diff --git a/README.md b/README.md
index 4ca6fc4..d497bf2 100644
--- a/README.md
+++ b/README.md
@@ -8,8 +8,8 @@ ChainForge is built on [ReactFlow](https://reactflow.dev) and is in active devel
# Features
A key goal of ChainForge is facilitating **comparison** and **evaluation** of prompts and models, and (in the near future) prompt chains. Basic features are:
-- **Prompt permutations**: Setup a prompt template and feed it variations of input variables. ChainForge will prompt all selected LLMs with all possible permutations of the input prompt, so that you can get a better sense of prompt quality.
-- **Evaluation nodes**: Probe LLM responses in a chain and test them for some desired behavior. Initially, Python script based.
+- **Prompt permutations**: Setup a prompt template and feed it variations of input variables. ChainForge will prompt all selected LLMs with all possible permutations of the input prompt, so that you can get a better sense of prompt quality. You can also chain prompt templates at arbitrary depth (e.g., to compare templates).
+- **Evaluation nodes**: Probe LLM responses in a chain and test them (classically) for some desired behavior. At a basic level, this is Python script based. We plan to add preset evaluator nodes for common use cases in the near future (e.g., name-entity recognition). Note that you can also chain LLM responses into prompt templates to help evaluate outputs cheaply before more extensive evaluation methods.
- **Visualization nodes**: Visualize evaluation results on plots like box-and-whisker and 3D scatterplots.
Taken together, these three features let you easily:
@@ -40,6 +40,10 @@ This spins up two local servers: a React server through npm, and a Python backen
All ChainForge node graphs are importable/exportable as JSON specs. You can freely share prompt chains you develop (alongside any custom analysis code), whether to the public or within your organization.
+## Example: Test LLM robustness to prompt injection
+
+...
+
# Development
ChainForge is developed by research scientists at Harvard University in the [Harvard HCI](https://hci.seas.harvard.edu) group:
diff --git a/chain-forge/package-lock.json b/chain-forge/package-lock.json
index aa182ea..eabd204 100644
--- a/chain-forge/package-lock.json
+++ b/chain-forge/package-lock.json
@@ -14,6 +14,7 @@
"@reactflow/background": "^11.2.0",
"@reactflow/controls": "^11.1.11",
"@reactflow/core": "^11.7.0",
+ "@tabler/icons-react": "^2.17.0",
"@testing-library/jest-dom": "^5.16.5",
"@testing-library/react": "^13.4.0",
"@testing-library/user-event": "^13.5.0",
@@ -31,11 +32,14 @@
"plotly.js": "^2.21.0",
"react": "^18.2.0",
"react-ace": "^10.1.0",
+ "react-beautiful-dnd": "^13.1.1",
"react-dom": "^18.2.0",
"react-edit-text": "^5.1.0",
"react-flow-renderer": "^10.3.17",
"react-plotly.js": "^2.6.0",
"react-scripts": "5.0.1",
+ "styled-components": "^5.3.10",
+ "uuidv4": "^6.2.13",
"web-vitals": "^2.1.4",
"zustand": "^4.3.7"
}
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"peer": true
