From 00010fe0581c431619efb2d94c431812a83f58df Mon Sep 17 00:00:00 2001 From: Luna McNulty Date: Tue, 23 Apr 2024 10:27:51 -0400 Subject: [PATCH 1/5] wip --- ....update-taxonomy-descriptions-from-file.js | 39 ++++++++ .../page-creators/createTaxonomyPages.js | 2 + .../static/images/gmf/annotation.png | Bin 0 -> 1081737 bytes .../static/images/gmf/structure.png | Bin 0 -> 383745 bytes .../images/gmf/structure_simplified.png | Bin 0 -> 151283 bytes site/gatsby-site/taxa/descriptions/gmf.md | 88 ++++++++++++++++++ 6 files changed, 129 insertions(+) create mode 100644 site/gatsby-site/migrations/2024.04.16T15.57.02.update-taxonomy-descriptions-from-file.js create mode 100644 site/gatsby-site/static/images/gmf/annotation.png create mode 100644 site/gatsby-site/static/images/gmf/structure.png create mode 100644 site/gatsby-site/static/images/gmf/structure_simplified.png create mode 100644 site/gatsby-site/taxa/descriptions/gmf.md diff --git a/site/gatsby-site/migrations/2024.04.16T15.57.02.update-taxonomy-descriptions-from-file.js b/site/gatsby-site/migrations/2024.04.16T15.57.02.update-taxonomy-descriptions-from-file.js new file mode 100644 index 0000000000..85386c666a --- /dev/null +++ b/site/gatsby-site/migrations/2024.04.16T15.57.02.update-taxonomy-descriptions-from-file.js @@ -0,0 +1,39 @@ +const config = require('../config'); +const fs = require('fs'); + +/** @type {import('umzug').MigrationFn} */ +exports.up = async ({ context: { client } }) => { + await client.connect(); + + const taxaCollection = client.db(config.realm.production_db.db_name).collection('taxa'); + + const taxa = await taxaCollection.find({}).toArray(); + + const taxaNames = taxa.map(taxonomy => taxonomy.namespace); + + const descriptionsDir = './taxa/descriptions/'; + + await fs.readdir(descriptionsDir, async (err, files) => { + await files.forEach(async file => { + const taxonomy = taxa.find(taxonomy => file == taxonomy.namespace.toLowerCase() + '.md') + if (taxonomy) { + await fs.readFile(descriptionsDir + '/' + file, 'utf8', async (err, data) => { + if (err) { + console.log(err); + } + console.log('Updating description for', taxonomy.namespace); + + await taxaCollection.updateOne( + { namespace: taxonomy.namespace }, + { $set: { description: 'borp horp' } } + ); + + console.log('Updated description for', taxonomy.namespace); + }); + } + }); + }); +} + +/** @type {import('umzug').MigrationFn} */ +exports.down = async params => {}; diff --git a/site/gatsby-site/page-creators/createTaxonomyPages.js b/site/gatsby-site/page-creators/createTaxonomyPages.js index 0cbb5204da..06045b6948 100644 --- a/site/gatsby-site/page-creators/createTaxonomyPages.js +++ b/site/gatsby-site/page-creators/createTaxonomyPages.js @@ -27,12 +27,14 @@ const createTaxonomyPages = (graphql, createPage) => { } ` ).then((result) => { + if (result.errors) { reject(result.errors); } // We can add here a redirect to the template with the right classification fragment result.data.allMongodbAiidprodTaxa.nodes.forEach((taxonomy) => { + console.log('Creating page for ', taxonomy.namespace); createPage({ path: '/taxonomy/' + taxonomy.namespace.toLowerCase(), component: path.resolve('./src/templates/taxonomy.js'), diff --git a/site/gatsby-site/static/images/gmf/annotation.png b/site/gatsby-site/static/images/gmf/annotation.png new file mode 100644 index 0000000000000000000000000000000000000000..fcc344fe3cf0c9bcdbd355d1ab0f203fe060baf6 GIT binary patch literal 1081737 zcmc$_bx<5#w=bM02?