From 25ab88713eb2470a9e13614a09341bd847c95530 Mon Sep 17 00:00:00 2001 From: Matt Young Date: Tue, 14 Nov 2023 14:33:23 -0500 Subject: [PATCH] KubeCon 2022 --> KubeCon 2023. Basic reports. --- db/scm/sgm-gharchive/cncf-consolidate.log | 69 + .../cncf-gharchive-concat-daily.sh | 36 + db/scm/sgm-gharchive/consolidate-gz.debug.log | 17 + .../sgm-gharchive/gharchive-concat-daily.log | 5 + docs/data-action-cover.jpeg | Bin 0 -> 109800 bytes ...on-classifying-projects-and-communities.md | 122 + docs/on-contributor-privacy.md | 80 + docs/project-types-quadrants.jpg | Bin 0 -> 108520 bytes docs/understanding-project-activity.md | 137 + ...derstanding_apache_arrow_book_diagrams.pdf | Bin 0 -> 2397229 bytes jlab/requirements.jlab.list | 0 jlab/requirements.jlab.lock | 0 .../cncf/entityworkshop-gharchive.dask.ipynb | 2789 + .../cncf/entityworkshop-gharchive.dask.py | 581 + .../generated/cncf-landscape.json.compact | 1 + notebooks/cncf/generated/cncf-projects.jsonl | 178 + .../generated/fig_sunb_contributorsCount.png | Bin 0 -> 520237 bytes notebooks/cncf/gha-kcna23.log | 96571 ++++++++++++++++ notebooks/cncf/gha-log-2022-01-test.log | 967 + notebooks/cncf/gha-log-2022-01.log | 7953 ++ notebooks/cncf/items.json.1 | 55 + notebooks/cncf/items.json.2 | 55 + notebooks/cncf/items.json.3 | 55 + notebooks/cncf/multi-processing-sandbox.ipynb | 101 + notebooks/cncf/pooltest.py | 16 + notebooks/cncf/repos.txt | 178 + output.csv | 32 + pyproject.toml | 5 + render_notebooks.py | 99 + ...del__Size_2.0TB_filesystem_performance.csv | 10 + 30 files changed, 110112 insertions(+) create mode 100644 db/scm/sgm-gharchive/cncf-consolidate.log create mode 100755 db/scm/sgm-gharchive/cncf-gharchive-concat-daily.sh create mode 100644 db/scm/sgm-gharchive/consolidate-gz.debug.log create mode 100644 db/scm/sgm-gharchive/gharchive-concat-daily.log create mode 100644 docs/data-action-cover.jpeg create mode 100644 docs/on-classifying-projects-and-communities.md create mode 100644 docs/on-contributor-privacy.md create mode 100644 docs/project-types-quadrants.jpg create mode 100644 docs/understanding-project-activity.md create mode 100644 docs/understanding_apache_arrow_book_diagrams.pdf create mode 100644 jlab/requirements.jlab.list create mode 100644 jlab/requirements.jlab.lock create mode 100644 notebooks/cncf/entityworkshop-gharchive.dask.ipynb create mode 100644 notebooks/cncf/entityworkshop-gharchive.dask.py create mode 100644 notebooks/cncf/generated/cncf-landscape.json.compact create mode 100644 notebooks/cncf/generated/cncf-projects.jsonl create mode 100644 notebooks/cncf/generated/fig_sunb_contributorsCount.png create mode 100644 notebooks/cncf/gha-kcna23.log create mode 100644 notebooks/cncf/gha-log-2022-01-test.log create mode 100644 notebooks/cncf/gha-log-2022-01.log create mode 100644 notebooks/cncf/items.json.1 create mode 100644 notebooks/cncf/items.json.2 create mode 100644 notebooks/cncf/items.json.3 create mode 100644 notebooks/cncf/multi-processing-sandbox.ipynb create mode 100644 notebooks/cncf/pooltest.py create mode 100644 notebooks/cncf/repos.txt create mode 100644 output.csv create mode 100644 pyproject.toml create mode 100755 render_notebooks.py create mode 100644 util/system-perf/Darwin_DiskType_Apple_Model__Size_2.0TB_filesystem_performance.csv diff --git a/db/scm/sgm-gharchive/cncf-consolidate.log b/db/scm/sgm-gharchive/cncf-consolidate.log new file mode 100644 index 0000000..0ab1757 --- /dev/null +++ b/db/scm/sgm-gharchive/cncf-consolidate.log @@ -0,0 +1,69 @@ +==================================== + GZ File Consolidation Script +==================================== + +Source: /Users/matt/gharchive-cncf/cncf.all +Target: /Users/matt/gharchive-cncf/cncf.byrepo +Dry Run: 0 +Verbose: 1 +Processing directory: /Users/matt/gharchive-cncf/cncf.all/CommitCommentEvent + dirName: CommitCommentEvent + outputFile: /Users/matt/gharchive-cncf/cncf.byrepo/CommitCommentEvent-consolidated.gz +Concatenating files from /Users/matt/gharchive-cncf/cncf.all/CommitCommentEvent into /Users/matt/gharchive-cncf/cncf.byrepo/CommitCommentEvent-consolidated.gz... +Processing directory: /Users/matt/gharchive-cncf/cncf.all/CreateEvent + dirName: CreateEvent + outputFile: /Users/matt/gharchive-cncf/cncf.byrepo/CreateEvent-consolidated.gz +Concatenating files from /Users/matt/gharchive-cncf/cncf.all/CreateEvent into /Users/matt/gharchive-cncf/cncf.byrepo/CreateEvent-consolidated.gz... +Processing directory: /Users/matt/gharchive-cncf/cncf.all/DeleteEvent + dirName: DeleteEvent + outputFile: /Users/matt/gharchive-cncf/cncf.byrepo/DeleteEvent-consolidated.gz +Concatenating files from /Users/matt/gharchive-cncf/cncf.all/DeleteEvent into /Users/matt/gharchive-cncf/cncf.byrepo/DeleteEvent-consolidated.gz... +Processing directory: /Users/matt/gharchive-cncf/cncf.all/ForkEvent + dirName: ForkEvent + outputFile: /Users/matt/gharchive-cncf/cncf.byrepo/ForkEvent-consolidated.gz +Concatenating files from /Users/matt/gharchive-cncf/cncf.all/ForkEvent into /Users/matt/gharchive-cncf/cncf.byrepo/ForkEvent-consolidated.gz... +Processing directory: /Users/matt/gharchive-cncf/cncf.all/GollumEvent + dirName: GollumEvent + outputFile: /Users/matt/gharchive-cncf/cncf.byrepo/GollumEvent-consolidated.gz +Concatenating files from /Users/matt/gharchive-cncf/cncf.all/GollumEvent into /Users/matt/gharchive-cncf/cncf.byrepo/GollumEvent-consolidated.gz... +Processing directory: /Users/matt/gharchive-cncf/cncf.all/IssueCommentEvent + dirName: IssueCommentEvent + outputFile: /Users/matt/gharchive-cncf/cncf.byrepo/IssueCommentEvent-consolidated.gz +Concatenating files from /Users/matt/gharchive-cncf/cncf.all/IssueCommentEvent into /Users/matt/gharchive-cncf/cncf.byrepo/IssueCommentEvent-consolidated.gz... +Processing directory: /Users/matt/gharchive-cncf/cncf.all/IssuesEvent + dirName: IssuesEvent + outputFile: /Users/matt/gharchive-cncf/cncf.byrepo/IssuesEvent-consolidated.gz +Concatenating files from /Users/matt/gharchive-cncf/cncf.all/IssuesEvent into /Users/matt/gharchive-cncf/cncf.byrepo/IssuesEvent-consolidated.gz... +Processing directory: /Users/matt/gharchive-cncf/cncf.all/MemberEvent + dirName: MemberEvent + outputFile: /Users/matt/gharchive-cncf/cncf.byrepo/MemberEvent-consolidated.gz +Concatenating files from /Users/matt/gharchive-cncf/cncf.all/MemberEvent into /Users/matt/gharchive-cncf/cncf.byrepo/MemberEvent-consolidated.gz... +Processing directory: /Users/matt/gharchive-cncf/cncf.all/PublicEvent + dirName: PublicEvent + outputFile: /Users/matt/gharchive-cncf/cncf.byrepo/PublicEvent-consolidated.gz +Concatenating files from /Users/matt/gharchive-cncf/cncf.all/PublicEvent into /Users/matt/gharchive-cncf/cncf.byrepo/PublicEvent-consolidated.gz... +Processing directory: /Users/matt/gharchive-cncf/cncf.all/PullRequestEvent + dirName: PullRequestEvent + outputFile: /Users/matt/gharchive-cncf/cncf.byrepo/PullRequestEvent-consolidated.gz +Concatenating files from /Users/matt/gharchive-cncf/cncf.all/PullRequestEvent into /Users/matt/gharchive-cncf/cncf.byrepo/PullRequestEvent-consolidated.gz... +Processing directory: /Users/matt/gharchive-cncf/cncf.all/PullRequestReviewCommentEvent + dirName: PullRequestReviewCommentEvent + outputFile: /Users/matt/gharchive-cncf/cncf.byrepo/PullRequestReviewCommentEvent-consolidated.gz +Concatenating files from /Users/matt/gharchive-cncf/cncf.all/PullRequestReviewCommentEvent into /Users/matt/gharchive-cncf/cncf.byrepo/PullRequestReviewCommentEvent-consolidated.gz... +Processing directory: /Users/matt/gharchive-cncf/cncf.all/PullRequestReviewEvent + dirName: PullRequestReviewEvent + outputFile: /Users/matt/gharchive-cncf/cncf.byrepo/PullRequestReviewEvent-consolidated.gz +Concatenating files from /Users/matt/gharchive-cncf/cncf.all/PullRequestReviewEvent into /Users/matt/gharchive-cncf/cncf.byrepo/PullRequestReviewEvent-consolidated.gz... +Processing directory: /Users/matt/gharchive-cncf/cncf.all/PushEvent + dirName: PushEvent + outputFile: /Users/matt/gharchive-cncf/cncf.byrepo/PushEvent-consolidated.gz +Concatenating files from /Users/matt/gharchive-cncf/cncf.all/PushEvent into /Users/matt/gharchive-cncf/cncf.byrepo/PushEvent-consolidated.gz... +Processing directory: /Users/matt/gharchive-cncf/cncf.all/ReleaseEvent + dirName: ReleaseEvent + outputFile: /Users/matt/gharchive-cncf/cncf.byrepo/ReleaseEvent-consolidated.gz +Concatenating files from /Users/matt/gharchive-cncf/cncf.all/ReleaseEvent into /Users/matt/gharchive-cncf/cncf.byrepo/ReleaseEvent-consolidated.gz... +Processing directory: /Users/matt/gharchive-cncf/cncf.all/WatchEvent + dirName: WatchEvent + outputFile: /Users/matt/gharchive-cncf/cncf.byrepo/WatchEvent-consolidated.gz +Concatenating files from /Users/matt/gharchive-cncf/cncf.all/WatchEvent into /Users/matt/gharchive-cncf/cncf.byrepo/WatchEvent-consolidated.gz... +Concatenation complete. diff --git a/db/scm/sgm-gharchive/cncf-gharchive-concat-daily.sh b/db/scm/sgm-gharchive/cncf-gharchive-concat-daily.sh new file mode 100755 index 0000000..12450be --- /dev/null +++ b/db/scm/sgm-gharchive/cncf-gharchive-concat-daily.sh @@ -0,0 +1,36 @@ +#!/bin/bash + +handle_sigint() { + echo "Caught Ctrl+C, stopping..." + # Perform any necessary cleanup here + exit 1 +} + +# Trap SIGINT and call handle_sigint when it's received +trap 'handle_sigint' SIGINT + +set -euox pipefail + +# ᐅ ./gharchive-concat-daily.sh --help +# Usage: ./gharchive-concat-daily.sh [options] + +# Options: +# -s, --source Source directory (required) +# -t, --target Target directory (required) +# -d, --dry-run Perform a dry run without creating files +# -v, --verbose Enable verbose output +# -f, --fast-mode Use faster but less resilient to mix-match compression, concatenation (cat) method +# -p, --use-pigz Use pigz instead of gzip for compression +# -r, --report Generate a report with line counts +# -h, --help Display this help text + + +# ./gharchive-concat-daily.sh --source ~/gharchive-cncf/debug.cncf.all \ +# --target ~/gharchive-cncf/debug.cncf.byrepo \ +# --verbose \ +# --fast-mode > gharchive-concat-daily.log + +./gharchive-concat-daily.sh --source ~/gharchive-cncf/debug.cncf.all \ + --target ~/gharchive-cncf/debug.cncf.byrepo \ + --verbose \ + --fast-mode \ No newline at end of file diff --git a/db/scm/sgm-gharchive/consolidate-gz.debug.log b/db/scm/sgm-gharchive/consolidate-gz.debug.log new file mode 100644 index 0000000..05bffeb --- /dev/null +++ b/db/scm/sgm-gharchive/consolidate-gz.debug.log @@ -0,0 +1,17 @@ +==================================== + GZ File Consolidation Script +==================================== + +==================================== + GZ File Consolidation Script +==================================== + +Source: /Users/matt/gharchive-cncf/debug.cncf.all +Target: /Users/matt/gharchive-cncf/debug.cncf.byrepo +Dry Run: 0 +Verbose: 1 +Processing directory: /Users/matt/gharchive-cncf/debug.cncf.all/CommitCommentEvent + dirName: CommitCommentEvent + outputFile: /Users/matt/gharchive-cncf/debug.cncf.byrepo/CommitCommentEvent-consolidated.gz 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member types](#project-member-types) + - [Contributor Cohorts (Segmentation)](#contributor-cohorts-segmentation) + - [Project Metrics, Measures, and Attributes](#project-metrics-measures-and-attributes) + + + +_apart from the diagram, what's below is reproduced from "Working in Public," by Nadia Eghbal ([https://press.stripe.com/working-in-public](https://press.stripe.com/working-in-public))_ + +## Types of Projects, Contributors, and Communities + +### Project Types + +The upper right quadrant (Federations) have the **highest user and contributor growth**, while the lower left quadrant (Toys) have the lowest of both measures. + +![image](./project-types-quadrants.jpg) + +#### Federations + +- rare, impactful, ubiquitous +- ~ < 3% of OSS projects +- outsized impact and adoption +- growth pattern: shard +- complex governance, large scale + +#### Stadiums + +- very low maintainer to user ratio. +- Unlike Federations and Clubs, which exhibit *decentralized communities*, Stadiums typically have a *centralized community topology*. + +- Often enjoy large, sometimes federated user communities and groups, oftentimes replicated and segmented by geography. . + +#### Clubs + +- often contributors are users. +- Niche Languages, Frameworks, Libraries +- domain specific solutions +- analogous to meetups or hobby groups self-selected users, often aligned around a singular axis/dimension of common needs or interests. +- Passionate, dedicated, cadre of contributors. High Net Promoter Score (NPS). + +#### Toys + +- Side Projects, Hackathon outcomes, experiments, personal growth/learning projects. + +### Project member types + +#### Maintainers + +Maintainers are those who are responsible for the future of a project's repository (or repositories), whose decisions affect the project laterally. Maintainers can be thought of as "trustees" or stewards of the project. + +#### Contributors + +Contributors are those who make contributions to a project's repository, ranging from casual to significant, but who aren't responsible for its overall success. + +##### Active Contributors + +(aka "regular" or "long-term" contributors) are considered members of the project, based on their reputation, the consistency of their contributions, or in many cases by explicit declaration from the project's governance mechanism(s) or via fiat. + +##### Casual Contributors + +Also known as drive-by, reactive, or passive contributors. Often motivated by interests of self or employer, commonly presenting with a transactional engagement style. + +#### Users + +Users are those whose primary relationship to a project's repository is to consume or use its code [and/or artifacts]. + +##### Active Users + +Frequently self-identified in ADOPTERS.md or via other declarative mechanisms, and captured in case studies and whitepapers as part of project collateral. Historically (and more generally) a project's maintainers don't have a way to identify users, an expectation shared by Users. + +##### Passive Users + +#### On project member type mobility and fluidity + +TODO: Contributor Ladder, and its utility as a signal type. + +TODO: Reference and/or link to tag-contributor-strategy docs + +### Contributor Cohorts (Segmentation) + +#### What's "Cohort Analysis?" + +> **Cohort analysis** is a kind of [behavioral analytics](https://en.wikipedia.org/wiki/Behavioral_analytics) that breaks the data in a [data set](https://en.wikipedia.org/wiki/Data_set) into related groups before analysis. These groups, or [cohorts](https://en.wikipedia.org/wiki/Cohort_(statistics)), usually share common characteristics or experiences within a defined time-span.^[1]^^[2]^ Cohort analysis allows a company to "see patterns clearly across the life-cycle of a customer (or user), rather than slicing across all customers blindly without accounting for the natural cycle that a customer undergoes."^[3]^ By seeing these patterns of time, a company can adapt and tailor its service to those specific cohorts. While cohort analysis is sometimes associated with a [cohort study](https://en.wikipedia.org/wiki/Cohort_study), they are different and should not be viewed as one and the same. Cohort analysis is specifically the analysis of cohorts in regards to [big data](https://en.wikipedia.org/wiki/Big_data) and [business analytics](https://en.wikipedia.org/wiki/Business_analytics), while in cohort study, data is broken down into similar groups. + +_(source: [https://en.wikipedia.org/wiki/Cohort_analysis](https://en.wikipedia.org/wiki/Cohort_analysis))_ + +#### n-th Time Contributors + +- First Time Contributors +- Second Time Contributors +- Third Time Contributors + +#### Reputation Index + +This is problematic if not done transparently. We might consider generating a number of indices and considering their utility in practice. + +### Project Metrics, Measures, and Attributes + +These form part of a picture, but taken alone, in isolation, or without local, project specific context they are in practice often misunderstood. + +For all given points in time, aggregated by cohort(s) or other dimensions (never by individual): + +- OSS Scorecard Metrics +- Active vs Passive Contributors +- Active vs Passive Users +- Number of open Issues +- Number of open Pull Requests (PR) +- Average time to close an Issue +- Average time to close a PR +- Average time to First Response to Issue +- Average time to First Response to PR +- Granularity of code/issue/pr churn (index over time) +- Patterns of Project Activity over time +- Bus Factor (low number of contributors working on the same areas of code/project over time). +- Popularity (Stars, @mentions, #hashtags) +- Depended Upon (aka PageRank) by other OSS projects +- Depended Upon by Apple Services as correlated via SBOM data. diff --git a/docs/on-contributor-privacy.md b/docs/on-contributor-privacy.md new file mode 100644 index 0000000..97814c4 --- /dev/null +++ b/docs/on-contributor-privacy.md @@ -0,0 +1,80 @@ + + +- [Values: How we use data](#values-how-we-use-data) + - [Sharing Data Creates Transparency, Public Participation, and Collaboration](#sharing-data-creates-transparency-public-participation-and-collaboration) + - [It's how we work with data that really matters](#its-how-we-work-with-data-that-really-matters) +- [How to responsibly use data](#how-to-responsibly-use-data) + - [Axioms](#axioms) + + + +# On Contributor Privacy + +Open Source Projects are created, managed, and sustained by communities of contributors, maintainers, users, & vendors. As we seek to better understand the size, composition, topology, and shape of open source communities, we must exercise care and caution. The evolution and prevalence of open source software has made it increasingly easy to inadvertently, accidentally and unknowingly violate the privacy of contributors, causing harm and potentially putting people at risk, and in some cases danger. + +We have guidelines and rubrics for understanding how to build secure systems and defined controls to ensure that once built, our systems remain secure. Analogous guidelines and controls for privacy for the project are informed by some of the following ideas, which are presented in + +[Data Action: Using data for public good](https://direct.mit.edu/books/book/4983/Data-ActionUsing-Data-for-Public-Good)_"How to use data as a tool for empowerment rather than oppression"_. + +![data-action-cover](./data-action-cover.jpeg) +__ + + +#### Additional Resources + +* Sophia Vargas's talk, "**Design Metric Programs to Respect Contributor Expectations and Promote Safety**" ([video](https://www.youtube.com/watch?v=b3KuTUc_mw0), [sched](https://sched.co/1R2qL)), and found it to be insightful. + +## Values: How we use data + +*Excerpts and quotes taken from “Data Action: Using Data For Public Good” unless otherwise noted.* + + + +### Sharing Data Creates Transparency, Public Participation, and Collaboration + +"Sharing Data does so much more than provide access to information. It **creates trusting relationships, changes power dynamics, teaches us about policies, fosters debate, and helps to generate collaborative knowledge sharing,** all of which are essential to building strong, deliberative communities." *S. Williams, Data Action: Using data for public good, p. 137* + +"Data visualizations help create a narrative around an idea, and **it's the narrative that ultimately has the ability to change people's hearts and minds**. When using data for action, **we must focus on the story we want to tell** with the data." *S. Williams, Data Action: Using data for public good, p. 141* + +### It's how we work with data that really matters + +…big data in its raw form cannot perform on its own; rather how data is transformed and operationalized can change the way we see the world. More specifically, **data can be used for civic action and policy change by communicating with the data clearly and responsibly to expose the hidden patterns and ideologies** to audiences inside and outside the policy arena. Communicating with data in this way requires the ability to **ask the right questions, **find or **collect the appropriate data, analyze and interpret that data, and visualize the results in a way that can be understood by broad audiences.** + +**Combining these methods transforms data** from a simple point on a map **to a narrative that has meaning.** Data is not often processed in this way because data analysts are often not familiar with the techniques that can be used to tell stories with the data ethically and responsibly. + +## How to responsibly use data + +1. We must interrogate the reasons we want to use data and determine the potential for our work to do more harm than good. + +2. Building teams to create narratives around data for action is essential for communicating the results effectively, but team collaboration also helps to make sure no harm is done to the people represented in the data itself. + +3. Building data helps change the power dynamics inherent in controlling and using data, while also having numerous side benefits, such as teaching data literacy. + +4. Coming up with unique ways to acquire, quantify, and model data can expose messages previously hidden from the public eye; however, we must expose ideas ethically, going back to the first principle above. + +5. We must validate the work we do with data by literally observing the phenomenon on the ground and asking those it [affects] to interpret the results. + +6. Sharing data is essential for communicating the need for policy change and generating a debate essential for that work. Data visualizations are effective at doing that. + +7. We must remember that data are people, and we must do them no harm. Regulations help provide standards of practice for the use of data, but they often are not developed in line with technological change; therefore, we must seek to develop our own standards and call upon others to do the same. + +### Axioms + +#### The Purpose for Using Data Analytics Must Be Interrogated + +…analysts must begin by asking policy questions of people with on-the-ground expertise, those who know the issue the best - and by believing ultimately that this collaboration will create smarter models. *p.215* + +#### Building Expert Teams is Essential to Making Data Work for Policy Change + +…working collaboratively with policy experts, communities, and designers is essential to reduce the potential for analytics to guide us toward misleading, unethical, or inaccurate conclusions. 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z1KB}@$FnD&-TmeOPCdnL(Sq$>s89C$b>7IeV*C~U9PV7$)fa6TvV!ZOE7FBB5$0ie zAmQC_!hiLMdQf=p(E=;)@eBgX-yxJ0WD}Tpkh=scv+EUs0Ls_%CHcSI|F79i`_Srt L(-F{oKk`2TzW;Hg literal 0 HcmV?d00001 diff --git a/docs/understanding-project-activity.md b/docs/understanding-project-activity.md new file mode 100644 index 0000000..d0b58e5 --- /dev/null +++ b/docs/understanding-project-activity.md @@ -0,0 +1,137 @@ +# Understanding project activity + +_gharchive events -> Apache Arrow Dataset, 2015 - present, time-partitioned (yyyy / mm / dd / .parquet)_ + + +- [Understanding project activity](#understanding-project-activity) + - [How does it work?](#how-does-it-work) + - [Where do the archives come from, how are they created? Who does this?](#where-do-the-archives-come-from-how-are-they-created--who-does-this) + - [How gharchive.org records are processed](#how-gharchiveorg-records-are-processed) + - [How are the records stored ...in a more useful way?](#how-are-the-records-stored-in-a-more-useful-way) + - [Aggregation, Analysis, Storing, and Reporting](#aggregation-analysis-storing-and-reporting) + - [How we connect to database postgres using Arrow's ADBC](#how-we-connect-to-database-postgres-using-arrows-adbc) + + +Process archives (all github), filtering based on inputs. + + + + +- [Places to start (aka "data that's available now")](#places-to-start-aka-data-thats-available-now) + - [From the API](#from-the-api) + - [Regarding the main part of this PR, processing the archive](#regarding-the-main-part-of-this-pr-processing-the-archive) +- [How does it work?](#how-does-it-work) + - [Where do the archives come from, how are they created? Who does this?](#where-do-the-archives-come-from-how-are-they-created-who-does-this) + - [How gharchive.org records are processed](#how-gharchiveorg-records-are-processed) +- [How are the records stored (...in a more useful way)?](#how-are-the-records-stored-in-a-more-useful-way) + - [The bulk of the processing occurs (notebooks/osrb/gha-osrb.py)](#the-bulk-of-the-processing-occurs-notebooksosrbgha-osrbpy) +- [Aggregation, Analysis, Storing, and Reporting](#aggregation-analysis-storing-and-reporting) + - [Apache Arrow (.feather) files --> Postgres Database](#apache-arrow-feather-files----postgres-database) + - [Jupyter Notebooks used for initial dataset summary and validation](#jupyter-notebooks-used-for-initial-dataset-summary-and-validation) + [GraphQL Endpoint(s)](#graphql-endpoints) +- [Further learning resources for concepts employed](#further-learning-resources-for-concepts-employed) + - [Apache Arrow](#apache-arrow) + - [Column vs. Row Storage](#column-vs-row-storage) + - [On Timetrees](#on-timetrees) +- [Notes from the PR](#notes-from-the-pr) + - [How we connect to database (postgres) using Arrow's ADBC](#how-we-connect-to-database-postgres-using-arrows-adbc) + - [The size of the osrb dataset](#the-size-of-the-osrb-dataset) + + + +## How does it work? + +All cores (greedy) are leveraged using Python's multiprocessing module to parse the hourly files in parallel using as many cores as are available. As this is primarily a compute bound operation, this is appropriate. + +### Where do the archives come from, how are they created? Who does this? + +Each archive is a compressed JSON Lines file of event records from GitHub's Events API. These event records exist unchanged as the API reported them when the gharchive.org project created the archives. This is done by a small bit of Ruby code, which is run by Google and shared via a public Google Cloud Storage (GCS) bucket, analogous to ACI Object Storage or Amazon S3, as well as made available via Google BigQuery (at a cost) or available via HTTP at [gharchive.org](https://www.gharchive.org). + + + _[igrigorik/gharchive.org/.../crawler/crawler.rb#L79](https://github.com/igrigorik/gharchive.org/blob/e312036fa36f7e27aa4f38229ec6c611cff7158a/crawler/crawler.rb#L79)_ + +```ruby + process = Proc.new do + req = HttpRequest.new("https://api.github.com/events?per_page=#{PAGE_LIMIT}", { + :inactivity_timeout => 5, + :connect_timeout => 5 + }).get({ + :head => { + 'user-agent' => 'gharchive.org', + 'Authorization' => 'token ' + ENV['GITHUB_TOKEN'] + } + }) + + req.callback do + begin + latest = Yajl::Parser.parse(req.response) + urls = latest.collect(&@latest_key) + new_events = latest.reject {|e| @latest.include? @latest_key.call(e)} + + @latest = urls + new_events.sort_by {|e| [Time.parse(e['created_at']), e['id']] }.each do |event| + timestamp = Time.parse(event['created_at']).strftime('%Y-%m-%d-%-k') + archive = "data/#{timestamp}.json" + + if @file.nil? || (archive != @file.to_path) + if !@file.nil? + @log.info "Rotating archive. Current: #{@file.to_path}, New: #{archive}" + @file.close + end + + @file = File.new(archive, "a+") + end + + @file.puts(Yajl::Encoder.encode(Obfuscate.email(event))) + end +``` + +The `@file.puts()` call uses the following to obfuscate the email contained in the record. It does not alter the Actor (GitHub identity) associated with the record. + +_[igrigorik/gharchive.org/.../crawler/obfuscate.rb](https://github.com/igrigorik/gharchive.org/blob/master/crawler/obfuscate.rb)_ + +```ruby +module Obfuscate + def self.email ( h ) + if h.is_a? Hash + if h['email'] && !h['email'].empty? + email = h.delete('email') + name, host = email.split("@") + h['email'] = [Digest::SHA1.hexdigest(name), host].compact.join("@") + end + + h.each_value do |v| + self.email(v) if v.is_a? Hash + v.each {|e| self.email(e)} if v.is_a? Array + end + end + end +end +``` + +Since emails are already obfuscated, by itself these records don't contain emails, only the obfuscated hashed identifiers. + +### How gharchive.org records are processed + + Each record is processed with `ijson`, a streaming JSON parser [github](https://github.com/ICRAR/ijson), [pypi](https://pypi.org/project/ijson/). It's akin to a "SAX" parser (vs. DOM) for XML parsers. Each record has as its first fields (from the beginning of the file) the Actor, Repo, Org, and is followed by a larger set of nested objects. A typical (non-streaming) JSON processor would parse the entire record to python objects before it's possible to determine the Event's type and repository. By using [iljson](https://github.com/ICRAR/ijson) we quickly determine event type (1 of 20) and repository. + +## How are the records stored (...in a more useful way)? + +Each event is quickly sorted, and optionally filtered, using the org list as input. Since there are 20 event types with deeply nested embedded objects, normalizing them into a uniform union set (wide table) has over 9000 columns, and is unworkable. Instead, event types are written to a file, and the arrow schemas don't have the geometric combinatorial expansion of cardinality (columns). + +The files are reified into a directory based time index. This allows the use of Apache Arrow's Dataset API for larger than memory / time-segmented datasets, yielding a plethora of benefits that enable processing the volumes of data on a laptop. Here's a few links describing the concept and the Datasets API provided by Apache Arrow. + +--- + +## Aggregation, Analysis, Storing, and Reporting + +### How we connect to database (postgres) using Arrow's ADBC + +leveraging Arrow's database connectivity (not Apache Flight or FlightSQL) for the bulk inject --> postgres. + +For now using the postgres wire protocol. Ultimately the better choice is to leverage the PG extension that provides a Flight Endpoint...which would allow data transfer on the wire in Arrow format over gRPC. ACI Postgres instances at the moment don't have this extension, and it's still new, while the PG wire protocol...is not. + +- https://arrow.apache.org/adbc/0.3.0/python/quickstart.html#ingesting-bulk-data +- https://arrow.apache.org/adbc/0.5.1/python/recipe/postgresql.html + +As a fallback / plan B (should ADBC prove problematic) is to load from .feather --> pandas (or dask...but pandas is fine as each individual file is quite small) --> sqlalchemy --> postgres. 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    \n", + "
    \n", + "

