diff --git a/.github/workflows/face-recognition.yml b/.github/workflows/face-recognition.yml new file mode 100644 index 0000000000..c8aa87e9bb --- /dev/null +++ b/.github/workflows/face-recognition.yml @@ -0,0 +1,28 @@ +name: face-recognition + +on: + push: + branches: [master] + pull_request: + paths: + - rust/face-recognition/** + - .github/workflows/face-recognition.yml + +concurrency: + group: ${{ github.workflow }}-${{ github.ref }} + cancel-in-progress: true + +jobs: + rust-face-recognition: + runs-on: ubuntu-24.04 + container: ghcr.io/dfinity/icp-dev-env-rust:1.0.0 + env: + ICP_CLI_GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} + steps: + - uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1 + - name: Deploy and test + working-directory: rust/face-recognition + run: | + icp network start -d + icp deploy + make test diff --git a/.github/workflows/rust-face-recognition-example.yaml b/.github/workflows/rust-face-recognition-example.yaml deleted file mode 100644 index 6c13bbc757..0000000000 --- a/.github/workflows/rust-face-recognition-example.yaml +++ /dev/null @@ -1,46 +0,0 @@ -name: rust-face-recognition -on: - push: - branches: - - master - pull_request: - paths: - - rust/face-recognition/** - - .github/workflows/provision-darwin.sh - - .github/workflows/provision-linux.sh - - .github/workflows/rust-face-recognition-example.yaml - - .ic-commit -concurrency: - group: ${{ github.workflow }}-${{ github.ref }} - cancel-in-progress: true -jobs: - rust-face-recognition-example-darwin: - runs-on: macos-15 - steps: - - uses: actions/checkout@50fbc622fc4ef5163becd7fab6573eac35f8462e # v1.2.0 - - name: Provision Darwin - run: bash .github/workflows/provision-darwin.sh - - name: Remove networks.json - run: rm -f ~/.config/dfx/networks.json - - name: Rust Face Recognition Darwin - run: | - dfx start --background - pushd rust/face-recognition - npm install - dfx deploy --yes - popd - rust-face-recognition-example-linux: - runs-on: ubuntu-24.04 - steps: - - uses: actions/checkout@50fbc622fc4ef5163becd7fab6573eac35f8462e # v1.2.0 - - name: Provision Linux - run: bash .github/workflows/provision-linux.sh - - name: Remove networks.json - run: rm -f ~/.config/dfx/networks.json - - name: Rust Face Recognition Linux - run: | - dfx start --background - pushd rust/face-recognition - npm install - dfx deploy --yes - popd diff --git a/rust/face-recognition/.cargo/config.toml b/rust/face-recognition/.cargo/config.toml deleted file mode 100644 index 067cfd27dc..0000000000 --- a/rust/face-recognition/.cargo/config.toml +++ /dev/null @@ -1,5 +0,0 @@ -[build] -target = ["wasm32-wasi"] - -[target.wasm32-wasi] -rustflags = ["-Ctarget-feature=+simd128"] diff --git a/rust/face-recognition/.gitignore b/rust/face-recognition/.gitignore index c3ed99af22..139cd79f69 100644 --- a/rust/face-recognition/.gitignore +++ b/rust/face-recognition/.gitignore @@ -1,4 +1,3 @@ -.dfx/ build/ node_modules/ dist/ @@ -8,6 +7,7 @@ _MACOSX target/ *.old.did .idea -src/backend/assets/version-RFB-320.onnx -src/backend/assets/facerec.onnx -.env +backend/assets/version-RFB-320.onnx +backend/assets/facerec.onnx +frontend/src/bindings/ +.icp/cache/ diff --git a/rust/face-recognition/Cargo.toml b/rust/face-recognition/Cargo.toml index 4c16df46ee..d1e49e317a 100644 --- a/rust/face-recognition/Cargo.toml +++ b/rust/face-recognition/Cargo.toml @@ -1,3 +1,3 @@ [workspace] -members = ["src/backend"] +members = ["backend"] resolver = "2" diff --git a/rust/face-recognition/Makefile b/rust/face-recognition/Makefile new file mode 100644 index 0000000000..bcc9cb7caf --- /dev/null +++ b/rust/face-recognition/Makefile @@ -0,0 +1,34 @@ +.PHONY: test upload-models + +test: + @echo "=== Test 1: clear_face_detection_model_bytes returns unit ===" + @result=$$(icp canister call backend clear_face_detection_model_bytes '()') && \ + echo "$$result" && \ + echo "PASS" || (echo "FAIL" && exit 1) + + @echo "=== Test 2: clear_face_recognition_model_bytes returns unit ===" + @result=$$(icp canister call backend clear_face_recognition_model_bytes '()') && \ + echo "$$result" && \ + echo "PASS" || (echo "FAIL" && exit 1) + + @echo "=== Test 3: append_face_detection_model_bytes accepts bytes ===" + @result=$$(icp canister call backend append_face_detection_model_bytes '(blob "\00\01\02")') && \ + echo "$$result" && \ + echo "PASS" || (echo "FAIL" && exit 1) + + @echo "=== Test 4: run_detection returns Err when model is not set up ===" + @result=$$(icp canister call --query backend run_detection '()') && \ + echo "$$result" && \ + echo "$$result" | grep -q 'Err' && \ + echo "PASS" || (echo "FAIL" && exit 1) + +# Upload ONNX model files to the canister incrementally. +# Requires: ic-file-uploader (cargo install ic-file-uploader) +# First download the models: ./download-face-detection-model.sh +# and obtain face-recognition.onnx (see README), then run: make upload-models +upload-models: + icp canister call backend clear_face_detection_model_bytes '()' + icp canister call backend clear_face_recognition_model_bytes '()' + ic-file-uploader backend append_face_detection_model_bytes version-RFB-320.onnx + ic-file-uploader backend append_face_recognition_model_bytes face-recognition.onnx + icp canister call backend setup_models '()' diff --git a/rust/face-recognition/README.md b/rust/face-recognition/README.md index bf6ea0903c..b8df1551f7 100644 --- a/rust/face-recognition/README.md +++ b/rust/face-recognition/README.md @@ -1,96 +1,94 @@ # ICP face recognition -This is an ICP smart contract runs face detection and face recognition of user's photo that can be uploaded either from a camera or a local file. +This is an ICP smart contract that runs face detection and face recognition on user photos that can be uploaded either from a camera or a local file. The smart contract consists of two canisters: -- The backend canister embeds the [the Tract ONNX inference engine](https://github.com/sonos/tract) with two ONNX models. One model is used to detect a face in the photo and return its bounding box. Another model is used for computing face embeddings. -- The frontend canister contains the Web assets such as HTML, JS, CSS that are served to the browser. +- The **backend canister** embeds the [Tract ONNX inference engine](https://github.com/sonos/tract) with two ONNX models. One model is used to detect a face in the photo and return its bounding box. Another model is used for computing face embeddings. +- The **frontend canister** contains the Web assets such as HTML, JS, and CSS that are served to the browser. -# Models +## Models The smart contract uses two models: one for detecting the face and another for recognizing the face. -## Face detection +Since the models are large, they cannot be embedded into the Wasm binary of the smart contract. Instead they must be uploaded separately after deployment. -A face detection model finds the bounding box of a face in the image. -You can download [Ultraface](https://github.com/onnx/models/tree/main/validated/vision/body_analysis/ultraface) - ultra-lightweight face detection model - [[here](https://github.com/onnx/models/blob/bec48b6a70e5e9042c0badbaafefe4454e072d08/validated/vision/body_analysis/ultraface/models/version-RFB-320.onnx)]. +### Face detection -Alternatively, you can run +A face detection model finds the bounding box of a face in the image. +You can download [Ultraface](https://github.com/onnx/models/tree/main/validated/vision/body_analysis/ultraface) — ultra-lightweight face detection model — by running: -``` +```bash ./download-face-detection-model.sh ``` -## Face recognition +### Face recognition A face recognition model computes a vector embedding of an image with a face. You can obtain a pretrained model from [facenet-pytorch](https://github.com/timesler/facenet-pytorch) as follows. -- #### Step 1: Install `python` and `pip`: https://packaging.python.org/en/latest/tutorials/installing-packages/. +1. Install `python` and `pip`: https://packaging.python.org/en/latest/tutorials/installing-packages/ -- #### Step 2: Install `facenet-pytorch` and `torch`: +2. Install `facenet-pytorch`, `torch`, and `onnx`: -``` -pip install facenet-pytorch -pip install torch -pip install onnx -``` + ```bash + pip install facenet-pytorch + pip install torch + pip install onnx + ``` -- #### Step 3: Export ONNX model. Start a python shell and run the following commands or create a python file and run it: +3. Export the ONNX model. Start a Python shell and run: -``` -import torch -import facenet_pytorch -resnet = facenet_pytorch.InceptionResnetV1(pretrained='vggface2').eval() -input = torch.randn(1, 3, 160, 160) -torch.onnx.export(resnet, input, "face-recognition.onnx", verbose=False, opset_version=11) -``` + ```python + import torch + import facenet_pytorch + resnet = facenet_pytorch.InceptionResnetV1(pretrained='vggface2').eval() + input = torch.randn(1, 3, 160, 160) + torch.onnx.export(resnet, input, "face-recognition.onnx", verbose=False, opset_version=11) + ``` -- #### Step 4: This should produce `face-recognition.onnx`. Copy the file to the root of this repository. + This produces `face-recognition.onnx`. Copy the file to the root of this repository. -## Prerequisites +## Build and deploy from the command line -- [x] Install the [IC - SDK](https://internetcomputer.org/docs/current/developer-docs/getting-started/install). For local testing, `dfx >= 0.22.0` is required. -- [x] Clone the example dapp project: `git clone https://github.com/dfinity/examples` -- [x] Install `wasi2ic`: Follow the steps in https://github.com/wasm-forge/wasi2ic and make sure that `wasi2ic` binary is in your `$PATH`. -- [x] Install `wasm-opt`: `cargo install wasm-opt` +### Prerequisites -## Build the application +- Node.js +- icp-cli: `npm install -g @icp-sdk/icp-cli @icp-sdk/ic-wasm` -``` -dfx start --background -dfx deploy +### Install + +```bash +git clone https://github.com/dfinity/examples +cd examples/rust/face-recognition ``` -If the deployment is successful, the it will show the `frontend` URL. -Open that URL in browser to interact with the smart contract. +### Deploy and test -## Chunk uploading of models +```bash +icp network start -d +icp deploy +make test +icp network stop +``` -Since the models are large, they cannot be embedded into the Wasm binary of the smart contract. -Instead they should be uploaded separately. +Run `npm run dev` from the `frontend/` directory for hot reload during frontend development. -[DecideAI](https://decideai.xyz/) implemented a tool for incremental uploading of models: https://github.com/modclub-app/ic-file-uploader/tree/main. +### Upload the ONNX models -You can install the tool with +After deploying, upload the ONNX models to the canister using [ic-file-uploader](https://github.com/modclub-app/ic-file-uploader/tree/main): -``` +```bash cargo install ic-file-uploader +make upload-models ``` -Afterwards, execute the `upload-models-to-canister.sh` script, which runs the following commands: - -``` -dfx canister call backend clear_face_detection_model_bytes -dfx canister call backend clear_face_recognition_model_bytes -ic-file-uploader backend append_face_detection_model_bytes version-RFB-320.onnx -ic-file-uploader backend append_face_recognition_model_bytes face-recognition.onnx -dfx canister call backend setup_models -``` +Once the models are uploaded, open the frontend URL in your browser to interact with the smart contract. ## Credits Thanks to [DecideAI](https://decideai.xyz/) for discussions and providing [ic-file-uploader](https://github.com/modclub-app/ic-file-uploader/tree/main). +## Security considerations and best practices + +See the [ICP security best