},
+ "node_modules/@emotion/is-prop-valid": {
+ "version": "1.2.0",
+ "resolved": "https://registry.npmjs.org/@emotion/is-prop-valid/-/is-prop-valid-1.2.0.tgz",
+ "integrity": "sha512-3aDpDprjM0AwaxGE09bOPkNxHpBd+kA6jty3RnaEXdweX1DF1U3VQpPYb0g1IStAuK7SVQ1cy+bNBBKp4W3Fjg==",
+ "dependencies": {
+ "@emotion/memoize": "^0.8.0"
+ }
+ },
"node_modules/@emotion/memoize": {
"version": "0.8.0",
"resolved": "https://registry.npmjs.org/@emotion/memoize/-/memoize-0.8.0.tgz",
- "integrity": "sha512-G/YwXTkv7Den9mXDO7AhLWkE3q+I92B+VqAE+dYG4NGPaHZGvt3G8Q0p9vmE+sq7rTGphUbAvmQ9YpbfMQGGlA==",
- "peer": true
+ "integrity": "sha512-G/YwXTkv7Den9mXDO7AhLWkE3q+I92B+VqAE+dYG4NGPaHZGvt3G8Q0p9vmE+sq7rTGphUbAvmQ9YpbfMQGGlA=="
},
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"version": "11.10.8",
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"peer": true
},
+ "node_modules/@emotion/stylis": {
+ "version": "0.8.5",
+ "resolved": "https://registry.npmjs.org/@emotion/stylis/-/stylis-0.8.5.tgz",
+ "integrity": "sha512-h6KtPihKFn3T9fuIrwvXXUOwlx3rfUvfZIcP5a6rh8Y7zjE3O06hT5Ss4S/YI1AYhuZ1kjaE/5EaOOI2NqSylQ=="
+ },
"node_modules/@emotion/unitless": {
"version": "0.8.0",
"resolved": "https://registry.npmjs.org/@emotion/unitless/-/unitless-0.8.0.tgz",
@@ -4115,6 +4131,31 @@
"url": "https://github.com/sponsors/gregberge"
}
},
+ "node_modules/@tabler/icons": {
+ "version": "2.17.0",
+ "resolved": "https://registry.npmjs.org/@tabler/icons/-/icons-2.17.0.tgz",
+ "integrity": "sha512-UeJaylOGNRhQKyDlgZfrQ3UPSGlfVQuXcmCsTYeXioKKepibW6VZ3H36Lo1jvBTBkQD2e9m+k2NxwkztOTXwrA==",
+ "funding": {
+ "type": "github",
+ "url": "https://github.com/sponsors/codecalm"
+ }
+ },
+ "node_modules/@tabler/icons-react": {
+ "version": "2.17.0",
+ "resolved": "https://registry.npmjs.org/@tabler/icons-react/-/icons-react-2.17.0.tgz",
+ "integrity": "sha512-kuEW+qNwRqcK5iMl7qTapzX2NiMOwPg4Az01d+IZ1DIMwaZ7iKPJaIor2ihKFLPYrT9D5BZHXB8R5mSkw0FETg==",
+ "dependencies": {
+ "@tabler/icons": "2.17.0",
+ "prop-types": "^15.7.2"
+ },
+ "funding": {
+ "type": "github",
+ "url": "https://github.com/sponsors/codecalm"
+ },
+ "peerDependencies": {
+ "react": "^16.5.1 || ^17.0.0 || ^18.0.0"
+ }
+ },
"node_modules/@testing-library/dom": {
"version": "9.2.0",
"resolved": "https://registry.npmjs.org/@testing-library/dom/-/dom-9.2.0.tgz",
@@ -4826,6 +4867,15 @@
"@types/node": "*"
}
},
+ "node_modules/@types/hoist-non-react-statics": {
+ "version": "3.3.1",
+ "resolved": "https://registry.npmjs.org/@types/hoist-non-react-statics/-/hoist-non-react-statics-3.3.1.tgz",
+ "integrity": "sha512-iMIqiko6ooLrTh1joXodJK5X9xeEALT1kM5G3ZLhD3hszxBdIEd5C75U834D9mLcINgD4OyZf5uQXjkuYydWvA==",
+ "dependencies": {
+ "@types/react": "*",
+ "hoist-non-react-statics": "^3.3.0"
+ }
+ },
"node_modules/@types/html-minifier-terser": {
"version": "6.1.0",
"resolved": "https://registry.npmjs.org/@types/html-minifier-terser/-/html-minifier-terser-6.1.0.tgz",
@@ -5164,6 +5214,17 @@
"@types/react": "*"
}
},
+ "node_modules/@types/react-redux": {
