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Repository files navigation

Indico Toolkit

This repository contains software that is not officially supported by Indico. It may be outdated or contain bugs. The operations it performs are potentially destructive. Use at your own risk.

Classes, functions, and abstractions for building workflows using the Indico IPA (Intelligent Process Automation) platform.

  • Polling Classes that implement best-practices polling behavior for Auto Review and Downstream processes. Easily plug in business logic without the boilerplate.
  • Result File and Etl Output Data Classes that parse standard IPA JSON output into idiomatic, type-safe Python dataclasses.
  • Metrics Classes to compare model performance, evaluate ground truth, and plot statistics.
  • Snapshot Classes to concatenate, merge, filter, and manipulate snapshot CSVs.

...and more in the Examples folder.

Installation

Indico Toolkit does not use semantic versioning.

Indico Toolkit versions match the minimum IPA version required to use its functionality. E.g. indico-toolkit==6.14.0 makes use of functionality introduced in IPA 6.14, and some functionality requires IPA 6.14 or later to use.

pip install indico-toolkit

Some functionality requires optional dependencies that can be installed with extras.

pip install 'indico-toolkit[all]'
pip install 'indico-toolkit[downloads]'
pip install 'indico-toolkit[examples]'
pip install 'indico-toolkit[metrics]'
pip install 'indico-toolkit[predictions]'
pip install 'indico-toolkit[snapshots]'

Contributing

Indico Toolkit uses Poetry 2.X for package and dependency management.

Setup

Clone the source repository with Git.

git clone git@github.com:IndicoDataSolutions/indico-toolkit-python.git

Install dependencies with Poetry.

poetry install

Formatting, linting, type checking, and tests are defined as Poe tasks in pyproject.toml.

poetry poe {format,check,test,all}

Code changes or additions should pass poetry poe all before opening a PR.

Tests

Indico Toolkit has three test suites: required unit tests, extra unit tests, and integration tests.

By default, only required unit tests are executed. Extra unit tests and integration tests are skipped.

poetry poe {test,all}

Extra unit tests are skipped when their dependencies are not installed. To execute extra unit tests, install one or more extras and run the tests.

poetry install --all-extras
poetry poe {test,all}

Integration tests make API calls to an IPA environment and require a host and API token to execute. These tests create datasets, setup workflows, and train models. Expect them to take tens of minutes to run.

poetry poe test-integration \
--host try.indico.io \
--token indico_api_token.txt

Make liberal use of pytest's --last-failed and --failed-firstflags to speed up integration test execution when writing code.

About

A library to assist in integrating the Indico IPA platform

Resources

Readme
MIT license
Activity
Custom properties

Stars

9 stars

Watchers

10 watching

Forks

2 forks
Report repository

Releases

Packages

Used by

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all 
 blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '

Skip to content
BranchesTags
Repository files navigation
Indico Toolkit
This repository contains software that is not officially supported by Indico. It may
be outdated or contain bugs. The operations it performs are potentially destructive.
Use at your own risk.
Classes, functions, and abstractions for building workflows using the Indico IPA
(Intelligent Process Automation) platform.
  • Polling Classes
that implement best-practices polling behavior for Auto Review and Downstream
processes. Easily plug in business logic without the boilerplate.
  • Result File
and Etl Output
Data Classes that parse standard IPA JSON output into idiomatic, type-safe Python dataclasses.
  • Metrics Classes
to compare model performance, evaluate ground truth, and plot statistics.
  • Snapshot Classes
to concatenate, merge, filter, and manipulate snapshot CSVs.
...and more in the Examples folder.
Installation
Indico Toolkit does not use semantic versioning.
Indico Toolkit versions match the minimum IPA version required to use its functionality.
E.g. indico-toolkit==6.14.0 makes use of functionality introduced in IPA 6.14, and
some functionality requires IPA 6.14 or later to use.
pip install indico-toolkit
Some functionality requires optional dependencies that can be installed with extras.
pip install 'indico-toolkit[all]'
pip install 'indico-toolkit[downloads]'
pip install 'indico-toolkit[examples]'
pip install 'indico-toolkit[metrics]'
pip install 'indico-toolkit[predictions]'
pip install 'indico-toolkit[snapshots]'
Contributing
Indico Toolkit uses Poetry 2.X for package and dependency management.
Setup
Clone the source repository with Git.
git clone git@github.com:IndicoDataSolutions/indico-toolkit-python.git
Install dependencies with Poetry.
poetry install
Formatting, linting, type checking, and tests are defined as
Poe tasks in pyproject.toml.
poetry poe {format,check,test,all}
Code changes or additions should pass poetry poe all before opening a PR.
Tests
Indico Toolkit has three test suites: required unit tests, extra unit tests, and
integration tests.
By default, only required unit tests are executed. Extra unit tests and integration
tests are skipped.
poetry poe {test,all}
Extra unit tests are skipped when their dependencies are not installed. To execute extra
unit tests, install one or more extras and run the tests.
poetry install --all-extras
poetry poe {test,all}
Integration tests make API calls to an IPA environment and require a host and API token
to execute. These tests create datasets, setup workflows, and train models. Expect
them to take tens of minutes to run.
poetry poe test-integration \
--host try.indico.io \
--token indico_api_token.txt
Make liberal use of pytest's --last-failed and --failed-firstflags to speed up integration
test execution when writing code.
About
A library to assist in integrating the Indico IPA platform
Resources
Readme
MIT license
Activity
Custom properties
Stars
9 stars
Watchers
10 watching
Forks
2 forks
Report repository
Releases
Packages
Used by
Contributors
Languages

