From 484af6339225f8f8694f6da7cbc28d5a5bd2aba7 Mon Sep 17 00:00:00 2001 From: Dmitry Petrov Date: Sun, 3 May 2020 03:25:56 -0700 Subject: [PATCH 01/14] 3 years and 1.0 pre release --- .../2020-05-04-dvc-3-years-and-1-0-release.md | 162 ++++++++++++++++++ .../uploads/images/2020-05-04/5k_github.png | Bin 0 -> 63622 bytes static/uploads/images/2020-05-04/5k_stars.png | Bin 0 -> 253954 bytes .../images/2020-05-04/dvc-plot-scatter.png | Bin 0 -> 58959 bytes static/uploads/images/2020-05-04/dvc-plot.png | Bin 0 -> 60273 bytes 5 files changed, 162 insertions(+) create mode 100644 content/blog/2020-05-04-dvc-3-years-and-1-0-release.md create mode 100644 static/uploads/images/2020-05-04/5k_github.png create mode 100644 static/uploads/images/2020-05-04/5k_stars.png create mode 100644 static/uploads/images/2020-05-04/dvc-plot-scatter.png create mode 100644 static/uploads/images/2020-05-04/dvc-plot.png diff --git a/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md new file mode 100644 index 0000000000..1c70be9e19 --- /dev/null +++ b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md @@ -0,0 +1,162 @@ +--- +title: DVC 3 years anniversary and 1.0 pre-release +date: 2020-05-04 +description: | + Today, we’ve got three big things to announce: πŸŽ‰ 3rd-year anniversary of DVC, + πŸš€ DVC 1.0 pre-release is ready and ⭐ 5000 GitHub starts. +descriptionLong: | + Today, we’ve got three big things to announce. + - πŸŽ‰ 3rd-year anniversary of DVC + - πŸš€ DVC 1.0 pre-release is ready + - ⭐ DVC has reached 5K GitHub starts (coincidently on the same day) +picture: static/uploads/images/2020-05-04/5k_stars.png +pictureComment: +author: ../authors/dmitry_petrov.md +commentsUrl: https://discuss.dvc.org/t/dvc-3-years-and-1-0-release/ +tags: + - birthday + - users + - MLOps + - CI/CD +--- + +## 3 years anniversary! + +3 years ago on **May 4th, 2017** the first DVC blog post was published +[Data Version Control beta release: iterative machine learning](https://blog.dataversioncontrol.com/data-version-control-beta-release-iterative-machine-learning-a7faf7c8be67). +It was the first DVC tutorial and now we make the redirect to the new tutorial +page to not to confuse users. + +[The first DVC discussion on Reddit](https://www.reddit.com/r/Python/comments/698ian/dvc_data_scientists_collaboration_and_iterative/) +A few days later it was +[republished on other sources](https://www.kdnuggets.com/2017/05/data-version-control-iterative-machine-learning.html) + +Today, DVC gets recognized at professional conferences: people spot our logo, +and sometimes even our faces, and want to chat. There's much more content about +DVC coming from bloggers than from inside our organization. We're seeing more +and more job postings that list DVC as a requirement, and we're showing up in +[data science textbooks](https://www.amazon.com/Learn-Python-Building-Science-Applications/dp/1789535360). +When we find a new place DVC is mentioned, we celebrate in our Slack - we've +come a long way! + +The data science and ML space is fast-paced and vibrant, and we're proud that +DVC is making an impact on discussions about best practices for healthy, +sustainable ML. Every week, we chat with companies and research groups using DVC +to make their teams more productive. We're proud to be part of the growing MLOps +movement: so far, a majority of CI/CD for ML projects are implemented with DVC +under the hood. + +I can confidently say that DVC wouldn't have been possible without a lot of help +from our community. Thank you to everyone who has supported us: + +**DVC core team.** The core team of the project takes the majority of the +development activities, constantly brings new ideas, documents the product and +always on the first line of user's support. Many users knows that great user +support if one of the "killing features" of DVC. Today the core team consists of +6 brave engineers. + +**DVC contributors.** As of today, the DVC code base has +[126 individual contributors](https://github.com/iterative/dvc/graphs/contributors). +Many of these folks put hours into their PRs. We're grateful for their tenacity +and generosity. + +**Documentation contributors.** Another +[124 people contributed](https://github.com/iterative/dvc.org/graphs/contributors) +to the DVC documentation and website https://dvc.org/doc. Every time a new +person tries out DVC, they benefit from the hard work that's gone into our docs. + +**Active community members.** Active DVC users help our team understand and +better anticipate their needs and identify priorities for development. They +share bright ideas for new features, locate and investigate bugs in code, and +welcome and support new users. + +**People who give DVC a shot.