    Client

    \n", + "

    Client-6be9e7b4-3871-11ee-8080-0242c0a81004

    \n", + " \n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "
    Connection method: Cluster objectCluster type: distributed.LocalCluster
    \n", + " Dashboard: http://127.0.0.1:8787/status\n", + "
    \n", + "\n", + " \n", + " \n", + " \n", + "\n", + " \n", + "
    \n", + "

    Cluster Info

    \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + "

    LocalCluster

    \n", + "

    49a3b798

    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + "
    \n", + " Dashboard: http://127.0.0.1:8787/status\n", + " \n", + " Workers: 4\n", + "
    \n", + " Total threads: 8\n", + " \n", + " Total memory: 46.98 GiB\n", + "
    Status: runningUsing processes: True
    \n", + "\n", + "
    \n", + " \n", + "

    Scheduler Info

    \n", + "     \n", + "\n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + "

    Scheduler

    \n", + "

    Scheduler-bac7eab9-ff90-43b3-b4f5-1de20e82f1ee

    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    \n", + " Comm: tcp://127.0.0.1:39375\n", + " \n", + " Workers: 4\n", + "
    \n", + " Dashboard: http://127.0.0.1:8787/status\n", + " \n", + " Total threads: 8\n", + "
    \n", + " Started: Just now\n", + " \n", + " Total memory: 46.98 GiB\n", + "
    \n", + "
    \n", + "
    \n", + "\n", + "
    \n", + " \n", + "

    Workers

    \n", + "     \n", + "\n", + " \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "

    Worker: 0

    \n", + "     \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:44325\n", + " \n", + " Total threads: 2\n", + "
    \n", + " Dashboard: http://127.0.0.1:42407/status\n", + " \n", + " Memory: 11.74 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:42841\n", + "
    \n", + " Local directory: /tmp/dask-scratch-space/worker-180n9n7a\n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "

    Worker: 1

    \n", + "     \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:45479\n", + " \n", + " Total threads: 2\n", + "
    \n", + " Dashboard: http://127.0.0.1:43321/status\n", + " \n", + " Memory: 11.74 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:37505\n", + "
    \n", + " Local directory: /tmp/dask-scratch-space/worker-1z71ajeb\n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "

    Worker: 2

    \n", + "     \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:37629\n", + " \n", + " Total threads: 2\n", + "
    \n", + " Dashboard: http://127.0.0.1:44883/status\n", + " \n", + " Memory: 11.74 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:45111\n", + "
    \n", + " Local directory: /tmp/dask-scratch-space/worker-rv0ehsrn\n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "

    Worker: 3

    \n", + "     \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:44997\n", + " \n", + " Total threads: 2\n", + "
    \n", + " Dashboard: http://127.0.0.1:42133/status\n", + " \n", + " Memory: 11.74 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:34071\n", + "
    \n", + " Local directory: /tmp/dask-scratch-space/worker-59whtajr\n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "\n", + "
    \n", + "
    \n", + "\n", + "
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    \n", + "
    \n", + " \n", + "\n", + "
    \n", + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from dask.distributed import Client\n", + "\n", + "# macbook pro 14, 2021, M1 Max, 10 core\n", + "client = Client(n_workers=4)\n", + "client" + ] + }, + { + "cell_type": "markdown", + "id": "b923ef37-9fa1-42bf-9932-299070b33b99", + "metadata": { + "tags": [] + }, + "source": [ + "## Prepare Notebook " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "91358dbd-9867-4614-8f79-1d42d6f8d720", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "ename": "ImportError", + "evalue": "cannot import name 'Connection' from 'sqlalchemy' (/opt/conda/lib/python3.11/site-packages/sqlalchemy/__init__.py)", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[6], line 29\u001b[0m\n\u001b[1;32m 27\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mcollections\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m defaultdict\n\u001b[1;32m 28\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mIPython\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdisplay\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m display, HTML\n\u001b[0;32m---> 29\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msqlalchemy\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Connection, create_engine\n\u001b[1;32m 31\u001b[0m pd\u001b[38;5;241m.\u001b[39mset_option(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdisplay.max_rows\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;241m500\u001b[39m)\n\u001b[1;32m 32\u001b[0m pd\u001b[38;5;241m.\u001b[39mset_option(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdisplay.max_columns\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;241m500\u001b[39m)\n", + "\u001b[0;31mImportError\u001b[0m: cannot import name 'Connection' from 'sqlalchemy' (/opt/conda/lib/python3.11/site-packages/sqlalchemy/__init__.py)" + ] + } + ], + "source": [ + "%matplotlib inline\n", + "%matplotlib widget\n", + "\n", + "# https://medium.com/@pablosjv/importing-local-python-modules-into-jupyter-notebooks-87336b2d7746\n", + "%load_ext autoreload\n", + "%autoreload 2\n", + "\n", + "import os\n", + "import sys\n", + "\n", + "# for the future.\n", + "#import modin.pandas as pd\n", + "#%env MODIN_ENGINE=dask\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "# By convention, we import the module dask.dataframe as dd, and call the corresponding DataFrame object ddf.\n", + "# Note: The term \"Dask DataFrame\" is slightly overloaded. Depending on the context, it can refer to the module or the DataFrame object. To avoid confusion, throughout this notebook:\n", + "# * dask.dataframe (note the all lowercase) refers to the API, and\n", + "# * DataFrame (note the CamelCase) refers to the object.\n", + "import dask\n", + "import dask.dataframe as dd\n", + "\n", + "\n", + "import matplotlib.pyplot as plt\n", + "from collections import defaultdict\n", + "from IPython.display import display, HTML\n", + "from sqlalchemy import Connection, create_engine\n", + "\n", + "pd.set_option('display.max_rows', 500)\n", + "pd.set_option('display.max_columns', 500)\n", + "pd.set_option('display.width', 150)\n", + "\n", + "# allow iteration on modules without having to restart the kernel each time\n", + "module_path = os.path.abspath(os.path.join('data/gharchive')) # or the path to your source code\n", + "sys.path.insert(0, module_path)\n", + "\n", + "# load helpers\n", + "%run data/gharchive/gharchive.py\n", + "config = GHARCHIVE_ENTITY_CONFIG\n", + "\n", + "# load db helpers\n", + "# %run data/gharchive/pandas2db.py\n", + "\n", + "# data downloaded from gharchive.\n", + "SEED_ARCHIVE_NAME='2022-10-01-13.json.gz'\n", + "\n", + "SEED_DIR = 'data/gharchive/seeds/apple-day0-mattyoung'\n", + "SEED_ARCHIVE = f'{SEED_DIR}/{SEED_ARCHIVE_NAME}'\n", + "print(f'\\nSEED_ARCHIVE: {SEED_ARCHIVE}\\n')\n", + "\n", + "\n", + "# intermediate files\n", + "OUT_DIR = 'data/gharchive/.processed/apple-day0-mattyoung'\n", + "\n", + "# DICTIONARY CONTAINING ALL TABLES\n", + "# key: table_name, value: dataframe object\n", + "tbls = defaultdict(pd.DataFrame)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "721aedaa-085f-4f2f-9093-b299d15456e6", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Name: SQLAlchemy\n", + "Version: 2.0.19\n", + "Summary: Database Abstraction Library\n", + "Home-page: https://www.sqlalchemy.org\n", + "Author: Mike Bayer\n", + "Author-email: mike_mp@zzzcomputing.com\n", + "License: MIT\n", + "Location: /opt/conda/lib/python3.11/site-packages\n", + "Requires: greenlet, typing-extensions\n", + "Required-by: alembic, jupyterhub, sqlacodegen\n", + "---\n", + "Name: pandas\n", + "Version: 1.5.1\n", + "Summary: Powerful data structures for data analysis, time series, and statistics\n", + "Home-page: https://pandas.pydata.org\n", + "Author: The Pandas Development Team\n", + "Author-email: pandas-dev@python.org\n", + "License: BSD-3-Clause\n", + "Location: /opt/conda/lib/python3.11/site-packages\n", + "Requires: numpy, python-dateutil, pytz\n", + "Required-by: altair, bokeh, modin, seaborn, statsmodels\n", + "---\n", + "Name: sqlacodegen\n", + "Version: 2.3.0\n", + "Summary: Automatic model code generator for SQLAlchemy\n", + "Home-page: UNKNOWN\n", + "Author: Alex Grönholm\n", + "Author-email: alex.gronholm@nextday.fi\n", + "License: MIT\n", + "Location: /opt/conda/lib/python3.11/site-packages\n", + "Requires: inflect, SQLAlchemy\n", + "Required-by: \n" + ] + } + ], + "source": [ + "!pip3 show sqlalchemy pandas sqlacodegen" + ] + }, + { + "cell_type": "markdown", + "id": "adf6c127-531f-47af-8403-b97d8be26af0", + "metadata": { + "tags": [] + }, + "source": [ + "## Load OSRB and ecosystem data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0cede76b-562e-4358-b256-db10193d1efe", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "osrb, memory: 25074 bytes, shape: (116, 3), cols=['name', 'org_name', 'repo_name']\n" + ] + }, + { + "data": { + "text/plain": [ + "[None]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
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hive apache/hive\n", + " iceberg apache/iceberg\n", + " incubator-toree apache/incubator-toree\n", + " kafka apache/kafka\n", + " kyuubi apache/kyuubi\n", + " logging-log4j2 apache/logging-log4j2\n", + " lucene apache/lucene\n", + " orc apache/orc\n", + " ozone apache/ozone\n", + " parquet-mr apache/parquet-mr\n", + " solr apache/solr\n", + " spark apache/spark\n", + " superset apache/superset\n", + " trafficserver apache/trafficserver\n", + " yunikorn-core apache/yunikorn-core\n", + " zookeeper apache/zookeeper\n", + "apple FHIRModels apple/FHIRModels\n", + " GCGC apple/GCGC\n", + " app-store-server-library-swift apple/app-store-server-library-swift\n", + " batch-processing-gateway apple/batch-processing-gateway\n", + " coremltools apple/coremltools\n", + " darwin-libplatform apple/darwin-libplatform\n", + " foundationdb apple/foundationdb\n", + " password-manager-resources apple/password-manager-resources\n", + " servicetalk apple/servicetalk\n", + " swift apple/swift\n", + " swift-corelibs-foundation apple/swift-corelibs-foundation\n", + " swift-corelibs-libdispatch apple/swift-corelibs-libdispatch\n", + " swift-crypto apple/swift-crypto\n", + " swift-distributed-actors apple/swift-distributed-actors\n", + " swift-distributed-tracing apple/swift-distributed-tracing\n", + " swift-log apple/swift-log\n", + " swift-metrics apple/swift-metrics\n", + " swift-nio apple/swift-nio\n", + " swift-protobuf apple/swift-protobuf\n", + " swift-service-discovery apple/swift-service-discovery\n", + " turicreate apple/turicreate\n", + "aws karpenter aws/karpenter\n", + "bazelbuild bazel bazelbuild/bazel\n", + "benchopt benchopt benchopt/benchopt\n", + "boostorg boost boostorg/boost\n", + "buildbot buildbot buildbot/buildbot\n", + "carekit-apple CareKit carekit-apple/CareKit\n", + "cilium cilium cilium/cilium\n", + "cloud-hypervisor cloud-hypervisor cloud-hypervisor/cloud-hypervisor\n", + "cloudflare quiche cloudflare/quiche\n", + "containerd containerd containerd/containerd\n", + "datastax java-driver datastax/java-driver\n", + "delta-io delta delta-io/delta\n", + "dropwizard dropwizard dropwizard/dropwizard\n", + "elyra-ai elyra elyra-ai/elyra\n", + "envoyproxy envoy envoyproxy/envoy\n", + "etcd-io etcd etcd-io/etcd\n", + "falcosecurity falco falcosecurity/falco\n", + "filodb FiloDB filodb/FiloDB\n", + "google angle google/angle\n", + " boringssl google/boringssl\n", + " data-transfer-project google/data-transfer-project\n", + "goss-org goss goss-org/goss\n", + "grpc grpc-swift grpc/grpc-swift\n", + "hotosm tasking-manager hotosm/tasking-manager\n", + "isabelle-prover NaN isabelle-prover\n", + "istio istio istio/istio\n", + "jetstack cert-manager jetstack/cert-manager\n", + "jupyter-server enterprise_gateway jupyter-server/enterprise_gateway\n", + "kata-containers kata-containers kata-containers/kata-containers\n", + "kubeflow kubeflow kubeflow/kubeflow\n", + "kubernetes kubernetes kubernetes/kubernetes\n", + "kubevirt kubevirt kubevirt/kubevirt\n", + "lzfse lzfse lzfse/lzfse\n", + "machyve xhyve machyve/xhyve\n", + "maproulette maproulette2 maproulette/maproulette2\n", + "microsoft TypeScript microsoft/TypeScript\n", + "multipath-tcp mptcp multipath-tcp/mptcp\n", + "netty netty netty/netty\n", + "open-policy-agent opa open-policy-agent/opa\n", + "open-telemetry opentelemetry.io open-telemetry/opentelemetry.io\n", + "osmlab atlas osmlab/atlas\n", + "osquery osquery osquery/osquery\n", + "playframework playframework playframework/playframework\n", + "prometheus prometheus prometheus/prometheus\n", + "pulumi pulumi pulumi/pulumi\n", + "pytorch pytorch pytorch/pytorch\n", + "qemu qemu qemu/qemu\n", + "researchkit researchkit researchkit/researchkit\n", + "scverse scanpy scverse/scanpy\n", + "spinnaker spinnaker spinnaker/spinnaker\n", + "strimzi strimzi-kafka-operator strimzi/strimzi-kafka-operator\n", + "swift-server swift-aws-lambda-runtime swift-server/swift-aws-lambda-runtime\n", + " swift-backtrace swift-server/swift-backtrace\n", + "temporalio temporal temporalio/temporal\n", + "theislab moscot theislab/moscot\n", + "trinodb trino trinodb/trino\n", + "uber RemoteShuffleService uber/RemoteShuffleService\n", + "vega vega vega/vega" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "osrb = safe_set_index(osrb, ['org_name', 'repo_name'])\n", + "\n", + "display([dfoneline('osrb', osrb)])\n", + "osrb" + ] + }, + { + "cell_type": "markdown", + "id": "4ff547fc-bd60-4c26-a01a-0cea69b71b63", + "metadata": { + "tags": [] + }, + "source": [ + "### osrb projects: 'org_name' = Apple" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "32f57e21-f313-42bd-9e75-3cbe9c17f18d", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    name
    repo_name
    FHIRModelsapple/FHIRModels
    GCGCapple/GCGC
    app-store-server-library-swiftapple/app-store-server-library-swift
    batch-processing-gatewayapple/batch-processing-gateway
    coremltoolsapple/coremltools
    darwin-libplatformapple/darwin-libplatform
    foundationdbapple/foundationdb
    password-manager-resourcesapple/password-manager-resources
    servicetalkapple/servicetalk
    swiftapple/swift
    swift-corelibs-foundationapple/swift-corelibs-foundation
    swift-corelibs-libdispatchapple/swift-corelibs-libdispatch
    swift-cryptoapple/swift-crypto
    swift-distributed-actorsapple/swift-distributed-actors
    swift-distributed-tracingapple/swift-distributed-tracing
    swift-logapple/swift-log
    swift-metricsapple/swift-metrics
    swift-nioapple/swift-nio
    swift-protobufapple/swift-protobuf
    swift-service-discoveryapple/swift-service-discovery
    turicreateapple/turicreate
    \n", + "
    " + ], + "text/plain": [ + " name\n", + "repo_name \n", + "FHIRModels apple/FHIRModels\n", + "GCGC apple/GCGC\n", + "app-store-server-library-swift apple/app-store-server-library-swift\n", + "batch-processing-gateway apple/batch-processing-gateway\n", + "coremltools apple/coremltools\n", + "darwin-libplatform apple/darwin-libplatform\n", + "foundationdb apple/foundationdb\n", + "password-manager-resources apple/password-manager-resources\n", + "servicetalk apple/servicetalk\n", + "swift apple/swift\n", + "swift-corelibs-foundation apple/swift-corelibs-foundation\n", + "swift-corelibs-libdispatch apple/swift-corelibs-libdispatch\n", + "swift-crypto apple/swift-crypto\n", + "swift-distributed-actors apple/swift-distributed-actors\n", + "swift-distributed-tracing apple/swift-distributed-tracing\n", + "swift-log apple/swift-log\n", + "swift-metrics apple/swift-metrics\n", + "swift-nio apple/swift-nio\n", + "swift-protobuf apple/swift-protobuf\n", + "swift-service-discovery apple/swift-service-discovery\n", + "turicreate apple/turicreate" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "osrb.loc['apple']" + ] + }, + { + "cell_type": "markdown", + "id": "cabac799-2851-4969-88cb-7772b298560f", + "metadata": { + "tags": [] + }, + "source": [ + "### osrb projects: 'org_name' = Apache" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "4546f970-a89b-439c-8337-2f17755aae84", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    name
    repo_name
    airflowapache/airflow
    arrowapache/arrow
    cassandraapache/cassandra
    cloudstackapache/cloudstack
    druidapache/druid
    flinkapache/flink
    flumeapache/flume
    hadoopapache/hadoop
    hbaseapache/hbase
    hiveapache/hive
    icebergapache/iceberg
    incubator-toreeapache/incubator-toree
    kafkaapache/kafka
    kyuubiapache/kyuubi
    logging-log4j2apache/logging-log4j2
    luceneapache/lucene
    orcapache/orc
    ozoneapache/ozone
    parquet-mrapache/parquet-mr
    solrapache/solr
    sparkapache/spark
    supersetapache/superset
    trafficserverapache/trafficserver
    yunikorn-coreapache/yunikorn-core
    zookeeperapache/zookeeper
    \n", + "