practices](https://docs.internetcomputer.org/guides/security/overview). diff --git a/rust/face-recognition/src/backend/Cargo.toml b/rust/face-recognition/backend/Cargo.toml similarity index 99% rename from rust/face-recognition/src/backend/Cargo.toml rename to rust/face-recognition/backend/Cargo.toml index bf9676ca06..216f90ad70 100644 --- a/rust/face-recognition/src/backend/Cargo.toml +++ b/rust/face-recognition/backend/Cargo.toml @@ -1,7 +1,7 @@ [package] -edition = "2021" name = "backend" version = "1.1.0" +edition = "2021" [lib] crate-type = ["cdylib"] @@ -19,4 +19,3 @@ prost = "0.11.0" prost-types = "0.11.0" serde = { version = "1.0", features = ["derive"] } tract-onnx = { git = "https://github.com/sonos/tract", rev = "2a2914ac29390cc08963301c9f3d437b52dd321a" } - diff --git a/rust/face-recognition/src/backend/backend.did b/rust/face-recognition/backend/backend.did similarity index 100% rename from rust/face-recognition/src/backend/backend.did rename to rust/face-recognition/backend/backend.did diff --git a/rust/face-recognition/src/backend/src/benchmarking.rs b/rust/face-recognition/backend/src/benchmarking.rs similarity index 100% rename from rust/face-recognition/src/backend/src/benchmarking.rs rename to rust/face-recognition/backend/src/benchmarking.rs diff --git a/rust/face-recognition/src/backend/src/lib.rs b/rust/face-recognition/backend/src/lib.rs similarity index 100% rename from rust/face-recognition/src/backend/src/lib.rs rename to rust/face-recognition/backend/src/lib.rs diff --git a/rust/face-recognition/src/backend/src/onnx.rs b/rust/face-recognition/backend/src/onnx.rs similarity index 100% rename from rust/face-recognition/src/backend/src/onnx.rs rename to rust/face-recognition/backend/src/onnx.rs diff --git a/rust/face-recognition/src/backend/src/storage.rs b/rust/face-recognition/backend/src/storage.rs similarity index 100% rename from rust/face-recognition/src/backend/src/storage.rs rename to rust/face-recognition/backend/src/storage.rs diff --git a/rust/face-recognition/build.sh b/rust/face-recognition/build.sh deleted file mode 100755 index 1578306038..0000000000 --- a/rust/face-recognition/build.sh +++ /dev/null @@ -1,8 +0,0 @@ -#!/bin/bash -set -ex - -export RUSTFLAGS=$RUSTFLAGS' -C target-feature=+simd128' -cargo build --release --target=wasm32-wasi -wasi2ic ./target/wasm32-wasi/release/backend.wasm ./target/wasm32-wasi/release/backend-ic.wasm -wasm-opt -Os --enable-simd --enable-bulk-memory -o ./target/wasm32-wasi/release/backend-ic.wasm \ - ./target/wasm32-wasi/release/backend-ic.wasm diff --git a/rust/face-recognition/dfx.json b/rust/face-recognition/dfx.json deleted file mode 100644 index 59d45e4c17..0000000000 --- a/rust/face-recognition/dfx.json +++ /dev/null @@ -1,37 +0,0 @@ -{ - "canisters": { - "backend": { - "metadata": [ - { - "name": "candid:service" - } - ], - "candid": "src/backend/backend.did", - "package": "backend", - "type": "custom", - "wasm": "target/wasm32-wasi/release/backend-ic.wasm", - "build": [ "bash build.sh" ] - }, - "frontend": { - "dependencies": [ - "backend" - ], - "frontend": { - "entrypoint": "src/frontend/src/index.html" - }, - "source": [ - "src/frontend/assets", - "dist/frontend/" - ], - "type": "assets" - } - }, - "defaults": { - "build": { - "args": "", - "packtool": "" - } - }, - "output_env_file": ".env", - "version": 1 -} diff --git a/rust/face-recognition/src/frontend/assets/default.png b/rust/face-recognition/frontend/default.png similarity index 100% rename from rust/face-recognition/src/frontend/assets/default.png rename to rust/face-recognition/frontend/default.png diff --git a/rust/face-recognition/src/frontend/assets/favicon.ico b/rust/face-recognition/frontend/favicon.ico similarity index 100% rename from rust/face-recognition/src/frontend/assets/favicon.ico rename to rust/face-recognition/frontend/favicon.ico diff --git a/rust/face-recognition/src/frontend/src/index.html b/rust/face-recognition/frontend/index.html similarity index 95% rename from rust/face-recognition/src/frontend/src/index.html rename to rust/face-recognition/frontend/index.html index 3c11059ebc..eee938a0e5 100644 --- a/rust/face-recognition/src/frontend/src/index.html +++ b/rust/face-recognition/frontend/index.html @@ -9,6 +9,7 @@ + @@ -41,4 +42,4 @@

Onchain ICP face recogniti - \ No newline at end of file + diff --git a/rust/face-recognition/src/frontend/assets/loader.svg b/rust/face-recognition/frontend/loader.svg similarity index 100% rename from rust/face-recognition/src/frontend/assets/loader.svg rename to rust/face-recognition/frontend/loader.svg diff --git a/rust/face-recognition/src/frontend/assets/logo_small.png b/rust/face-recognition/frontend/logo_small.png similarity index 100% rename from rust/face-recognition/src/frontend/assets/logo_small.png rename to rust/face-recognition/frontend/logo_small.png diff --git a/rust/face-recognition/src/backend/assets/logo_transparent.png b/rust/face-recognition/frontend/logo_transparent.png similarity index 100% rename from rust/face-recognition/src/backend/assets/logo_transparent.png rename to rust/face-recognition/frontend/logo_transparent.png diff --git a/rust/face-recognition/src/frontend/assets/main.css b/rust/face-recognition/frontend/main.css similarity index 100% rename from rust/face-recognition/src/frontend/assets/main.css rename to rust/face-recognition/frontend/main.css diff --git a/rust/face-recognition/frontend/package.json b/rust/face-recognition/frontend/package.json new file mode 100644 index 0000000000..d0cc35cdb0 --- /dev/null +++ b/rust/face-recognition/frontend/package.json @@ -0,0 +1,17 @@ +{ + "name": "frontend", + "private": true, + "type": "module", + "scripts": { + "prebuild": "npm i --include=dev", + "build": "vite build", + "dev": "vite" + }, + "dependencies": { + "@icp-sdk/core": "~5.0.0" + }, + "devDependencies": { + "@icp-sdk/bindgen": "~0.2.2", + "vite": "5.4.11" + } +} diff --git a/rust/face-recognition/frontend/src/actor.js b/rust/face-recognition/frontend/src/actor.js new file mode 100644 index 0000000000..8d5275670b --- /dev/null +++ b/rust/face-recognition/frontend/src/actor.js @@ -0,0 +1,26 @@ +import { safeGetCanisterEnv } from "@icp-sdk/core/agent/canister-env"; +import { createActor } from "./bindings/backend"; + +// The ic_env cookie is set by the asset canister (SDK >=0.30.2) on all HTML +// responses. It contains the replica root key and any PUBLIC_* canister +// environment variables. In dev mode the vite dev server sets the same cookie +// via Set-Cookie header (see vite.config.js). +const canisterEnv = safeGetCanisterEnv(); + +// Resolve canister ID: cookie (icp-cli + dev server) -> env var (dfx build-time) +const canisterId = + canisterEnv?.