** Today, there are thousands of data scientists, +ML engineers, and developers using DVC on a regular basis. The number of users +is growing every week. Our [Discord channel](http://dvc.org/chat) has almost two +thousand users. Hundreds more connect with us through email and Twitter. To +everyone willing to try out DVC, thank you for the opportunity. + +## DVC 1.0. is the result of 3 years of learning + +All these contributions, big and small, have a collective impact on DVC's +development. I'm happy (and a bit nervous) to announce that a pre-release of a +brand new DVC 1.0 is ready for public beta testing. + +The new DVC is inspired by discussions and contributions from our community - +both fresh ideas and bug reports πŸ˜…. + +Here are some of the features we’re excited to be rolling out soon: + +[**Run-cache (a.k.a. build-cache)**](https://github.com/iterative/dvc/issues/1234) +(the issue was created 1.5 years ago). DVC 1.0 has a "long memory" of DVC +commands runs. This means it can identify if a `dvc repro` has already been run +and save compute time by returning the cached result - even if you didn't Git +commit that past run. We added the run-cache with CI/CD systems and other MLOps +automation tools in mind. No more auto-commits needed after `dvc repro` in the +CI/CD system side. + +[\*\*Multi-stage DVC files.](https://github.com/iterative/dvc/issues/1871) +(created a year ago). We redesigned the DVC-metafile format to make saved +pipelines more interpretable and editable. Pipeline stages are now saved in a +single metafile, with all stages stored together instead of in separate files. +We removed checksums from the pipeline metafile, which improves its +human-readability. + +[**Plots.**](https://github.com/iterative/dvc/issues/3409) Countless users asked +us when we'd support metrics visualizations. Now it's here: DVC 1.0 introduces a +metrics file visualization command, `dvc metrics diff`. DVC plots are powered by +the [Vega-Lite](https://vega.github.io/vega-lite/) graphic library. This +function is designed not only for showing visualizations based on the current +state of your project, but it can also combine multiple plots from your Git +history in a single chart so you can compare results across commits. Users can +visualize how, for example, their model accuracy in the latest commit differs +from another commit (or even multiple commits). + +``` +$ dvc plot diff -d logs.csv HEAD HEAD^ d1e4d848 baseline-march +file:///Users/dmitry/src/plot/logs.html +$ open logs.html +``` + +![](/static/uploads/images/2020-05-04/dvc-plot.png) + +``` +$ dvc plot diff -d logs.csv HEAD HEAD^ d1e4d848 baseline-march \ + -x loss --template scatter +file:///Users/dmitry/src/plot/logs.html +$ open logs.html +``` + +![](/static/uploads/images/2020-05-04/dvc-plot-scatter.png) + +**Data transfer optimizations.** We've done substantial work on optimizing data +management commands, such as `dvc pull \ push \ status -c \ gc -c`. Now, based +on the amount of data, DVC can choose an optimal data remote traversing +strategy. We've introduced mini-indexes to help DVC instantly check data +directories instead of iterating over millions of files. This also speeds up +file adding\removing to large directories. More optimizations are included in +the release based on performance bottlenecks we profiled. + +[**Hyperparameter tracking.**(https://github.com/iterative/dvc/issues/3393) This +feature was actually released in the last DVC 0.93 version (see +[params docs](https://dvc.org/doc/command-reference/params). However, it is an +important step to support configuration files and ML experiments in a more +holistic way. + +I hope our the most active users will find time to check the DVC pre release +version and provide their feeback. The installation instruction is +[on our website](https://dvc.org/doc/install/pre-release). + +## 5000 GitHub stars + +Activity on our GitHub page has grown organically since the DVC repo went public +on May 4th, 2017. Coincidently, today, in the 3rd year anniversary we have +reached 5000 starts: + +![](/static/uploads/images/2020-05-04/5k_github.png) + +## Thank you! + +Thank you again for all DVC contributions, community members, and users. 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z>9vre0e2teQK}%z#Y#tM2%d${&>2Mi?i2XL(q`l{=K8i6oHBC+ub)d>h4^5seW+TX-`W$ z(*UGnd-0ZkC-mJ9zkNA0bMA*i0~A2v-o5vpcev~3bj-sctu z=%V>0mR&fq=zz~)62)D#Ak03tOiHO~|1Qk6WXnsj7YHG#tRClW8|L+&8)UC3uaw|Iw+npo*-6Cy)?ZPa(BFIAAIgV&!mVR literal 0 HcmV?d00001 From 2967790c55a4afc3b955a9b3a7d887e9cde1fb6d Mon Sep 17 00:00:00 2001 From: Dmitry Petrov Date: Sun, 3 May 2020 04:32:31 -0700 Subject: [PATCH 02/14] Formatting and change github star image --- .../2020-05-04-dvc-3-years-and-1-0-release.md | 104 ++++++++++-------- .../uploads/images/2020-05-04/5k_github.png | Bin 63622 -> 102642 bytes 2 files changed, 59 insertions(+), 45 deletions(-) diff --git a/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md index 1c70be9e19..42e31f2f56 100644 --- a/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md +++ b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md @@ -4,19 +4,21 @@ date: 2020-05-04 description: | Today, we’ve got three big things to announce: πŸŽ‰ 3rd-year anniversary of DVC, πŸš€ DVC 1.0 pre-release is ready and ⭐ 5000 GitHub starts. + descriptionLong: | Today, we’ve got three big things to announce. - πŸŽ‰ 3rd-year anniversary of DVC - πŸš€ DVC 1.0 pre-release is ready - ⭐ DVC has reached 5K GitHub starts (coincidently on the same day) -picture: static/uploads/images/2020-05-04/5k_stars.png -pictureComment: -author: ../authors/dmitry_petrov.md -commentsUrl: https://discuss.dvc.org/t/dvc-3-years-and-1-0-release/ +picture: /static/uploads/images/2020-05-04/5k_stars.png +pictureComment: 5000 GitHub stars +author: dmitry_petrov +commentsUrl: https://discuss.dvc.org/t/april-20-heartbeat/347 tags: - - birthday + - release - users - MLOps + - DataOps - CI/CD --- @@ -24,10 +26,9 @@ tags: 3 years ago on **May 4th, 2017** the first DVC blog post was published [Data Version Control beta release: iterative machine learning](https://blog.dataversioncontrol.com/data-version-control-beta-release-iterative-machine-learning-a7faf7c8be67). -It was the first DVC tutorial and now we make the redirect to the new tutorial +It was the first DVC tutorial and later we made a redirect to the new tutorial page to not to confuse users. - -[The first DVC discussion on Reddit](https://www.reddit.com/r/Python/comments/698ian/dvc_data_scientists_collaboration_and_iterative/) +[The first DVC discussion on Reddit](https://www.reddit.com/r/Python/comments/698ian/dvc_data_scientists_collaboration_and_iterative/). A few days later it was [republished on other sources](https://www.kdnuggets.com/2017/05/data-version-control-iterative-machine-learning.html) @@ -85,35 +86,41 @@ brand new DVC 1.0 is ready for public beta testing. The new DVC is inspired by discussions and contributions from our community - both fresh ideas and bug reports πŸ˜…. -Here are some of the features we’re excited to be rolling out soon: - -[**Run-cache (a.k.a. build-cache)**](https://github.com/iterative/dvc/issues/1234) -(the issue was created 1.5 years ago). DVC 1.0 has a "long memory" of DVC -commands runs. This means it can identify if a `dvc repro` has already been run -and save compute time by returning the cached result - even if you didn't Git -commit that past run. We added the run-cache with CI/CD systems and other MLOps -automation tools in mind. No more auto-commits needed after `dvc repro` in the -CI/CD system side. - -[\*\*Multi-stage DVC files.](https://github.com/iterative/dvc/issues/1871) -(created a year ago). We redesigned the DVC-metafile format to make saved -pipelines more interpretable and editable. Pipeline stages are now saved in a -single metafile, with all stages stored together instead of in separate files. -We removed checksums from the pipeline metafile, which improves its -human-readability. - -[**Plots.**](https://github.com/iterative/dvc/issues/3409) Countless users asked -us when we'd support metrics visualizations. Now it's here: DVC 1.0 introduces a -metrics file visualization command, `dvc metrics diff`. DVC plots are powered by -the [Vega-Lite](https://vega.github.io/vega-lite/) graphic library. This -function is designed not only for showing visualizations based on the current -state of your project, but it can also combine multiple plots from your Git -history in a single chart so you can compare results across commits. Users can -visualize how, for example, their model accuracy in the latest commit differs -from another commit (or even multiple commits). +Here are the most significant features we’re excited to be rolling out soon: + +### [Run cache](https://github.com/iterative/dvc/issues/1234) + +DVC 1.0 has a "long memory" of DVC commands runs. This means it can identify if +a `dvc repro` has already been run and save compute time by returning the cached +result - even if you didn't Git commit that past run. + +We added the run-cache with CI/CD systems and other MLOps automation tools in +mind. No more auto-commits needed after `dvc repro` in the CI/CD system side. + +### [Multi-stage DVC files](https://github.com/iterative/dvc/issues/1871) + +We redesigned the DVC-metafile format to make saved pipelines more interpretable +and editable. Pipeline stages are now saved in a single metafile, with all +stages stored together instead of in separate files. + +Another significan step was the removed checksums from the pipeline metafile. +This improves its human-readability. + +### [Plots](https://github.com/iterative/dvc/issues/3409) + +Countless users asked us when we'd support metrics visualizations. Now it's +here: DVC 1.0 introduces a metrics file visualization command, +`dvc metrics diff`. + +DVC plots are powered by the [Vega-Lite](https://vega.github.io/vega-lite/) +graphic library. This function is designed not only for showing visualizations +based on the current state of your project, but it can also combine multiple +plots from your Git history in a single chart so you can compare results across +commits. Users can visualize how, for example, their model accuracy in the +latest commit differs from another commit (or even multiple commits). ``` -$ dvc plot diff -d logs.csv HEAD HEAD^ d1e4d848 baseline-march +$ dvc plot diff -d logs.csv HEAD HEAD^ d1e4d848 baseline_march file:///Users/dmitry/src/plot/logs.html $ open logs.html ``` @@ -121,7 +128,7 @@ $ open logs.html ![](/static/uploads/images/2020-05-04/dvc-plot.png) ``` -$ dvc plot diff -d logs.csv HEAD HEAD^ d1e4d848 baseline-march \ +$ dvc plot diff -d logs.csv HEAD HEAD^ d1e4d848 baseline_march \ -x loss --template scatter file:///Users/dmitry/src/plot/logs.html $ open logs.html @@ -129,16 +136,19 @@ $ open logs.html ![](/static/uploads/images/2020-05-04/dvc-plot-scatter.png) -**Data transfer optimizations.** We've done substantial work on optimizing data -management commands, such as `dvc pull \ push \ status -c \ gc -c`. Now, based -on the amount of data, DVC can choose an optimal data remote traversing -strategy. We've introduced mini-indexes to help DVC instantly check data -directories instead of iterating over millions of files. This also speeds up -file adding\removing to large directories. More optimizations are included in -the release based on performance bottlenecks we profiled. +### [Data transfer optimizations](https://github.com/iterative/dvc/issues/3488) -[**Hyperparameter tracking.