörig
André Knörig
📖		 Dan Fairs
Dan Fairs
💻

This project follows the all-contributors specification. Contributions of any kind welcome!

Owner

  • Name: Replicate
  • Login: replicate
  • Kind: organization
  • Email: team@replicate.com

Run AI with an API

Committers

Last synced: 9 months ago

All Time
  • Total Commits: 1,732
  • Total Committers: 70
  • Avg Commits per committer: 24.743
  • Development Distribution Score (DDS): 0.819
Past Year
  • Commits: 436
  • Committers: 39
  • Avg Commits per committer: 11.179
  • Development Distribution Score (DDS): 0.695
Top Committers
Name Email Commits
Ben Firshman b****n@f****k 313
dependabot[bot] 4****] 220
andreasjansson a****s@r****i 211
Nick Stenning n****k@w****m 156
Will Sackfield s****d@r****m 133
Mattt m****t@r****m 131
Zeke Sikelianos z****e@s****m 98
Dominic Baggott d****t@g****m 98
allcontributors[bot] 4****] 62
technillogue t****e@g****m 37
Philip Potter p****l@r****m 27
F f@r****m 22
Dan Buch d****n@m****m 19
Neville Li n****h@g****m 19
Michael Dwan m@d****o 17
Dmitri Khokhlov d****v@g****m 17
Aron Carroll a****n@r****m 16
synek r****y@r****o 13
Nikhil Sinha 5****1 12
Morgan Fainberg c****e@t****t 11
Yorick y****k@y****l 8
Jesse Andrews j****e@r****m 8
Hongchao Deng h****1@g****m 7
Marcus Martins m****s@r****m 7
Simon Eskildsen s****p@s****m 6
Aron Carroll c****e@a****m 5
EduarteXD i@m****n 3
omahs 7****s 3
Michael Floering m****g@g****m 3
André Knörig a****g 2
and 40 more...
Committer Domains (Top 20 + Academic)
replicate.com: 7 firshman.co.uk: 1 replicate.ai: 1 whiteink.com: 1 sikelianos.com: 1 meatballhat.com: 1 dwan.io: 1 rory.bio: 1 tempusfrang.it: 1 yorickvanpelt.nl: 1 sirupsen.com: 1 aroncarroll.com: 1 m.oxdl.cn: 1 priansh.com: 1 mguida.com: 1 shankee.com: 1 live.cn: 1 163.com: 1 macbook-pro.localdomain: 1 cinnamon.is: 1

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 470
  • Total pull requests: 1,606
  • Average time to close issues: 4 months
  • Average time to close pull requests: 30 days
  • Total issue authors: 275
  • Total pull request authors: 95
  • Average comments per issue: 1.96
  • Average comments per pull request: 0.75
  • Merged pull requests: 976
  • Bot issues: 3
  • Bot pull requests: 440
Past Year
  • Issues: 91
  • Pull requests: 731
  • Average time to close issues: 7 days
  • Average time to close pull requests: 7 days
  • Issue authors: 72
  • Pull request authors: 37
  • Average comments per issue: 1.38
  • Average comments per pull request: 0.41
  • Merged pull requests: 440
  • Bot issues: 2
  • Bot pull requests: 178
View more stats
Top Authors
Issue Authors
  • bfirsh (40)
  • mattt (21)
  • zeke (17)
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Pull Request Authors
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Packages

  • Total packages: 2
  • Total downloads:
    • pypi 3,718,984 last-month
  • Total docker downloads: 107,621
  • Total dependent packages: 3
    (may contain duplicates)
  • Total dependent repositories: 10
    (may contain duplicates)
  • Total versions: 373
  • Total maintainers: 2
pypi.org: cog

Containers for machine learning

  • Documentation: https://cog.readthedocs.io/
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  • Latest release: 0.16.6
    published 6 months ago
  • Versions: 154
  • Dependent Packages: 3
  • Dependent Repositories: 10
  • Downloads: 3,718,984 Last month
  • Docker Downloads: 106,499
Rankings
Downloads: 0.2%
Stargazers count: 0.4%
Docker downloads count: 1.6%
Average: 2.0%
Dependent packages count: 2.4%
Forks count: 2.7%
Dependent repos count: 4.6%
Maintainers (2)
bfirsh nickstenning
Last synced: 6 months ago
proxy.golang.org: github.com/replicate/cog
  • Versions: 219
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Docker Downloads: 1,122
Rankings
Stargazers count: 0.7%
Forks count: 1.4%
Average: 4.6%
Dependent packages count: 7.0%
Dependent repos count: 9.3%
Last synced: 6 months ago

