Usage Snippets #1382

johnandersen777 · 2022-05-16T19:07:39Z

johnandersen777
May 16, 2022

Random bits of DFFML usage

johnandersen777 · 2022-05-16T19:08:36Z

johnandersen777
May 16, 2022
Author

DFFML clone git repos

repos.sh

# Mirror a github repo to a new owner by pulling down and then pushing up
tee mirror_repo.py <<EOF
import shutil
import pathlib

import dffml
from dffml_feature_git.feature.definitions import (
    URL,
    git_repository_checked_out,
    GitRepoCheckedOutSpec,
)


@dffml.op
def create_new_name(old_name: str) -> str:
    return old_name.split('/')[-1]


@dffml.op(
    inputs={
        "old_name": URL,
        "repo": git_repository_checked_out,
        "new_name": create_new_name.op.outputs['result'],
        "owner": dffml.Definition(name="github.owner", primitive="str"),
        "public": dffml.Definition(name="github.repo.public", primitive="boolean"),
    },
)
async def push_to_github_new_repo(self, repo: GitRepoCheckedOutSpec, new_name: str, owner: str, public: bool) -> str:
    if "github.com" in repo.URL:
        # Fork if github
        await dffml.run_command(
            [
                "gh",
                "repo",
                "fork",
                "--org",
                owner,
            ],
            logger=self.logger,
            cwd=repo.directory,
        )
    else:
        # Mirror otherwise
        await dffml.run_command(
            [
                "gh",
                "repo",
                "create",
                "--public" if public else "--private",
                f"{owner}/{new_name}",
            ],
            logger=self.logger,
            cwd=repo.directory,
        )

        await dffml.run_command(
            [
                "git",
                "remote",
                "add",
                "origin",
                f"{owner}/{new_name}",
            ],
            cwd=repo.directory,
            logger=self.logger,
        )

        await dffml.run_command(
            [
                "git",
                "push",
                "-u",
                "origin",
                branch,
            ],
            cwd=repo.directory,
            logger=self.logger,
        )
EOF

# NOTE To accept inputs coming from 'seed' origin with definition 'URL'
#   '[{"seed": ["URL"]}]'=mirror_repo:create_new_name.inputs.old_name  \
dffml dataflow create \
  -configloader json \
  -flow \
    '[{"seed": ["URL"]}]'=mirror_repo:create_new_name.inputs.old_name \
    '[{"mirror_repo:create_new_name": "result"}]'=mirror_repo:push_to_github_new_repo.inputs.new_name \
    '[{"mirror_repo:mirror_repo": "result"}]'=print_output.inputs.data \
  -inputs \
    'directory'=mapping_traverse \
    'pdxjohnny'=mirror_repo:push_to_github_new_repo.inputs.owner \
    'False'=mirror_repo:push_to_github_new_repo.inputs.public \
  -- \
    check_if_valid_git_repository_URL \
    clone_git_repo \
    mirror_repo:create_new_name \
    mirror_repo:push_to_github_new_repo \
    print_output \
  | tee "export.json"
dffml dataflow diagram export.json | tee mermaid.txt
# exit 0
# https://mermaid-js.github.io/mermaid-live-editor/edit
#   -inputs \
#     true=no_git_branch_given \
dffml dataflow run records all \
  -log debug \
  -no-echo \
  -record-def URL \
  -dataflow "export.json" \
  -sources inputs=memory \
  -source-records \
    https://github.com/intel/dffml