**(https://github.com/iterative/dvc/issues/3393) This -feature was actually released in the last DVC 0.93 version (see +We've done substantial work on optimizing data management commands, such as +`dvc pull \ push \ status -c \ gc -c`. Now, based on the amount of data, DVC can +choose an optimal data remote traversing strategy. We've introduced mini-indexes +to help DVC instantly check data directories instead of iterating over millions +of files. This also speeds up file adding\removing to large directories. More +optimizations are included in the release based on performance bottlenecks we +profiled. + +### [Hyperparameter tracking](https://github.com/iterative/dvc/issues/3393) + +This feature was actually released in the last DVC 0.93 version (see [params docs](https://dvc.org/doc/command-reference/params). However, it is an important step to support configuration files and ML experiments in a more holistic way. @@ -160,3 +170,7 @@ reached 5000 starts: Thank you again for all DVC contributions, community members, and users. Every piece of your help is highly appreciated and will bring huge benefits to the entire ecosystem of data and ML projects. + +Stay healthy and safe over in your neck of the woods and be in touch on +[Twitter](https://twitter.com/DVCorg), and our +[Discord channel](https://dvc.org/chat). diff --git a/static/uploads/images/2020-05-04/5k_github.png b/static/uploads/images/2020-05-04/5k_github.png index 1e55f3fad05cee0dbf4084cd694f74c65fc8d0a2..5a51c2e99fe205db799c85992f1ce9e2883dc739 100644 GIT binary patch literal 102642 zcmeFZbzGF&_CF2?QVJ@ik|NR}Ej>sH(kVHhba%s$A_xK^AU%{cqr}i4A)qMTF-Qpv zF-Q$C#P{LebHsDc=iJxt|KH{H8lKJbJiFFjd#(3+?=?iKt14V2x=n_Z&k*p>b z)@4>KELuCU7aj#>@Bdc9z`Z5;~OO?P=7?xrZAO) zaLvP-aN}=*SBB^HQANcBmer+37sn^3e^qQ?FyoTMXo3}6G+*jNHH6;+jI@pM=; zD<7r6rrlJm=IOPy)>u8x81y!h9i+W+k1DYYvVS&~!$Z!7i^Z@S#~)54ExAaEwRIy{ z*@OU#m;6ha73CLg&gb?F5hM>YOXlqbVVW-QQoXLMGIhG$5yl3+`+2x+k5x4VP1j-S ze(qUC5AsYPx~GZdeuV*_sKfuxqHOoG?H#K^?>pxBg*>5+)O=z){Am-A$}EwmS$%zU 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.../2020-05-04-dvc-3-years-and-1-0-release.md | 55 +++++++++++++------ 1 file changed, 37 insertions(+), 18 deletions(-) diff --git a/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md index 42e31f2f56..8561c25602 100644 --- a/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md +++ b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md @@ -10,7 +10,9 @@ descriptionLong: | - πŸŽ‰ 3rd-year anniversary of DVC - πŸš€ DVC 1.0 pre-release is ready - ⭐ DVC has reached 5K GitHub starts (coincidently on the same day) -picture: /static/uploads/images/2020-05-04/5k_stars.png +We are sharing our learnings from this journey and how they affected the new DVC +1.0 release. +picture: ../../static/uploads/images/2020-05-04/5k_stars.png pictureComment: 5000 GitHub stars author: dmitry_petrov commentsUrl: https://discuss.dvc.org/t/april-20-heartbeat/347 @@ -63,8 +65,9 @@ and generosity. **Documentation contributors.** Another [124 people contributed](https://github.com/iterative/dvc.org/graphs/contributors) -to the DVC documentation and website https://dvc.org/doc. Every time a new -person tries out DVC, they benefit from the hard work that's gone into our docs. +to the [DVC documentation](https://dvc.org/doc) and +[the website](https://dvc.org/). Every time a new person tries out DVC, they +benefit from the hard work that's gone into our docs. **Active community members.** Active DVC users help our team understand and better anticipate their needs and identify priorities for development. They @@ -90,15 +93,21 @@ Here are the most significant features we’re excited to be rolling out soon: ### [Run cache](https://github.com/iterative/dvc/issues/1234) +_Learnings:_ Forcing users to make Git commits for each ML experiment creates +too much overhead. + DVC 1.0 has a "long memory" of DVC commands runs. This means it can identify if a `dvc repro` has already been run and save compute time by returning the cached -result - even if you didn't Git commit that past run. +result - _even if you didn't Git commit that past run_. -We added the run-cache with CI/CD systems and other MLOps automation tools in -mind. No more auto-commits needed after `dvc repro` in the CI/CD system side. +We added the run-cache with CI/CD systems and other MLOps and DataOps automation +tools in mind. No more auto-commits needed after `dvc repro` in the CI/CD system +side. ### [Multi-stage DVC files](https://github.com/iterative/dvc/issues/1871) +_Learnings:_ ML pipelines evolve much faster than data engineering pipelines. + We redesigned the DVC-metafile format to make saved pipelines more interpretable and editable. Pipeline stages are now saved in a single metafile, with all stages stored together instead of in separate files. @@ -108,16 +117,19 @@ This improves its human-readability. ### [Plots](https://github.com/iterative/dvc/issues/3409) +_Learnings:_ Versioning metrics and plots are no less important than data +versioning. + Countless users asked us when