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix");
}
} catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
BranchesTags
Repository files navigation
Indico Toolkit
This repository contains software that is not officially supported by Indico. It may
be outdated or contain bugs. The operations it performs are potentially destructive.
Use at your own risk.
Classes, functions, and abstractions for building workflows using the Indico IPA
(Intelligent Process Automation) platform.
  • Polling Classes
that implement best-practices polling behavior for Auto Review and Downstream
processes. Easily plug in business logic without the boilerplate.
  • Result File
and Etl Output
Data Classes that parse standard IPA JSON output into idiomatic, type-safe Python dataclasses.
  • Metrics Classes
to compare model performance, evaluate ground truth, and plot statistics.
  • Snapshot Classes
to concatenate, merge, filter, and manipulate snapshot CSVs.
...and more in the Examples folder.
Installation
Indico Toolkit does not use semantic versioning.
Indico Toolkit versions match the minimum IPA version required to use its functionality.
E.g. indico-toolkit==6.14.0 makes use of functionality introduced in IPA 6.14, and
some functionality requires IPA 6.14 or later to use.
pip install indico-toolkit
Some functionality requires optional dependencies that can be installed with extras.
pip install 'indico-toolkit[all]'
pip install 'indico-toolkit[downloads]'
pip install 'indico-toolkit[examples]'
pip install 'indico-toolkit[metrics]'
pip install 'indico-toolkit[predictions]'
pip install 'indico-toolkit[snapshots]'
Contributing
Indico Toolkit uses Poetry 2.X for package and dependency management.
Setup
Clone the source repository with Git.
git clone git@github.com:IndicoDataSolutions/indico-toolkit-python.git
Install dependencies with Poetry.
poetry install
Formatting, linting, type checking, and tests are defined as
Poe tasks in pyproject.toml.
poetry poe {format,check,test,all}
Code changes or additions should pass poetry poe all before opening a PR.
Tests
Indico Toolkit has three test suites: required unit tests, extra unit tests, and
integration tests.
By default, only required unit tests are executed. Extra unit tests and integration
tests are skipped.
poetry poe {test,all}
Extra unit tests are skipped when their dependencies are not installed. To execute extra
unit tests, install one or more extras and run the tests.
poetry install --all-extras
poetry poe {test,all}
Integration tests make API calls to an IPA environment and require a host and API token
to execute. These tests create datasets, setup workflows, and train models. Expect
them to take tens of minutes to run.
poetry poe test-integration \
--host try.indico.io \
--token indico_api_token.txt
Make liberal use of pytest's --last-failed and --failed-firstflags to speed up integration
test execution when writing code.
About
A library to assist in integrating the Indico IPA platform
Resources
Readme
MIT license
Activity
Custom properties
Stars
9 stars
Watchers
10 watching
Forks
2 forks
Report repository
Releases
Packages
Used by
Contributors
Languages