Dependencies

.github/workflows/ci.yaml actions
  • actions/checkout v4 composite
  • actions/setup-go v4 composite
  • actions/setup-python v4 composite
  • goreleaser/goreleaser-action v4 composite
  • pypa/gh-action-pypi-publish release/v1 composite
.github/workflows/codeql.yml actions
  • actions/checkout v4 composite
  • github/codeql-action/analyze v2 composite
  • github/codeql-action/autobuild v2 composite
  • github/codeql-action/init v2 composite
go.mod go
  • 4d63.com/gocheckcompilerdirectives v1.2.1
  • 4d63.com/gochecknoglobals v0.2.1
  • github.com/4meepo/tagalign v1.3.2
  • github.com/Abirdcfly/dupword v0.0.12
  • github.com/Antonboom/errname v0.1.12
  • github.com/Antonboom/nilnil v0.1.7
  • github.com/Azure/go-ansiterm v0.0.0-20210617225240-d185dfc1b5a1
  • github.com/BurntSushi/toml v1.3.2
  • github.com/Djarvur/go-err113 v0.0.0-20210108212216-aea10b59be24
  • github.com/GaijinEntertainment/go-exhaustruct/v3 v3.1.0
  • github.com/Masterminds/semver v1.5.0
  • github.com/OpenPeeDeeP/depguard/v2 v2.1.0
  • github.com/alexkohler/nakedret/v2 v2.0.2
  • github.com/alexkohler/prealloc v1.0.0
  • github.com/alingse/asasalint v0.0.11
  • github.com/anaskhan96/soup v1.2.5
  • github.com/ashanbrown/forbidigo v1.6.0
  • github.com/ashanbrown/makezero v1.1.1
  • github.com/beorn7/perks v1.0.1
  • github.com/bitfield/gotestdox v0.2.1
  • github.com/bkielbasa/cyclop v1.2.1
  • github.com/blizzy78/varnamelen v0.8.0
  • github.com/bombsimon/wsl/v3 v3.4.0
  • github.com/breml/bidichk v0.2.4
  • github.com/breml/errchkjson v0.3.1
  • github.com/butuzov/ireturn v0.2.0
  • github.com/butuzov/mirror v1.1.0
  • github.com/ccojocar/zxcvbn-go v1.0.1
  • github.com/cespare/xxhash/v2 v2.1.2
  • github.com/charithe/durationcheck v0.0.10
  • github.com/chavacava/garif v0.0.0-20230227094218-b8c73b2037b8
  • github.com/curioswitch/go-reassign v0.2.0
  • github.com/daixiang0/gci v0.11.0
  • github.com/davecgh/go-spew v1.1.1
  • github.com/denis-tingaikin/go-header v0.4.3
  • github.com/dnephin/pflag v1.0.7
  • github.com/docker/cli v24.0.6+incompatible
  • github.com/docker/docker v24.0.6+incompatible
  • github.com/docker/docker-credential-helpers v0.6.4
  • github.com/docker/go-connections v0.4.0
  • github.com/docker/go-units v0.4.0
  • github.com/esimonov/ifshort v1.0.4
  • github.com/ettle/strcase v0.1.1
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  • github.com/fatih/structtag v1.2.0
  • github.com/firefart/nonamedreturns v1.0.4
  • github.com/fsnotify/fsnotify v1.5.4
  • github.com/fzipp/gocyclo v0.6.0
  • github.com/getkin/kin-openapi v0.120.0
  • github.com/go-critic/go-critic v0.9.0
  • github.com/go-openapi/jsonpointer v0.19.6
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  • github.com/go-toolsmith/astcast v1.1.0
  • github.com/go-toolsmith/astcopy v1.1.0
  • github.com/go-toolsmith/astequal v1.1.0
  • github.com/go-toolsmith/astfmt v1.1.0
  • github.com/go-toolsmith/astp v1.1.0
  • github.com/go-toolsmith/strparse v1.1.0
  • github.com/go-toolsmith/typep v1.1.0
  • github.com/go-xmlfmt/xmlfmt v1.1.2
  • github.com/gobwas/glob v0.2.3
  • github.com/gofrs/flock v0.8.1
  • github.com/gogo/protobuf v1.3.2
  • github.com/golang/protobuf v1.5.2
  • github.com/golangci/check v0.0.0-20180506172741-cfe4005ccda2
  • github.com/golangci/dupl v0.0.0-20180902072040-3e9179ac440a
  • github.com/golangci/go-misc v0.0.0-20220329215616-d24fe342adfe
