https://github.com/pachyderm/pachyderm
Data-Centric Pipelines and Data Versioning
Science Score: 23.0%
This score indicates how likely this project is to be science-related based on various indicators:
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○CITATION.cff file
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✓codemeta.json file
Found codemeta.json file -
○.zenodo.json file
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○DOI references
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○Academic publication links
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✓Committers with academic emails
5 of 216 committers (2.3%) from academic institutions -
○Institutional organization owner
-
○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (14.9%) to scientific vocabulary
Keywords
Keywords from Contributors
Repository
Data-Centric Pipelines and Data Versioning
Basic Info
- Host: GitHub
- Owner: pachyderm
- License: apache-2.0
- Language: Go
- Default Branch: master
- Homepage: https://www.pachyderm.com/
- Size: 626 MB
Statistics
- Stars: 6,253
- Watchers: 157
- Forks: 566
- Open Issues: 933
- Releases: 585
Topics
Metadata Files
README.md
Pachyderm – Automate data transformations with data versioning and lineage
Pachyderm is cost-effective at scale, enabling data engineering teams to automate complex pipelines with sophisticated data transformations across any type of data. Our unique approach provides parallelized processing of multi-stage, language-agnostic pipelines with data versioning and data lineage tracking. Pachyderm delivers the ultimate CI/CD engine for data.
Features
- Data-driven pipelines automatically trigger based on detecting data changes.
- Immutable data lineage with data versioning of any data type.
- Autoscaling and parallel processing built on Kubernetes for resource orchestration.
- Uses standard object stores for data storage with automatic deduplication.
- Runs across all major cloud providers and on-premises installations.
Getting Started
To start deploying your end-to-end version-controlled data pipelines, run Pachyderm locally or you can also deploy on AWS/GCE/Azure in about 5 minutes.
You can also refer to our complete documentation to see tutorials, check out example projects, and learn about advanced features of Pachyderm.
If you'd like to see some examples and learn about core use cases for Pachyderm: - Examples - Use Cases - Case Studies
Documentation
Community
Keep up to date and get Pachyderm support via:
- Follow us on Twitter.
-
Join our community Slack Channel to get help from the Pachyderm team and other users.
Contributing
To get started, sign the Contributor License Agreement.
You should also check out our contributing guide.
Send us PRs, we would love to see what you do! You can also check our GH issues for things labeled "help-wanted" as a good place to start. We're sometimes bad about keeping that label up-to-date, so if you don't see any, just let us know.
Usage Metrics
Pachyderm automatically reports anonymized usage metrics. These metrics help us
understand how people are using Pachyderm and make it better. They can be
disabled by setting the env variable METRICS to false in the pachd
container.
Owner
- Name: Pachyderm
- Login: pachyderm
- Kind: organization
- Email: info@pachyderm.io
- Location: San Francisco, CA
- Website: https://www.pachyderm.com
- Twitter: pachyderminc
- Repositories: 67
- Profile: https://github.com/pachyderm
The Leader in Data Versioning and Pipelines for MLOps
Committers
Last synced: over 1 year ago
Top Committers
| Name | Commits | |
|---|---|---|
| Joe Doliner | j****r@g****m | 3,803 |
| Sean Jezewski | s****i@g****m | 2,138 |
| Matthew Steffen | m****n@p****o | 1,664 |
| Derek Chiang | d****3@g****m | 1,661 |
| Yusuf Simonson | s****n@g****m | 1,267 |
| Peter Edge | p****e@g****m | 839 |
| Bryce McAnally | b****e@p****o | 740 |
| Joe Doliner | j****r@p****o | 501 |
| Adele Lopez | a****e@p****o | 379 |
| Nadege PEPIN | n****n@p****o | 365 |
| Nadege PEPIN | n****n | 312 |
| Kyle White | k****e@g****m | 297 |
| Luke Marsden | me@l****t | 293 |
| Jonathan Rockway | 2****y | 274 |
| Joey Zwicker | j****r@g****m | 270 |
| Alon Cohen | a****4@g****m | 251 |
| Daniel Whitenack | w****l@g****m | 215 |
| Robert A. Uhl | r****l@p****o | 205 |
| Alysha Gardner | 3****r | 203 |
| svekars | s****u@g****m | 198 |
| nitinjainsj | n****n@p****m | 163 |
| Brendon Carroll | 7****l | 155 |
| PFedak | p****k@g****m | 139 |
| Svetlana Karslioglu | s****a@p****o | 138 |
| Jose Molina-Melendez | m****j@g****m | 134 |
| Robert Uhl | r****l@h****m | 134 |
| Tryneus | m****e@g****m | 128 |
| Gabriel Grant | g@b****a | 88 |
| Ben Bonenfant | b****t@p****o | 83 |