we'd support metrics visualizations. Now it's here: DVC 1.0 introduces a metrics file visualization command, -`dvc metrics diff`. +`dvc metrics diff`. DVC plots are powered by the +[Vega-Lite](https://vega.github.io/vega-lite/) graphic library. -DVC plots are powered by the [Vega-Lite](https://vega.github.io/vega-lite/) -graphic library. This function is designed not only for showing visualizations -based on the current state of your project, but it can also combine multiple -plots from your Git history in a single chart so you can compare results across -commits. Users can visualize how, for example, their model accuracy in the -latest commit differs from another commit (or even multiple commits). +This function is designed not only for showing visualizations based on the +current state of your project, but it can also combine multiple plots from your +Git history in a single chart so you can compare results across commits. Users +can visualize how, for example, their model accuracy in the latest commit +differs from another commit (or even multiple commits). ``` $ dvc plot diff -d logs.csv HEAD HEAD^ d1e4d848 baseline_march @@ -138,16 +150,23 @@ $ open logs.html ### [Data transfer optimizations](https://github.com/iterative/dvc/issues/3488) +_Learnings:_ In ML projects, data transfer optimization is still the king. + We've done substantial work on optimizing data management commands, such as `dvc pull \ push \ status -c \ gc -c`. Now, based on the amount of data, DVC can -choose an optimal data remote traversing strategy. We've introduced mini-indexes -to help DVC instantly check data directories instead of iterating over millions -of files. This also speeds up file adding\removing to large directories. More -optimizations are included in the release based on performance bottlenecks we -profiled. +choose an optimal data remote traversing strategy. + +[Wini-indexes](https://github.com/iterative/dvc/issues/2147) were introduced to +help DVC instantly check data directories instead of iterating over millions of +files. This also speeds up file adding\removing to large directories. + +More optimizations are included in the release based on performance bottlenecks +we profiled. ### [Hyperparameter tracking](https://github.com/iterative/dvc/issues/3393) +_Learnings:_ ML pipeline steps depends only on a subset of config file. + This feature was actually released in the last DVC 0.93 version (see [params docs](https://dvc.org/doc/command-reference/params). However, it is an important step to support configuration files and ML experiments in a more From b3f555da4a17489fd6a913f41c1388d247826327 Mon Sep 17 00:00:00 2001 From: Dmitry Petrov Date: Sun, 3 May 2020 05:29:16 -0700 Subject: [PATCH 04/14] fix a formatting bug --- content/blog/2020-05-04-dvc-3-years-and-1-0-release.md | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md index 8561c25602..c3406487b6 100644 --- a/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md +++ b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md @@ -10,9 +10,10 @@ descriptionLong: | - πŸŽ‰ 3rd-year anniversary of DVC - πŸš€ DVC 1.0 pre-release is ready - ⭐ DVC has reached 5K GitHub starts (coincidently on the same day) -We are sharing our learnings from this journey and how they affected the new DVC -1.0 release. -picture: ../../static/uploads/images/2020-05-04/5k_stars.png + + We are sharing our learnings from this journey and how they affected the new + DVC 1.0 release. +picture: /static/uploads/images/2020-05-04/5k_stars.png pictureComment: 5000 GitHub stars author: dmitry_petrov commentsUrl: https://discuss.dvc.org/t/april-20-heartbeat/347 From 3c8270a7e76a4d883ec8fcb2734b019285628f92 Mon Sep 17 00:00:00 2001 From: Ivan Shcheklein Date: Sun, 3 May 2020 10:28:08 -0700 Subject: [PATCH 05/14] blog: 1.0 release update image path --- content/blog/2020-05-04-dvc-3-years-and-1-0-release.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md index c3406487b6..ef16d4a00f 100644 --- a/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md +++ b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md @@ -13,7 +13,7 @@ descriptionLong: | We are sharing our learnings from this journey and how they affected the new DVC 1.0 release. -picture: /static/uploads/images/2020-05-04/5k_stars.png +picture: 2020-05-04/5k_stars.png pictureComment: 5000 GitHub stars author: dmitry_petrov commentsUrl: https://discuss.dvc.org/t/april-20-heartbeat/347 From fb9bfe9d569abc0caf43da33c674f6aa2134b4ac Mon Sep 17 00:00:00 2001 From: Ivan Shcheklein Date: Sun, 3 May 2020 12:10:40 -0700 Subject: [PATCH 06/14] blog: release post, update image links --- content/blog/2020-05-04-dvc-3-years-and-1-0-release.