graph TD
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f577c71443f6b04596b3fe0511326c40[check_if_valid_git_repository_URL]
7440e73a8e8f864097f42162b74f2762(URL)
7440e73a8e8f864097f42162b74f2762 --> f577c71443f6b04596b3fe0511326c40
8e39b501b41c5d0e4596318f80a03210(valid)
f577c71443f6b04596b3fe0511326c40 --> 8e39b501b41c5d0e4596318f80a03210
end
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8b5928cd265dd2c44d67d076f60c8b05(ssh_key)
8b5928cd265dd2c44d67d076f60c8b05 --> 155b8fdb5524f6bfd5adbae4940ad8d5
4e1d5ea96e050e46ebf95ebc0713d54c(repo)
155b8fdb5524f6bfd5adbae4940ad8d5 --> 4e1d5ea96e050e46ebf95ebc0713d54c
6a44de06a4a3518b939b27c790f6cdce{valid_git_repository_URL}
6a44de06a4a3518b939b27c790f6cdce --> 155b8fdb5524f6bfd5adbae4940ad8d5
end
subgraph 3cd8f16c4635c884ccea6e331882998a[dffml.mapping.extract]
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6407f3eb49b73d8544145e79635ac640(traverse)
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87995b3d2a6f8cb34c7c6a1332733218(value)
f7630ea21c75a6f77117e43caf454132 --> 87995b3d2a6f8cb34c7c6a1332733218
end
subgraph 5f958ab8ed17a6246af98c65a6d059b9[print_output]
style 5f958ab8ed17a6246af98c65a6d059b9 fill:#fff4de,stroke:#cece71
a0a97b74e115107f0805e1768e436b91[print_output]
6e35109a67c2f7446a9d0c0e44adfeb3(data)
6e35109a67c2f7446a9d0c0e44adfeb3 --> a0a97b74e115107f0805e1768e436b91
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subgraph 26ee37046cddeffabdea751cdba1ea6f[rename_directory:create_new_name]
style 26ee37046cddeffabdea751cdba1ea6f fill:#fff4de,stroke:#cece71
43c4d487a5672ebd5b10a0a2aa18dccf[rename_directory:create_new_name]
75c05f973aad7c7d4db9931aca07fb99(old_name)
75c05f973aad7c7d4db9931aca07fb99 --> 43c4d487a5672ebd5b10a0a2aa18dccf
5ebaf6a0f683aee6ccbb54e7862df475(result)
43c4d487a5672ebd5b10a0a2aa18dccf --> 5ebaf6a0f683aee6ccbb54e7862df475
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0b9e496a96b8f13eaf164bef0ab517df[rename_directory:rename_directory]
1192b56c92893cc3aecd68ffe9deeb53(new_name)
1192b56c92893cc3aecd68ffe9deeb53 --> 0b9e496a96b8f13eaf164bef0ab517df
403cad1344ec6c21bacd746b97e4d7b4(old_name)
403cad1344ec6c21bacd746b97e4d7b4 --> 0b9e496a96b8f13eaf164bef0ab517df
c5943f9c177a763f16d78254f719947c(result)
0b9e496a96b8f13eaf164bef0ab517df --> c5943f9c177a763f16d78254f719947c
end
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subgraph a4827add25f5c7d5895c5728b74e2beb[Cleanup Stage]
style a4827add25f5c7d5895c5728b74e2beb fill:#afd388b5,stroke:#a4ca7a
end
subgraph 58ca4d24d2767176f196436c2890b926[Output Stage]
style 58ca4d24d2767176f196436c2890b926 fill:#afd388b5,stroke:#a4ca7a
end
subgraph inputs[Inputs]
style inputs fill:#f6dbf9,stroke:#a178ca
7ec43cbbf66e6d893180645d5e929bb4(seed<br>URL)
7ec43cbbf66e6d893180645d5e929bb4 --> 7440e73a8e8f864097f42162b74f2762
7ec43cbbf66e6d893180645d5e929bb4(seed<br>URL)
7ec43cbbf66e6d893180645d5e929bb4 --> eed77b9eea541e0c378c67395351099c
a6ed501edbf561fda49a0a0a3ca310f0(seed<br>git_repo_ssh_key)
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bbddd0483ab84108f9142444760c2ecc(seed<br>mapping_traverse)
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7ec43cbbf66e6d893180645d5e929bb4(seed<br>URL)
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end

0 replies

johnandersen777 · 2022-06-15T13:49:20Z

johnandersen777
Jun 15, 2022
Author

Predicting headcount and weeks required given org size

Simple Linear Regression

weeks {'weeks': {'confidence': 1.0, 'value': 57}}
headcount {'headcount': {'confidence': 1.0, 'value': 131}}

SciKit Ridge Single/Multi Output

weeks {'weeks': {'confidence': nan, 'value': 57}}
headcount {'headcount': {'confidence': nan, 'value': 131}}
multi {'weeks': {'confidence': nan, 'value': 57.67197418387835}, 'headcount': {'confidence': nan, 'value': 131.17993545969588}}

References:

https://github.com/intel/dffml/blob/main/examples/notebooks/multioutput_models.ipynb

name: Predict

on:
  push: {}

jobs:
  test:
    runs-on: ubuntu-latest
    strategy:
      fail-fast: false
      max-parallel: 100
      matrix:
        python-version:
        - 3.7

    steps:
    - uses: actions/checkout@v2
    - name: Checkout full upstream repo
      run: |
        git remote set-url origin https://github.com/intel/dffml
        git fetch --prune --unshallow
        git fetch --depth=1 origin +refs/tags/*:refs/tags/*
        git config --global user.email "[email protected]"
        git config --global user.name "DFFML CI/CD"
        git checkout 5635dc8badc5efd914576ec047ba906777dc94df
    - name: Set up Python ${{ matrix.python-version }}
      uses: actions/setup-python@v2
      with:
        python-version: ${{ matrix.python-version }}
    - name: Install dependencies
      run: |
        set -x
        python -m pip install -U pip setuptools wheel
        python -m pip install . model/scikit
    - name: Predict
      shell: python -u {0}
      run: |
        # Example showing how to predict migration headcount and time required (max
        # taken from sample and sum taken for headcount) for an organization.
        import asyncio

        import dffml

        ScikitRidgeModel = dffml.Model.load("slr")

        features = dffml.Features(
            dffml.Feature("org_headcount", int, 1),
        )
        predict_features = dffml.Features(
            dffml.Feature("weeks", int, 1), dffml.Feature("headcount", int, 1),
        )