    " + ], + "text/plain": [ + " name\n", + "repo_name \n", + "airflow apache/airflow\n", + "arrow apache/arrow\n", + "cassandra apache/cassandra\n", + "cloudstack apache/cloudstack\n", + "druid apache/druid\n", + "flink apache/flink\n", + "flume apache/flume\n", + "hadoop apache/hadoop\n", + "hbase apache/hbase\n", + "hive apache/hive\n", + "iceberg apache/iceberg\n", + "incubator-toree apache/incubator-toree\n", + "kafka apache/kafka\n", + "kyuubi apache/kyuubi\n", + "logging-log4j2 apache/logging-log4j2\n", + "lucene apache/lucene\n", + "orc apache/orc\n", + "ozone apache/ozone\n", + "parquet-mr apache/parquet-mr\n", + "solr apache/solr\n", + "spark apache/spark\n", + "superset apache/superset\n", + "trafficserver apache/trafficserver\n", + "yunikorn-core apache/yunikorn-core\n", + "zookeeper apache/zookeeper" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "osrb.loc['apache']" + ] + }, + { + "cell_type": "markdown", + "id": "fe206ad5-280e-499c-a929-270bc39b163c", + "metadata": { + "tags": [] + }, + "source": [ + "## What is the Github Archive?" + ] + }, + { + "cell_type": "markdown", + "id": "c82f0d0c-b41b-4127-8fff-c33db28983cb", + "metadata": { + "jp-MarkdownHeadingCollapsed": true, + "tags": [] + }, + "source": [ + "https://www.gharchive.org\n", + "\n", + "> Open-source developers all over the world are working on millions of projects: writing code & documentation, fixing & submitting bugs, and so forth. GH Archive is a project to record the public GitHub timeline, archive it, and make it easily accessible for further analysis.\n", + ">\n", + ">GitHub provides 15+ event types, which range from new commits and fork events, to opening new tickets, commenting, and adding members to a project. These events are aggregated into hourly archives, which you can access with any HTTP client\n", + "\n", + "* Activity archives are available starting 2/12/2011.\n", + "* Activity archives for dates between 2/12/2011-12/31/2014 was recorded from the (now deprecated) Timeline API.\n", + "* **Activity archives for dates starting 1/1/2015 is recorded from the Events API.**" + ] + }, + { + "cell_type": "markdown", + "id": "8752c03c-2095-4df1-ba67-22d7f4a5e190", + "metadata": { + "tags": [] + }, + "source": [ + "## Design: Github Events" + ] + }, + { + "cell_type": "markdown", + "id": "cb6b8400-a059-4a60-83ad-bd38977048bd", + "metadata": { + "tags": [] + }, + "source": [ + "### How Github Event types are modeled\n", + "\n", + "> The Events API can return different types of events triggered by activity on GitHub. Each event response contains shared properties, but has a unique payload object determined by its event type. The Event object common properties describes the properties shared by all events, and each event type describes the payload properties that are unique to the specific event.\n", + "\n", + "_More info: https://docs.github.com/en/webhooks-and-events/events/github-event-types_" + ] + }, + { + "cell_type": "markdown", + "id": "aaecd7fe-ec61-4285-af84-e28f1834555b", + "metadata": {}, + "source": [ + "We use python3's [support for enumerations](https://docs.python.org/3/library/enum.html) to capture the **kinds of things** that exist.\n", + "\n", + "* code completion in editors reduces iterations due to typos in config, and RSI\n", + "* the functions provided by the `enum` class are powerful. The HOWTO is detailed: https://docs.python.org/3/howto/enum.html\n", + "* we leverage it for configuration\n", + "\n", + "\n", + "```python\n", + "class EventType(Enum):\n", + " '''https://docs.github.com/en/webhooks-and-events/events/github-event-types '''\n", + "\n", + " def __str__(self):\n", + " return str(self.value)\n", + "\n", + " CommitCommentEvent = 'CommitCommentEvent'\n", + " CreateEvent = 'CreateEvent'\n", + " DeleteEvent = 'DeleteEvent' \n", + " ForkEvent = 'ForkEvent'\n", + " GollumEvent = 'GollumEvent'\n", + " IssueCommentEvent = 'IssueCommentEvent'\n", + " IssuesEvent = 'IssuesEvent'\n", + " MemberEvent = 'MemberEvent'\n", + " PublicEvent = 'PublicEvent'\n", + " PullRequestEvent = 'PullRequestEvent'\n", + " PullRequestReviewEvent = 'PullRequestReviewEvent'\n", + " PullRequestReviewCommentEvent = 'PullRequestReviewCommentEvent'\n", + " PullRequestReviewThreadEvent = 'PullRequestReviewThreadEvent'\n", + " PushEvent = 'PushEvent'\n", + " ReleaseEvent = 'ReleaseEvent'\n", + " SponsorshipEvent = 'SponsorshipEvent'\n", + " WatchEvent = 'WatchEvent'\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "051c61fe-5d97-45c5-b8bd-1e03138e65d0", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CommitCommentEvent\n", + "CreateEvent\n", + "DeleteEvent\n", + "ForkEvent\n", + "GollumEvent\n", + "IssueCommentEvent\n", + "IssuesEvent\n", + "MemberEvent\n", + "PublicEvent\n", + "PullRequestEvent\n", + "PullRequestReviewEvent\n", + "PullRequestReviewCommentEvent\n", + "PullRequestReviewThreadEvent\n", + "PushEvent\n", + "ReleaseEvent\n", + "SponsorshipEvent\n", + "WatchEvent\n" + ] + } + ], + "source": [ + "for et in list(EventType):\n", + " print(et)" + ] + }, + { + "cell_type": "markdown", + "id": "a4743376-6525-42cc-9842-8ba5fb3527bb", + "metadata": { + "tags": [] + }, + "source": [ + "### Entities" + ] + }, + { + "cell_type": "markdown", + "id": "123b176f-274b-457e-b8b7-d077f8b9b1cd", + "metadata": { + "tags": [] + }, + "source": [ + "#### Common properties on each event" + ] + }, + { + "cell_type": "markdown", + "id": "f4b38465-4794-4eb2-b45d-c798cdca0c2b", + "metadata": { + "jp-MarkdownHeadingCollapsed": true, + "tags": [] + }, + "source": [ + "\n", + "```json\n", + "[\n", + " {\n", + " \"type\": \"WatchEvent\",\n", + " \"public\": false,\n", + " \"payload\": {\n", + " },\n", + " \"repository\": {\n", + " \"id\": 3,\n", + " \"name\": \"octocat/Hello-World\",\n", + " \"url\": \"https://api.github.com/repos/octocat/Hello-World\"\n", + " },\n", + " \"actor\": {\n", + " \"id\": 1,\n", + " \"login\": \"octocat\",\n", + " \"gravatar_id\": \"\",\n", + " \"avatar_url\": \"https://github.com/images/error/octocat_happy.gif\",\n", + " \"url\": \"https://api.github.com/users/octocat\"\n", + " },\n", + " \"org\": {\n", + " \"id\": 1,\n", + " \"login\": \"github\",\n", + " \"gravatar_id\": \"\",\n", + " \"url\": \"https://api.github.com/orgs/github\",\n", + " \"avatar_url\": \"https://github.com/images/error/octocat_happy.gif\"\n", + " },\n", + " \"created_at\": \"2011-09-06T17:26:27Z\",\n", + " \"id\": \"12345\"\n", + " }\n", + "]\n", + "```\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "ccba369a-b003-4813-9dac-e2c6fa7e6306", + "metadata": { + "tags": [] + }, + "source": [ + "\n", + "\n", + "In each event's common header, there are 3 interior objects, `repository`, `actor`, and `org`. Their existence is captured similarly in a python `Enum`:\n", + "\n", + "```python\n", + "class EntityType(Enum):\n", + " ''' Entities, one DataFrame per entity (table) in the resulting DB'''\n", + "\n", + " def __str__(self):\n", + " return str(self.value)\n", + "\n", + " EventType = 'EventType'\n", + " Event = 'Event'\n", + " Actor = 'Actor'\n", + " Repo = 'Repo'\n", + " Org = 'Org'\n", + "\n", + " ForkEvent__Forkee = 'ForkEvent__Forkee'\n", + " ForkEvent_Forkee__Owner = 'ForkEvent_Forkee__Owner'\n", + " ForkEvent_Forkee__License = 'ForkEvent_Forkee__License'\n", + "\n", + " IssueCommentEvent__Issue = 'IssueCommentEvent__Issue'\n", + " IssueCommentEvent_Issue__Pull_Request = 'IssueCommentEvent_Issue__Pull_Request'\n", + "\n", + " IssuesEvent__Issue = 'IssuesEvent__Issue'\n", + " IssuesEvent_Issue__Pull_Request = 'IssuesEvent_Issue__Pull_Request'\n", + " \n", + " PullRequestEvent__PullRequest = 'PullRequestEvent__PullRequest'\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "204a93de-5751-4e33-b002-6b6088432fb1", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "EventType\n", + "Event\n", + "Actor\n", + "Repo\n", + "Org\n", + "ForkEvent__Forkee\n", + "ForkEvent_Forkee__Owner\n", + "ForkEvent_Forkee__License\n", + "IssueCommentEvent__Issue\n", + "IssueCommentEvent_Issue__Pull_Request\n", + "IssuesEvent__Issue\n", + "IssuesEvent_Issue__Pull_Request\n", + "PullRequestEvent__PullRequest\n" + ] + } + ], + "source": [ + "for et in list(EntityType):\n", + " print(et)" + ] + }, + { + "cell_type": "markdown", + "id": "b6e6335a-c8a4-4105-9e63-890574fb1d64", + "metadata": { + "tags": [] + }, + "source": [ + "## Load Event Data" + ] + }, + { + "cell_type": "markdown", + "id": "ed06a43b-9496-429a-b91d-f736270db548", + "metadata": { + "tags": [] + }, + "source": [ + "### Download archive (October 1st, 2022, 9am-10am ET)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "10663099-9996-4297-bfa7-f34780fbd182", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+ pwd\n", + "/home/jovyan\n", + "++ git rev-parse --show-toplevel\n", + "+ GIT_ROOT_DIR=/home/jovyan\n", + "+ cd /home/jovyan\n", + "+ pwd\n", + "/home/jovyan\n", + "+ SEED_ROOT=data/gharchive/seeds\n", + "+ SEED_DIR=data/gharchive/seeds/apple-day0-mattyoung\n", + "+ mkdir -p data/gharchive/seeds/apple-day0-mattyoung\n", + "+ wget --continue --directory-prefix data/gharchive/seeds/apple-day0-mattyoung https://data.gharchive.org/2022-10-01-13.json.gz\n", + "--2023-08-10 23:46:25-- https://data.gharchive.org/2022-10-01-13.json.gz\n", + "Resolving data.gharchive.org (data.gharchive.org)... 172.67.168.206, 104.21.46.175, 2606:4700:3035::ac43:a8ce, ...\n", + "Connecting to data.gharchive.org (data.gharchive.org)|172.67.168.206|:443... connected.\n", + "HTTP request sent, awaiting response... 416 Requested Range Not Satisfiable\n", + "\n", + " The file is already fully retrieved; nothing to do.\n", + "\n" + ] + } + ], + "source": [ + "!bash seed-apple-day0-mattyoung.sh" + ] + }, + { + "cell_type": "markdown", + "id": "5fdfc851-c465-4794-a612-a8bdefe8ae3a", + "metadata": {}, + "source": [ + "### JSON Lines --> pandas DataFrame" + ] + }, + { + "cell_type": "markdown", + "id": "4a338b64-b90a-4acd-87f6-7fc0992095fd", + "metadata": {}, + "source": [ + "* Each archive is a compressed (.gz) JSON Lines formatted file.\n", + "* Each line of the file is a JSON object representing an event that happened, and is one of 20 types." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "60bb952e-a2a5-49b7-81f7-3f9808074501", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "\u001b[0;31mSignature:\u001b[0m\n", + "\u001b[0mdd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_json\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0murl_path\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0morient\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'records'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mlines\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mstorage_options\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mblocksize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0msample\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1048576\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'utf-8'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'strict'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mcompression\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'infer'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mmeta\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mengine\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m<\u001b[0m\u001b[0mfunction\u001b[0m \u001b[0mread_json\u001b[0m \u001b[0mat\u001b[0m \u001b[0;36m0xffff191d5c60\u001b[0m\u001b[0;34m>\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0minclude_path_column\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mpath_converter\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mDocstring:\u001b[0m\n", + "Create a dataframe from a set of JSON files\n", + "\n", + "This utilises ``pandas.read_json()``, and most parameters are\n", + "passed through - see its docstring.\n", + "\n", + "Differences: orient is 'records' by default, with lines=True; this\n", + "is appropriate for line-delimited \"JSON-lines\" data, the kind of JSON output\n", + "that is most common in big-data scenarios, and which can be chunked when\n", + "reading (see ``read_json()``). All other options require blocksize=None,\n", + "i.e., one partition per input file.\n", + "\n", + "Parameters\n", + "----------\n", + "url_path: str, list of str\n", + " Location to read from. If a string, can include a glob character to\n", + " find a set of file names.\n", + " Supports protocol specifications such as ``\"s3://\"``.\n", + "encoding, errors:\n", + " The text encoding to implement, e.g., \"utf-8\" and how to respond\n", + " to errors in the conversion (see ``str.encode()``).\n", + "orient, lines, kwargs\n", + " passed to pandas; if not specified, lines=True when orient='records',\n", + " False otherwise.\n", + "storage_options: dict\n", + " Passed to backend file-system implementation\n", + "blocksize: None or int\n", + " If None, files are not blocked, and you get one partition per input\n", + " file. If int, which can only be used for line-delimited JSON files,\n", + " each partition will be approximately this size in bytes, to the nearest\n", + " newline character.\n", + "sample: int\n", + " Number of bytes to pre-load, to provide an empty dataframe structure\n", + " to any blocks without data. Only relevant when using blocksize.\n", + "encoding, errors:\n", + " Text conversion, ``see bytes.decode()``\n", + "compression : string or None\n", + " String like 'gzip' or 'xz'.\n", + "engine : callable or str, default ``pd.read_json``\n", + " The underlying function that dask will use to read JSON files. By\n", + " default, this will be the pandas JSON reader (``pd.read_json``).\n", + " If a string is specified, this value will be passed under the ``engine``\n", + " key-word argument to ``pd.read_json`` (only supported for pandas>=2.0).\n", + "include_path_column : bool or str, optional\n", + " Include a column with the file path where each row in the dataframe\n", + " originated. If ``True``, a new column is added to the dataframe called\n", + " ``path``. If ``str``, sets new column name. Default is ``False``.\n", + "path_converter : function or None, optional\n", + " A function that takes one argument and returns a string. Used to convert\n", + " paths in the ``path`` column, for instance, to strip a common prefix from\n", + " all the paths.\n", + "meta : pd.DataFrame, pd.Series, dict, iterable, tuple, optional\n", + " An empty ``pd.DataFrame`` or ``pd.Series`` that matches the dtypes and\n", + " column names of the output. This metadata is necessary for many\n", + " algorithms in dask dataframe to work. For ease of use, some\n", + " alternative inputs are also available. Instead of a ``DataFrame``, a\n", + " ``dict`` of ``{name: dtype}`` or iterable of ``(name, dtype)`` can be\n", + " provided (note that the order of the names should match the order of\n", + " the columns). Instead of a series, a tuple of ``(name, dtype)`` can be\n", + " used. If not provided, dask will try to infer the metadata. This may\n", + " lead to unexpected results, so providing ``meta`` is recommended. For\n", + " more information, see ``dask.dataframe.utils.make_meta``.\n", + "\n", + "Returns\n", + "-------\n", + "dask.DataFrame\n", + "\n", + "Examples\n", + "--------\n", + "Load single file\n", + "\n", + ">>> dd.read_json('myfile.1.json') # doctest: +SKIP\n", + "\n", + "Load multiple files\n", + "\n", + ">>> dd.read_json('myfile.*.json') # doctest: +SKIP\n", + "\n", + ">>> dd.read_json(['myfile.1.json', 'myfile.2.json']) # doctest: +SKIP\n", + "\n", + "Load large line-delimited JSON files using partitions of approx\n", + "256MB size\n", + "\n", + ">> dd.read_json('data/file*.csv', blocksize=2**28)\n", + "\u001b[0;31mFile:\u001b[0m /opt/conda/lib/python3.11/site-packages/dask/dataframe/io/json.py\n", + "\u001b[0;31mType:\u001b[0m function" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dd.read_json?" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "ea288d5f-351e-47e0-962d-41c08c52e22b", + "metadata": { + "lines_to_next_cell": 2, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-rw-r--r-- 1 jovyan users 76139958 Oct 1 2022 data/gharchive/seeds/apple-day0-mattyoung/2022-10-01-13.json.gz\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-08-10 23:46:27,056 - distributed.worker - WARNING - Compute Failed\n", + "Key: make_meta-13c9d03a-bb92-4a12-ac02-1262f5ac7eae\n", + "Function: make_meta\n", + "args: ()\n", + "kwargs: {}\n", + "Exception: \"ValueError('I/O operation on closed file.')\"\n", + "\n" + ] + }, + { + "ename": "ValueError", + "evalue": "An error occurred while calling the read_json method registered to the pandas backend.\nOriginal Message: I/O operation on closed file.