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md index ef16d4a00f..5531c66e61 100644 --- a/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md +++ b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md @@ -138,7 +138,7 @@ file:///Users/dmitry/src/plot/logs.html $ open logs.html ``` -![](/static/uploads/images/2020-05-04/dvc-plot.png) +![](/uploads/images/2020-05-04/dvc-plot.png) ``` $ dvc plot diff -d logs.csv HEAD HEAD^ d1e4d848 baseline_march \ @@ -147,7 +147,7 @@ file:///Users/dmitry/src/plot/logs.html $ open logs.html ``` -![](/static/uploads/images/2020-05-04/dvc-plot-scatter.png) +![](/uploads/images/2020-05-04/dvc-plot-scatter.png) ### [Data transfer optimizations](https://github.com/iterative/dvc/issues/3488) @@ -183,7 +183,7 @@ Activity on our GitHub page has grown organically since the DVC repo went public on May 4th, 2017. Coincidently, today, in the 3rd year anniversary we have reached 5000 starts: -![](/static/uploads/images/2020-05-04/5k_github.png) +![](/uploads/images/2020-05-04/5k_github.png) ## Thank you! From 8ce8657c36d4999e35f2893cc88b6161e1d44d10 Mon Sep 17 00:00:00 2001 From: Ivan Shcheklein Date: Sun, 3 May 2020 12:20:58 -0700 Subject: [PATCH 07/14] blog: release 1.0 post, minor fixes --- .../blog/2020-05-04-dvc-3-years-and-1-0-release.md | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md index 5531c66e61..e28b839e62 100644 --- a/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md +++ b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md @@ -7,9 +7,10 @@ description: | descriptionLong: | Today, we’ve got three big things to announce. - - πŸŽ‰ 3rd-year anniversary of DVC - - πŸš€ DVC 1.0 pre-release is ready - - ⭐ DVC has reached 5K GitHub starts (coincidently on the same day) + + πŸŽ‰ 3rd-year anniversary of DVC + πŸš€ DVC 1.0 pre-release is ready + ⭐ DVC has reached 5K GitHub starts (coincidently on the same day) We are sharing our learnings from this journey and how they affected the new DVC 1.0 release. @@ -18,8 +19,7 @@ pictureComment: 5000 GitHub stars author: dmitry_petrov commentsUrl: https://discuss.dvc.org/t/april-20-heartbeat/347 tags: - - release - - users + - Release - MLOps - DataOps - CI/CD @@ -132,7 +132,7 @@ Git history in a single chart so you can compare results across commits. Users can visualize how, for example, their model accuracy in the latest commit differs from another commit (or even multiple commits). -``` +```dvc $ dvc plot diff -d logs.csv HEAD HEAD^ d1e4d848 baseline_march file:///Users/dmitry/src/plot/logs.html $ open logs.html @@ -140,7 +140,7 @@ $ open logs.html ![](/uploads/images/2020-05-04/dvc-plot.png) -``` +```dvc $ dvc plot diff -d logs.csv HEAD HEAD^ d1e4d848 baseline_march \ -x loss --template scatter file:///Users/dmitry/src/plot/logs.html From 40545946966ab4f02e0abb758cc8730224e7951e Mon Sep 17 00:00:00 2001 From: Ivan Shcheklein Date: Sun, 3 May 2020 12:24:55 -0700 Subject: [PATCH 08/14] blog: release 1.0 post update links, title --- content/blog/2020-05-04-dvc-3-years-and-1-0-release.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md index e28b839e62..ca17e06ce1 100644 --- a/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md +++ b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md @@ -1,5 +1,5 @@ --- -title: DVC 3 years anniversary and 1.0 pre-release +title: DVC 3 Years Anniversary and 1.0 Pre-release date: 2020-05-04 description: | Today, we’ve got three big things to announce: πŸŽ‰ 3rd-year anniversary of DVC, @@ -17,7 +17,7 @@ descriptionLong: | picture: 2020-05-04/5k_stars.png pictureComment: 5000 GitHub stars author: dmitry_petrov -commentsUrl: https://discuss.dvc.org/t/april-20-heartbeat/347 +commentsUrl: https://discuss.dvc.org/t/dvc-3-years-anniversary-and-1-0-pre-release/374 tags: - Release - MLOps From f871356afd858da8730839ff4482db18b3957b02 Mon Sep 17 00:00:00 2001 From: "restyled-io[bot]" <32688539+restyled-io[bot]@users.noreply.github.com> Date: Sun, 3 May 2020 12:25:59 -0700 Subject: [PATCH 09/14] Restyled by prettier (#1221) Co-authored-by: Restyled.io --- content/blog/2020-05-04-dvc-3-years-and-1-0-release.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md index ca17e06ce1..9d58c04154 100644 --- a/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md +++ b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md @@ -7,7 +7,7 @@ description: | descriptionLong: | Today, we’ve got three big things to announce. - + πŸŽ‰ 3rd-year anniversary of DVC πŸš€ DVC 1.0 pre-release is ready ⭐ DVC has reached 5K GitHub starts (coincidently on the same day) From 4148611b169c6fa1f630b377dcca881ad1a0f9c8 Mon Sep 17 00:00:00 2001 From: Ivan Shcheklein Date: Sun, 3 May 2020 12:41:53 -0700 Subject: [PATCH 10/14] blog: release 1.0, update long descritpion --- content/blog/2020-05-04-dvc-3-years-and-1-0-release.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md index 9d58c04154..198fbe5eef 100644 --- a/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md +++ b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md @@ -9,7 +9,9 @@ descriptionLong: | Today, we’ve got three big things to announce. πŸŽ‰ 3rd-year anniversary of DVC + πŸš€ DVC 1.0 pre-release is ready + ⭐ DVC has reached 5K GitHub starts (coincidently on the same day) We are sharing our learnings from this journey and how they affected the new From a058cf05a07af0b45b6c3b2d4cc000659e7c4785 Mon Sep 17 00:00:00 2001 From: "restyled-io[bot]" <32688539+restyled-io[bot]@users.noreply.github.com> Date: Sun, 3 May 2020 12:44:00 -0700 Subject: [PATCH 11/14] Restyled by prettier (#1223) Co-authored-by: Restyled.io --- content/blog/2020-05-04-dvc-3-years-and-1-0-release.