        """
        multi_output_model = ScikitRidgeModel(
            features=features, predict=predict_features, location="scikitridgemulti",
        )
        """

        weeks_model = ScikitRidgeModel(
            features=features, predict=predict_features[0], location="scikitridgemulti1",
        )

        headcount_model = ScikitRidgeModel(
            features=features, predict=predict_features[1], location="scikitridgemulti2",
        )


        async def main():
            await dffml.train(
                headcount_model,
                {"weeks": 8, "headcount": 7, "org_headcount": 524},
                {"weeks": 12, "headcount": 17, "org_headcount": 1122},
            )

            await dffml.train(
                weeks_model,
                {"weeks": 8, "headcount": 7, "org_headcount": 524},
                {"weeks": 12, "headcount": 17, "org_headcount": 1122},
            )

            """
            await dffml.train(
                multi_output_model,
                {"weeks": 8, "headcount": 7, "org_headcount": 524},
                {"weeks": 12, "headcount": 17, "org_headcount": 1122},
            )
            """

            async for i, features, prediction in dffml.predict(
                weeks_model,
                {"org_headcount": 7950},
            ):
                print("weeks", prediction)

            async for i, features, prediction in dffml.predict(
                headcount_model,
                {"org_headcount": 7950},
            ):
                print("headcount", prediction)

            """
            async for i, features, prediction in dffml.predict(
                multi_output_model,
                {"org_headcount": 7950},
            ):
                print("multi", prediction)
            """


        if __name__ == "__main__":
            asyncio.run(main())

0 replies

johnandersen777 · 2022-09-07T22:12:34Z

johnandersen777
Sep 7, 2022
Author

Operation to parse Python AST

import ast
import pathlib

from ..df.base import op
from ..df.types import Definition

from dffml_feature_git.feature.definitions import git_repository


@op(
    inputs={"repo": git_repository},
    outputs={
        "ast_tree": Definition(name="python.ast.tree", primitive="object"),
    },
    expand=["ast_tree"],
)
def parse_ast(repo):
    r"""
    Return AST objects for all Python files in a repo

    See https://asciinema.org/a/488667 for a recording of how this was written.

    Examples
    --------

    .. code-block::
        :test:

        $ dffml dataflow create \
            -- \
              check_if_valid_git_repository_URL \
              clone_git_repo \
              dffml.operation.python:parse_ast \
              cleanup_git_repo \
            | tee dataflow.json

    **repos.csv**

    .. code-block::
        :filepath: repos.csv

        name,source_url
        httptest,https://github.com/pdxjohnny/httptest

    .. code-block::
        :test:

        $ dffml list records \
            -sources preprocess=dfpreprocess \
            -source-preprocess-dataflow dataflow.json \
            -source-preprocess-record_def URL \
            -source-preprocess-source csv \
            -source-preprocess-source-filename repos.csv \
            -source-preprocess-source-key source_url

    .. code-block::
        :test:

        $ dffml dataflow diagram dataflow.json
    """
    return {
        "ast_tree": [
            ast.parse(path.read_text())
            for path in pathlib.Path(repo.directory).rglob("*.py")
        ],
    }

0 replies

johnandersen777 · 2022-09-29T22:29:21Z

johnandersen777
Sep 29, 2022
Author

Vendoring `concurrently`

Upstream: https://github.com/intel/dffml/blob/main/dffml/util/asynchelper.py

import inspect
import asyncio
from collections import UserList
from contextlib import AsyncExitStack
from typing import (
    Dict,
    Any,
    AsyncIterator,
    Tuple,
    Type,
    Optional,
)


async def concurrently(
    work: Dict[asyncio.Task, Any],
    *,
    errors: str = "strict",
    nocancel: Optional[Set[asyncio.Task]] = None,
) -> AsyncIterator[Tuple[Any, Any]]:
    # Track if first run
    first = True
    # Set of tasks we are waiting on
    tasks = set(work.keys())
    # Return when outstanding operations reaches zero
    try:
        while first or tasks:
            first = False
            # Wait for incoming events
            done, _pending = await asyncio.wait(
                tasks, return_when=asyncio.FIRST_COMPLETED
            )

            for task in done:
                # Remove the task from the set of tasks we are waiting for
                tasks.remove(task)
                # Get the tasks exception if any
                exception = task.exception()
                if errors == "strict" and exception is not None:
                    raise exception
                if exception is None:
                    # Remove the compeleted task from work
                    complete = work[task]
                    del work[task]
                    yield complete, task.result()
                    # Update tasks in case work has been updated by called
                    tasks = set(work.keys())
                else:
                    print(
                        "[%s] Ignoring exception: %s", task, exception
                    )
    finally:
        for task in tasks:
            if not task.done() and (nocancel is None or task not in nocancel):
                task.cancel()
            else:
                # For tasks which are done but have exceptions which we didn't
                # raise, collect their exceptions
                task.exception()



import asyncio
import aiohttp

import dffml


async def make_request(session, url, data):
    async with session.get(url) as response:
        return await response.json()


async def main(url):
    data = {}
    with asyncio.ClientSession(trust_env=True) as session:
        work = {asyncio.create_task(make_request(session, url, data)): url}
        async for url, result in dffml.concurrently(work):
            # Update the data strucutre
            found_udata[found_url] = result
            # More requests
            for found_url in result:
                work[asyncio.create_task(make_request(session, found_url, data))] = found_url