| Fahad Syed | f****d@p****o | 79 |
| and 186 more... | ||
Committer Domains (Top 20 + Academic)
Issues and Pull Requests
Last synced: 6 months ago
All Time
- Total issues: 13
- Total pull requests: 1,393
- Average time to close issues: over 2 years
- Average time to close pull requests: about 2 months
- Total issue authors: 11
- Total pull request authors: 57
- Average comments per issue: 1.85
- Average comments per pull request: 1.27
- Merged pull requests: 1,013
- Bot issues: 0
- Bot pull requests: 135
Past Year
- Issues: 2
- Pull requests: 207
- Average time to close issues: N/A
- Average time to close pull requests: 2 days
- Issue authors: 2
- Pull request authors: 16
- Average comments per issue: 0.0
- Average comments per pull request: 1.53
- Merged pull requests: 145
- Bot issues: 0
- Bot pull requests: 29
Top Authors
Issue Authors
- brokenjacobs (2)
- RaananHadar (2)
- FahadBSyed (2)
- dependabot[bot] (2)
- robert-uhl (1)
- jdoliner (1)
- acohen4 (1)
- jerryharrow (1)
- JoeyZwicker (1)
- molinamelendezj (1)
- bbonenfant (1)
- Juwankim (1)
- ghost (1)
- zeusm9 (1)
- git-withit (1)
Pull Request Authors
- jrockway (361)
- robert-uhl (344)
- dependabot[bot] (222)
- FahadBSyed (180)
- bbonenfant (157)
- acohen4 (104)
- molinamelendezj (87)
- Zhang-Muyang (76)
- BOsterbuhr (69)
- kevyang (63)
- brycemcanally (56)
- msteffen (47)
- djanicekpach (46)
- emmajsadams (46)
- albscui (42)
Top Labels
Issue Labels
Pull Request Labels
Packages
- Total packages: 10
-
Total downloads:
- pypi 3,555 last-month
- Total docker downloads: 2,497,881
-
Total dependent packages: 6
(may contain duplicates) -
Total dependent repositories: 17
(may contain duplicates) - Total versions: 1,531
- Total maintainers: 2
proxy.golang.org: github.com/pachyderm/pachyderm
- Homepage: https://github.com/pachyderm/pachyderm
- Documentation: https://pkg.go.dev/github.com/pachyderm/pachyderm#section-documentation
- License: apache-2.0
-
Latest release: v1.13.4
published over 4 years ago
Rankings
proxy.golang.org: github.com/pachyderm/pachyderm/v2
Package pachyderm needs to be documented. TODO: document
- Homepage: https://github.com/pachyderm/pachyderm
- Documentation: https://pkg.go.dev/github.com/pachyderm/pachyderm/v2#section-documentation
- License: Apache-2.0
-
Latest release: v2.12.2
published about 1 year ago
Rankings
pypi.org: pachyderm-sdk
Python Pachyderm Client
- Homepage: https://github.com/pachyderm/pachyderm/tree/master/python-sdk
- Documentation: https://docs.pachyderm.com/latest/sdk/python/
- License: Apache 2.0
-
Latest release: 2.12.2
published about 1 year ago
Rankings
Maintainers (2)
proxy.golang.org: github.com/pachyderm/pachyderm/examples/spouts/go-kafka-spout/source
- Homepage: https://github.com/pachyderm/pachyderm
- Documentation: https://pkg.go.dev/github.com/pachyderm/pachyderm/examples/spouts/go-kafka-spout/source#section-documentation
- License: apache-2.0
-
Latest release: v1.11.7
published over 3 years ago
Rankings
proxy.golang.org: github.com/pachyderm/pachyderm/etc/testing/kafka
- Homepage: https://github.com/pachyderm/pachyderm
- Documentation: https://pkg.go.dev/github.com/pachyderm/pachyderm/etc/testing/kafka#section-documentation
- License: Apache-2.0
Rankings
proxy.golang.org: github.com/pachyderm/pachyderm/etc/testing/pipeline-build/go
- Homepage: https://github.com/pachyderm/pachyderm
- Documentation: https://pkg.go.dev/github.com/pachyderm/pachyderm/etc/testing/pipeline-build/go#section-documentation
- License: apache-2.0
-
Latest release: v0.0.0-20230302181911-043c426b90bf
published almost 3 years ago
Rankings
proxy.golang.org: github.com/pachyderm/pachyderm/examples/spouts/go-rabbitmq-spout/source
- Homepage: https://github.com/pachyderm/pachyderm
- Documentation: https://pkg.go.dev/github.com/pachyderm/pachyderm/examples/spouts/go-rabbitmq-spout/source#section-documentation
- License: Apache-2.0
-
Latest release: v0.0.0-20231012201343-52539c57b7db
published over 2 years ago
Rankings
proxy.golang.org: github.com/pachyderm/pachyderm/examples/word_count/map
- Homepage: https://github.com/pachyderm/pachyderm
- Documentation: https://pkg.go.dev/github.com/pachyderm/pachyderm/examples/word_count/map#section-documentation
- License: apache-2.0
Rankings
proxy.golang.org: github.com/pachyderm/pachyderm/etc/proto/protoc-gen-zap
Command protoc-gen-zap generates MarshalLogObject methods for protocol buffer messages; allowing them to be printed with zap.Object(). This code is copied from github.com/kei2100/protoc-gen-marshal-zap@0bd9d0de7073722759981352ac71da50273319d2. It includes this copyright message: Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. Our modifications are to marshal BytesValue by marshaling them as a prefix and length instead of the full value.
