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{ | ||
"comments": false, | ||
"presets": [ | ||
[ | ||
"@babel/preset-env", | ||
{ | ||
"targets": { | ||
"node": "8.0.0" | ||
} | ||
} | ||
] | ||
], | ||
"plugins": [] | ||
} |
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# editorconfig.org | ||
root = true | ||
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[*] | ||
indent_style = space | ||
indent_size = 4 | ||
end_of_line = lf | ||
charset = utf-8 | ||
trim_trailing_whitespace = true | ||
insert_final_newline = true | ||
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[*.md] | ||
trim_trailing_whitespace = false | ||
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[*.{yml,yaml}] | ||
indent_style = space |
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# YAML allows comments. | ||
root: true | ||
extends: [fullstack, prettier, prettier/react] | ||
rules: | ||
id-length: 0 |
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# Contributing to this Project | ||
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Thank you for your interest! Please note that for pull requests to be merged, you should: | ||
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* Include unit tests | ||
* Add any relevant documentation | ||
* Reference any relevant issues |
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_Write your issue description here_ | ||
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--- | ||
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For bugs, please include the following: | ||
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* What is the expected behavior? | ||
* What is the actual behavior? | ||
* What steps reproduce the behavior? |
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_Write your PR notes here_ | ||
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--- | ||
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### Assignee Tasks | ||
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* [ ] added unit tests | ||
* [ ] written relevant docs | ||
* [ ] referenced any relevant issues |
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# Precommit build flag hack | ||
.commit | ||
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# Build | ||
build | ||
dist | ||
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# Cache | ||
.eslintcache | ||
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# Packages | ||
node_modules | ||
bower_components | ||
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# OS-generated files | ||
.DS_Store | ||
.DS_Store? | ||
._* | ||
.Spotlight-V100 | ||
.Trashes | ||
ehthumbs.db | ||
Thumbs.db | ||
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# Logs and databases | ||
*.log | ||
*.sqlite | ||
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# Vim swap files | ||
*.sw? | ||
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# IDE files | ||
.idea | ||
.vscode | ||
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# repos / submodules | ||
.git | ||
.svn |
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# Precommit build flag hack | ||
.commit | ||
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# Build | ||
!build | ||
dist | ||
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# Cache | ||
.eslintcache | ||
|
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# Packages | ||
node_modules | ||
bower_components | ||
|
||
# OS-generated files | ||
.DS_Store | ||
.DS_Store? | ||
._* | ||
.Spotlight-V100 | ||
.Trashes | ||
ehthumbs.db | ||
Thumbs.db | ||
|
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# Logs and databases | ||
*.log | ||
*.sqlite | ||
|
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# Vim swap files | ||
*.sw? | ||
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# IDE files | ||
.idea | ||
.vscode | ||
|
||
# repos / submodules | ||
.git | ||
.svn |
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package.json | ||
package-lock.json |
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# printWidth: 80 # 80 | ||
# tabWidth: 4 # 2 | ||
# useTabs: false # false | ||
semi: false # true | ||
singleQuote: true # false | ||
trailingComma: es5 # none | es5 | all | ||
# bracketSpacing: true # true | ||
# jsxBracketSameLine: false # false | ||
# arrowParens: avoid # avoid | always |
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dist: trusty # uses trusty environment | ||
sudo: false # when on trusty, uses Docker containers for speed | ||
notifications: | ||
email: | ||
on_success: change # default: change (only when going from broken to fixed) | ||
on_failure: always # default: always (which is annoying, as it should be) | ||
language: node_js | ||
node_js: | ||
- node # uses most recent stable node version | ||
install: | ||
- npm ci # faster, goes only from package-lock |
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# Contributor Covenant Code of Conduct | ||
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## Our Pledge | ||
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In the interest of fostering an open and welcoming environment, we as | ||
contributors and maintainers pledge to making participation in our project and | ||
our community a harassment-free experience for everyone, regardless of age, | ||
body size, disability, ethnicity, gender identity and expression, level of | ||
experience, nationality, personal appearance, race, religion, or sexual | ||
identity and orientation. | ||
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## Our Standards | ||
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Examples of behavior that contributes to creating a positive environment | ||
include: | ||
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* Using welcoming and inclusive language | ||
* Being respectful of differing viewpoints and experiences | ||
* Gracefully accepting constructive criticism | ||
* Focusing on what is best for the community | ||
* Showing empathy towards other community members | ||
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Examples of unacceptable behavior by participants include: | ||
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* The use of sexualized language or imagery and unwelcome sexual attention | ||
or advances | ||
* Trolling, insulting/derogatory comments, and personal or political attacks | ||
* Public or private harassment | ||
* Publishing others' private information, such as a physical or electronic | ||
address, without explicit permission | ||
* Other conduct which could reasonably be considered inappropriate in a | ||
professional setting | ||
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## Our Responsibilities | ||
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Project maintainers are responsible for clarifying the standards of acceptable | ||
behavior and are expected to take appropriate and fair corrective action in | ||
response to any instances of unacceptable behavior. | ||
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Project maintainers have the right and responsibility to remove, edit, or | ||
reject comments, commits, code, wiki edits, issues, and other contributions | ||
that are not aligned to this Code of Conduct, or to ban temporarily or | ||
permanently any contributor for other behaviors that they deem inappropriate, | ||
threatening, offensive, or harmful. | ||
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## Scope | ||
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This Code of Conduct applies both within project spaces and in public spaces | ||
when an individual is representing the project or its community. Examples of | ||