0 replies

johnandersen777 · 2022-11-14T22:28:27Z

johnandersen777
Nov 14, 2022
Author

Post a Data Flow to GitHub Gist via GitHub CLI

Cross post: https://gist.github.com/pdxjohnny/57b049c284e58f51d0a0d35d05d03d4a
Cross post: #1382 (comment)
Cross post: #1406
Upstream: https://github.com/intel/dffml/tree/8847989eb4cc9f6aa484285ba9c11ff920113ed3

$ export TITLE="Alice, should I contribute? Data Flow (upstream: https://github.com/intel/dffml/commit/8847989eb4cc9f6aa484285ba9c11ff920113ed3)";
$ (echo "${TITLE}" \
    && echo \
    && python -um dffml service dev export alice.cli:ALICE_COLLECTOR_DATAFLOW > alice_shouldi_contribute.json \
    && echo '```mermaid' \
    && python -um dffml dataflow diagram -stage processing -configloader json alice_shouldi_contribute.json \
    && echo '```' \
    && echo \
    && echo '```yaml' \
    && python -c "import sys, pathlib, json, yaml; print(yaml.dump(json.load(sys.stdin)))" < alice_shouldi_contribute.json \
    && echo '```' \
    && echo) \
    | gh gist create --public --desc "${TITLE}" -f ALICE_SHOULDI_CONTRIBUTE_THREATS.md -

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7440e73a8e8f864097f42162b74f2762(URL)
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8e39b501b41c5d0e4596318f80a03210(valid)
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end
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155b8fdb5524f6bfd5adbae4940ad8d5[clone_git_repo]
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8b5928cd265dd2c44d67d076f60c8b05(ssh_key)
8b5928cd265dd2c44d67d076f60c8b05 --> 155b8fdb5524f6bfd5adbae4940ad8d5
4e1d5ea96e050e46ebf95ebc0713d54c(repo)
155b8fdb5524f6bfd5adbae4940ad8d5 --> 4e1d5ea96e050e46ebf95ebc0713d54c
6a44de06a4a3518b939b27c790f6cdce{valid_git_repository_URL}
6a44de06a4a3518b939b27c790f6cdce --> 155b8fdb5524f6bfd5adbae4940ad8d5
end
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e1d1567e6b3a3e5d899b9543c693a66f(authors)
70c47962ba601f0df1890f4c72ae1b54 --> e1d1567e6b3a3e5d899b9543c693a66f
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1fc5390b128a11a95280a89ad371a5ae(repo)
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cc134251a8bdd1d0944ea69eafc239a4(search)
cc134251a8bdd1d0944ea69eafc239a4 --> 7155c0a875a889898d6d6e0c7959649b
8b7a73c5b4f92ff7fb362de5d8e90b3e(found)
7155c0a875a889898d6d6e0c7959649b --> 8b7a73c5b4f92ff7fb362de5d8e90b3e
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3f6fe14c9392820b8562f809c7e2b8b4(result)
a7fe94e6e97c131edebbf73cca7b8852 --> 3f6fe14c9392820b8562f809c7e2b8b4
end
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a8b3d979c7c66aeb3b753408c3da0976 --> 89dd142dfced4933070ebf4ffaff2630
e17cbcbbf2d11ed5ce43603779758076 --> 00bf6f65f7fa0d1ffce8e87585fae1b5
224e033ecd73401fc95efaa7d7fa799b --> 8a2fb544746a0e8f0a8984210e6741dc
3bf05667f7df95bb2ae3b614ea998cff --> 91794b0e2b5307720bed41f22724c339