+ "version": "7.1.25",
+ "resolved": "https://registry.npmjs.org/@types/react-redux/-/react-redux-7.1.25.tgz",
+ "integrity": "sha512-bAGh4e+w5D8dajd6InASVIyCo4pZLJ66oLb80F9OBLO1gKESbZcRCJpTT6uLXX+HAB57zw1WTdwJdAsewuTweg==",
+ "dependencies": {
+ "@types/hoist-non-react-statics": "^3.3.0",
+ "@types/react": "*",
+ "hoist-non-react-statics": "^3.3.0",
+ "redux": "^4.0.0"
+ }
+ },
"node_modules/@types/resize-observer-browser": {
"version": "0.1.7",
"resolved": "https://registry.npmjs.org/@types/resize-observer-browser/-/resize-observer-browser-0.1.7.tgz",
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"resolved": "https://registry.npmjs.org/@types/trusted-types/-/trusted-types-2.0.3.tgz",
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},
+ "node_modules/@types/uuid": {
+ "version": "8.3.4",
+ "resolved": "https://registry.npmjs.org/@types/uuid/-/uuid-8.3.4.tgz",
+ "integrity": "sha512-c/I8ZRb51j+pYGAu5CrFMRxqZ2ke4y2grEBO5AUjgSkSk+qT2Ea+OdWElz/OiMf5MNpn2b17kuVBwZLQJXzihw=="
+ },
"node_modules/@types/ws": {
"version": "8.5.4",
"resolved": "https://registry.npmjs.org/@types/ws/-/ws-8.5.4.tgz",
@@ -6446,6 +6512,26 @@
"@babel/core": "^7.0.0-0"
}
},
+ "node_modules/babel-plugin-styled-components": {
+ "version": "2.1.1",
+ "resolved": "https://registry.npmjs.org/babel-plugin-styled-components/-/babel-plugin-styled-components-2.1.1.tgz",
+ "integrity": "sha512-c8lJlszObVQPguHkI+akXv8+Jgb9Ccujx0EetL7oIvwU100LxO6XAGe45qry37wUL40a5U9f23SYrivro2XKhA==",
+ "dependencies": {
+ "@babel/helper-annotate-as-pure": "^7.16.0",
+ "@babel/helper-module-imports": "^7.16.0",
+ "babel-plugin-syntax-jsx": "^6.18.0",
+ "lodash": "^4.17.21",
+ "picomatch": "^2.3.0"
+ },
+ "peerDependencies": {
+ "styled-components": ">= 2"
+ }
+ },
+ "node_modules/babel-plugin-syntax-jsx": {
+ "version": "6.18.0",
+ "resolved": "https://registry.npmjs.org/babel-plugin-syntax-jsx/-/babel-plugin-syntax-jsx-6.18.0.tgz",
+ "integrity": "sha512-qrPaCSo9c8RHNRHIotaufGbuOBN8rtdC4QrrFFc43vyWCCz7Kl7GL1PGaXtMGQZUXrkCjNEgxDfmAuAabr/rlw=="
+ },
"node_modules/babel-plugin-transform-react-remove-prop-types": {
"version": "0.4.24",
"resolved": "https://registry.npmjs.org/babel-plugin-transform-react-remove-prop-types/-/babel-plugin-transform-react-remove-prop-types-0.4.24.tgz",
@@ -6815,6 +6901,14 @@
"node": ">= 6"
}
},
+ "node_modules/camelize": {
+ "version": "1.0.1",
+ "resolved": "https://registry.npmjs.org/camelize/-/camelize-1.0.1.tgz",
+ "integrity": "sha512-dU+Tx2fsypxTgtLoE36npi3UqcjSSMNYfkqgmoEhtZrraP5VWq0K7FkWVTYa8eMPtnU/G2txVsfdCJTn9uzpuQ==",
+ "funding": {
+ "url": "https://github.com/sponsors/ljharb"
+ }
+ },
"node_modules/caniuse-api": {
"version": "3.0.0",
"resolved": "https://registry.npmjs.org/caniuse-api/-/caniuse-api-3.0.0.tgz",
@@ -7446,6 +7540,22 @@
"postcss": "^8.4"
}
},
+ "node_modules/css-box-model": {
+ "version": "1.2.1",
+ "resolved": "https://registry.npmjs.org/css-box-model/-/css-box-model-1.2.1.tgz",
+ "integrity": "sha512-a7Vr4Q/kd/aw96bnJG332W9V9LkJO69JRcaCYDUqjp6/z0w6VcZjgAcTbgFxEPfBgdnAwlh3iwu+hLopa+flJw==",