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms");
}
} catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
BranchesTags
Repository files navigation
Indico Toolkit
This repository contains software that is not officially supported by Indico. It may
be outdated or contain bugs. The operations it performs are potentially destructive.
Use at your own risk.
Classes, functions, and abstractions for building workflows using the Indico IPA
(Intelligent Process Automation) platform.
  • Polling Classes
that implement best-practices polling behavior for Auto Review and Downstream
processes. Easily plug in business logic without the boilerplate.
  • Result File
and Etl Output
Data Classes that parse standard IPA JSON output into idiomatic, type-safe Python dataclasses.
  • Metrics Classes
to compare model performance, evaluate ground truth, and plot statistics.
  • Snapshot Classes
to concatenate, merge, filter, and manipulate snapshot CSVs.
...and more in the Examples folder.
Installation
Indico Toolkit does not use semantic versioning.
Indico Toolkit versions match the minimum IPA version required to use its functionality.
E.g. indico-toolkit==6.14.0 makes use of functionality introduced in IPA 6.14, and
some functionality requires IPA 6.14 or later to use.
pip install indico-toolkit
Some functionality requires optional dependencies that can be installed with extras.
pip install 'indico-toolkit[all]'
pip install 'indico-toolkit[downloads]'
pip install 'indico-toolkit[examples]'
pip install 'indico-toolkit[metrics]'
pip install 'indico-toolkit[predictions]'
pip install 'indico-toolkit[snapshots]'
Contributing
Indico Toolkit uses Poetry 2.X for package and dependency management.
Setup
Clone the source repository with Git.
git clone git@github.com:IndicoDataSolutions/indico-toolkit-python.git
Install dependencies with Poetry.
poetry install
Formatting, linting, type checking, and tests are defined as
Poe tasks in pyproject.toml.
poetry poe {format,check,test,all}
Code changes or additions should pass poetry poe all before opening a PR.
Tests
Indico Toolkit has three test suites: required unit tests, extra unit tests, and
integration tests.
By default, only required unit tests are executed. Extra unit tests and integration
tests are skipped.
poetry poe {test,all}
Extra unit tests are skipped when their dependencies are not installed. To execute extra
unit tests, install one or more extras and run the tests.
poetry install --all-extras
poetry poe {test,all}
Integration tests make API calls to an IPA environment and require a host and API token
to execute. These tests create datasets, setup workflows, and train models. Expect
them to take tens of minutes to run.
poetry poe test-integration \
--host try.indico.io \
--token indico_api_token.txt
Make liberal use of pytest's --last-failed and --failed-firstflags to speed up integration
test execution when writing code.
About
A library to assist in integrating the Indico IPA platform
Resources
Readme
MIT license
Activity
Custom properties
Stars
9 stars
Watchers
10 watching
Forks
2 forks
Report repository
Releases
Packages
Used by
Contributors
Languages

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links");
}
} catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); }
})();
(function(){
try {
var __m = "youtube.com";
var __re = new RegExp('^' + "youtube\\.com" + '

Skip to content
BranchesTags
Repository files navigation
Indico Toolkit
This repository contains software that is not officially supported by Indico. It may
be outdated or contain bugs. The operations it performs are potentially destructive.
Use at your own risk.
Classes, functions, and abstractions for building workflows using the Indico IPA
(Intelligent Process Automation) platform.
  • Polling Classes
that implement best-practices polling behavior for Auto Review and Downstream
processes. Easily plug in business logic without the boilerplate.
  • Result File
and Etl Output
Data Classes that parse standard IPA JSON output into idiomatic, type-safe Python dataclasses.
  • Metrics Classes
to compare model performance, evaluate ground truth, and plot statistics.
  • Snapshot Classes
to concatenate, merge, filter, and manipulate snapshot CSVs.
...and more in the Examples folder.
Installation
Indico Toolkit does not use semantic versioning.
Indico Toolkit versions match the minimum IPA version required to use its functionality.
E.g. indico-toolkit==6.14.0 makes use of functionality introduced in IPA 6.14, and
some functionality requires IPA 6.14 or later to use.
pip install indico-toolkit
Some functionality requires optional dependencies that can be installed with extras.
pip install 'indico-toolkit[all]'
pip install 'indico-toolkit[downloads]'
pip install 'indico-toolkit[examples]'
pip install 'indico-toolkit[metrics]'
pip install 'indico-toolkit[predictions]'
pip install 'indico-toolkit[snapshots]'
Contributing
Indico Toolkit uses Poetry 2.X for package and dependency management.
Setup
Clone the source repository with Git.
git clone git@github.com:IndicoDataSolutions/indico-toolkit-python.git
Install dependencies with Poetry.
poetry install
Formatting, linting, type checking, and tests are defined as
Poe tasks in pyproject.toml.
poetry poe {format,check,test,all}
Code changes or additions should pass poetry poe all before opening a PR.
Tests
Indico Toolkit has three test suites: required unit tests, extra unit tests, and
integration tests.
By default, only required unit tests are executed. Extra unit tests and integration
tests are skipped.
poetry poe {test,all}
Extra unit tests are skipped when their dependencies are not installed. To execute extra
unit tests, install one or more extras and run the tests.
poetry install --all-extras
poetry poe {test,all}
Integration tests make API calls to an IPA environment and require a host and API token
to execute. These tests create datasets, setup workflows, and train models. Expect
them to take tens of minutes to run.
poetry poe test-integration \
--host try.indico.io \
--token indico_api_token.txt
Make liberal use of pytest's --last-failed and --failed-firstflags to speed up integration
test execution when writing code.
About
A library to assist in integrating the Indico IPA platform
Resources
Readme
MIT license
Activity
Custom properties
Stars
9 stars
Watchers
10 watching
Forks
2 forks
Report repository
Releases
Packages
Used by
Contributors
Languages