configs:
  dffml_operations_innersource.cli:ensure_tokei:
    cache_dir: .tools/open-architecture/innersource/.cache/tokei
    platform_urls:
      Darwin:
        expected_hash: 8c8a1d8d8dd4d8bef93dabf5d2f6e27023777f8553393e269765d7ece85e68837cba4374a2615d83f071dfae22ba40e2
        url: https://github.com/XAMPPRocky/tokei/releases/download/v10.1.1/tokei-v10.1.1-x86_64-apple-darwin.tar.gz
      Linux:
        expected_hash: 22699e16e71f07ff805805d26ee86ecb9b1052d7879350f7eb9ed87beb0e6b84fbb512963d01b75cec8e80532e4ea29a
        url: https://github.com/XAMPPRocky/tokei/releases/download/v10.1.1/tokei-v10.1.1-x86_64-unknown-linux-gnu.tar.gz
definitions:
  ActionYAMLFileWorkflowUnixStylePath:
    links:
    - - - name
        - str
      - - primitive
        - str
    name: ActionYAMLFileWorkflowUnixStylePath
    primitive: str
  CICDLibrary:
    links:
    - - - name
        - dict
      - - primitive
        - map
    name: CICDLibrary
    primitive: dict
  FileCodeOfConductPresent:
    links:
    - - - name
        - bool
      - - primitive
        - bool
    name: FileCodeOfConductPresent
    primitive: bool
  FileContributingPresent:
    links:
    - - - name
        - bool
      - - primitive
        - bool
    name: FileContributingPresent
    primitive: bool
  FileReadmePresent:
    links:
    - - - name
        - bool
      - - primitive
        - bool
    name: FileReadmePresent
    primitive: bool
  FileSecurityPresent:
    links:
    - - - name
        - bool
      - - primitive
        - bool
    name: FileSecurityPresent
    primitive: bool
  FileSupportPresent:
    links:
    - - - name
        - bool
      - - primitive
        - bool
    name: FileSupportPresent
    primitive: bool
  GitHubActionsWorkflowUnixStylePath:
    links:
    - - - name
        - str
      - - primitive
        - str
    name: GitHubActionsWorkflowUnixStylePath
    primitive: str
  GitHubRepoID:
    links:
    - - - name
        - str
      - - primitive
        - str
    name: GitHubRepoID
    primitive: str
  GroovyFileWorkflowUnixStylePath:
    links:
    - - - name
        - str
      - - primitive
        - str
    name: GroovyFileWorkflowUnixStylePath
    primitive: str
  IsCICDGitHubActionsLibrary:
    links:
    - - - name
        - bool
      - - primitive
        - bool
    name: IsCICDGitHubActionsLibrary
    primitive: bool
  IsCICDJenkinsLibrary:
    links:
    - - - name
        - bool
      - - primitive
        - bool
    name: IsCICDJenkinsLibrary
    primitive: bool
  JenkinsfileWorkflowUnixStylePath:
    links:
    - - - name
        - str
      - - primitive
        - str
    name: JenkinsfileWorkflowUnixStylePath
    primitive: str
  URL:
    links:
    - - - name
        - str
      - - primitive
        - str
    name: URL
    primitive: str
  author_count:
    name: author_count
    primitive: int
  author_line_count:
    name: author_line_count
    primitive: Dict[str, int]
  bool:
    name: bool
    primitive: bool
  commit_count:
    name: commit_count
    primitive: int
  date:
    name: date
    primitive: string
  date_pair:
    name: date_pair
    primitive: List[date]
  git_branch:
    links:
    - - - name
        - str
      - - primitive
        - str
    name: git_branch
    primitive: str
  git_commit:
    name: git_commit
    primitive: string
  git_grep_found:
    name: git_grep_found
    primitive: string
  git_grep_search:
    name: git_grep_search
    primitive: string
  git_remote:
    links:
    - - - name
        - str
      - - primitive
        - str
    name: git_remote
    primitive: str
  git_repo_ssh_key:
    default: null
    name: git_repo_ssh_key
    primitive: string
  git_repository:
    lock: true
    name: git_repository
    primitive: Dict[str, str]
    spec:
      defaults:
        URL: null
      name: GitRepoSpec
      types:
        URL: str
        directory: str
    subspec: false
  git_repository_checked_out:
    lock: true
    name: git_repository_checked_out
    primitive: Dict[str, str]
    spec:
      defaults:
        URL: null
        commit: null
      name: GitRepoCheckedOutSpec
      types:
        URL: str
        commit: str
        directory: str
    subspec: false
  group_by_output:
    name: group_by_output
    primitive: Dict[str, List[Any]]
  group_by_spec:
    name: group_by_spec
    primitive: Dict[str, Any]
  language_to_comment_ratio:
    name: language_to_comment_ratio
    primitive: int
  lines_by_language_count:
    name: lines_by_language_count
    primitive: Dict[str, Dict[str, int]]
  no_git_branch_given:
    name: no_git_branch_given
    primitive: boolean
  quarter:
    name: quarter
    primitive: int
  quarter_start_date:
    name: quarter_start_date
    primitive: int
  quarters:
    name: quarters
    primitive: int
  release_within_period:
    name: release_within_period
    primitive: bool
  str:
    name: str
    primitive: str
  valid_git_repository_URL:
    name: valid_git_repository_URL
    primitive: boolean
  work_spread:
    name: work_spread
    primitive: int
flow:
  alice.shouldi.contribute.cicd:cicd_action_library:
    inputs:
      action_file_paths:
      - dffml_operations_innersource.operations:action_yml_files: result
  alice.shouldi.contribute.cicd:cicd_jenkins_library:
    inputs:
      groovy_file_paths:
      - dffml_operations_innersource.operations:groovy_files: result
  alice.shouldi.contribute.cicd:cicd_library:
    inputs:
      cicd_action_library:
      - alice.shouldi.contribute.cicd:cicd_action_library: result
      cicd_jenkins_library:
      - alice.shouldi.contribute.cicd:cicd_jenkins_library: result
  check_if_valid_git_repository_URL:
    inputs:
      URL:
      - dffml_operations_innersource.cli:github_repo_id_to_clone_url: result
      - seed
  cleanup_git_repo:
    inputs:
      repo:
      - clone_git_repo: repo
  clone_git_repo:
    conditions:
    - check_if_valid_git_repository_URL: valid
    inputs:
      URL:
      - dffml_operations_innersource.cli:github_repo_id_to_clone_url: result
      - seed
      ssh_key:
      - seed
  count_authors:
    inputs:
      author_lines:
      - git_repo_author_lines_for_dates: author_lines
  dffml_feature_git.feature.operations:git_grep:
    inputs:
      repo:
      - clone_git_repo: repo
      search:
      - seed
  dffml_operations_innersource.cli:ensure_tokei:
    inputs: {}
  dffml_operations_innersource.cli:github_repo_id_to_clone_url:
    inputs:
      repo_id:
      - seed
  dffml_operations_innersource.operations:action_yml_files:
    inputs:
      repo:
      - git_repo_checkout: repo
  dffml_operations_innersource.operations:badge_maintained:
    conditions:
    - dffml_operations_innersource.operations:maintained: result
    - dffml_operations_innersource.operations:unmaintained: result
    inputs: {}
  dffml_operations_innersource.operations:badge_unmaintained:
    conditions:
    - dffml_operations_innersource.operations:maintained: result
    - dffml_operations_innersource.operations:unmaintained: result
    inputs: {}
  dffml_operations_innersource.operations:code_of_conduct_present:
    inputs:
      repo:
      - git_repo_checkout: repo
  dffml_operations_innersource.operations:contributing_present:
    inputs:
      repo:
      - git_repo_checkout: repo
  dffml_operations_innersource.operations:get_current_datetime_as_git_date:
    inputs: {}
  dffml_operations_innersource.operations:github_workflows:
    inputs:
      repo:
      - git_repo_checkout: repo
  dffml_operations_innersource.operations:groovy_files:
    inputs:
      repo:
      - git_repo_checkout: repo
  dffml_operations_innersource.operations:jenkinsfiles:
    inputs:
      repo:
      - git_repo_checkout: repo
  dffml_operations_innersource.operations:maintained:
    inputs:
      results:
      - group_by: output
  dffml_operations_innersource.operations:readme_present:
    inputs:
      repo:
      - git_repo_checkout: repo
  dffml_operations_innersource.operations:security_present:
    inputs:
      repo:
      - git_repo_checkout: repo
  dffml_operations_innersource.operations:support_present:
    inputs:
      repo:
      - git_repo_checkout: repo
  dffml_operations_innersource.operations:unmaintained:
    inputs:
      results:
      - group_by: output
  git_commits:
    inputs:
      branch:
      - git_repo_default_branch: branch
      repo:
      - clone_git_repo: repo
      start_end:
      - quarters_back_to_date: start_end
  git_repo_author_lines_for_dates:
    inputs:
      branch:
      - git_repo_default_branch: branch
      repo:
      - clone_git_repo: repo
      start_end:
      - quarters_back_to_date: start_end
  git_repo_checkout:
    inputs:
      commit:
      - git_repo_commit_from_date: commit
      repo:
      - clone_git_repo: repo
  git_repo_commit_from_date:
    inputs:
      branch:
      - git_repo_default_branch: branch
      date:
      - quarters_back_to_date: date
      repo:
      - clone_git_repo: repo
  git_repo_default_branch:
    conditions:
    - seed
    inputs:
      repo:
      - clone_git_repo: repo
  git_repo_release:
    inputs:
      branch:
      - git_repo_default_branch: branch
      repo:
      - clone_git_repo: repo
      start_end:
      - quarters_back_to_date: start_end
  group_by:
    inputs:
      spec:
      - seed
  lines_of_code_by_language:
    conditions:
    - dffml_operations_innersource.operations:badge_maintained: result
    - dffml_operations_innersource.operations:badge_unmaintained: result
    - dffml_operations_innersource.cli:ensure_tokei: result
    inputs:
      repo:
      - git_repo_checkout: repo
  lines_of_code_to_comments:
    inputs:
      langs:
      - lines_of_code_by_language: lines_by_language
  make_quarters:
    inputs:
      number:
      - seed
  quarters_back_to_date:
    inputs:
      date:
      - dffml_operations_innersource.operations:get_current_datetime_as_git_date: result
      number:
      - make_quarters: quarters
  work:
    inputs:
      author_lines:
      - git_repo_author_lines_for_dates: author_lines