-Dgn&1#%u;9Tx3_7^G6WrY)kYR8e+yjHVySuwD&%If2(W_TqUV(%Km0VK}mt9hnw(8%XUSIAt9}dA+;*CBu zBO;PzQo|w3c{Dv;1Sir`q1)S(IfcyljbyHp`^wuRU__vU}n{_E;g+E*O+e~}q9(UJbw z;5MTVWcvSWXq}}X0OfyCHeX0mFo}LM5*g(hW~|q@jF+szp{#Fys7%|FGFq2<0Ir2Dkbj4qF%$l z1a3k3mR+!w$H6o&lUA0EyL+3a^exhs{8Ahu2t{sUEtw*8@&rq|(Q+ z*UP+yDmC)nMPi1%Fi+b1= zd#HFDmiv1wir6?FT88NL;@2f;X�quph~e%f%5xgA#WPAF=)wp6Bd;wqqMJe=e+~ zAb&nFKxr!P{Vn`%;e3H#xj^`9*&3QSMyti@zV5S^B%04i6jO%U%_SI^EF<_)Gqw*t 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interrelating the goals of the system +deployment, the system's methods, and likely technical causal factors for the observed failure events. +The taxonomy structure encourages considering what is known or observed versus what is potential or likely, guiding how to apply and interpret expert technical knowledge about AI failures. Further, the proposed annotation workflow features grounding labels to data and external evidence, enhancing verifiability, collaborative annotation and crowdsourcing. These design decisions render GMF a valuable tool for annotating noisy, low-information documents like public AI incident reports. + +Details on the taxonomy description, proposed annotation process +and future work are available in our [SafeAI 2023 workshop paper](https://ceur-ws.org/Vol-3381/17.pdf), while +a short description is provided below. + +### GMF Motivation and Structure +The GMF taxonomy was developed to address the following use cases and questions: + +- **Linking harms to system goals**: How can developers and deployers of AI systems discover technical failure causes +of **harm related to the system task**, that the AI is deployed to perform in the real world? + +- **Connecting technical approaches to failure causes**: How can AI developers and auditors discover **technical causal factors of harm** +that may be linked to implementation methods, model architectures and techniques +employed in their system, such that they may be corrected or avoided? + +- **Harness interdisciplinary technical expertise**: How can we **leverage the body of expert technical knowledge** from the Machine + Learning, AI Safety, Engineering, etc. community, to produce useful, high-quality annotations on **publicly available AI incident reports**, which may lack details and technical information? + +- **Data-driven, grounded labelling**: How can we generate annotations **grounded to real-world data** for high-level accuracy, +verifiability and increased potential for further research and development? + + +The taxonomy is designed to address these questions via a structure of three interrelated + ontologies, each describing the AI system involved in a publicly available incident report under a different lens. + These ontologies include system views focused on: + +- **AI System Goals**, which characterize high-level goals, objectives and tasks of AI system deployments in the real world (e.g. `Face Recognition`) +- **AI Methods and Technologies**, which describe AI implementation methodologies (e.g. `Transformer`) +- **AI failure causes**, containing technical reasons for systemic failure that results in the observed harm (e.g. `Concept Drift`) + +Given that AI incident reports in the news media often lack technical details, GMF annotations are paired with: + +- **Confidence modifiers** (`known` and `potential`), corresponding to the degree of certainty of the annotator for applying a given label to an incident +- **Text samples** from the incident report relevant to the assigned label, which ground each the classification to supporting text data +- **Free comments**, where the annotator may provide their rationale, evidence, sources and any information deemed relevant for assigning the label + + +## How do I annotate incidents with GMF? + +The structure of GMF, paired with the AIID interfaces for [incident discovery](https://incidentdatabase.ai/apps/discover) and annotation editing [^1], exposes the user to multiple sources of useful data for efficient and informed incident annotation. + +For example, the user can retrieve similar incidents annotated by the community with respect to +existing classifications, e.g. regarding the goal of the AI system. Retrieved incidents expose past annotations and auxiliary metadata, such as exemplar text snippets, annotator