+ "dependencies": {
+ "tiny-invariant": "^1.0.6"
+ }
+ },
+ "node_modules/css-color-keywords": {
+ "version": "1.0.0",
+ "resolved": "https://registry.npmjs.org/css-color-keywords/-/css-color-keywords-1.0.0.tgz",
+ "integrity": "sha512-FyyrDHZKEjXDpNJYvVsV960FiqQyXc/LlYmsxl2BcdMb2WPx0OGRVgTg55rPSyLSNMqP52R9r8geSp7apN3Ofg==",
+ "engines": {
+ "node": ">=4"
+ }
+ },
"node_modules/css-declaration-sorter": {
"version": "6.4.0",
"resolved": "https://registry.npmjs.org/css-declaration-sorter/-/css-declaration-sorter-6.4.0.tgz",
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},
+ "node_modules/css-to-react-native": {
+ "version": "3.2.0",
+ "resolved": "https://registry.npmjs.org/css-to-react-native/-/css-to-react-native-3.2.0.tgz",
+ "integrity": "sha512-e8RKaLXMOFii+02mOlqwjbD00KSEKqblnpO9e++1aXS1fPQOpS1YoqdVHBqPjHNoxeF2mimzVqawm2KCbEdtHQ==",
+ "dependencies": {
+ "camelize": "^1.0.0",
+ "css-color-keywords": "^1.0.0",
+ "postcss-value-parser": "^4.0.2"
+ }
+ },
"node_modules/css-tree": {
"version": "1.0.0-alpha.37",
"resolved": "https://registry.npmjs.org/css-tree/-/css-tree-1.0.0-alpha.37.tgz",
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- "peer": true,
"dependencies": {
"react-is": "^16.7.0"
}
@@ -10910,8 +11029,7 @@
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"version": "16.13.1",
"resolved": "https://registry.npmjs.org/react-is/-/react-is-16.13.1.tgz",
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- "peer": true
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},
"node_modules/hoopy": {
"version": "0.1.4",
@@ -14339,6 +14457,11 @@
"node": ">= 4.0.0"
}
},
+ "node_modules/memoize-one": {
+ "version": "5.2.1",
+ "resolved": "https://registry.npmjs.org/memoize-one/-/memoize-one-5.2.1.tgz",
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+ },
"node_modules/merge-descriptors": {
"version": "1.0.1",
"resolved": "https://registry.npmjs.org/merge-descriptors/-/merge-descriptors-1.0.1.tgz",
@@ -16814,6 +16937,11 @@
"performance-now": "^2.1.0"
}
},
+ "node_modules/raf-schd": {
+ "version": "4.0.3",
+ "resolved": "https://registry.npmjs.org/raf-schd/-/raf-schd-4.0.3.tgz",
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"version": "2.1.0",
"resolved": "https://registry.npmjs.org/randombytes/-/randombytes-2.1.0.tgz",
@@ -16912,6 +17040,24 @@
"node": ">=14"
}
},
+ "node_modules/react-beautiful-dnd": {
+ "version": "13.1.1",
+ "resolved": "https://registry.npmjs.org/react-beautiful-dnd/-/react-beautiful-dnd-13.1.1.tgz",
+ "integrity": "sha512-0Lvs4tq2VcrEjEgDXHjT98r+63drkKEgqyxdA7qD3mvKwga6a5SscbdLPO2IExotU1jW8L0Ksdl0Cj2AF67nPQ==",
+ "dependencies": {
+ "@babel/runtime": "^7.9.2",
+ "css-box-model": "^1.2.0",
+ "memoize-one": "^5.1.1",
+ "raf-schd": "^4.0.2",
+ "react-redux": "^7.2.0",
+ "redux": "^4.0.4",
+ "use-memo-one": "^1.1.1"
+ },
+ "peerDependencies": {
+ "react": "^16.8.5 || ^17.0.0 || ^18.0.0",
+ "react-dom": "^16.8.5 || ^17.0.0 || ^18.0.0"
+ }