representing a project or community include using an official project e-mail | ||
address, posting via an official social media account, or acting as an | ||
appointed representative at an online or offline event. Representation of a | ||
project may be further defined and clarified by project maintainers. | ||
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## Enforcement | ||
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Instances of abusive, harassing, or otherwise unacceptable behavior may be | ||
reported by contacting the project team lead or repo owner. All complaints will | ||
be reviewed and investigated and will result in a response that is deemed | ||
necessary and appropriate to the circumstances. The project team is obligated | ||
to maintain confidentiality with regard to the reporter of an incident. | ||
Further details of specific enforcement policies may be posted separately. | ||
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Project maintainers who do not follow or enforce the Code of Conduct in good | ||
faith may face temporary or permanent repercussions as determined by other | ||
members of the project's leadership. | ||
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## Attribution | ||
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This Code of Conduct is adapted from the [Contributor Covenant][homepage], | ||
version 1.4, available at [http://contributor-covenant.org/version/1/4][vrsn] | ||
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[homepage]: http://contributor-covenant.org | ||
[vrsn]: http://contributor-covenant.org/version/1/4/ |
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MIT License | ||
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Copyright (c) 2019 Gabriel Lebec | ||
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Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
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The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
SOFTWARE. |
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# Batching-Toposort | ||
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Efficiently sort interdependent tasks into a sequence of concurrently-executable batches. | ||
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```hs | ||
batchingToposort :: { DependencyId : [DependentId] } -> [[TaskId]] | ||
``` | ||
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* `O(t + d)` time complexity (for `t` tasks and `d` dependency relationships) | ||
* `O(t)` space complexity | ||
* Zero package dependencies | ||
* Thoroughly tested | ||
* Errors on cyclic graphs | ||
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## Motivation | ||
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Often one needs to schedule interdependent tasks. In order to determine task order, the classic solution is to use [topological sort](https://en.wikipedia.org/wiki/Topological_sorting). However, toposort typically outputs a list of individual tasks, without grouping those that can be executed concurrently. Batching-Toposort takes this additional consideration into account, producing a list of lists of tasks. The outer list is ordered; each inner list is unordered. | ||
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## Usage | ||
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```sh | ||
npm install batching-toposort | ||
``` | ||
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<img align="right" width="250" src="images/graph.png"> | ||
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Batching-Toposort expects a [directed acyclic graph](https://en.wikipedia.org/wiki/Directed_acyclic_graph) (DAG) implemented via [adjacency list](https://en.wikipedia.org/wiki/Adjacency_list). In other words, construct an object whose keys are dependency IDs, and whose values are lists of dependent IDs. | ||
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```js | ||
const batchingToposort = require('batching-toposort') | ||
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// DAG :: { DependencyId : [DependentId] } | ||
const DAG = { | ||
a: ['c', 'f'], // `a` is a dependency of `c` and `f` | ||
b: ['d', 'e'], | ||
c: ['f'], | ||
d: ['f', 'g'], | ||
e: ['h'], | ||
f: ['i'], | ||
g: ['j'], | ||
h: ['j'], | ||
i: [], | ||
j: [], | ||
} | ||
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// batchingToposort :: DAG -> [[TaskId]] | ||
const taskBatches = batchingToposort(DAG) | ||
// [['a', 'b'], ['c', 'd', 'e'], ['f', 'g', 'h'], ['i', 'j']] | ||
``` | ||
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(If there is demand, Batching-Toposort may one day include a small DAG API and/or [DOT](<https://en.wikipedia.org/wiki/DOT_(graph_description_language)>) support for convenience, but as of now it is the developer's role to construct the graph.) | ||
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## Implementation | ||
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In short, Batching-Toposort adapts [Kahn's Algorithm](https://en.wikipedia.org/wiki/Topological_sorting#Kahn's_algorithm) by inserting each round of root tasks into sublists rather than appending tasks directly to the main output list. | ||
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The classic DAG toposort keeps track of each task's in-degree (number of dependencies). As root tasks (those with no dependencies) are added to the output list, their dependents' in-degree counts are decremented. For a task to become a root, all of its dependencies must have been accounted for. The core algorithm is illustrated below in pseudocode (the actual implementation is in [`src/index.js`](src/index.js)). | ||
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``` | ||
given G = adjacency list of tasks and dependents (~O(1) lookup): | ||
let N = map from tasks to in-degree counts (~O(1) lookup / update) | ||
let L = [] (empty output list) (~O(1) append) | ||
let R1 = list of root tasks (~O(1) addition, ~O(n) iteration) | ||
while R1 is nonempty | ||
append R1 to L | ||
let R2 = [] (empty list for next batch) (~O(1) append) | ||
for each task T in R1 | ||
for each dependent D of T (as per G) | ||
decrement in-degree count for D (in N) | ||
if D's in-degree (as per N) is 0 | ||
add D to R2 | ||
R1 = R2 | ||
return L | ||
``` | ||
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### Performance | ||
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The time complexity is `O(|V| + |E|)` for `V` task vertices and `E` dependency edges. | ||
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* The algorithm loops through rounds of roots, and every task is only a root only once, contributing to `O(|V|)` rounds (worst case is a linked list of tasks). | ||
* Each round handles a disjoint set of dependency edges (those rooted in that round's tasks), so the `O(|E|)` handling of all edges is effectively distributed across rounds. | ||
* Other operations, e.g. querying a node's in-degree (average case `O(1)`), are carefully managed to preserve the time complexity. | ||
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The space complexity is slightly better at `O(|V|)`. | ||
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* The in-degree map size is proportional to the number of vertices `|V|`, but not edges, as those are folded into an integer count during map construction. | ||
* The output by definition contains `|V|` tasks (distributed among as many or fewer lists). | ||
* Again, other operations are controlled to keep space complexity low. |
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