rationale and related sourced materials of potential relevance. + +These supplemental data may counteract the lack of AI system implementation details in incident + reports regarding methods, technologies and technical failure causes, allowing the application of + fitting labels for the incident at hand. + +[^1]: Found in the page for each incident, e.g. [AIID incident #72](https://incidentdatabase.ai/cite/72/) + +A visualization of this flow of information for decision making given uncertainty, is illustrated in the proposed GMF annotation process diagram below: + +![](/images/structure_simplified.png) + +Additionally, an indicative application of this annotation process for the real-world [AIID incident #72](https://incidentdatabase.ai/cite/72/) is illustrated below. + +![](/images/annotation.png) + + +## How do I explore the taxonomy? + +All taxonomies can be used to filter incident reports within the +[Discover Application](https://incidentdatabase.ai/apps/discover). The taxonomy filters work similarly to how +you filter products on an e-commerce website. Use the search +field at the bottom of the “Classifications” tab to find the +taxonomy field you would like to filter with, then click the +desired value to apply the filter. + +## About the Responsible AI Collaborative + +The AI Incident Database is a collaborative project of many +people and organizations. Details on the people and organizations +contributing to this particular taxonomy will appear here, while +you can learn more about the Collab itself on the incident +database [home](https://incidentdatabase.ai/) and +[about](https://incidentdatabase.ai/about/) pages. + +The maintainer(s) of this taxonomy include: +* [Nikiforos Pittaras](https://www.linkedin.com/in/nikiforos-pittaras/) + +Contributor(s) to the taxonomy include: +* [Sean McGregor](https://www.linkedin.com/in/seanbmcgregor/) From f233b31a61af8f86cc1a93b201d23904cc19ea1a Mon Sep 17 00:00:00 2001 From: Luna McNulty Date: Wed, 24 Apr 2024 16:19:17 -0400 Subject: [PATCH 2/5] Add migration to update GMF description, updates to render properly --- ....update-taxonomy-descriptions-from-file.js | 37 +++++-------------- .../src/components/taxa/FacetTaxonomyPage.js | 18 ++++++++- site/gatsby-site/taxa/descriptions/gmf.md | 4 +- 3 files changed, 28 insertions(+), 31 deletions(-) diff --git a/site/gatsby-site/migrations/2024.04.16T15.57.02.update-taxonomy-descriptions-from-file.js b/site/gatsby-site/migrations/2024.04.16T15.57.02.update-taxonomy-descriptions-from-file.js index 85386c666a..9ca73dbd2f 100644 --- a/site/gatsby-site/migrations/2024.04.16T15.57.02.update-taxonomy-descriptions-from-file.js +++ b/site/gatsby-site/migrations/2024.04.16T15.57.02.update-taxonomy-descriptions-from-file.js @@ -1,5 +1,6 @@ const config = require('../config'); -const fs = require('fs'); + +const { readFile } = require('fs/promises'); /** @type {import('umzug').MigrationFn} */ exports.up = async ({ context: { client } }) => { @@ -7,33 +8,13 @@ exports.up = async ({ context: { client } }) => { const taxaCollection = client.db(config.realm.production_db.db_name).collection('taxa'); - const taxa = await taxaCollection.find({}).toArray(); - - const taxaNames = taxa.map(taxonomy => taxonomy.namespace); - - const descriptionsDir = './taxa/descriptions/'; - - await fs.readdir(descriptionsDir, async (err, files) => { - await files.forEach(async file => { - const taxonomy = taxa.find(taxonomy => file == taxonomy.namespace.toLowerCase() + '.md') - if (taxonomy) { - await fs.readFile(descriptionsDir + '/' + file, 'utf8', async (err, data) => { - if (err) { - console.log(err); - } - console.log('Updating description for', taxonomy.namespace); - - await taxaCollection.updateOne( - { namespace: taxonomy.namespace }, - { $set: { description: 'borp horp' } } - ); + let gmfDescriptionText = await readFile('./taxa/descriptions/gmf.md', 