linked: true
operations:
  alice.shouldi.contribute.cicd:cicd_action_library:
    inputs:
      action_file_paths: ActionYAMLFileWorkflowUnixStylePath
    name: alice.shouldi.contribute.cicd:cicd_action_library
    outputs:
      result: IsCICDGitHubActionsLibrary
    retry: 0
    stage: output
  alice.shouldi.contribute.cicd:cicd_jenkins_library:
    inputs:
      groovy_file_paths: GroovyFileWorkflowUnixStylePath
    name: alice.shouldi.contribute.cicd:cicd_jenkins_library
    outputs:
      result: IsCICDJenkinsLibrary
    retry: 0
    stage: output
  alice.shouldi.contribute.cicd:cicd_library:
    inputs:
      cicd_action_library: IsCICDGitHubActionsLibrary
      cicd_jenkins_library: IsCICDJenkinsLibrary
    name: alice.shouldi.contribute.cicd:cicd_library
    outputs:
      result: CICDLibrary
    retry: 0
    stage: output
  check_if_valid_git_repository_URL:
    inputs:
      URL: URL
    name: check_if_valid_git_repository_URL
    outputs:
      valid: valid_git_repository_URL
    retry: 0
    stage: processing
  cleanup_git_repo:
    inputs:
      repo: git_repository
    name: cleanup_git_repo
    outputs: {}
    retry: 0
    stage: cleanup
  clone_git_repo:
    conditions:
    - valid_git_repository_URL
    inputs:
      URL: URL
      ssh_key: git_repo_ssh_key
    name: clone_git_repo
    outputs:
      repo: git_repository
    retry: 0
    stage: processing
  count_authors:
    inputs:
      author_lines: author_line_count
    name: count_authors
    outputs:
      authors: author_count
    retry: 0
    stage: processing
  dffml_feature_git.feature.operations:git_grep:
    inputs:
      repo: git_repository
      search: git_grep_search
    name: dffml_feature_git.feature.operations:git_grep
    outputs:
      found: git_grep_found
    retry: 0
    stage: processing
  dffml_operations_innersource.cli:ensure_tokei:
    inputs: {}
    name: dffml_operations_innersource.cli:ensure_tokei
    outputs:
      result: str
    retry: 0
    stage: processing
  dffml_operations_innersource.cli:github_repo_id_to_clone_url:
    inputs:
      repo_id: GitHubRepoID
    name: dffml_operations_innersource.cli:github_repo_id_to_clone_url
    outputs:
      result: URL
    retry: 0
    stage: processing
  dffml_operations_innersource.operations:action_yml_files:
    expand:
    - result
    inputs:
      repo: git_repository_checked_out
    name: dffml_operations_innersource.operations:action_yml_files
    outputs:
      result: ActionYAMLFileWorkflowUnixStylePath
    retry: 0
    stage: processing
  dffml_operations_innersource.operations:badge_maintained:
    conditions:
    - bool
    inputs: {}
    name: dffml_operations_innersource.operations:badge_maintained
    outputs:
      result: str
    retry: 0
    stage: output
  dffml_operations_innersource.operations:badge_unmaintained:
    conditions:
    - bool
    inputs: {}
    name: dffml_operations_innersource.operations:badge_unmaintained
    outputs:
      result: str
    retry: 0
    stage: output
  dffml_operations_innersource.operations:code_of_conduct_present:
    inputs:
      repo: git_repository_checked_out
    name: dffml_operations_innersource.operations:code_of_conduct_present
    outputs:
      result: FileCodeOfConductPresent
    retry: 0
    stage: processing
  dffml_operations_innersource.operations:contributing_present:
    inputs:
      repo: git_repository_checked_out
    name: dffml_operations_innersource.operations:contributing_present
    outputs:
      result: FileContributingPresent
    retry: 0
    stage: processing
  dffml_operations_innersource.operations:get_current_datetime_as_git_date:
    inputs: {}
    name: dffml_operations_innersource.operations:get_current_datetime_as_git_date
    outputs:
      result: quarter_start_date
    retry: 0
    stage: processing
  dffml_operations_innersource.operations:github_workflows:
    expand:
    - result
    inputs:
      repo: git_repository_checked_out
    name: dffml_operations_innersource.operations:github_workflows
    outputs:
      result: GitHubActionsWorkflowUnixStylePath
    retry: 0
    stage: processing
  dffml_operations_innersource.operations:groovy_files:
    expand:
    - result
    inputs:
      repo: git_repository_checked_out
    name: dffml_operations_innersource.operations:groovy_files
    outputs:
      result: GroovyFileWorkflowUnixStylePath
    retry: 0
    stage: processing
  dffml_operations_innersource.operations:jenkinsfiles:
    expand:
    - result
    inputs:
      repo: git_repository_checked_out
    name: dffml_operations_innersource.operations:jenkinsfiles
    outputs:
      result: JenkinsfileWorkflowUnixStylePath
    retry: 0
    stage: processing
  dffml_operations_innersource.operations:maintained:
    inputs:
      results: group_by_output
    name: dffml_operations_innersource.operations:maintained
    outputs:
      result: bool
    retry: 0
    stage: output
  dffml_operations_innersource.operations:readme_present:
    inputs:
      repo: git_repository_checked_out