  • github.com/golangci/gofmt v0.0.0-20220901101216-f2edd75033f2
  • github.com/golangci/golangci-lint v1.54.2
  • github.com/golangci/lint-1 v0.0.0-20191013205115-297bf364a8e0
  • github.com/golangci/maligned v0.0.0-20180506175553-b1d89398deca
  • github.com/golangci/misspell v0.4.1
  • github.com/golangci/revgrep v0.0.0-20220804021717-745bb2f7c2e6
  • github.com/golangci/unconvert v0.0.0-20180507085042-28b1c447d1f4
  • github.com/google/go-cmp v0.5.9
  • github.com/google/shlex v0.0.0-20191202100458-e7afc7fbc510
  • github.com/gordonklaus/ineffassign v0.0.0-20230610083614-0e73809eb601
  • github.com/gostaticanalysis/analysisutil v0.7.1
  • github.com/gostaticanalysis/comment v1.4.2
  • github.com/gostaticanalysis/forcetypeassert v0.1.0
  • github.com/gostaticanalysis/nilerr v0.1.1
  • github.com/hashicorp/errwrap v1.0.0
  • github.com/hashicorp/go-multierror v1.1.1
  • github.com/hashicorp/go-version v1.6.0
  • github.com/hashicorp/hcl v1.0.0
  • github.com/hexops/gotextdiff v1.0.3
  • github.com/inconshreveable/mousetrap v1.1.0
  • github.com/invopop/yaml v0.2.0
  • github.com/jgautheron/goconst v1.5.1
  • github.com/jingyugao/rowserrcheck v1.1.1
  • github.com/jirfag/go-printf-func-name v0.0.0-20200119135958-7558a9eaa5af
  • github.com/josharian/intern v1.0.0
  • github.com/julz/importas v0.1.0
  • github.com/kisielk/errcheck v1.6.3
  • github.com/kisielk/gotool v1.0.0
  • github.com/kkHAIKE/contextcheck v1.1.4
  • github.com/kulti/thelper v0.6.3
  • github.com/kunwardeep/paralleltest v1.0.8
  • github.com/kyoh86/exportloopref v0.1.11
  • github.com/ldez/gomoddirectives v0.2.3
  • github.com/ldez/tagliatelle v0.5.0
  • github.com/leonklingele/grouper v1.1.1
  • github.com/logrusorgru/aurora v2.0.3+incompatible
  • github.com/lufeee/execinquery v1.2.1
  • github.com/magiconair/properties v1.8.6
  • github.com/mailru/easyjson v0.7.7
  • github.com/maratori/testableexamples v1.0.0
  • github.com/maratori/testpackage v1.1.1
  • github.com/matoous/godox v0.0.0-20230222163458-006bad1f9d26
  • github.com/mattn/go-colorable v0.1.13
  • github.com/mattn/go-isatty v0.0.19
  • github.com/mattn/go-runewidth v0.0.13
  • github.com/matttproud/golang_protobuf_extensions v1.0.1
  • github.com/mbilski/exhaustivestruct v1.2.0
  • github.com/mgechev/revive v1.3.2
  • github.com/mholt/archiver/v3=>github.com/bfirsh/archiver/v3 v3.5.1-0.20210316180101-755470a1a69b
  • github.com/mitchellh/go-homedir v1.1.0
  • github.com/mitchellh/mapstructure v1.5.0
  • github.com/moby/term v0.5.0
  • github.com/mohae/deepcopy v0.0.0-20170929034955-c48cc78d4826
  • github.com/moricho/tparallel v0.3.1
  • github.com/nakabonne/nestif v0.3.1
  • github.com/nishanths/exhaustive v0.11.0
  • github.com/nishanths/predeclared v0.2.2
  • github.com/nunnatsa/ginkgolinter v0.13.5
  • github.com/olekukonko/tablewriter v0.0.5
  • github.com/opencontainers/go-digest v1.0.0
  • github.com/opencontainers/image-spec v1.0.2
  • github.com/pelletier/go-toml v1.9.5
  • github.com/pelletier/go-toml/v2 v2.0.5
  • github.com/perimeterx/marshmallow v1.1.5
  • github.com/pkg/errors v0.9.1
  • github.com/pmezard/go-difflib v1.0.0
  • github.com/polyfloyd/go-errorlint v1.4.4
  • github.com/prometheus/client_golang v1.12.1
  • github.com/prometheus/client_model v0.2.0
  • github.com/prometheus/common v0.32.1
  • github.com/prometheus/procfs v0.7.3
  • github.com/quasilyte/go-ruleguard v0.4.0
  • github.com/quasilyte/gogrep v0.5.0