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default");
}
} catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
BranchesTags
Repository files navigation
Indico Toolkit
This repository contains software that is not officially supported by Indico. It may
be outdated or contain bugs. The operations it performs are potentially destructive.
Use at your own risk.
Classes, functions, and abstractions for building workflows using the Indico IPA
(Intelligent Process Automation) platform.
  • Polling Classes
that implement best-practices polling behavior for Auto Review and Downstream
processes. Easily plug in business logic without the boilerplate.
  • Result File
and Etl Output
Data Classes that parse standard IPA JSON output into idiomatic, type-safe Python dataclasses.
  • Metrics Classes
to compare model performance, evaluate ground truth, and plot statistics.
  • Snapshot Classes
to concatenate, merge, filter, and manipulate snapshot CSVs.
...and more in the Examples folder.
Installation
Indico Toolkit does not use semantic versioning.
Indico Toolkit versions match the minimum IPA version required to use its functionality.
E.g. indico-toolkit==6.14.0 makes use of functionality introduced in IPA 6.14, and
some functionality requires IPA 6.14 or later to use.
pip install indico-toolkit
Some functionality requires optional dependencies that can be installed with extras.
pip install 'indico-toolkit[all]'
pip install 'indico-toolkit[downloads]'
pip install 'indico-toolkit[examples]'
pip install 'indico-toolkit[metrics]'
pip install 'indico-toolkit[predictions]'
pip install 'indico-toolkit[snapshots]'
Contributing
Indico Toolkit uses Poetry 2.X for package and dependency management.
Setup
Clone the source repository with Git.
git clone git@github.com:IndicoDataSolutions/indico-toolkit-python.git
Install dependencies with Poetry.
poetry install
Formatting, linting, type checking, and tests are defined as
Poe tasks in pyproject.toml.
poetry poe {format,check,test,all}
Code changes or additions should pass poetry poe all before opening a PR.
Tests
Indico Toolkit has three test suites: required unit tests, extra unit tests, and
integration tests.
By default, only required unit tests are executed. Extra unit tests and integration
tests are skipped.
poetry poe {test,all}
Extra unit tests are skipped when their dependencies are not installed. To execute extra
unit tests, install one or more extras and run the tests.
poetry install --all-extras
poetry poe {test,all}
Integration tests make API calls to an IPA environment and require a host and API token
to execute. These tests create datasets, setup workflows, and train models. Expect
them to take tens of minutes to run.
poetry poe test-integration \
--host try.indico.io \
--token indico_api_token.txt
Make liberal use of pytest's --last-failed and --failed-firstflags to speed up integration
test execution when writing code.
About
A library to assist in integrating the Indico IPA platform
Resources
Readme
MIT license
Activity
Custom properties
Stars
9 stars
Watchers
10 watching
Forks
2 forks
Report repository
Releases
Packages
Used by
Contributors
Languages