["PUBLIC_CANISTER_ID:backend"] ?? + process.env.CANISTER_ID_BACKEND; + +if (!canisterId) { + throw new Error( + "Canister ID for 'backend' not found. Run 'icp deploy' first." + ); +} + +export const backend = createActor(canisterId, { + agentOptions: { + host: window.location.origin, + rootKey: canisterEnv?.IC_ROOT_KEY, + }, +}); diff --git a/rust/face-recognition/src/frontend/src/index.js b/rust/face-recognition/frontend/src/index.js similarity index 97% rename from rust/face-recognition/src/frontend/src/index.js rename to rust/face-recognition/frontend/src/index.js index abb452dec8..d9c6c94b38 100644 --- a/rust/face-recognition/src/frontend/src/index.js +++ b/rust/face-recognition/frontend/src/index.js @@ -1,4 +1,4 @@ -import { backend } from "../../declarations/backend"; +import { backend } from "./actor.js"; window.onload = async () => { elem("recognize").onclick = recognize; @@ -72,6 +72,7 @@ async function capture_image() { } let bytes = await serialize(resized); + const video = elem("video"); if (video.srcObject) { video.srcObject.getTracks().forEach((track) => track.stop()); } @@ -116,7 +117,7 @@ async function render(scaling, box) { // This function performs the following steps: // 1. Capture the image from the camera stream (or from the local file). // 2. Call the backend to detect the bounding box of the face in the image. -// 3. Call the backend to recognize the face. +// 3. Call the backend to recognize the face. async function recognize(event) { event.preventDefault(); hide("buttons"); @@ -187,7 +188,7 @@ async function store(event) { return false; } -// Invoked when a file is selected in the file input element. +// Invoked when a file is selected in the file input element. // Loads the given file as an image to show to the user. async function load_local_image(event) { message(""); @@ -225,13 +226,13 @@ function toDataURL(blob) { async function restart(event) { hide("restart"); message(""); + const video = elem("video"); if (video.srcObject) { event.preventDefault(); } navigator.mediaDevices .getUserMedia({ video: true, audio: false }) .then((stream) => { - const video = elem("video"); video.srcObject = stream; video.play(); show("buttons"); diff --git a/rust/face-recognition/frontend/vite.config.js b/rust/face-recognition/frontend/vite.config.js new file mode 100644 index 0000000000..cfa898e9d0 --- /dev/null +++ b/rust/face-recognition/frontend/vite.config.js @@ -0,0 +1,56 @@ +import { defineConfig, loadEnv } from "vite"; +import { execSync } from "child_process"; +import { icpBindgen } from "@icp-sdk/bindgen/plugins/vite"; + +function getDevServerConfig() { + // Try icp-cli first + try { + const canisterId = execSync("icp canister status backend -e local -i", { + encoding: "utf-8", + stdio: "pipe", + }).trim(); + const networkStatus = JSON.parse( + execSync("icp network status --json", { + encoding: "utf-8", + stdio: "pipe", + }) + ); + return { + headers: { + "Set-Cookie": `ic_env=${encodeURIComponent( + `ic_root_key=${networkStatus.root_key}&PUBLIC_CANISTER_ID:backend=${canisterId}` + )}; SameSite=Lax;`, + }, + proxy: { + "/api": { target: "http://127.0.0.1:8000", changeOrigin: true }, + }, + }; + } catch {} + + throw new Error( + "No local network running. Start with:\n icp network start -d && icp deploy" + ); +} + +export default defineConfig(({ command, mode }) => { + const env = loadEnv(mode, "..", ["CANISTER_"]); + + return { + base: "./", + plugins: [ + icpBindgen({ + didFile: "../backend/backend.did", + outDir: "./src/bindings", + }), + ], + define: { + "process.env.CANISTER_ID_BACKEND": JSON.stringify( + env.CANISTER_ID_BACKEND + ), + }, + optimizeDeps: { + esbuildOptions: { define: { global: "globalThis" } }, + }, + server: command === "serve" ? getDevServerConfig() : undefined, + }; +}); diff --git a/rust/face-recognition/icp.yaml b/rust/face-recognition/icp.yaml new file mode 100644 index 0000000000..4e5178ef5b --- /dev/null +++ b/rust/face-recognition/icp.yaml @@ -0,0 +1,28 @@ +networks: + - name: local + mode: managed + +canisters: + - name: backend + build: + steps: + - type: script + commands: + - rustup target add wasm32-wasip1 + - cargo binstall --no-confirm wasi2ic + - cargo binstall --no-confirm wasm-opt + - export RUSTFLAGS="${RUSTFLAGS} -C target-feature=+simd128" + - cargo build --package backend --target wasm32-wasip1 --release + - TARGET_DIR=$(cargo metadata --format-version 1 --no-deps | sed -n 's/.*"target_directory":"\([^"]*\)".