  • github.com/quasilyte/regex/syntax v0.0.0-20210819130434-b3f0c404a727
  • github.com/quasilyte/stdinfo v0.0.0-20220114132959-f7386bf02567
  • github.com/rivo/uniseg v0.2.0
  • github.com/ryancurrah/gomodguard v1.3.0
  • github.com/ryanrolds/sqlclosecheck v0.4.0
  • github.com/sanposhiho/wastedassign/v2 v2.0.7
  • github.com/sashamelentyev/interfacebloat v1.1.0
  • github.com/sashamelentyev/usestdlibvars v1.24.0
  • github.com/securego/gosec/v2 v2.17.0
  • github.com/shazow/go-diff v0.0.0-20160112020656-b6b7b6733b8c
  • github.com/sirupsen/logrus v1.9.3
  • github.com/sivchari/containedctx v1.0.3
  • github.com/sivchari/nosnakecase v1.7.0
  • github.com/sivchari/tenv v1.7.1
  • github.com/sonatard/noctx v0.0.2
  • github.com/sourcegraph/go-diff v0.7.0
  • github.com/spf13/afero v1.8.2
  • github.com/spf13/cast v1.5.0
  • github.com/spf13/cobra v1.7.0
  • github.com/spf13/jwalterweatherman v1.1.0
  • github.com/spf13/pflag v1.0.5
  • github.com/spf13/viper v1.13.0
  • github.com/ssgreg/nlreturn/v2 v2.2.1
  • github.com/stbenjam/no-sprintf-host-port v0.1.1
  • github.com/stretchr/objx v0.5.0
  • github.com/stretchr/testify v1.8.4
  • github.com/subosito/gotenv v1.4.1
  • github.com/t-yuki/gocover-cobertura v0.0.0-20180217150009-aaee18c8195c
  • github.com/tdakkota/asciicheck v0.2.0
  • github.com/tetafro/godot v1.4.14
  • github.com/timakin/bodyclose v0.0.0-20230421092635-574207250966
  • github.com/timonwong/loggercheck v0.9.4
  • github.com/tomarrell/wrapcheck/v2 v2.8.1
  • github.com/tommy-muehle/go-mnd/v2 v2.5.1
  • github.com/ultraware/funlen v0.1.0
  • github.com/ultraware/whitespace v0.0.5
  • github.com/uudashr/gocognit v1.0.7
  • github.com/vincent-petithory/dataurl v1.0.0
  • github.com/xeipuuv/gojsonpointer v0.0.0-20180127040702-4e3ac2762d5f
  • github.com/xeipuuv/gojsonreference v0.0.0-20180127040603-bd5ef7bd5415
  • github.com/xeipuuv/gojsonschema v1.2.0
  • github.com/xen0n/gosmopolitan v1.2.1
  • github.com/xeonx/timeago v1.0.0-rc5
  • github.com/yagipy/maintidx v1.0.0
  • github.com/yeya24/promlinter v0.2.0
  • github.com/ykadowak/zerologlint v0.1.3
  • gitlab.com/bosi/decorder v0.4.0
  • go.tmz.dev/musttag v0.7.2
  • go.uber.org/atomic v1.7.0
  • go.uber.org/multierr v1.6.0
  • go.uber.org/zap v1.24.0
  • golang.org/x/exp v0.0.0-20230510235704-dd950f8aeaea
  • golang.org/x/exp/typeparams v0.0.0-20230307190834-24139beb5833
  • golang.org/x/mod v0.12.0
  • golang.org/x/net v0.15.0
  • golang.org/x/sync v0.3.0
  • golang.org/x/sys v0.12.0
  • golang.org/x/term v0.12.0
  • golang.org/x/text v0.13.0
  • golang.org/x/tools v0.13.0
  • google.golang.org/protobuf v1.28.0
  • gopkg.in/fsnotify.v1=>github.com/kolaente/fsnotify v1.4.10-0.20200411160148-1bc3c8ff4048
  • gopkg.in/ini.v1 v1.67.0
  • gopkg.in/yaml.v2 v2.4.0
  • gopkg.in/yaml.v3 v3.0.1
  • gotest.tools/gotestsum v1.11.0
  • honnef.co/go/tools v0.4.5
  • mvdan.cc/gofumpt v0.5.0
  • mvdan.cc/interfacer v0.0.0-20180901003855-c20040233aed
  • mvdan.cc/lint v0.0.0-20170908181259-adc824a0674b
  • mvdan.cc/unparam v0.0.0-20221223090309-7455f1af531d
  • sigs.k8s.io/yaml v1.3.0
go.sum go
  • 855 dependencies
pyproject.toml pypi
  • PyYAML *
  • attrs >=20.1,<24
  • fastapi >=0.75.2,<0.99.0
  • pydantic >=1.9,<2
  • requests >=2,<3
  • structlog >=20,<24
  • typing-compat python_version < "3.8"
  • typing_extensions >=4.1.0
  • uvicorn [standard]>=0.12,<1
python/tests/server/fixtures/setup.py pypi