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers");
}
} catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
BranchesTags
Repository files navigation
Indico Toolkit
This repository contains software that is not officially supported by Indico. It may
be outdated or contain bugs. The operations it performs are potentially destructive.
Use at your own risk.
Classes, functions, and abstractions for building workflows using the Indico IPA
(Intelligent Process Automation) platform.
  • Polling Classes
that implement best-practices polling behavior for Auto Review and Downstream
processes. Easily plug in business logic without the boilerplate.
  • Result File
and Etl Output
Data Classes that parse standard IPA JSON output into idiomatic, type-safe Python dataclasses.
  • Metrics Classes
to compare model performance, evaluate ground truth, and plot statistics.
  • Snapshot Classes
to concatenate, merge, filter, and manipulate snapshot CSVs.
...and more in the Examples folder.
Installation
Indico Toolkit does not use semantic versioning.
Indico Toolkit versions match the minimum IPA version required to use its functionality.
E.g. indico-toolkit==6.14.0 makes use of functionality introduced in IPA 6.14, and
some functionality requires IPA 6.14 or later to use.
pip install indico-toolkit
Some functionality requires optional dependencies that can be installed with extras.
pip install 'indico-toolkit[all]'
pip install 'indico-toolkit[downloads]'
pip install 'indico-toolkit[examples]'
pip install 'indico-toolkit[metrics]'
pip install 'indico-toolkit[predictions]'
pip install 'indico-toolkit[snapshots]'
Contributing
Indico Toolkit uses Poetry 2.X for package and dependency management.
Setup
Clone the source repository with Git.
git clone git@github.com:IndicoDataSolutions/indico-toolkit-python.git
Install dependencies with Poetry.
poetry install
Formatting, linting, type checking, and tests are defined as
Poe tasks in pyproject.toml.
poetry poe {format,check,test,all}
Code changes or additions should pass poetry poe all before opening a PR.
Tests
Indico Toolkit has three test suites: required unit tests, extra unit tests, and
integration tests.
By default, only required unit tests are executed. Extra unit tests and integration
tests are skipped.
poetry poe {test,all}
Extra unit tests are skipped when their dependencies are not installed. To execute extra
unit tests, install one or more extras and run the tests.
poetry install --all-extras
poetry poe {test,all}
Integration tests make API calls to an IPA environment and require a host and API token
to execute. These tests create datasets, setup workflows, and train models. Expect
them to take tens of minutes to run.
poetry poe test-integration \
--host try.indico.io \
--token indico_api_token.txt
Make liberal use of pytest's --last-failed and --failed-firstflags to speed up integration
test execution when writing code.
About
A library to assist in integrating the Indico IPA platform
Resources
Readme
MIT license
Activity
Custom properties
Stars
9 stars
Watchers
10 watching
Forks
2 forks
Report repository
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Used by
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, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode");
}
} catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); }
})();
})();

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Indico Toolkit
This repository contains software that is not officially supported by Indico. It may
be outdated or contain bugs. The operations it performs are potentially destructive.
Use at your own risk.
Classes, functions, and abstractions for building workflows using the Indico IPA
(Intelligent Process Automation) platform.
  • Polling Classes
that implement best-practices polling behavior for Auto Review and Downstream
processes. Easily plug in business logic without the boilerplate.
  • Result File
and Etl Output
Data Classes that parse standard IPA JSON output into idiomatic, type-safe Python dataclasses.
  • Metrics Classes
to compare model performance, evaluate ground truth, and plot statistics.
  • Snapshot Classes
to concatenate, merge, filter, and manipulate snapshot CSVs.
...and more in the Examples folder.
Installation
Indico Toolkit does not use semantic versioning.
Indico Toolkit versions match the minimum IPA version required to use its functionality.
E.g. indico-toolkit==6.14.0 makes use of functionality introduced in IPA 6.14, and
some functionality requires IPA 6.14 or later to use.
pip install indico-toolkit
Some functionality requires optional dependencies that can be installed with extras.
pip install 'indico-toolkit[all]'
pip install 'indico-toolkit[downloads]'
pip install 'indico-toolkit[examples]'
pip install 'indico-toolkit[metrics]'
pip install 'indico-toolkit[predictions]'
pip install 'indico-toolkit[snapshots]'
Contributing
Indico Toolkit uses Poetry 2.X for package and dependency management.
Setup
Clone the source repository with Git.
git clone git@github.com:IndicoDataSolutions/indico-toolkit-python.git
Install dependencies with Poetry.
poetry install
Formatting, linting, type checking, and tests are defined as
Poe tasks in pyproject.toml.
poetry poe {format,check,test,all}
Code changes or additions should pass poetry poe all before opening a PR.
Tests
Indico Toolkit has three test suites: required unit tests, extra unit tests, and
integration tests.
By default, only required unit tests are executed. Extra unit tests and integration
tests are skipped.
poetry poe {test,all}
Extra unit tests are skipped when their dependencies are not installed. To execute extra
unit tests, install one or more extras and run the tests.
poetry install --all-extras
poetry poe {test,all}
Integration tests make API calls to an IPA environment and require a host and API token
to execute. These tests create datasets, setup workflows, and train models. Expect
them to take tens of minutes to run.
poetry poe test-integration \
--host try.indico.io \
--token indico_api_token.txt
Make liberal use of pytest's --last-failed and --failed-firstflags to speed up integration
test execution when writing code.
About
A library to assist in integrating the Indico IPA platform
Resources
Readme
MIT license
Activity
Custom properties
Stars
9 stars
Watchers
10 watching
Forks
2 forks
Report repository
Releases
Packages
Used by
Contributors
Languages