    name: dffml_operations_innersource.operations:readme_present
    outputs:
      result: FileReadmePresent
    retry: 0
    stage: processing
  dffml_operations_innersource.operations:security_present:
    inputs:
      repo: git_repository_checked_out
    name: dffml_operations_innersource.operations:security_present
    outputs:
      result: FileSecurityPresent
    retry: 0
    stage: processing
  dffml_operations_innersource.operations:support_present:
    inputs:
      repo: git_repository_checked_out
    name: dffml_operations_innersource.operations:support_present
    outputs:
      result: FileSupportPresent
    retry: 0
    stage: processing
  dffml_operations_innersource.operations:unmaintained:
    inputs:
      results: group_by_output
    name: dffml_operations_innersource.operations:unmaintained
    outputs:
      result: bool
    retry: 0
    stage: output
  git_commits:
    inputs:
      branch: git_branch
      repo: git_repository
      start_end: date_pair
    name: git_commits
    outputs:
      commits: commit_count
    retry: 0
    stage: processing
  git_repo_author_lines_for_dates:
    inputs:
      branch: git_branch
      repo: git_repository
      start_end: date_pair
    name: git_repo_author_lines_for_dates
    outputs:
      author_lines: author_line_count
    retry: 0
    stage: processing
  git_repo_checkout:
    inputs:
      commit: git_commit
      repo: git_repository
    name: git_repo_checkout
    outputs:
      repo: git_repository_checked_out
    retry: 0
    stage: processing
  git_repo_commit_from_date:
    inputs:
      branch: git_branch
      date: date
      repo: git_repository
    name: git_repo_commit_from_date
    outputs:
      commit: git_commit
    retry: 0
    stage: processing
  git_repo_default_branch:
    conditions:
    - no_git_branch_given
    inputs:
      repo: git_repository
    name: git_repo_default_branch
    outputs:
      branch: git_branch
      remote: git_remote
    retry: 0
    stage: processing
  git_repo_release:
    inputs:
      branch: git_branch
      repo: git_repository
      start_end: date_pair
    name: git_repo_release
    outputs:
      present: release_within_period
    retry: 0
    stage: processing
  group_by:
    inputs:
      spec: group_by_spec
    name: group_by
    outputs:
      output: group_by_output
    retry: 0
    stage: output
  lines_of_code_by_language:
    conditions:
    - str
    inputs:
      repo: git_repository_checked_out
    name: lines_of_code_by_language
    outputs:
      lines_by_language: lines_by_language_count
    retry: 0
    stage: processing
  lines_of_code_to_comments:
    inputs:
      langs: lines_by_language_count
    name: lines_of_code_to_comments
    outputs:
      code_to_comment_ratio: language_to_comment_ratio
    retry: 0
    stage: processing
  make_quarters:
    expand:
    - quarters
    inputs:
      number: quarters
    name: make_quarters
    outputs:
      quarters: quarter
    retry: 0
    stage: processing
  quarters_back_to_date:
    expand:
    - date
    - start_end
    inputs:
      date: quarter_start_date
      number: quarter
    name: quarters_back_to_date
    outputs:
      date: date
      start_end: date_pair
    retry: 0
    stage: processing
  work:
    inputs:
      author_lines: author_line_count
    name: work
    outputs:
      work: work_spread
    retry: 0
    stage: processing
seed:
- definition: quarters
  origin: seed
  value: 10
- definition: no_git_branch_given
  origin: seed
  value: true
- definition: group_by_spec
  origin: seed
  value:
    ActionYAMLFileWorkflowUnixStylePath:
      by: quarter
      group: ActionYAMLFileWorkflowUnixStylePath
      nostrict: true
    FileCodeOfConductPresent:
      by: quarter
      group: FileCodeOfConductPresent
      nostrict: true
    FileContributingPresent:
      by: quarter
      group: FileContributingPresent
      nostrict: true
    FileReadmePresent:
      by: quarter
      group: FileReadmePresent
      nostrict: true
    FileSecurityPresent:
      by: quarter
      group: FileSecurityPresent
      nostrict: true
    FileSupportPresent:
      by: quarter
      group: FileSupportPresent
      nostrict: true
    GitHubActionsWorkflowUnixStylePath:
      by: quarter
      group: GitHubActionsWorkflowUnixStylePath
      nostrict: true
    GroovyFileWorkflowUnixStylePath:
      by: quarter
      group: GroovyFileWorkflowUnixStylePath
      nostrict: true
    JenkinsfileWorkflowUnixStylePath:
      by: quarter
      group: JenkinsfileWorkflowUnixStylePath
      nostrict: true
    author_line_count:
      by: quarter
      group: author_line_count
      nostrict: true
    commit_shas:
      by: quarter
      group: git_commit
      nostrict: true
    release_within_period:
      by: quarter
      group: release_within_period
      nostrict: true

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Usage Snippets #1382

johnandersen777 May 16, 2022

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