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m/opt/conda/lib/python3.11/site-packages/dask/backends.py:136\u001b[0m, in \u001b[0;36mCreationDispatch.register_inplace..decorator..wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 135\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 136\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 137\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n", + "File \u001b[0;32m/opt/conda/lib/python3.11/site-packages/dask/dataframe/io/json.py:302\u001b[0m, in \u001b[0;36mread_json\u001b[0;34m(url_path, orient, lines, storage_options, blocksize, sample, encoding, errors, compression, meta, engine, include_path_column, path_converter, **kwargs)\u001b[0m\n\u001b[1;32m 288\u001b[0m parts \u001b[38;5;241m=\u001b[39m [\n\u001b[1;32m 289\u001b[0m delayed(read_json_file)(\n\u001b[1;32m 290\u001b[0m f,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 299\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m f \u001b[38;5;129;01min\u001b[39;00m files\n\u001b[1;32m 300\u001b[0m ]\n\u001b[0;32m--> 302\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfrom_delayed\u001b[49m\u001b[43m(\u001b[49m\u001b[43mparts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmeta\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmeta\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/opt/conda/lib/python3.11/site-packages/dask/dataframe/io/io.py:629\u001b[0m, in \u001b[0;36mfrom_delayed\u001b[0;34m(dfs, meta, divisions, prefix, verify_meta)\u001b[0m\n\u001b[1;32m 628\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m meta \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m--> 629\u001b[0m meta \u001b[38;5;241m=\u001b[39m \u001b[43mdelayed\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmake_meta\u001b[49m\u001b[43m)\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdfs\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompute\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 630\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n", + "File \u001b[0;32m/opt/conda/lib/python3.11/site-packages/dask/base.py:381\u001b[0m, in \u001b[0;36mDaskMethodsMixin.compute\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 358\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Compute this dask collection\u001b[39;00m\n\u001b[1;32m 359\u001b[0m \n\u001b[1;32m 360\u001b[0m \u001b[38;5;124;03mThis turns a lazy Dask collection into its in-memory equivalent.\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 379\u001b[0m \u001b[38;5;124;03mdask.compute\u001b[39;00m\n\u001b[1;32m 380\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m--> 381\u001b[0m (result,) \u001b[38;5;241m=\u001b[39m \u001b[43mcompute\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtraverse\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 382\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m result\n", + "File \u001b[0;32m/opt/conda/lib/python3.11/site-packages/dask/base.py:666\u001b[0m, in \u001b[0;36mcompute\u001b[0;34m(traverse, optimize_graph, scheduler, get, *args, **kwargs)\u001b[0m\n\u001b[1;32m 664\u001b[0m postcomputes\u001b[38;5;241m.\u001b[39mappend(x\u001b[38;5;241m.\u001b[39m__dask_postcompute__())\n\u001b[0;32m--> 666\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[43mschedule\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdsk\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkeys\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 667\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m repack([f(r, \u001b[38;5;241m*\u001b[39ma) \u001b[38;5;28;01mfor\u001b[39;00m r, (f, a) \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mzip\u001b[39m(results, postcomputes)])\n", + "File \u001b[0;32m/opt/conda/lib/python3.11/site-packages/distributed/client.py:3259\u001b[0m, in \u001b[0;36mClient.get\u001b[0;34m(self, dsk, keys, workers, allow_other_workers, resources, sync, asynchronous, direct, retries, priority, fifo_timeout, actors, **kwargs)\u001b[0m\n\u001b[1;32m 3258\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 3259\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgather\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpacked\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43masynchronous\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43masynchronous\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdirect\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdirect\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3260\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n", + "File \u001b[0;32m/opt/conda/lib/python3.11/site-packages/distributed/client.py:2384\u001b[0m, in \u001b[0;36mClient.gather\u001b[0;34m(self, futures, errors, direct, asynchronous)\u001b[0m\n\u001b[1;32m 2383\u001b[0m local_worker \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m-> 2384\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msync\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 2385\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_gather\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2386\u001b[0m \u001b[43m \u001b[49m\u001b[43mfutures\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2387\u001b[0m \u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2388\u001b[0m \u001b[43m \u001b[49m\u001b[43mdirect\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdirect\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2389\u001b[0m \u001b[43m \u001b[49m\u001b[43mlocal_worker\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlocal_worker\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2390\u001b[0m \u001b[43m \u001b[49m\u001b[43masynchronous\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43masynchronous\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2391\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/opt/conda/lib/python3.11/site-packages/distributed/utils.py:359\u001b[0m, in \u001b[0;36mSyncMethodMixin.sync\u001b[0;34m(self, func, asynchronous, callback_timeout, *args, **kwargs)\u001b[0m\n\u001b[1;32m 358\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 359\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43msync\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 360\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mloop\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcallback_timeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcallback_timeout\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\n\u001b[1;32m 361\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/opt/conda/lib/python3.11/site-packages/distributed/utils.py:426\u001b[0m, in \u001b[0;36msync\u001b[0;34m(loop, func, callback_timeout, *args, **kwargs)\u001b[0m\n\u001b[1;32m 425\u001b[0m typ, exc, tb \u001b[38;5;241m=\u001b[39m error\n\u001b[0;32m--> 426\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc\u001b[38;5;241m.\u001b[39mwith_traceback(tb)\n\u001b[1;32m 427\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n", + "File \u001b[0;32m/opt/conda/lib/python3.11/site-packages/distributed/utils.py:399\u001b[0m, in \u001b[0;36msync..f\u001b[0;34m()\u001b[0m\n\u001b[1;32m 398\u001b[0m future \u001b[38;5;241m=\u001b[39m asyncio\u001b[38;5;241m.\u001b[39mensure_future(future)\n\u001b[0;32m--> 399\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01myield\u001b[39;00m future\n\u001b[1;32m 400\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m:\n", + "File \u001b[0;32m/opt/conda/lib/python3.11/site-packages/tornado/gen.py:767\u001b[0m, in \u001b[0;36mRunner.run\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 766\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 767\u001b[0m value \u001b[38;5;241m=\u001b[39m future\u001b[38;5;241m.\u001b[39mresult()\n\u001b[1;32m 768\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 769\u001b[0m \u001b[38;5;66;03m# Save the exception for later. It's important that\u001b[39;00m\n\u001b[1;32m 770\u001b[0m \u001b[38;5;66;03m# gen.throw() not be called inside this try/except block\u001b[39;00m\n\u001b[1;32m 771\u001b[0m \u001b[38;5;66;03m# because that makes sys.exc_info behave unexpectedly.\u001b[39;00m\n", + "File \u001b[0;32m/opt/conda/lib/python3.11/site-packages/distributed/client.py:2247\u001b[0m, in \u001b[0;36mClient._gather\u001b[0;34m(self, futures, errors, direct, local_worker)\u001b[0m\n\u001b[1;32m 2246\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 2247\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exception\u001b[38;5;241m.\u001b[39mwith_traceback(traceback)\n\u001b[1;32m 2248\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc\n", + "File \u001b[0;32m/opt/conda/lib/python3.11/site-packages/dask/dataframe/dispatch.py:143\u001b[0m, in \u001b[0;36mmake_meta\u001b[0;34m()\u001b[0m\n\u001b[1;32m 142\u001b[0m func \u001b[38;5;241m=\u001b[39m make_meta_obj\u001b[38;5;241m.\u001b[39mdispatch(pd\u001b[38;5;241m.\u001b[39mDataFrame)\n\u001b[0;32m--> 143\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m func(x, index\u001b[38;5;241m=\u001b[39mindex)\n", + "File \u001b[0;32m/opt/conda/lib/python3.11/site-packages/dask/dataframe/backends.py:280\u001b[0m, in \u001b[0;36mmake_meta_object\u001b[0;34m()\u001b[0m\n\u001b[1;32m 279\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(x, Iterable) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(x, \u001b[38;5;28mstr\u001b[39m):\n\u001b[0;32m--> 280\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mall\u001b[39m(\u001b[38;5;28misinstance\u001b[39m(i, \u001b[38;5;28mtuple\u001b[39m) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(i) \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m2\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m x):\n\u001b[1;32m 281\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mExpected iterable of tuples of (name, dtype), got \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mx\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n", + "File \u001b[0;32m/opt/conda/lib/python3.11/site-packages/dask/dataframe/backends.py:280\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 279\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(x, Iterable) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(x, \u001b[38;5;28mstr\u001b[39m):\n\u001b[0;32m--> 280\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mall\u001b[39m(\u001b[38;5;28misinstance\u001b[39m(i, \u001b[38;5;28mtuple\u001b[39m) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(i) \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m2\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m x):\n\u001b[1;32m 281\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mExpected iterable of tuples of (name, dtype), got \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mx\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n", + "File \u001b[0;32m/opt/conda/lib/python3.11/site-packages/pandas/io/json/_json.py:977\u001b[0m, in \u001b[0;36m__next__\u001b[0;34m()\u001b[0m\n\u001b[1;32m 975\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mStopIteration\u001b[39;00m\n\u001b[0;32m--> 977\u001b[0m lines \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(islice(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdata, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mchunksize))\n\u001b[1;32m 978\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m lines:\n", + "\u001b[0;31mValueError\u001b[0m: I/O operation on closed file.", + "\nThe above exception was the direct cause of the following exception:\n", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m:1\u001b[0m\n", + "File \u001b[0;32m/opt/conda/lib/python3.11/site-packages/dask/backends.py:138\u001b[0m, in \u001b[0;36mCreationDispatch.register_inplace..decorator..wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 136\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m 137\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m--> 138\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;28mtype\u001b[39m(e)(\n\u001b[1;32m 139\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAn error occurred while calling the \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfuncname(func)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 140\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmethod registered to the \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbackend\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m backend.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 141\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mOriginal Message: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00me\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 142\u001b[0m ) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01me\u001b[39;00m\n", + "\u001b[0;31mValueError\u001b[0m: An error occurred while calling the read_json method registered to the pandas backend.\nOriginal Message: I/O operation on closed file." + ] + } + ], + "source": [ + "archive = SEED_ARCHIVE\n", + "!ls -laF '{archive}' && echo \"\"\n", + "\n", + "#%time event = pd.read_json(archive, orient='records', lines=True)\n", + "\n", + "# 256 MB\n", + "blocksize = 2**28\n", + "\n", + "%time event = dd.read_json(archive, orient='records', lines=True, chunksize=blocksize)\n", + "\n", + "# reduce sample size as necessary\n", + "#@event = event.sample(n=400, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "8d6c1a80-f93d-4b8b-b26a-62cddbf1c6e7", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "baa193772b2c4d7c8bc456c4c94e61f6", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "CytoscapeWidget(cytoscape_layout={'name': 'dagre', 'rankDir': 'BT', 'nodeSep': 10, 'edgeSep': 10, 'spacingFact…" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "event.visualize()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fb827605-1444-4bcc-ad3d-bf894c1a40f7", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "\n", + "event['org_repo_name'] = event.apply(lambda x: x['repo']['name'], axis = 1).astype('string')\n", + "\n", + "# org/repo --> org_name, repo_name\n", + "event = split_org_repo(event, 'org_repo_name')\n", + "\n", + "dfoneline('event', event)\n", + "%time event = event.astype(config['event']['dtypes_df'])\n", + "dfoneline('event', event)\n", + "\n", + "print(event.dtypes)\n", + "event.head(3)\n", + "\n", + "# store in global \n", + "tbls['event'] = event" + ] + }, + { + "cell_type": "markdown", + "id": "c3f09632-29ac-464e-a857-c402e6715e3f", + "metadata": { + "tags": [] + }, + "source": [ + "Recall that the header looks like this, note \"id\" is used as the a primary key as convention. The helper library fixes up `id` columns to be named `{entity}_github_id`. \n", + "\n", + "```json\n", + "[\n", + " {\n", + " \"type\": \"WatchEvent\",\n", + " \"public\": false,\n", + " \"payload\": {\n", + " },\n", + " \"repository\": {\n", + " \"id\": 3,\n", + " \"name\": \"octocat/Hello-World\",\n", + " \"url\": \"https://api.github.com/repos/octocat/Hello-World\"\n", + " },\n", + " \"actor\": {\n", + " \"id\": 1,\n", + " \"login\": \"octocat\",\n", + " \"gravatar_id\": \"\",\n", + " \"avatar_url\": \"https://github.com/images/error/octocat_happy.gif\",\n", + " \"url\": \"https://api.github.com/users/octocat\"\n", + " },\n", + " \"org\": {\n", + " \"id\": 1,\n", + " \"login\": \"github\",\n", + " \"gravatar_id\": \"\",\n", + " \"url\": \"https://api.github.com/orgs/github\",\n", + " \"avatar_url\": \"https://github.com/images/error/octocat_happy.gif\"\n", + " },\n", + " \"created_at\": \"2011-09-06T17:26:27Z\",\n", + " \"id\": \"12345\"\n", + " }\n", + "]\n", + "```\n", + "\n", + "The `name` and `url` fields are specified as `category_cols` - indicating that we should handle them as a [Pandas Category](https://pandas.pydata.org/docs/user_guide/categorical.html).\n", + "\n", + ">The categorical data type is useful in the following cases:\n", + ">\n", + "> * A string variable consisting of only a few different values. Converting such a string variable to a categorical variable will save some memory, see here.\n", + ">\n", + "> * The lexical order of a variable is not the same as the logical order (“one”, “two”, “three”). By converting to a categorical and specifying an order on the categories, sorting and min/max will use the logical order instead of the lexical order, see here.\n", + ">\n", + "> * As a signal to other Python libraries that this column should be treated as a categorical variable (e.g. to use suitable statistical methods or plot types).\n", + "\n", + "This is similar to the \"dictionary compression\" used in the Arrow projects. The value is stored once per unique value, rather than being duplicated per event. This produces a dramatic reduction in memory usage, making it viable to be used by an engineer with a MacBook Pro.