- Homepage: https://github.com/pachyderm/pachyderm
- Documentation: https://pkg.go.dev/github.com/pachyderm/pachyderm/etc/proto/protoc-gen-zap#section-documentation
- License: Apache-2.0
-
Latest release: v0.0.0-20231219175731-818e257b3616
published about 2 years ago
Rankings
pypi.org: jupyterlab-pachyderm
A JupyterLab extension.
- Homepage: https://github.com/pachyderm/pachyderm
- Documentation: https://jupyterlab-pachyderm.readthedocs.io/
- License: BSD-3-Clause
-
Latest release: 2.12.2
published about 1 year ago
Rankings
Maintainers (2)
Dependencies
- 810 dependencies
- cloud.google.com/go v0.54.0
- github.com/aws/aws-sdk-go v1.27.1
- github.com/boombuler/barcode v1.0.1-0.20190219062509-6c824513bacc
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- github.com/davecgh/go-spew v1.1.1
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- github.com/fatih/color v1.9.0
- github.com/ghodss/yaml v1.0.0
- github.com/go-errors/errors v1.0.2-0.20180813162953-d98b870cc4e0
- github.com/go-logr/logr v0.2.0
- github.com/go-sql-driver/mysql v1.4.1
- github.com/gogo/protobuf v1.3.2
- github.com/golang/protobuf v1.4.3
- github.com/google/gofuzz v1.1.0
- github.com/google/uuid v1.1.2
- github.com/googleapis/gnostic v0.4.1
- github.com/gruntwork-io/gruntwork-cli v0.7.0
- github.com/gruntwork-io/terratest v0.30.0
- github.com/hashicorp/errwrap v1.0.0
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- github.com/imdario/mergo v0.3.7
- github.com/inconshreveable/mousetrap v1.0.0
- github.com/instrumenta/kubeval v0.0.0-20201118090229-529b532b1ea1
- github.com/jmespath/go-jmespath v0.0.0-20180206201540-c2b33e8439af
- github.com/json-iterator/go v1.1.10
- github.com/mattn/go-colorable v0.1.4
- github.com/mattn/go-isatty v0.0.11
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- github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd
- github.com/modern-go/reflect2 v1.0.1
- github.com/pmezard/go-difflib v1.0.0
- github.com/pquerna/otp v1.2.0
- github.com/russross/blackfriday/v2 v2.0.1
- github.com/shurcooL/sanitized_anchor_name v1.0.0
- github.com/spf13/cobra v1.1.1
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- github.com/stretchr/testify v1.6.1
- github.com/urfave/cli v1.22.2
- github.com/xeipuuv/gojsonpointer v0.0.0-20180127040702-4e3ac2762d5f
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- github.com/xeipuuv/gojsonschema v0.0.0-20180816142147-da425ebb7609
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- danhellem/github-actions-issue-to-work-item master composite
- ubuntu 20.04 build
- ubuntu 20.04 build
- $GOVERSION latest build
- python 3.8-slim-buster build
- ubuntu 20.04 build
- $GOVERSION latest build
- $GOVERSION latest build
- python 3 build
- python 3 build
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- julia latest build
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- smizy/python 3.5-alpine build
- smizy/python 3.5-alpine build
- r-base latest build
- r-base latest build
- r-base latest build
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- golang 1.17-alpine build
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- golang 1.19 build
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- github.com/cespare/xxhash/v2 v2.1.2
- github.com/cockroachdb/cockroach-go v2.0.1+incompatible
- github.com/containerd/containerd v1.5.13
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- github.com/coreos/go-semver v0.3.0
- github.com/coreos/go-systemd/v22 v22.3.2
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- github.com/docker/distribution v2.8.0+incompatible
- github.com/docker/go-units v0.4.0
- github.com/form3tech-oss/jwt-go v3.2.5+incompatible
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- github.com/opencontainers/image-spec v1.0.2