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"node_modules/react-dev-utils": {
"version": "12.0.1",
"resolved": "https://registry.npmjs.org/react-dev-utils/-/react-dev-utils-12.0.1.tgz",
@@ -17118,6 +17264,30 @@
"react": ">0.13.0"
}
},
+ "node_modules/react-redux": {
+ "version": "7.2.9",
+ "resolved": "https://registry.npmjs.org/react-redux/-/react-redux-7.2.9.tgz",
+ "integrity": "sha512-Gx4L3uM182jEEayZfRbI/G11ZpYdNAnBs70lFVMNdHJI76XYtR+7m0MN+eAs7UHBPhWXcnFPaS+9owSCJQHNpQ==",
+ "dependencies": {
+ "@babel/runtime": "^7.15.4",
+ "@types/react-redux": "^7.1.20",
+ "hoist-non-react-statics": "^3.3.2",
+ "loose-envify": "^1.4.0",
+ "prop-types": "^15.7.2",
+ "react-is": "^17.0.2"
+ },
+ "peerDependencies": {
+ "react": "^16.8.3 || ^17 || ^18"
+ },
+ "peerDependenciesMeta": {
+ "react-dom": {
+ "optional": true
+ },
+ "react-native": {
+ "optional": true
+ }
+ }
+ },
"node_modules/react-refresh": {
"version": "0.11.0",
"resolved": "https://registry.npmjs.org/react-refresh/-/react-refresh-0.11.0.tgz",
@@ -17336,6 +17506,14 @@
"node": ">=8"
}
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+ "node_modules/redux": {
+ "version": "4.2.1",
+ "resolved": "https://registry.npmjs.org/redux/-/redux-4.2.1.tgz",
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+ "dependencies": {
+ "@babel/runtime": "^7.9.2"
+ }
+ },
"node_modules/regenerate": {
"version": "1.4.2",
"resolved": "https://registry.npmjs.org/regenerate/-/regenerate-1.4.2.tgz",
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},
+ "node_modules/shallowequal": {
+ "version": "1.1.0",
+ "resolved": "https://registry.npmjs.org/shallowequal/-/shallowequal-1.1.0.tgz",
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+ },
"node_modules/shebang-command": {
"version": "2.0.0",
"resolved": "https://registry.npmjs.org/shebang-command/-/shebang-command-2.0.0.tgz",
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},
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+ "dependencies": {
+ "@babel/helper-module-imports": "^7.0.0",
+ "@babel/traverse": "^7.4.5",
+ "@emotion/is-prop-valid": "^1.1.0",
+ "@emotion/stylis": "^0.8.4",
+ "@emotion/unitless": "^0.7.4",
+ "babel-plugin-styled-components": ">= 1.12.0",
+ "css-to-react-native": "^3.0.0",
+ "hoist-non-react-statics": "^3.0.0",
+ "shallowequal": "^1.1.0",
+ "supports-color": "^5.5.0"
+ },
+ "engines": {
+ "node": ">=10"
+ },
+ "funding": {
+ "type": "opencollective",
+ "url": "https://opencollective.com/styled-components"
+ },
+ "peerDependencies": {
+ "react": ">= 16.8.0",
+ "react-dom": ">= 16.8.0",
+ "react-is": ">= 16.8.0"
+ }
+ },
+ "node_modules/styled-components/node_modules/@emotion/unitless": {
+ "version": "0.7.5",
+ "resolved": "https://registry.npmjs.org/@emotion/unitless/-/unitless-0.7.5.tgz",
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+ },
"node_modules/stylehacks": {
"version": "5.1.1",
"resolved": "https://registry.npmjs.org/stylehacks/-/stylehacks-5.1.1.tgz",
@@ -19167,6 +19384,11 @@
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},