\n", + "\n", + "More info: https://pandas.pydata.org/docs/user_guide/categorical.html#categorical-memory\n", + "\n", + "Configuration for the `repo` entity:\n", + "\n", + "```json\n", + "str(EntityType.Repo).lower(): {\n", + " 'description': 'ENTITY: repo',\n", + " 'dtypes_write': {\n", + " 'repo_github_id': sa_dialect_postgresql.BIGINT,\n", + " 'name': sa_dialect_postgresql.TEXT,\n", + " 'org_name': sa_dialect_postgresql.TEXT,\n", + " 'repo_name': sa_dialect_postgresql.TEXT,\n", + " 'url': sa_dialect_postgresql.TEXT\n", + " },\n", + " 'category_cols': ['name', 'url'],\n", + " 'embedded_json_cols': [],\n", + " 'natural_keys': ['id'],\n", + " 'db_table_name': 'repo'\n", + " },\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "d1491f64-66e8-4c39-9bd8-6987b5ef0dc9", + "metadata": {}, + "source": [ + "## Filter out repos we don't wish to process" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "93fee835-bddc-454d-8c4c-1252ab21be15", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "osrb = osrb.reset_index()\n", + "dfoneline('event', event)\n", + "osrb.head(5)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b4f80f02-8903-4f5f-9132-7361922b9c20", + "metadata": { + "lines_to_next_cell": 2, + "tags": [] + }, + "outputs": [], + "source": [ + "ecosystem_orgs = set(['adobe','alibaba','artsy','cfpb','cloudflare','docker','eleme',\n", + " 'godaddy','google','guacsec','guardian','microsoft','mozilla',\n", + " 'newrelic','ocsf','sigstore','square','stripe','twitter','wikimedia','zalando'])\n", + "\n", + "osrb_orgs = set(osrb['org_name'])\n", + "osrb_repos = set(osrb['name'])\n", + "\n", + "# TODO: add generic filtering based on tags (leveraging postgres JSONB arrays + GIN index)\n", + "\n", + "dfoneline(' event', event)\n", + "\n", + "# non-ecosystem events\n", + "event_eco = event[event['org_name'].isin(osrb_orgs.union(ecosystem_orgs))]\n", + "dfoneline(' eco_org', event_eco)\n", + "\n", + "event_osrb_org = event_eco[event_eco['org_name'].isin(osrb_orgs)]\n", + "dfoneline(' osrb_org', event_osrb_org)\n", + "\n", + "event_osrb_repo = event_osrb_org[event_osrb_org['org_repo_name'].isin(osrb_repos)]\n", + "dfoneline('osrb_repo', event_osrb_repo)\n", + "\n", + "# safe_set_index(event, ['org_name','repo_name','id'])\n", + "\n", + "# event, memory: 144755174 bytes, shape: (166151, 11)\n", + "# eco_org, memory: 20423732 bytes, shape: (770, 11)\n", + "# osrb_org, memory: 20343172 bytes, shape: (674, 11)\n", + "# osrb_repo, memory: 19884950 bytes, shape: (125, 11)\n", + "\n", + "# SHED MEMORY\n", + "event = event_eco.copy()\n", + "display(event.info(), event.head(3))" + ] + }, + { + "cell_type": "markdown", + "id": "3df40a98-6419-47f4-82db-0d0078f3cccc", + "metadata": { + "tags": [] + }, + "source": [ + "## Common Entities" + ] + }, + { + "cell_type": "markdown", + "id": "db773cc2-33ef-4709-8beb-8c30f1220791", + "metadata": {}, + "source": [ + "**Create new tables w/ the normalized (previously nested) JSON**" + ] + }, + { + "cell_type": "markdown", + "id": "224dcbf7-bd59-4018-bae3-5229d5a16efe", + "metadata": {}, + "source": [ + "### Entity: Repo" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e748e8f1-5123-4ca6-9ba9-08c6e2e31672", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# ENTITY: repo\n", + "event, repo = nested_dimension(tbls, 'repo', event, 'repo')\n", + "display(repo.head(3))\n", + "event.head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8d080240-63d6-4651-a661-f0c6d4d021fb", + "metadata": {}, + "outputs": [], + "source": [ + "#### org/repo --> org_name, repo_name" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "87a540b1-faf1-4a13-83e1-4706fe5cd767", + "metadata": {}, + "outputs": [], + "source": [ + "repo = split_org_repo(repo, 'name')\n", + "repo.head(3)" + ] + }, + { + "cell_type": "markdown", + "id": "a7a9b5e9-01e5-4c2c-ba1c-cda7332e5bcd", + "metadata": {}, + "source": [ + "### Entity: Actor" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e675422d-668e-48bd-be80-76982e3dacac", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# ENTITY: actor\n", + "event, actor = nested_dimension(tbls, 'actor', event, 'actor')\n", + "display(actor.head(3))\n", + "event.head(3)" + ] + }, + { + "cell_type": "markdown", + "id": "aec07779-570f-4a17-bb68-c0a3b97dcc64", + "metadata": {}, + "source": [ + "### Entity: Org" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "052736a2-0350-472b-bf6a-a9420c78d99a", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# ENTITY: org\n", + "event, org = nested_dimension(tbls, 'org', event, 'org')\n", + "display(org.head(3))\n", + "event.head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eae898db-94c3-4a6d-a505-2529824b4ea0", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "print('SUMMARY')\n", + "dfoneliners(tbls)\n", + "\n", + "# print('TABLES')\n", + "# dfsummaries(tbls)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bc45fd43-426b-4c0a-88ed-28dd043276fa", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "74780941-a67f-421b-a6b0-db665e1db134", + "metadata": {}, + "source": [ + "## Write dataframes (tables) --> files to facilitate merging." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bf3bd661-7b82-40bb-bf97-d5d425f4c68e", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# SEED_ARCHIVE_NAME[:-8] # YYYY-MM-DD-HH.json.gz --> YYYY-MM-DD-HH\n", + "!set -x && mkdir -p '{OUT_DIR}' && ls -lF '{OUT_DIR}'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c4b37ec2-899c-4c6b-9a93-9ace25c12d40", + "metadata": { + "lines_to_next_cell": 2, + "tags": [] + }, + "outputs": [], + "source": [ + "import pyarrow.feather as feather\n", + "\n", + "# intermediate files\n", + "OUT_DIR = 'data/gharchive/.processed/apple-day0-mattyoung'\n", + "\n", + "print(f'SEED_ARCHIVE: {SEED_ARCHIVE}')\n", + "print(f'SEED_DIR: {SEED_DIR}')\n", + "print(f'SEED_ARCHIVE_NAME: {SEED_ARCHIVE_NAME}')\n", + "print(f'OUT_DIR: {OUT_DIR}')\n", + "\n", + "tup = os.path.splitext(SEED_ARCHIVE_NAME)\n", + "fname_root = f'{tup[0][:-8]}' # YYYY-MM-DD-HH.json.gz --> YYYY-MM-DD-HH\n", + "\n", + "print(f'\\n*** writing to files: {list(tbls.keys())}')\n", + "\n", + "for k,df in tbls.items():\n", + " fname_base = f'{fname_root}.{k}' # YYYY-MM-DD-HH.actor \n", + " dfoneline(f'{fname_base}',df)\n", + "\n", + " full_path_base = f'{OUT_DIR}/{fname_base}'\n", + " \n", + " # print(f'\\n*** Pandas --> Pickle: {k}')\n", + " # pickle_fname = f'{full_path_base}.pickle.gz' # 2022-10-01.repo.pickle.gz\n", + " # %time df.to_pickle(pickle_fname)\n", + " # print(f'DONE writing file: {pickle_fname}')\n", + " \n", + " print(f'\\n*** Pandas --> Arrow: {k}')\n", + " arrow_fname = f'{full_path_base}.arrow' # 2022-10-01.repo.arrow\n", + " \n", + " with open(arrow_fname, 'wb') as f:\n", + " %time feather.write_feather(df, f, compression=\"lz4\")\n", + " print(f'DONE writing file: {arrow_fname}')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bade739a-7860-44bd-8995-d6c7e1ec6ee4", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "!du -hs '{SEED_DIR}' && ls -lhS '{SEED_DIR}'/*\n", + "!du -hs '{OUT_DIR}' && ls -lhS '{OUT_DIR}'/*\n", + "\n", + "pd.set_option('display.max_columns', None)\n", + "event.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "47d7038a-84b7-4b2c-8090-b24184bd1371", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "display(event.dtypes)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "877f7222-a6ef-4275-9d32-0347410796fa", + "metadata": { + "lines_to_next_cell": 2, + "tags": [] + }, + "outputs": [], + "source": [ + "# %run data/gharchive/gharchive.py\n", + "# config = GHARCHIVE_ENTITY_CONFIG\n", + "# event_dtypes_df = config['event']['dtypes_df']\n", + "# event_new = event.astype(event_dtypes_df)\n", + "\n", + "# display(event.dtypes)\n", + "# display(event_new.dtypes)\n", + "\n", + "# dfoneline('*** event ', event)\n", + "# dfoneline('*** event_new', event_new)\n", + "\n", + "# print(f'\\n*** event\\n-----\\n')\n", + "# dfmemstat(event)\n", + " \n", + "# print(f'\\n*** event_new\\n---------\\n')\n", + "# dfmemstat(event_new)\n", + "\n", + "# event.head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "80506530-a709-47ce-ab7a-32b2a22391e0", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "dfmemstat(event)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "02764c95-16f3-48b2-bed8-848c1f2f0db9", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "280be4e9-189b-4267-a040-f17a198dcd89", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "befee230-c26d-46b9-8807-9e1bc0086bb0", + "metadata": {}, + "source": [ + "### Resources (arrow/feather/pandas)" + ] + }, + { + "cell_type": "markdown", + "id": "4e093032-a3f9-45b7-aa7e-58f59ad418d6", + "metadata": { + "tags": [] + }, + "source": [ + "* https://arrow.apache.org/docs/python/pandas.html\n", + "* https://arrow.apache.org/docs/python/feather.html#feather-file-format\n", + "* https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.to_feather.html#pandas-dataframe-to-feather\n", + "* https://arrow.apache.org/docs/python/generated/pyarrow.feather.write_feather.html#pyarrow.feather.write_feather\n", + "\n", + "* https://arrow.apache.org/docs/python/data.html#dictionary-arrays\n", + "\n", + "* https://observablehq.com/@uwdata/introducing-arquero\n", + "* https://observablehq.com/@uwdata/arquero-and-apache-arrow\n", + "* https://observablehq.com/@uwdata/an-illustrated-guide-to-arquero-verbs\n" + ] + }, + { + "cell_type": "markdown", + "id": "162f2d98-6ec1-4344-941b-457cea01edf5", + "metadata": {}, + "source": [ + "## Push tables --> Postgres Database" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "21bbce8a-c2a9-4fdf-9a5b-331a5ef085a3", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f7f95416-71b1-47f0-84a0-6752f2c3711e", + "metadata": { + "lines_to_next_cell": 3, + "tags": [] + }, + "outputs": [], + "source": [ + "!pip list | grep jupyter" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/cncf/entityworkshop-gharchive.dask.py b/notebooks/cncf/entityworkshop-gharchive.dask.py new file mode 100644 index 0000000..a2707ed --- /dev/null +++ b/notebooks/cncf/entityworkshop-gharchive.dask.py @@ -0,0 +1,581 @@ +# --- +# jupyter: +# jupytext: +# text_representation: +# extension: .py +# format_name: percent +# format_version: '1.3' +# jupytext_version: 1.15.2 +# kernelspec: +# display_name: Python 3 (ipykernel) +# language: python +# name: python3 +# --- + +# %% [markdown] +# # Entity Workshop: Github Archive (gharchive.org) + +# %% +import pandas as pd + +# hi tim this is a change to a file. Here's another change. + +# %% +from dask.distributed import Client + +# macbook pro 14, 2021, M1 Max, 10 core +client = Client(n_workers=4) +client + +# %% [markdown] +# ## Prepare Notebook + +# %% +# %matplotlib inline +# %matplotlib widget + +# https://medium.com/@pablosjv/importing-local-python-modules-into-jupyter-notebooks-87336b2d7746 +# %load_ext autoreload +# %autoreload 2 + +import os +import sys + +# for the future. +#import modin.pandas as pd +# #%env MODIN_ENGINE=dask + +import pandas as pd +import numpy as np + +# By convention, we import the module dask.dataframe as dd, and call the corresponding DataFrame object ddf. +# Note: The term "Dask DataFrame" is slightly overloaded. Depending on the context, it can refer to the module or the DataFrame object. To avoid confusion, throughout this notebook: +# * dask.dataframe (note the all lowercase) refers to the API, and +# * DataFrame (note the CamelCase) refers to the object. +import dask +import dask.dataframe as dd + + +import matplotlib.pyplot as plt +from collections import defaultdict +from IPython.display import display, HTML +from sqlalchemy import Connection, create_engine + +pd.set_option('display.max_rows', 500) +pd.set_option('display.max_columns', 500) +pd.set_option('display.width', 150) + +# allow iteration on modules without having to restart the kernel each time +module_path = os.path.abspath(os.path.join('data/gharchive')) # or the path to your source code +sys.path.insert(0, module_path) + +# load helpers +# %run data/gharchive/gharchive.py +config = GHARCHIVE_ENTITY_CONFIG + +# load db helpers +# # %run data/gharchive/pandas2db.py + +# data downloaded from gharchive. +SEED_ARCHIVE_NAME='2022-10-01-13.json.gz' + +SEED_DIR = 'data/gharchive/seeds/apple-day0-mattyoung' +SEED_ARCHIVE = f'{SEED_DIR}/{SEED_ARCHIVE_NAME}' +print(f'\nSEED_ARCHIVE: {SEED_ARCHIVE}\n') + + +# intermediate files +OUT_DIR = 'data/gharchive/.processed/apple-day0-mattyoung' + +# DICTIONARY CONTAINING ALL TABLES +# key: table_name, value: dataframe object +tbls = defaultdict(pd.DataFrame) + +# %% +# !pip3 show sqlalchemy pandas sqlacodegen + +# %% [markdown] +# ## Load OSRB and ecosystem data + +# %% +osrb = load_repos('data/osrb/osrb-repos.txt') +display([dfoneline('osrb', osrb)], osrb.head(5)) + +# %% +osrb = safe_set_index(osrb, ['org_name', 'repo_name']) + +display([dfoneline('osrb', osrb)]) +osrb + + +# %% [markdown] +# ### osrb projects: 'org_name' = Apple + +# %% +osrb.loc['apple'] + +# %% [markdown] +# ### osrb projects: 'org_name' = Apache + +# %% +osrb.loc['apache'] + +# %% [markdown] +# ## What is the Github Archive? + +# %% [markdown] jp-MarkdownHeadingCollapsed=true +# https://www.gharchive.org +# +# > Open-source developers all over the world are working on millions of projects: writing code & documentation, fixing & submitting bugs, and so forth. GH Archive is a project to record the public GitHub timeline, archive it, and make it easily accessible for further analysis. +# > +# >GitHub provides 15+ event types, which range from new commits and fork events, to opening new tickets, commenting, and adding members to a project. These events are aggregated into hourly archives, which you can access with any HTTP client +# +# * Activity archives are available starting 2/12/2011. +# * Activity archives for dates between 2/12/2011-12/31/2014 was recorded from the (now deprecated) Timeline API. +# * **Activity archives for dates starting 1/1/2015 is recorded from the Events API.