- github.com/opentracing-contrib/go-grpc v0.0.0-20210225150812-73cb765af46e
- github.com/opentracing/opentracing-go v1.2.0
- github.com/pachyderm/pachyderm/v2 v2.2.5
- github.com/pierrec/lz4/v4 v4.1.11
- github.com/pkg/browser v0.0.0-20210911075715-681adbf594b8
- github.com/pkg/errors v0.9.1
- github.com/pmezard/go-difflib v1.0.0
- github.com/pquerna/cachecontrol v0.0.0-20180517163645-1555304b9b35
- github.com/prometheus/client_golang v1.12.2
- github.com/prometheus/client_model v0.2.0
- github.com/prometheus/common v0.32.1
- github.com/prometheus/procfs v0.7.3
- github.com/satori/go.uuid v1.2.1-0.20181028125025-b2ce2384e17b
- github.com/sirupsen/logrus v1.9.0
- github.com/snowflakedb/gosnowflake v1.6.7
- github.com/spf13/cobra v1.4.0
- github.com/spf13/pflag v1.0.5
- github.com/streadway/amqp v1.0.0
- github.com/stretchr/testify v1.7.2
- github.com/uber/jaeger-client-go v2.28.0+incompatible
- github.com/uber/jaeger-lib v2.4.1+incompatible
- go.etcd.io/etcd/api/v3 v3.5.4
- go.etcd.io/etcd/client/pkg/v3 v3.5.4
- go.etcd.io/etcd/client/v3 v3.5.4
- go.uber.org/atomic v1.7.0
- go.uber.org/goleak v1.1.12
- go.uber.org/multierr v1.6.0
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- 2001 dependencies
- 2082 dependencies
- @babel/core ^7.16.0 development
- @babel/preset-env ^7.16.0 development
- @babel/preset-react ^7.17.12 development
- @babel/preset-typescript ^7.16.0 development
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- @testing-library/user-event ^13.5.0 development
- @types/jest ^27.0.2 development
- @types/lodash ^4.14.182 development
- @types/react ^17.0.34 development
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- @pachyderm/config ^0.7.0
- lodash ^4.17.21
- react ^17.0.2
- rudder-sdk-js ^1.2.1
- svg-url-loader ^7.1.1
- yaml ^2.1.1
- google-auth ==2.11.0 test
- google-cloud-bigquery ==3.3.6 test
- python-pachyderm ==7.3.3 test
- google-cloud-bigquery ==3.3.6 test
- python-pachyderm ==7.3.3 test
- python-pachyderm >=7.0.0
- black ==21.10b0
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- pytest ==6.2.5
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- python-pachyderm ==7.3.0
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- python 3.8-slim build
- golang 1.20.6-alpine build
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- golang.org/x/xerrors v0.0.0-20200804184101-5ec99f83aff1
- google.golang.org/protobuf v1.26.0-rc.1
- google.golang.org/protobuf v1.28.1
- pip-install-test ==0.5 test
- black 23.7.0 develop
- click 8.1.4 develop
- colorama 0.4.6 develop
- exceptiongroup 1.1.2 develop
- importlib-metadata 6.8.0 develop
- iniconfig 2.0.0 develop
- mako 1.2.4 develop
- markdown 3.4.3 develop
- markupsafe 2.1.3 develop
- mypy-extensions 1.0.0 develop
- numpy 1.25.1 develop
- numpy 1.24.4 develop
- packaging 23.1 develop
- pandas 2.0.3 develop
- pathspec 0.11.1 develop
- pdoc3 0.10.0 develop
- platformdirs 3.8.1 develop
- pluggy 1.2.0 develop
- pytest 7.4.0 develop
- pytest-black-ng 0.4.1 develop
- pytz 2023.3 develop
- toml 0.10.2 develop
- tomli 2.0.1 develop
- typing-extensions 4.7.1 develop
- tzdata 2023.3 develop
- zipp 3.16.0 develop
- betterproto 2.0.0b5
- certifi 2023.5.7
- grpc-interceptor 0.14.2
- grpcio 1.51.3
- grpclib 0.4.5
- h2 4.1.0
- hpack 4.0.0
- hyperframe 6.0.1
- multidict 6.0.4
- python-dateutil 2.8.2
- python-dotenv 1.0.0
- six 1.16.0
- black ^23.3.0 develop
- pandas 2.0.3 develop
- pdoc3 0.10.0 develop
- pytest ^7.2.1 develop
- pytest-black-ng ^0.4.1 develop
- betterproto 2.0.0b5
- certifi >=2022.9
- grpc-interceptor ^0.14.2
- grpcio >=1.50.0,<1.52.0
- python >=3.8,<4.0
- python-dotenv 1.0
- label-studio-sdk *
- pachyderm-sdk *
- pytest *
- requests *