*/\1/p') + - wasi2ic "${TARGET_DIR}/wasm32-wasip1/release/backend.wasm" "$ICP_WASM_OUTPUT_PATH" + - wasm-opt -Os --enable-simd --enable-bulk-memory -o "$ICP_WASM_OUTPUT_PATH" "$ICP_WASM_OUTPUT_PATH" + - ic-wasm "$ICP_WASM_OUTPUT_PATH" -o "$ICP_WASM_OUTPUT_PATH" metadata candid:service -f backend/backend.did -v public --keep-name-section + + - name: frontend + recipe: + type: "@dfinity/asset-canister@v2.2.1" + configuration: + dir: frontend/dist + build: + - npm install --prefix frontend + - npm run build --prefix frontend diff --git a/rust/face-recognition/package-lock.json b/rust/face-recognition/package-lock.json deleted file mode 100644 index 74bf7143fc..0000000000 --- a/rust/face-recognition/package-lock.json +++ /dev/null @@ -1,4607 +0,0 @@ -{ - "name": "icp_detect", - "version": "0.2.0", - "lockfileVersion": 3, - 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"keywords": [ - "Internet Computer", - "Motoko", - "JavaScript", - "Canister" - ], + "name": "face-recognition", "scripts": { - "build": "webpack", - "prebuild": "dfx generate", - "start": "webpack serve --mode development --env development", - "deploy:local": "dfx deploy --network=local", - "deploy:ic": "dfx deploy --network=ic", - "generate": "dfx generate backend" + "build": "npm run build --workspaces --if-present", + "prebuild": "npm run prebuild --workspaces --if-present", + "dev": "npm run dev --workspaces --if-present" }, - "dependencies": { - "@icp-sdk/core": "~5.0.0" - }, - "devDependencies": { - "assert": "2.0.0", - "buffer": "6.0.3", - "copy-webpack-plugin": "^11.0.0", - "dotenv": "^16.0.3", - "events": "3.3.0", - "html-webpack-plugin": "5.5.0", - "process": "0.11.10", - "stream-browserify": "3.0.0", - "terser-webpack-plugin": "^5.3.3", - "util": "0.12.4", - "webpack": "^5.73.0", - "webpack-cli": "^4.10.0", - "webpack-dev-server": "^4.8.1" - }, - "engines": { - "node": "^12 || ^14 || ^16 || ^18 || ^21" - }, - "browserslist": [ - "last 2 chrome version", - "last 2 firefox version", - "last 2 safari version", - "last 2 edge version" + "type": "module", + "workspaces": [ + "frontend" ] } diff --git a/rust/face-recognition/rust-toolchain.toml b/rust/face-recognition/rust-toolchain.toml index 0ecadb6708..cb53a54b01 100644 --- a/rust/face-recognition/rust-toolchain.toml +++ b/rust/face-recognition/rust-toolchain.toml @@ -1,4 +1,4 @@ [toolchain] channel = "1.79" -targets = ["wasm32-unknown-unknown", "wasm32-wasi"] +targets = ["wasm32-wasip1"] components = ["rustfmt", "clippy"] diff --git a/rust/face-recognition/src/backend/assets/image.png b/rust/face-recognition/src/backend/assets/image.png deleted file mode 100644 index f8b5d2c8a1..0000000000 Binary files a/rust/face-recognition/src/backend/assets/image.png and /dev/null differ diff --git a/rust/face-recognition/src/declarations/backend/backend.did b/rust/face-recognition/src/declarations/backend/backend.did deleted file mode 100644 index 944ed2256f..0000000000 --- a/rust/face-recognition/src/declarations/backend/backend.did +++ /dev/null @@ -1,51 +0,0 @@ -type BoundingBox = record { - left: float32; - top: float32; - right: float32; - bottom: float32; -}; - -type Embedding = record { - v0: vec float32; -}; - -type Person = record { - label: text; - score: float32; -}; - -type Detection = variant { - Ok: BoundingBox; - Err: Error; -}; - -type Addition = variant { - Ok: Embedding; - Err: Error; -}; - -type Recognition = variant { - Ok: Person; - Err: Error; -}; - -type Error = record { - message: text; -}; - -service : { - "detect": (image: blob) -> (Detection) query; - "recognize": (image: blob) -> (Recognition); - "add": (label: text, image: blob) -> (Addition); - - // These endpoints are used for incremental uploading of model files. - "clear_face_detection_model_bytes": () -> (); - "clear_face_recognition_model_bytes": () -> (); - "append_face_detection_model_bytes": (bytes: blob) -> (); - "append_face_recognition_model_bytes": (bytes: blob) -> (); - "setup_models": () -> (); - - // These endpoints are used only for testing and benchmarking. - "run_detection": () -> (Detection) query; - "run_recognition": () -> (Recognition); -} \ No newline at end of file diff --git a/rust/face-recognition/src/declarations/backend/backend.did.d.ts b/rust/face-recognition/src/declarations/backend/backend.did.d.ts deleted file mode 100644 index f0f60b9e78..0000000000 --- a/rust/face-recognition/src/declarations/backend/backend.did.d.ts +++ /dev/null @@ -1,39 +0,0 @@ -import type { Principal } from '@icp-sdk/core/principal'; -import type { ActorMethod } from '@icp-sdk/core/agent'; -import type { IDL } from '@icp-sdk/core/candid'; - -export type Addition = { 'Ok' : Embedding } | - { 'Err' : Error }; -export interface BoundingBox { - 'top' : number, - 'left' : number, - 'bottom' : number, - 'right' : number, -} -export type Detection = { 'Ok' : BoundingBox } | - { 'Err' : Error }; -export interface Embedding { 'v0' : Array } -export interface Error { 'message' : string } -export interface Person { 'label' : string, 'score' : number } -export type Recognition = { 'Ok' : Person } | - { 'Err' : Error }; -export interface _SERVICE { - 'add' : ActorMethod<[string, Uint8Array | number[]], Addition>, - 'append_face_detection_model_bytes' : ActorMethod< - [Uint8Array | number[]], - undefined - >, - 'append_face_recognition_model_bytes' : ActorMethod< - [Uint8Array | number[]], - undefined - >, - 'clear_face_detection_model_bytes' : ActorMethod<[], undefined>, - 'clear_face_recognition_model_bytes' : ActorMethod<[], undefined>, - 'detect' : ActorMethod<[Uint8Array | number[]], Detection>, - 'recognize' : ActorMethod<[Uint8Array | number[]], Recognition>, - 'run_detection' : ActorMethod<[], Detection>, - 'run_recognition' : ActorMethod<[], Recognition>, - 'setup_models' : ActorMethod<[], undefined>, -} -export declare const idlFactory: IDL.InterfaceFactory; -export declare const init: (args: { IDL: typeof IDL }) => IDL.Type[]; diff --git a/rust/face-recognition/src/declarations/backend/backend.did.js b/rust/face-recognition/src/declarations/backend/backend.did.js deleted file mode 100644 index d026c3663c..0000000000 --- a/rust/face-recognition/src/declarations/backend/backend.did.js +++ /dev/null @@ -1,31 +0,0 @@ -export const idlFactory = ({ IDL }) => { - const Embedding = IDL.Record({ 'v0' : IDL.Vec(IDL.Float32) }); - const