'utf8'); - console.log('Updated description for', taxonomy.namespace); - }); - } - }); - }); -} + await taxaCollection.updateOne( + { namespace: 'GMF' }, + { $set: { description: gmfDescriptionText } } + ); +}; /** @type {import('umzug').MigrationFn} */ -exports.down = async params => {}; +exports.down = async () => {}; diff --git a/site/gatsby-site/src/components/taxa/FacetTaxonomyPage.js b/site/gatsby-site/src/components/taxa/FacetTaxonomyPage.js index 49e28a8cf1..5b50abaaa0 100644 --- a/site/gatsby-site/src/components/taxa/FacetTaxonomyPage.js +++ b/site/gatsby-site/src/components/taxa/FacetTaxonomyPage.js @@ -1,5 +1,7 @@ import React, { useState } from 'react'; import Markdown from 'react-markdown'; +import rehypeRaw from 'rehype-raw'; +import remarkGfm from 'remark-gfm'; import bb, { donut } from 'billboard.js'; import BillboardJS from '@billboard.js/react'; @@ -39,7 +41,21 @@ export default function FacetTaxonomyPage(props) {

- {description} + + {description} +

Taxonomy Fields

{sortedFieldsArray diff --git a/site/gatsby-site/taxa/descriptions/gmf.md b/site/gatsby-site/taxa/descriptions/gmf.md index 67f479b086..6818fb7d9b 100644 --- a/site/gatsby-site/taxa/descriptions/gmf.md +++ b/site/gatsby-site/taxa/descriptions/gmf.md @@ -56,11 +56,11 @@ These supplemental data may counteract the lack of AI system implementation deta A visualization of this flow of information for decision making given uncertainty, is illustrated in the proposed GMF annotation process diagram below: -![](/images/structure_simplified.png) +![](/images/gmf/structure_simplified.png) Additionally, an indicative application of this annotation process for the real-world [AIID incident #72](https://incidentdatabase.ai/cite/72/) is illustrated below. -![](/images/annotation.png) +![](/images/gmf/annotation.png) ## How do I explore the taxonomy? From 1a04437207d6a15b2df548fabcf81ada0b84d32b Mon Sep 17 00:00:00 2001 From: Luna McNulty Date: Wed, 24 Apr 2024 16:20:53 -0400 Subject: [PATCH 3/5] Don't touch createTaxonomyPages --- site/gatsby-site/page-creators/createTaxonomyPages.js | 2 -- 1 file changed, 2 deletions(-) diff --git a/site/gatsby-site/page-creators/createTaxonomyPages.js b/site/gatsby-site/page-creators/createTaxonomyPages.js index 06045b6948..0cbb5204da 100644 --- a/site/gatsby-site/page-creators/createTaxonomyPages.js +++ b/site/gatsby-site/page-creators/createTaxonomyPages.js @@ -27,14 +27,12 @@ const createTaxonomyPages = (graphql, createPage) => { } ` ).then((result) => { - if (result.errors) { reject(result.errors); } // We can add here a redirect to the template with the right classification fragment result.data.allMongodbAiidprodTaxa.nodes.forEach((taxonomy) => { - console.log('Creating page for ', taxonomy.namespace); createPage({ path: '/taxonomy/' + taxonomy.namespace.toLowerCase(), component: path.resolve('./src/templates/taxonomy.js'), From d001d9600e6b0bd8e05e376833d01deda2dae44f Mon Sep 17 00:00:00 2001 From: Luna McNulty Date: Wed, 24 Apr 2024 16:24:58 -0400 Subject: [PATCH 4/5] Add rehype-raw package --- site/gatsby-site/package.json | 1 + 1 file changed, 1 insertion(+) diff --git a/site/gatsby-site/package.json b/site/gatsby-site/package.json index 408edcb7e2..9fc5daab28 100644 --- a/site/gatsby-site/package.json +++ b/site/gatsby-site/package.json @@ -84,6 +84,7 @@ "react-table": "^7.8.0", "react-zoom-pan-pinch": "^2.6.1", "realm-web": "^1.3.0", + "rehype-raw": "^7.0.0", "rehype-truncate": "^1.2.2", "remark": "^13.0.0", "remark-gfm": "^3.0.1", From 1d435073189e2fb750f6f4b85ae4db23519f2481 Mon Sep 17 00:00:00 2001 From: Luna McNulty Date: Wed, 24 Apr 2024 16:27:52 -0400 Subject: [PATCH 5/5] Update package-lock too --- site/gatsby-site/package-lock.json | 830 ++++++++++++++++++++++++----- 1 file changed, 693 insertions(+), 137 deletions(-) diff --git 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