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md index 198fbe5eef..e2c997380e 100644 --- a/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md +++ b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md @@ -9,9 +9,9 @@ descriptionLong: | Today, we’ve got three big things to announce. πŸŽ‰ 3rd-year anniversary of DVC - + πŸš€ DVC 1.0 pre-release is ready - + ⭐ DVC has reached 5K GitHub starts (coincidently on the same day) We are sharing our learnings from this journey and how they affected the new From a21292fd9d589172d6eb79b5d6fec7b1fca6f385 Mon Sep 17 00:00:00 2001 From: Dmitry Petrov Date: Mon, 4 May 2020 00:23:18 -0700 Subject: [PATCH 12/14] After review 2nd round --- .../2020-05-04-dvc-3-years-and-1-0-release.md | 69 +++++++++++------- .../uploads/images/2020-05-04/benchmarks.svg | 1 + .../images/2020-05-04/dvc-plot-scatter.png | Bin 58959 -> 0 bytes .../images/2020-05-04/dvc-plot-scatter.svg | 1 + static/uploads/images/2020-05-04/dvc-plot.png | Bin 60273 -> 0 bytes static/uploads/images/2020-05-04/dvc-plot.svg | 1 + .../uploads/images/2020-05-04/vera-sativa.png | Bin 0 -> 206536 bytes 7 files changed, 44 insertions(+), 28 deletions(-) create mode 100644 static/uploads/images/2020-05-04/benchmarks.svg delete mode 100644 static/uploads/images/2020-05-04/dvc-plot-scatter.png create mode 100644 static/uploads/images/2020-05-04/dvc-plot-scatter.svg delete mode 100644 static/uploads/images/2020-05-04/dvc-plot.png create mode 100644 static/uploads/images/2020-05-04/dvc-plot.svg create mode 100644 static/uploads/images/2020-05-04/vera-sativa.png diff --git a/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md index e2c997380e..0520740728 100644 --- a/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md +++ b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md @@ -1,12 +1,12 @@ --- -title: DVC 3 Years Anniversary and 1.0 Pre-release +title: DVC 3 Years πŸŽ‰ and 1.0 Pre-release πŸš€ date: 2020-05-04 description: | - Today, we’ve got three big things to announce: πŸŽ‰ 3rd-year anniversary of DVC, + Today, we've got three big announcements: πŸŽ‰ 3rd-year anniversary of DVC, πŸš€ DVC 1.0 pre-release is ready and ⭐ 5000 GitHub starts. descriptionLong: | - Today, we’ve got three big things to announce. + Today, we've got three big announcements. πŸŽ‰ 3rd-year anniversary of DVC @@ -14,10 +14,10 @@ descriptionLong: | ⭐ DVC has reached 5K GitHub starts (coincidently on the same day) - We are sharing our learnings from this journey and how they affected the new - DVC 1.0 release. + We'll share what we've learned from our journey, how users helped for the new + release and how DVC is growing. picture: 2020-05-04/5k_stars.png -pictureComment: 5000 GitHub stars +pictureComment: DVC 3rd-year anniversary author: dmitry_petrov commentsUrl: https://discuss.dvc.org/t/dvc-3-years-anniversary-and-1-0-pre-release/374 tags: @@ -29,13 +29,12 @@ tags: ## 3 years anniversary! -3 years ago on **May 4th, 2017** the first DVC blog post was published -[Data Version Control beta release: iterative machine learning](https://blog.dataversioncontrol.com/data-version-control-beta-release-iterative-machine-learning-a7faf7c8be67). -It was the first DVC tutorial and later we made a redirect to the new tutorial -page to not to confuse users. +Three years ago on **May 4th, 2017**, I published the +[first blog post about DVC](https://www.kdnuggets.com/2017/05/data-version-control-iterative-machine-learning.html). [The first DVC discussion on Reddit](https://www.reddit.com/r/Python/comments/698ian/dvc_data_scientists_collaboration_and_iterative/). -A few days later it was -[republished on other sources](https://www.kdnuggets.com/2017/05/data-version-control-iterative-machine-learning.html) +Until that point, DVC was a private project between +[myself](https://github.com/dmpetrov) and [Ruslan](https://github.com/efiop). +Today, things look very different. Today, DVC gets recognized at professional conferences: people spot our logo, and sometimes even our faces, and want to chat. There's much more content about @@ -55,16 +54,20 @@ under the hood. I can confidently say that DVC wouldn't have been possible without a lot of help from our community. Thank you to everyone who has supported us: -**DVC core team.** The core team of the project takes the majority of the -development activities, constantly brings new ideas, documents the product and -always on the first line of user's support. Many users knows that great user -support if one of the "killing features" of DVC. Today the core team consists of -6 brave engineers. +**DVC core team.** The DVC team has been the force driving our project's +evolution - we've grown from 2 to 12 full-time engineers, developers, and data +scientists. Half of the team is purely focus on DVC while the other half on +related to DVC new projects. We often get feedback about how fast our team +answers user questions - we've been told our user support is one of DVC's +"killer features". It's all thanks to this amazing team. **DVC contributors.** As of today, the DVC code base has [126 individual contributors](https://github.com/iterative/dvc/graphs/contributors). -Many of these folks put hours into their PRs. We're grateful for their tenacity -and generosity. +Many of these folks put hours into their code contributios. We're grateful for +their tenacity and generosity. + +![](/static/uploads/images/2020-05-04/vera-sativa.png)_Vera - 100th DVC +contibutor [on GitHub](https://github.com/verasativa/)._ **Documentation contributors.