Error = IDL.Record({ 'message' : IDL.Text }); - const Addition = IDL.Variant({ 'Ok' : Embedding, 'Err' : Error }); - const BoundingBox = IDL.Record({ - 'top' : IDL.Float32, - 'left' : IDL.Float32, - 'bottom' : IDL.Float32, - 'right' : IDL.Float32, - }); - const Detection = IDL.Variant({ 'Ok' : BoundingBox, 'Err' : Error }); - const Person = IDL.Record({ 'label' : IDL.Text, 'score' : IDL.Float32 }); - const Recognition = IDL.Variant({ 'Ok' : Person, 'Err' : Error }); - return IDL.Service({ - 'add' : IDL.Func([IDL.Text, IDL.Vec(IDL.Nat8)], [Addition], []), - 'append_face_detection_model_bytes' : IDL.Func([IDL.Vec(IDL.Nat8)], [], []), - 'append_face_recognition_model_bytes' : IDL.Func( - [IDL.Vec(IDL.Nat8)], - [], - [], - ), - 'clear_face_detection_model_bytes' : IDL.Func([], [], []), - 'clear_face_recognition_model_bytes' : IDL.Func([], [], []), - 'detect' : IDL.Func([IDL.Vec(IDL.Nat8)], [Detection], ['query']), - 'recognize' : IDL.Func([IDL.Vec(IDL.Nat8)], [Recognition], []), - 'run_detection' : IDL.Func([], [Detection], ['query']), - 'run_recognition' : IDL.Func([], [Recognition], []), - 'setup_models' : IDL.Func([], [], []), - }); -}; -export const init = ({ IDL }) => { return []; }; diff --git a/rust/face-recognition/src/declarations/backend/index.d.ts b/rust/face-recognition/src/declarations/backend/index.d.ts deleted file mode 100644 index 27c1ab6cba..0000000000 --- a/rust/face-recognition/src/declarations/backend/index.d.ts +++ /dev/null @@ -1,50 +0,0 @@ -import type { - ActorSubclass, - HttpAgentOptions, - ActorConfig, - Agent, -} from "@icp-sdk/core/agent"; -import type { Principal } from "@icp-sdk/core/principal"; -import type { IDL } from "@icp-sdk/core/candid"; - -import { _SERVICE } from './backend.did'; - -export declare const idlFactory: IDL.InterfaceFactory; -export declare const canisterId: string; - -export declare interface CreateActorOptions { - /** - * @see {@link Agent} - */ - agent?: Agent; - /** - * @see {@link HttpAgentOptions} - */ - agentOptions?: HttpAgentOptions; - /** - * @see {@link ActorConfig} - */ - actorOptions?: ActorConfig; -} - -/** - * Intializes an {@link ActorSubclass}, configured with the provided SERVICE interface of a canister. - * @constructs {@link ActorSubClass} - * @param {string | Principal} canisterId - ID of the canister the {@link Actor} will talk to - * @param {CreateActorOptions} options - see {@link CreateActorOptions} - * @param {CreateActorOptions["agent"]} options.agent - a pre-configured agent you'd like to use. Supercedes agentOptions - * @param {CreateActorOptions["agentOptions"]} options.agentOptions - options to set up a new agent - * @see {@link HttpAgentOptions} - * @param {CreateActorOptions["actorOptions"]} options.actorOptions - options for the Actor - * @see {@link ActorConfig} - */ -export declare const createActor: ( - canisterId: string | Principal, - options?: CreateActorOptions -) => ActorSubclass<_SERVICE>; - -/** - * Intialized Actor using default settings, ready to talk to a canister using its candid interface - * @constructs {@link ActorSubClass} - */ -export declare const backend: ActorSubclass<_SERVICE>; diff --git a/rust/face-recognition/src/declarations/backend/index.js b/rust/face-recognition/src/declarations/backend/index.js deleted file mode 100644 index 4e6d330699..0000000000 --- a/rust/face-recognition/src/declarations/backend/index.js +++ /dev/null @@ -1,42 +0,0 @@ -import { Actor, HttpAgent } from "@icp-sdk/core/agent"; - -// Imports and re-exports candid interface -import { idlFactory } from "./backend.did.js"; -export { idlFactory } from "./backend.did.js"; - -/* CANISTER_ID is replaced by webpack based on node environment - * Note: canister environment variable will be standardized as - * process.env.CANISTER_ID_ - * beginning in dfx 0.15.0 - */ -export const canisterId = - process.env.CANISTER_ID_BACKEND; - -export const createActor = (canisterId, options = {}) => { - const agent = options.agent || new HttpAgent({ ...options.agentOptions }); - - if (options.agent && options.agentOptions) { - console.warn( - "Detected both agent and agentOptions passed to createActor. Ignoring agentOptions and proceeding with the provided agent." - ); - } - - // Fetch root key for certificate validation during development - if (process.env.DFX_NETWORK !== "ic") { - agent.fetchRootKey().catch((err) => { - console.warn( - "Unable to fetch root key. Check to ensure that your local replica is running" - ); - console.error(err); - }); - } - - // Creates an actor with using the candid interface and the HttpAgent - return Actor.createActor(idlFactory, { - agent, - canisterId, - ...options.actorOptions, - }); -}; - -export const backend = canisterId ? createActor(canisterId) : undefined; diff --git a/rust/face-recognition/src/frontend/assets/.ic-assets.json5 b/rust/face-recognition/src/frontend/assets/.ic-assets.json5 deleted file mode 100644 index 577df191a4..0000000000 --- a/rust/face-recognition/src/frontend/assets/.ic-assets.json5 +++ /dev/null @@ -1,56 +0,0 @@ -[ - { - "match": "**/*", - "headers": { - // Security: The Content Security Policy (CSP) given below aims at working with many apps rather than providing maximal security. - // We recommend tightening the CSP for your specific application. Some recommendations are as follows: - // - Use the CSP Evaluator (https://csp-evaluator.withgoogle.com/) to validate the CSP you define. - // - Follow the “Strict CSP” recommendations (https://csp.withgoogle.com/docs/strict-csp.html). However, note that in the context of the IC, - // nonces cannot be used because the response bodies must be static to work well with HTTP asset certification. - // Thus, we recommend to include script hashes (in combination with strict-dynamic) in the CSP as described - // in https://csp.withgoogle.com/docs/faq.html in section “What if my site is static and I can't add nonces to scripts?”