** +# +# _ospo-tools non-goal: Handle gharchive.org data prior to `2015-01-01`_ + +# %% [markdown] +# ## Design: Github Events + +# %% [markdown] +# ### How Github Event types are modeled +# +# > The Events API can return different types of events triggered by activity on GitHub. Each event response contains shared properties, but has a unique payload object determined by its event type. The Event object common properties describes the properties shared by all events, and each event type describes the payload properties that are unique to the specific event. +# +# _More info: https://docs.github.com/en/webhooks-and-events/events/github-event-types_ + +# %% [markdown] +# We use python3's [support for enumerations](https://docs.python.org/3/library/enum.html) to capture the **kinds of things** that exist. +# +# * code completion in editors reduces iterations due to typos in config, and RSI +# * the functions provided by the `enum` class are powerful. The HOWTO is detailed: https://docs.python.org/3/howto/enum.html +# * we leverage it for configuration +# +# +# ```python +# class EventType(Enum): +# '''https://docs.github.com/en/webhooks-and-events/events/github-event-types ''' +# +# def __str__(self): +# return str(self.value) +# +# CommitCommentEvent = 'CommitCommentEvent' +# CreateEvent = 'CreateEvent' +# DeleteEvent = 'DeleteEvent' +# ForkEvent = 'ForkEvent' +# GollumEvent = 'GollumEvent' +# IssueCommentEvent = 'IssueCommentEvent' +# IssuesEvent = 'IssuesEvent' +# MemberEvent = 'MemberEvent' +# PublicEvent = 'PublicEvent' +# PullRequestEvent = 'PullRequestEvent' +# PullRequestReviewEvent = 'PullRequestReviewEvent' +# PullRequestReviewCommentEvent = 'PullRequestReviewCommentEvent' +# PullRequestReviewThreadEvent = 'PullRequestReviewThreadEvent' +# PushEvent = 'PushEvent' +# ReleaseEvent = 'ReleaseEvent' +# SponsorshipEvent = 'SponsorshipEvent' +# WatchEvent = 'WatchEvent' +# ``` + +# %% +for et in list(EventType): + print(et) + +# %% [markdown] +# ### Entities + +# %% [markdown] +# #### Common properties on each event + +# %% [markdown] jp-MarkdownHeadingCollapsed=true +# +# ```json +# [ +# { +# "type": "WatchEvent", +# "public": false, +# "payload": { +# }, +# "repository": { +# "id": 3, +# "name": "octocat/Hello-World", +# "url": "https://api.github.com/repos/octocat/Hello-World" +# }, +# "actor": { +# "id": 1, +# "login": "octocat", +# "gravatar_id": "", +# "avatar_url": "https://github.com/images/error/octocat_happy.gif", +# "url": "https://api.github.com/users/octocat" +# }, +# "org": { +# "id": 1, +# "login": "github", +# "gravatar_id": "", +# "url": "https://api.github.com/orgs/github", +# "avatar_url": "https://github.com/images/error/octocat_happy.gif" +# }, +# "created_at": "2011-09-06T17:26:27Z", +# "id": "12345" +# } +# ] +# ``` +# +# + +# %% [markdown] +# +# +# In each event's common header, there are 3 interior objects, `repository`, `actor`, and `org`. Their existence is captured similarly in a python `Enum`: +# +# ```python +# class EntityType(Enum): +# ''' Entities, one DataFrame per entity (table) in the resulting DB''' +# +# def __str__(self): +# return str(self.value) +# +# EventType = 'EventType' +# Event = 'Event' +# Actor = 'Actor' +# Repo = 'Repo' +# Org = 'Org' +# +# ForkEvent__Forkee = 'ForkEvent__Forkee' +# ForkEvent_Forkee__Owner = 'ForkEvent_Forkee__Owner' +# ForkEvent_Forkee__License = 'ForkEvent_Forkee__License' +# +# IssueCommentEvent__Issue = 'IssueCommentEvent__Issue' +# IssueCommentEvent_Issue__Pull_Request = 'IssueCommentEvent_Issue__Pull_Request' +# +# IssuesEvent__Issue = 'IssuesEvent__Issue' +# IssuesEvent_Issue__Pull_Request = 'IssuesEvent_Issue__Pull_Request' +# +# PullRequestEvent__PullRequest = 'PullRequestEvent__PullRequest' +# ``` + +# %% +for et in list(EntityType): + print(et) + +# %% [markdown] +# ## Load Event Data + +# %% [markdown] +# ### Download archive (October 1st, 2022, 9am-10am ET) + +# %% +# !bash seed-apple-day0-mattyoung.sh + +# %% [markdown] +# ### JSON Lines --> pandas DataFrame + +# %% [markdown] +# * Each archive is a compressed (.gz) JSON Lines formatted file. +# * Each line of the file is a JSON object representing an event that happened, and is one of 20 types. + +# %% +# dd.read_json? + +# %% +archive = SEED_ARCHIVE +# !ls -laF '{archive}' && echo "" + +# #%time event = pd.read_json(archive, orient='records', lines=True) + +# 256 MB +blocksize = 2**28 + +# %time event = dd.read_json(archive, orient='records', lines=True, chunksize=blocksize) + +# reduce sample size as necessary +#@event = event.sample(n=400, random_state=42) + + +# %% +event.visualize() + +# %% + +event['org_repo_name'] = event.apply(lambda x: x['repo']['name'], axis = 1).astype('string') + +# org/repo --> org_name, repo_name +event = split_org_repo(event, 'org_repo_name') + +dfoneline('event', event) +# %time event = event.astype(config['event']['dtypes_df']) +dfoneline('event', event) + +print(event.dtypes) +event.head(3) + +# store in global +tbls['event'] = event + +# %% [markdown] +# Recall that the header looks like this, note "id" is used as the a primary key as convention. The helper library fixes up `id` columns to be named `{entity}_github_id`. +# +# ```json +# [ +# { +# "type": "WatchEvent", +# "public": false, +# "payload": { +# }, +# "repository": { +# "id": 3, +# "name": "octocat/Hello-World", +# "url": "https://api.github.com/repos/octocat/Hello-World" +# }, +# "actor": { +# "id": 1, +# "login": "octocat", +# "gravatar_id": "", +# "avatar_url": "https://github.com/images/error/octocat_happy.gif", +# "url": "https://api.github.com/users/octocat" +# }, +# "org": { +# "id": 1, +# "login": "github", +# "gravatar_id": "", +# "url": "https://api.github.com/orgs/github", +# "avatar_url": "https://github.com/images/error/octocat_happy.gif" +# }, +# "created_at": "2011-09-06T17:26:27Z", +# "id": "12345" +# } +# ] +# ``` +# +# The `name` and `url` fields are specified as `category_cols` - indicating that we should handle them as a [Pandas Category](https://pandas.pydata.org/docs/user_guide/categorical.html). +# +# >The categorical data type is useful in the following cases: +# > +# > * A string variable consisting of only a few different values. Converting such a string variable to a categorical variable will save some memory, see here. +# > +# > * The lexical order of a variable is not the same as the logical order (“one”, “two”, “three”). By converting to a categorical and specifying an order on the categories, sorting and min/max will use the logical order instead of the lexical order, see here. +# > +# > * As a signal to other Python libraries that this column should be treated as a categorical variable (e.g. to use suitable statistical methods or plot types). +# +# This is similar to the "dictionary compression" used in the Arrow projects. The value is stored once per unique value, rather than being duplicated per event. This produces a dramatic reduction in memory usage, making it viable to be used by an engineer with a MacBook Pro. +# +# More info: https://pandas.pydata.org/docs/user_guide/categorical.html#categorical-memory +# +# Configuration for the `repo` entity: +# +# ```json +# str(EntityType.Repo).lower(): { +# 'description': 'ENTITY: repo', +# 'dtypes_write': { +# 'repo_github_id': sa_dialect_postgresql.BIGINT, +# 'name': sa_dialect_postgresql.TEXT, +# 'org_name': sa_dialect_postgresql.TEXT, +# 'repo_name': sa_dialect_postgresql.TEXT, +# 'url': sa_dialect_postgresql.TEXT +# }, +# 'category_cols': ['name', 'url'], +# 'embedded_json_cols': [], +# 'natural_keys': ['id'], +# 'db_table_name': 'repo' +# }, +# ``` + +# %% [markdown] +# ## Filter out repos we don't wish to process + +# %% +osrb = osrb.reset_index() +dfoneline('event', event) +osrb.head(5) + +# %% +ecosystem_orgs = set(['adobe','alibaba','artsy','cfpb','cloudflare','docker','eleme', + 'godaddy','google','guacsec','guardian','microsoft','mozilla', + 'newrelic','ocsf','sigstore','square','stripe','twitter','wikimedia','zalando']) + +osrb_orgs = set(osrb['org_name']) +osrb_repos = set(osrb['name']) + +# TODO: add generic filtering based on tags (leveraging postgres JSONB arrays + GIN index) + +dfoneline(' event', event) + +# non-ecosystem events +event_eco = event[event['org_name'].isin(osrb_orgs.union(ecosystem_orgs))] +dfoneline(' eco_org', event_eco) + +event_osrb_org = event_eco[event_eco['org_name'].isin(osrb_orgs)] +dfoneline(' osrb_org', event_osrb_org) + +event_osrb_repo = event_osrb_org[event_osrb_org['org_repo_name'].isin(osrb_repos)] +dfoneline('osrb_repo', event_osrb_repo) + +# safe_set_index(event, ['org_name','repo_name','id']) + +# event, memory: 144755174 bytes, shape: (166151, 11) +# eco_org, memory: 20423732 bytes, shape: (770, 11) +# osrb_org, memory: 20343172 bytes, shape: (674, 11) +# osrb_repo, memory: 19884950 bytes, shape: (125, 11) + +# SHED MEMORY +event = event_eco.copy() +display(event.info(), event.head(3)) + + +# %% [markdown] +# ## Common Entities + +# %% [markdown] +# **Create new tables w/ the normalized (previously nested) JSON** + +# %% [markdown] +# ### Entity: Repo + +# %% +# ENTITY: repo +event, repo = nested_dimension(tbls, 'repo', event, 'repo') +display(repo.head(3)) +event.head(3) + +# %% +#### org/repo --> org_name, repo_name + +# %% +repo = split_org_repo(repo, 'name') +repo.head(3) + +# %% [markdown] +# ### Entity: Actor + +# %% +# ENTITY: actor +event, actor = nested_dimension(tbls, 'actor', event, 'actor') +display(actor.head(3)) +event.head(3) + +# %% [markdown] +# ### Entity: Org + +# %% +# ENTITY: org +event, org = nested_dimension(tbls, 'org', event, 'org') +display(org.head(3)) +event.head(3) + +# %% +print('SUMMARY') +dfoneliners(tbls) + +# print('TABLES') +# dfsummaries(tbls) + +# %% + +# %% [markdown] +# ## Write dataframes (tables) --> files to facilitate merging. + +# %% +# SEED_ARCHIVE_NAME[:-8] # YYYY-MM-DD-HH.json.gz --> YYYY-MM-DD-HH +# !set -x && mkdir -p '{OUT_DIR}' && ls -lF '{OUT_DIR}' + +# %% +import pyarrow.feather as feather + +# intermediate files +OUT_DIR = 'data/gharchive/.processed/apple-day0-mattyoung' + +print(f'SEED_ARCHIVE: {SEED_ARCHIVE}') +print(f'SEED_DIR: {SEED_DIR}') +print(f'SEED_ARCHIVE_NAME: {SEED_ARCHIVE_NAME}') +print(f'OUT_DIR: {OUT_DIR}') + +tup = os.path.splitext(SEED_ARCHIVE_NAME) +fname_root = f'{tup[0][:-8]}' # YYYY-MM-DD-HH.json.gz --> YYYY-MM-DD-HH + +print(f'\n*** writing to files: {list(tbls.keys())}') + +for k,df in tbls.items(): + fname_base = f'{fname_root}.{k}' # YYYY-MM-DD-HH.actor + dfoneline(f'{fname_base}',df) + + full_path_base = f'{OUT_DIR}/{fname_base}' + + # print(f'\n*** Pandas --> Pickle: {k}') + # pickle_fname = f'{full_path_base}.pickle.gz' # 2022-10-01.repo.pickle.gz + # # %time df.to_pickle(pickle_fname) + # print(f'DONE writing file: {pickle_fname}') + + print(f'\n*** Pandas --> Arrow: {k}') + arrow_fname = f'{full_path_base}.arrow' # 2022-10-01.repo.arrow + + with open(arrow_fname, 'wb') as f: + # %time feather.write_feather(df, f, compression="lz4") + print(f'DONE writing file: {arrow_fname}') + + +# %% +# !du -hs '{SEED_DIR}' && ls -lhS '{SEED_DIR}'/* +# !du -hs '{OUT_DIR}' && ls -lhS '{OUT_DIR}'/* + +pd.set_option('display.max_columns', None) +event.head() + +# %% +display(event.dtypes) + +# %% +# # %run data/gharchive/gharchive.py +# config = GHARCHIVE_ENTITY_CONFIG +# event_dtypes_df = config['event']['dtypes_df'] +# event_new = event.astype(event_dtypes_df) + +# display(event.dtypes) +# display(event_new.dtypes) + +# dfoneline('*** event ', event) +# dfoneline('*** event_new', event_new) + +# print(f'\n*** event\n-----\n') +# dfmemstat(event) + +# print(f'\n*** event_new\n---------\n') +# dfmemstat(event_new) + +# event.head(3) + + +# %% +dfmemstat(event) + +# %% + +# %% + +# %% [markdown] +# ### Resources (arrow/feather/pandas) + +# %% [markdown] +# * https://arrow.apache.org/docs/python/pandas.html +# * https://arrow.apache.org/docs/python/feather.html#feather-file-format +# * https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.to_feather.html#pandas-dataframe-to-feather +# * https://arrow.apache.org/docs/python/generated/pyarrow.feather.write_feather.html#pyarrow.feather.write_feather +# +# * https://arrow.apache.org/docs/python/data.html#dictionary-arrays +# +# * https://observablehq.com/@uwdata/introducing-arquero +# * https://observablehq.com/@uwdata/arquero-and-apache-arrow +# * https://observablehq.com/@uwdata/an-illustrated-guide-to-arquero-verbs +# + +# %% [markdown] +# ## Push tables --> Postgres Database + +# %% + +# %% +# !pip list | grep jupyter + + diff --git a/notebooks/cncf/generated/cncf-landscape.json.compact b/notebooks/cncf/generated/cncf-landscape.json.compact new file mode 100644 index 0000000..c753937 --- /dev/null +++ b/notebooks/cncf/generated/cncf-landscape.json.compact @@ -0,0 +1 @@ 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'keylime', 'project-akri', 'cert-manager', 'operator-framework', 'longhorn', 'armadaproject', 'kube-vip', 'open-policy-agent', 'kcp-dev', 'kubeclipper', 'open-feature', 'volcano-sh', 'kubeflow', 'kyverno', 'openelb', 'openfunction', 'tremor-rs', 'kubewarden', 'tikv', 'foniod', 'sustainable-computing-io', 'goharbor', 'clusternet', 'k8up-io', 'getporter', 'linkerd', 'backstage', 'openfga', 'crossplane', 'notaryproject', 'dexidp', 'kuberhealthy', 'krustlet', 'service-mesh-performance', 'konveyor', 'artifacthub', 'opcr-io', 'emissary-ingress', 'nats-io', 'helm', 'ko-build', 'kube-rs', 'cdk8s-team', 'open-gitops', 'googlecontainertools', 'k8gb-io', 'kubeedge', 'buildpacks', 'meshery', 'carvel-dev', 'merbridge', 'envoyproxy', 'krator-rs', 'k3s-io', 'theupdateframework', 'parallaxsecond', 'distribution', 'karmada-io', 'devspace-cloud', 'kubescape', 'superedge', 'kubernetes', 'chaosblade-io', 'slimtoolkit', 'networkservicemesh', 'aeraki-mesh', 'project-zot', 'strimzi', 'cortexproject', 'cilium', 'prometheus', 'containernetworking', 'external-secrets', 'keptn', 'rook', 'chaos-mesh', 'openebs', 'openobservability', 'containerd', 'pravega', 'inclavare-containers', 'kubevirt', 'kubedl-io', 'fluid-cloudnative', 'fluxcd', 'serverless-devs', 'opencost', 'vitessio', 'containerssh', 'cubefs', 'microcks', 'kcl-lang', 'hexa-org', 'sealerio', 'litmuschaos', 'oras-project', 'getsops', 'keycloak', 'coredns', 'metallb', 'kubeovn', 'athenz', 'kumahq', 'confidential-containers', 'pipe-cd', 'wasmcloud', 'kudobuilder', 'cloudevents', 'schemahero', 'tellerops', 'open-cluster-management-io', 'kubevela', 'fabedge', 'v6d-io', 'metal3-io', 'nocalhost', 'openkruise', 'etcd-io', 'in-toto', 'submariner-io', 'trickstercache', 'headlamp-k8s', 'opencurve', 'kedacore', 'openyurtio', 'xline-kv', 'pixie-io', 'vscode-kubernetes-tools', 'tinkerbell', 'devstream-io', 'devfile', 'eraser-dev', 'antrea-io', 'dragonflyoss', 'cloud-custodian', 'carina-io', 'telepresenceio', 'falcosecurity', 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b/notebooks/cncf/gha-log-2022-01.log @@ -0,0 +1,7953 @@ +cwd: /Users/matt/gh/cncf/landscape-graph +/Users/matt/gh/cncf/landscape-graph/notebooks/cncf/generated/cncf-projects.feather +orgs_included: {'knative', 'submariner-io', 'kube-vip', 'slimtoolkit', 'carina-io', 'kubeovn', 'open-feature', 'openkruise', 'serverless-devs', 'projectcontour', 'pixie-io', 'projectcapsule', 'thanos-io', 'k3s-io', 'kedacore', 'k8up-io', 'metal3-io', 'parallaxsecond', 'devstream-io', 'kubearmor', 'theupdateframework', 'meshery', 'dragonflyoss', 'kubevirt', 'falcosecurity', 'jaegertracing', 'ko-build', 'keycloak', 'serverlessworkflow', 'metallb', 'tremor-rs', 'hwameistor', 'project-zot', 'eraser-dev', 'nats-io', 'longhorn', 'open-gitops', 'bfenetworks', 'kube-rs', 'kubeedge', 'fabedge', 'foniod', 'inspektor-gadget', 'skooner-k8s', 'googlecontainertools', 'cni-genie', 'opencurve', 'kubeflow', 'cubefs', 'keptn', 'etcd-io', 'cdk8s-team', 'linkerd', 'dexidp', 'kumahq', 'networkservicemesh', 'fluent', 'argoproj', 'istio', 'karmada-io', 'kcl-lang', 'containernetworking', 'krator-rs', 'fluxcd', 'inclavare-containers', 'tikv', 'kubescape', 'kudobuilder', 'microcks', 'kubereboot', 'open-policy-agent', 'open-telemetry', 'fluid-cloudnative', 'openelb', 'kubevela', 'oras-project', 'artifacthub', 'telepresenceio', 'nocalhost', 'lima-vm', 'clusternet', 'grpc', 'kcp-dev', 'pravega', 'carvel-dev', 'containerssh', 'pipe-cd', 'cri-o', 'keylime', 'paralus', 'notaryproject', 'open-cluster-management-io', 'helm', 'v6d-io', 'getporter', 'sustainable-computing-io', 'tellerops', 'kubeclipper', 'distribution', 'getsops', 'vitessio', 'kubewarden', 'opcr-io', 'service-mesh-performance', 'volcano-sh', 'containerd', 'envoyproxy', 'merbridge', 'xline-kv', 'kubernetes', 'virtual-kubelet', 'wasmcloud', 'schemahero', 'external-secrets', 'chaosblade-io', 'athenz', 'devfile', 'kyverno', 'dapr', 'konveyor', 'crossplane', 'spiffe', 'aeraki-mesh', 'cilium', 'cloud-custodian', 'piraeusdatastore', 'openobservability', 'strimzi', 'cortexproject', 'opencost', 'trickstercache', 'kubedl-io', 'in-toto', 'confidential-containers', 'k8gb-io', 'emissary-ingress', 'chaos-mesh', 'operator-framework', 'litmuschaos', 'armadaproject', 'curiefense', 'cert-manager', 'prometheus', 'tinkerbell', 'rook', 'clusterpedia-io', 'cloudevents', 'openfga', 'coredns', 'wasmedge', 'project-akri', 'sealerio', 'openyurtio', 'openfunction', 'superedge', 'openebs', 'backstage', 'werf', 'devspace-cloud', 'vscode-kubernetes-tools', 'hexa-org', 'antrea-io', 'headlamp-k8s', 'krustlet', 'buildpacks', 'kuberhealthy', 'goharbor'} +days: ['2022-01-01', '2022-01-02', '2022-01-03', '2022-01-04', '2022-01-05', '2022-01-06', '2022-01-07', '2022-01-08', '2022-01-09', '2022-01-10', '2022-01-11', '2022-01-12', '2022-01-13', '2022-01-14', '2022-01-15', '2022-01-16', '2022-01-17', '2022-01-18', '2022-01-19', '2022-01-20', '2022-01-21', '2022-01-22', '2022-01-23', '2022-01-24', '2022-01-25', '2022-01-26', '2022-01-27', 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+ + + + + + + + CNCF Landscape + + + + + + + + + + + + + + + + + + + + + + + +