** Another [124 people contributed](https://github.com/iterative/dvc.org/graphs/contributors) @@ -136,20 +139,20 @@ differs from another commit (or even multiple commits). ```dvc $ dvc plot diff -d logs.csv HEAD HEAD^ d1e4d848 baseline_march -file:///Users/dmitry/src/plot/logs.html -$ open logs.html +file:///Users/dmitry/src/plot/logs.csv.html +$ open logs.csv.html ``` -![](/uploads/images/2020-05-04/dvc-plot.png) +![](/uploads/images/2020-05-04/dvc-plot.svg) ```dvc $ dvc plot diff -d logs.csv HEAD HEAD^ d1e4d848 baseline_march \ -x loss --template scatter -file:///Users/dmitry/src/plot/logs.html -$ open logs.html +file:///Users/dmitry/src/plot/logs.csv.html +$ open logs.csv.html ``` -![](/uploads/images/2020-05-04/dvc-plot-scatter.png) +![](/uploads/images/2020-05-04/dvc-plot-scatter.svg) ### [Data transfer optimizations](https://github.com/iterative/dvc/issues/3488) @@ -159,12 +162,17 @@ We've done substantial work on optimizing data management commands, such as `dvc pull \ push \ status -c \ gc -c`. Now, based on the amount of data, DVC can choose an optimal data remote traversing strategy. -[Wini-indexes](https://github.com/iterative/dvc/issues/2147) were introduced to +[Mini-indexes](https://github.com/iterative/dvc/issues/2147) were introduced to help DVC instantly check data directories instead of iterating over millions of files. This also speeds up file adding\removing to large directories. More optimizations are included in the release based on performance bottlenecks -we profiled. +we profiled. More detailed +[benchmark report](https://gist.github.com/pmrowla/338d9645bd05df966f8aba8366cab308) +that shows how many second it takes to run a specific commands on 2M images +directory. + +![](/uploads/images/2020-05-04/benchmarks.svg) ### [Hyperparameter tracking](https://github.com/iterative/dvc/issues/3393) @@ -175,6 +183,11 @@ This feature was actually released in the last DVC 0.93 version (see important step to support configuration files and ML experiments in a more holistic way. +### New features summary + +Each of the big new features and improvements deserve a separate blog post. We +will be posting more - please stay in touch. + I hope our the most active users will find time to check the DVC pre release version and provide their feeback. The installation instruction is [on our website](https://dvc.org/doc/install/pre-release). @@ -193,6 +206,6 @@ Thank you again for all DVC contributions, community members, and users. Every piece of your help is highly appreciated and will bring huge benefits to the entire ecosystem of data and ML projects. -Stay healthy and safe over in your neck of the woods and be in touch on +Stay healthy and safe, wherever you are in the world. And be in touch on [Twitter](https://twitter.com/DVCorg), and our [Discord channel](https://dvc.org/chat). diff --git a/static/uploads/images/2020-05-04/benchmarks.svg b/static/uploads/images/2020-05-04/benchmarks.svg new file mode 100644 index 0000000000..5c319e4f68 --- /dev/null +++ b/static/uploads/images/2020-05-04/benchmarks.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/static/uploads/images/2020-05-04/dvc-plot-scatter.png b/static/uploads/images/2020-05-04/dvc-plot-scatter.png deleted file mode 100644 index 132eedc90a302ed7e8360507056680cbcb171f19..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 58959 zcmeGDWl&w)vIY#p3holzHCS+WcMa|kGz52dmjFS6dvFWx5*!jFSa1*S?(baeea_kU zp8HjOf8VN?s>xhyt~tEBNB7guh)`CPLPo$xfPjENmXQ{J2LS;Zhk$@Qfr9~_#A0f3 zK|mmxd=L{;mJt&pRd%#9|6pwf0U;fc^aWNgL5iU3m?)L9To}qUxE(4UPgoL;KG0uY zL`@V!8kdC<3X4mp)QG4!e7)FGz4v_?Rva(dw^8z@ihOS6lBxBskYP76$co4QV?N*O 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static/uploads/images/2020-05-04/owl.png diff --git a/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md index 0520740728..826a4cb5d5 100644 --- a/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md +++ b/content/blog/2020-05-04-dvc-3-years-and-1-0-release.md @@ -16,7 +16,7 @@ descriptionLong: | We'll share what we've learned from our journey, how users helped for the new release and how DVC is growing. -picture: 2020-05-04/5k_stars.png +picture: 2020-05-04/owl.png pictureComment: DVC 3rd-year anniversary author: dmitry_petrov commentsUrl: https://discuss.dvc.org/t/dvc-3-years-anniversary-and-1-0-pre-release/374 @@ -118,8 +118,35 @@ We redesigned the DVC-metafile format to make saved pipelines more interpretable and editable. Pipeline stages are now saved in a single metafile, with all stages stored together instead of in separate files. -Another significan step was the removed checksums from the pipeline metafile. -This improves its human-readability. +The checksums are no longer stored in the pipeline metafile which improves +human-readability. + +```yaml +stages: + process: + cmd: ./process_raw_data raw_data.log users.csv + deps: + - raw_data.log + params: + - process_file + - click_threshold + outs: + - users.csv + train: + cmd: python train.py + deps: + - users.csv + params: + - epochs + - log_file + - dropout + metrics_no_cache: + - summary.json + metrics: + - logs.csv + outs: + - model.pkl +``` ### [Plots](https://github.com/iterative/dvc/issues/3409) @@ -202,7 +229,7 @@ reached 5000 starts: ## Thank you! -Thank you again for all DVC contributions, community members, and users. Every +Thank you again for all DVC contributors, community members, and users. 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