. - // See for example the II CSP (https://github.com/dfinity/internet-identity/blob/main/src/internet_identity/src/http.rs). - // - It is recommended to tighten the connect-src directive. With the current CSP configuration the browser can - // make requests to https://*.icp0.io, hence being able to call any canister via https://icp0.io/api/v2/canister/{canister-ID}. - // This could potentially be used in combination with another vulnerability (e.g. XSS) to exfiltrate private data. - // The developer can configure this policy to only allow requests to their specific canisters, - // e.g: connect-src 'self' https://icp-api.io/api/v2/canister/{my-canister-ID}, where {my-canister-ID} has the following format: aaaaa-aaaaa-aaaaa-aaaaa-aaa - // - It is recommended to configure style-src, style-src-elem and font-src directives with the resources your canister is going to use - // instead of using the wild card (*) option. Normally this will include 'self' but also other third party styles or fonts resources (e.g: https://fonts.googleapis.com or other CDNs) - - // Notes about the CSP below: - // - script-src 'unsafe-eval' is currently required because agent-js uses a WebAssembly module for the validation of bls signatures. - // There is currently no other way to allow execution of WebAssembly modules with CSP. - // See: https://github.com/WebAssembly/content-security-policy/blob/main/proposals/CSP.md. - // - We added img-src data: because data: images are used often. - // - frame-ancestors: none mitigates clickjacking attacks. See https://owasp.org/www-community/attacks/Clickjacking. - "Content-Security-Policy": "default-src 'self';script-src 'self' 'unsafe-eval';connect-src 'self' https://icp0.io https://*.icp0.io;img-src 'self' data:;style-src * 'unsafe-inline';style-src-elem * 'unsafe-inline';font-src *;object-src 'none';base-uri 'self';frame-ancestors 'none';form-action 'self';upgrade-insecure-requests;", - - // Security: The permissions policy disables all features for security reasons. If your site needs such permissions, activate them. - // To configure permissions go here https://www.permissionspolicy.com/ - "Permissions-Policy": "accelerometer=(), ambient-light-sensor=(), autoplay=(), battery=(), camera=self, cross-origin-isolated=(), display-capture=(), document-domain=(), encrypted-media=(), execution-while-not-rendered=(), execution-while-out-of-viewport=(), fullscreen=(), geolocation=(), gyroscope=(), keyboard-map=(), magnetometer=(), microphone=(), midi=(), navigation-override=(), payment=(), picture-in-picture=(), publickey-credentials-get=(), screen-wake-lock=(), sync-xhr=(), usb=(), web-share=(), xr-spatial-tracking=(), clipboard-read=(), clipboard-write=(), gamepad=(), speaker-selection=(), conversion-measurement=(), focus-without-user-activation=(), hid=(), idle-detection=(), interest-cohort=(), serial=(), sync-script=(), trust-token-redemption=(), window-placement=(), vertical-scroll=()", - - // Security: Mitigates clickjacking attacks. - // See: https://owasp.org/www-community/attacks/Clickjacking. - "X-Frame-Options": "DENY", - - // Security: Avoids forwarding referrer information to other origins. - // See: https://owasp.org/www-project-secure-headers/#referrer-policy. - "Referrer-Policy": "same-origin", - - // Security: Tells the user’s browser that it must always use HTTPS with your site. - // See: https://owasp.org/www-project-secure-headers/#http-strict-transport-security - "Strict-Transport-Security": "max-age=31536000; includeSubDomains", - - // Security: Prevents the browser from interpreting files as a different MIME type to what is specified in the Content-Type header. - // See: https://owasp.org/www-project-secure-headers/#x-content-type-options - "X-Content-Type-Options": "nosniff", - - // Security: Enables browser features to mitigate some of the XSS attacks. Note that it has to be in mode=block. - // See: https://owasp.org/www-community/attacks/xss/ - "X-XSS-Protection": "1; mode=block" - }, - // redirect all requests from .raw.icp0.io to .icp0.io (this redirection is the default) - "allow_raw_access": false - }, -] diff --git a/rust/face-recognition/src/frontend/assets/logo_transparent.png b/rust/face-recognition/src/frontend/assets/logo_transparent.png deleted file mode 100644 index 94b22ca99c..0000000000 Binary files a/rust/face-recognition/src/frontend/assets/logo_transparent.png and /dev/null differ diff --git a/rust/face-recognition/src/frontend/src/.ic-assets.json5 b/rust/face-recognition/src/frontend/src/.ic-assets.json5 deleted file mode 100644 index 577df191a4..0000000000 --- a/rust/face-recognition/src/frontend/src/.ic-assets.json5 +++ /dev/null @@ -1,56 +0,0 @@ -[ - { - "match": "**/*", - "headers": { - // Security: The Content Security Policy (CSP) given below aims at working with many apps rather than providing maximal security. - // We recommend tightening the CSP for your specific application. Some recommendations are as follows: - // - Use the CSP Evaluator (https://csp-evaluator.withgoogle.com/) to validate the CSP you define. - // - Follow the “Strict CSP” recommendations (https://csp.withgoogle.com/docs/strict-csp.html). However, note that in the context of the IC, - // nonces cannot be used because the response bodies must be static to work well with HTTP asset certification. - // Thus, we recommend to include script hashes (in combination with strict-dynamic) in the CSP as described - // in https://csp.withgoogle.com/docs/faq.html in section “What if my site is static and I can't add nonces to scripts?”