    + + + diff --git a/notebooks/cncf/items.json.2 b/notebooks/cncf/items.json.2 new file mode 100644 index 0000000..ab5620e --- /dev/null +++ b/notebooks/cncf/items.json.2 @@ -0,0 +1,55 @@ + + + + + + + + + + + + + + + + + + + + + + + + CNCF Landscape + + + + + + + + + + + + + + + + + + + + + + + +
    + + + diff --git a/notebooks/cncf/items.json.3 b/notebooks/cncf/items.json.3 new file mode 100644 index 0000000..ab5620e --- /dev/null +++ b/notebooks/cncf/items.json.3 @@ -0,0 +1,55 @@ + + + + + + + + + + + + + + + + + + + + + + + + CNCF Landscape + + + + + + + + + + + + + + + + + + + + + + + +
    + + + diff --git a/notebooks/cncf/multi-processing-sandbox.ipynb b/notebooks/cncf/multi-processing-sandbox.ipynb new file mode 100644 index 0000000..60cf869 --- /dev/null +++ b/notebooks/cncf/multi-processing-sandbox.ipynb @@ -0,0 +1,101 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Writing pooltest.py\n" + ] + } + ], + "source": [ + "%%file pooltest.py\n", + "\n", + "from time import time, sleep\n", + " \n", + "from multiprocessing import Pool\n", + "\n", + "def delayed_square(x):\n", + " sleep(1)\n", + " return x*x\n", + "\n", + "if __name__ == '__main__': # Executed only on main process.\n", + " start = time()\n", + " data = list(range(8))\n", + " with Pool() as p:\n", + " result = sum(p.map(delayed_square, data))\n", + " stop = time()\n", + " print(f\"result = {result} - Elapsed time {stop - start}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "result = 140 - Elapsed time 1.100019931793213\n" + ] + } + ], + "source": [ + "import sys\n", + "\n", + "!{sys.executable} pooltest.py" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "UsageError: Cell magic `%%magic` not found (But line magic `%magic` exists, did you mean that instead?).\n" + ] + } + ], + "source": [ + "%%magic help" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv-ipynb", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/cncf/pooltest.py b/notebooks/cncf/pooltest.py new file mode 100644 index 0000000..e11b724 --- /dev/null +++ b/notebooks/cncf/pooltest.py @@ -0,0 +1,16 @@ + +from time import time, sleep + +from multiprocessing import Pool + +def delayed_square(x): + sleep(1) + return x*x + +if __name__ == '__main__': # Executed only on main process. + start = time() + data = list(range(8)) + with Pool() as p: + result = sum(p.map(delayed_square, data)) + stop = time() + print(f"result = {result} - Elapsed time {stop - start}") diff --git a/notebooks/cncf/repos.txt b/notebooks/cncf/repos.txt new file mode 100644 index 0000000..fe126d0 --- /dev/null +++ b/notebooks/cncf/repos.txt @@ -0,0 +1,178 @@ +"https://github.com/project-akri/akri" +"https://github.com/cdk8s-team/cdk8s" +"https://github.com/cloud-custodian/cloud-custodian" 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+enabled = true +live_mode = true +strict = true diff --git a/render_notebooks.py b/render_notebooks.py new file mode 100755 index 0000000..10843b6 --- /dev/null +++ b/render_notebooks.py @@ -0,0 +1,99 @@ +#!/usr/bin/env python3 + +# Quarto, by itself, does not execute Jupyter notebooks. It only renders them. +# This means that Quarto converts the notebooks into the desired output formats +# (like HTML, PDF, or Markdown) using the content as it currently exists in the +# notebook file. If the notebook contains code cells, their output will be +# included in the rendered document only if they were executed and their output +# was saved in the notebook file beforehand. + +# To have updated or fresh execution of the notebooks' code cells and include +# their output in the rendered documents, you would typically need to execute +# the notebooks before rendering them. This can be done using tools like +# nbconvert with Jupyter, or by manually running the notebook within Jupyter +# itself to ensure all cells are executed and their outputs are saved. + +# Quarto does integrate with Jupyter and other computational notebooks, but its +# primary function in this context is to render the existing content of these +# notebooks into various formats, not to execute their code cells. + +import argparse +import subprocess +from pathlib import Path +from concurrent.futures import ThreadPoolExecutor, as_completed +from tqdm import tqdm + + +def render_notebook(notebook: Path, output_dir: Path, format: str) -> dict: + try: + cmd = [ + "quarto", "render", str(notebook), "--to", format, + "--output-dir", str(output_dir) + ] + subprocess.run(cmd, check=True, stderr=subprocess.PIPE, text=True) + return {"notebook": notebook.name, "format": format, "status": "Success", "error": ""} + except subprocess.CalledProcessError as e: + error_message = e.stderr.strip().split('\n')[-1] + return {"notebook": notebook.name, "format": format, "status": "Failed", "error": error_message} + + +def render_notebooks(notebooks_path: Path, output_path: Path) -> list: + tasks = [] + for notebook in notebooks_path.rglob('*.ipynb'): + relative_path = notebook.relative_to(notebooks_path) + output_dir = output_path.joinpath(relative_path.parent) + output_dir.mkdir(parents=True, exist_ok=True) + for format in ['html', 'pdf', 'md']: + tasks.append((notebook, output_dir, format)) + + results = [] + with ThreadPoolExecutor() as executor: + futures = {executor.submit(render_notebook, *task): task for task in tasks} + for future in tqdm(as_completed(futures), total=len(tasks), desc="Rendering Notebooks", unit="notebook", leave=False): + results.append(future.result()) + + return results + + +def create_markdown_report(results: list, report_path: Path): + lines = [ + "# Notebook Rendering Report\n", + "| Notebook | Format | Status | Error Summary |\n", + "| --- | --- | --- | --- |\n" + ] + for res in results: + line = f"| {res['notebook']} | {res['format']} | {res['status']} | {res['error']} |\n" + lines.append(line) + + with report_path.open('w') as f: + f.writelines(lines) + + +def print_summary(results: list): + print("\nRendering Summary:") + print("Notebook | Format | Status") + print("--- | --- | ---") + for res in results: + print(f"{res['notebook']} | {res['format']} | {res['status']}") + + +def main(): + parser = argparse.ArgumentParser(description="Render Jupyter notebooks to multiple formats.") + parser.add_argument("--notebooks", default="notebooks", help="Path to the notebooks directory.") + parser.add_argument("--output", default="docs", help="Path to the output directory.") + + args = parser.parse_args() + notebooks_path = Path(args.notebooks).resolve() + output_path = Path(args.output).resolve() + + results = render_notebooks(notebooks_path, output_path) + + print_summary(results) + + report_path = Path('notebook-rendering-report.md') + create_markdown_report(results, report_path) + print(f"\nDetailed report saved to {report_path}") + + +if __name__ == "__main__": + main() diff --git a/util/system-perf/Darwin_DiskType_Apple_Model__Size_2.0TB_filesystem_performance.csv b/util/system-perf/Darwin_DiskType_Apple_Model__Size_2.0TB_filesystem_performance.csv new file mode 100644 index 0000000..d8ee9bb --- /dev/null +++ b/util/system-perf/Darwin_DiskType_Apple_Model__Size_2.0TB_filesystem_performance.csv @@ -0,0 +1,10 @@ +filesize_mb,write_speed_mbps,write_speed_gbps,read_speed_mbps,read_speed_gbps +1,2325.58,2.27108,7874.02,7.68947 +10,6743.09,6.58505,12531.3,12.2376 +100,7317.43,7.14593,13796.9,13.4735 +1000,7496.59,7.32089,13996.4,13.6683 +2500,6848.3,6.68779,13900.3,13.5745 +5000,6088.29,5.94559,13969.8,13.6423 +7500,6357.82,6.20881,14028.3,13.6996 +10000,6361.99,6.21289,5719.03,5.58499 +12500,6267.29,6.1204,5598.75,5.46753

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