+ "node_modules/tiny-invariant": {
+ "version": "1.3.1",
+ "resolved": "https://registry.npmjs.org/tiny-invariant/-/tiny-invariant-1.3.1.tgz",
+ "integrity": "sha512-AD5ih2NlSssTCwsMznbvwMZpJ1cbhkGd2uueNxzv2jDlEeZdU04JQfRnggJQ8DrcVBGjAsCKwFBbDlVNtEMlzw=="
+ },
"node_modules/tinycolor2": {
"version": "1.6.0",
"resolved": "https://registry.npmjs.org/tinycolor2/-/tinycolor2-1.6.0.tgz",
@@ -19654,6 +19876,14 @@
}
}
},
+ "node_modules/use-memo-one": {
+ "version": "1.1.3",
+ "resolved": "https://registry.npmjs.org/use-memo-one/-/use-memo-one-1.1.3.tgz",
+ "integrity": "sha512-g66/K7ZQGYrI6dy8GLpVcMsBp4s17xNkYJVSMvTEevGy3nDxHOfE6z8BVE22+5G5x7t3+bhzrlTDB7ObrEE0cQ==",
+ "peerDependencies": {
+ "react": "^16.8.0 || ^17.0.0 || ^18.0.0"
+ }
+ },
"node_modules/use-sidecar": {
"version": "1.1.2",
"resolved": "https://registry.npmjs.org/use-sidecar/-/use-sidecar-1.1.2.tgz",
@@ -19766,6 +19996,15 @@
"uuid": "dist/bin/uuid"
}
},
+ "node_modules/uuidv4": {
+ "version": "6.2.13",
+ "resolved": "https://registry.npmjs.org/uuidv4/-/uuidv4-6.2.13.tgz",
+ "integrity": "sha512-AXyzMjazYB3ovL3q051VLH06Ixj//Knx7QnUSi1T//Ie3io6CpsPu9nVMOx5MoLWh6xV0B9J0hIaxungxXUbPQ==",
+ "dependencies": {
+ "@types/uuid": "8.3.4",
+ "uuid": "8.3.2"
+ }
+ },
"node_modules/v8-to-istanbul": {
"version": "8.1.1",
"resolved": "https://registry.npmjs.org/v8-to-istanbul/-/v8-to-istanbul-8.1.1.tgz",
diff --git a/chain-forge/package.json b/chain-forge/package.json
index c6a8d39..e799d6e 100644
--- a/chain-forge/package.json
+++ b/chain-forge/package.json
@@ -9,6 +9,7 @@
"@reactflow/background": "^11.2.0",
"@reactflow/controls": "^11.1.11",
"@reactflow/core": "^11.7.0",
+ "@tabler/icons-react": "^2.17.0",
"@testing-library/jest-dom": "^5.16.5",
"@testing-library/react": "^13.4.0",
"@testing-library/user-event": "^13.5.0",
@@ -26,11 +27,14 @@
"plotly.js": "^2.21.0",
"react": "^18.2.0",
"react-ace": "^10.1.0",
+ "react-beautiful-dnd": "^13.1.1",
"react-dom": "^18.2.0",
"react-edit-text": "^5.1.0",
"react-flow-renderer": "^10.3.17",
"react-plotly.js": "^2.6.0",
"react-scripts": "5.0.1",
+ "styled-components": "^5.3.10",
+ "uuidv4": "^6.2.13",
"web-vitals": "^2.1.4",
"zustand": "^4.3.7"
},
diff --git a/chain-forge/src/AlertModal.js b/chain-forge/src/AlertModal.js
new file mode 100644
index 0000000..53fa4d0
--- /dev/null
+++ b/chain-forge/src/AlertModal.js
@@ -0,0 +1,28 @@
+/** An alert popup for displaying errors */
+import React, { useState, forwardRef, useImperativeHandle } from 'react';
+import { useDisclosure } from '@mantine/hooks';
+import { Modal } from '@mantine/core';
+
+const AlertModal = forwardRef((props, ref) => {
+ // Mantine modal popover for alerts
+ const [opened, { open, close }] = useDisclosure(false);
+ const [alertMsg, setAlertMsg] = useState('');
+
+ // This gives the parent access to triggering the modal alert
+ const trigger = (msg) => {
+ console.error(msg);
+ setAlertMsg(msg);
+ open();
+ };
+ useImperativeHandle(ref, () => ({
+ trigger,
+ }));
+
+ return (
+ {alertMsg} {alertMsg}