. - // See for example the II CSP (https://github.com/dfinity/internet-identity/blob/main/src/internet_identity/src/http.rs). - // - It is recommended to tighten the connect-src directive. With the current CSP configuration the browser can - // make requests to https://*.icp0.io, hence being able to call any canister via https://icp0.io/api/v2/canister/{canister-ID}. - // This could potentially be used in combination with another vulnerability (e.g. XSS) to exfiltrate private data. - // The developer can configure this policy to only allow requests to their specific canisters, - // e.g: connect-src 'self' https://icp-api.io/api/v2/canister/{my-canister-ID}, where {my-canister-ID} has the following format: aaaaa-aaaaa-aaaaa-aaaaa-aaa - // - It is recommended to configure style-src, style-src-elem and font-src directives with the resources your canister is going to use - // instead of using the wild card (*) option. Normally this will include 'self' but also other third party styles or fonts resources (e.g: https://fonts.googleapis.com or other CDNs) - - // Notes about the CSP below: - // - script-src 'unsafe-eval' is currently required because agent-js uses a WebAssembly module for the validation of bls signatures. - // There is currently no other way to allow execution of WebAssembly modules with CSP. - // See: https://github.com/WebAssembly/content-security-policy/blob/main/proposals/CSP.md. - // - We added img-src data: because data: images are used often. - // - frame-ancestors: none mitigates clickjacking attacks. See https://owasp.org/www-community/attacks/Clickjacking. - "Content-Security-Policy": "default-src 'self';script-src 'self' 'unsafe-eval';connect-src 'self' https://icp0.io https://*.icp0.io;img-src 'self' data:;style-src * 'unsafe-inline';style-src-elem * 'unsafe-inline';font-src *;object-src 'none';base-uri 'self';frame-ancestors 'none';form-action 'self';upgrade-insecure-requests;", - - // Security: The permissions policy disables all features for security reasons. If your site needs such permissions, activate them. - // To configure permissions go here https://www.permissionspolicy.com/ - "Permissions-Policy": "accelerometer=(), ambient-light-sensor=(), autoplay=(), battery=(), camera=self, cross-origin-isolated=(), display-capture=(), document-domain=(), encrypted-media=(), execution-while-not-rendered=(), execution-while-out-of-viewport=(), fullscreen=(), geolocation=(), gyroscope=(), keyboard-map=(), magnetometer=(), microphone=(), midi=(), navigation-override=(), payment=(), picture-in-picture=(), publickey-credentials-get=(), screen-wake-lock=(), sync-xhr=(), usb=(), web-share=(), xr-spatial-tracking=(), clipboard-read=(), clipboard-write=(), gamepad=(), speaker-selection=(), conversion-measurement=(), focus-without-user-activation=(), hid=(), idle-detection=(), interest-cohort=(), serial=(), sync-script=(), trust-token-redemption=(), window-placement=(), vertical-scroll=()", - - // Security: Mitigates clickjacking attacks. - // See: https://owasp.org/www-community/attacks/Clickjacking. - "X-Frame-Options": "DENY", - - // Security: Avoids forwarding referrer information to other origins. - // See: https://owasp.org/www-project-secure-headers/#referrer-policy. - "Referrer-Policy": "same-origin", - - // Security: Tells the user’s browser that it must always use HTTPS with your site. - // See: https://owasp.org/www-project-secure-headers/#http-strict-transport-security - "Strict-Transport-Security": "max-age=31536000; includeSubDomains", - - // Security: Prevents the browser from interpreting files as a different MIME type to what is specified in the Content-Type header. - // See: https://owasp.org/www-project-secure-headers/#x-content-type-options - "X-Content-Type-Options": "nosniff", - - // Security: Enables browser features to mitigate some of the XSS attacks. Note that it has to be in mode=block. - // See: https://owasp.org/www-community/attacks/xss/ - "X-XSS-Protection": "1; mode=block" - }, - // redirect all requests from .raw.icp0.io to .icp0.io (this redirection is the default) - "allow_raw_access": false - }, -] diff --git a/rust/face-recognition/upload-models-to-canister.sh b/rust/face-recognition/upload-models-to-canister.sh index bc60fde04a..fb4057e2f9 100755 --- a/rust/face-recognition/upload-models-to-canister.sh +++ b/rust/face-recognition/upload-models-to-canister.sh @@ -1,8 +1,8 @@ #!/bin/bash set -e -dfx canister call backend clear_face_detection_model_bytes -dfx canister call backend clear_face_recognition_model_bytes +icp canister call backend clear_face_detection_model_bytes '()' +icp canister call backend clear_face_recognition_model_bytes '()' ic-file-uploader backend append_face_detection_model_bytes version-RFB-320.onnx ic-file-uploader backend append_face_recognition_model_bytes face-recognition.onnx -dfx canister call backend setup_models +icp canister call backend setup_models '()' diff --git a/rust/face-recognition/webpack.config.js b/rust/face-recognition/webpack.config.js deleted file mode 100644 index 4792c054a4..0000000000 --- a/rust/face-recognition/webpack.config.js +++ /dev/null @@ -1,96 +0,0 @@ -require("dotenv").config(); -const path = require("path"); -const webpack = require("webpack"); -const HtmlWebpackPlugin = require("html-webpack-plugin"); -const TerserPlugin = require("terser-webpack-plugin"); -const CopyPlugin = require("copy-webpack-plugin"); - -const isDevelopment = process.env.NODE_ENV !== "production"; - -const frontendDirectory = "frontend"; - -const frontend_entry = path.join("src", frontendDirectory, "src", "index.html"); - -module.exports = { - target: "web", - mode: isDevelopment ? "development" : "production", - entry: { - // The frontend.entrypoint points to the HTML file for this build, so we need - // to replace the extension to `.js`. - index: path.join(__dirname, frontend_entry).replace(/\.html$/, ".js"), - }, - devtool: isDevelopment ? "source-map" : false, - optimization: { - minimize: !isDevelopment, - minimizer: [new TerserPlugin()], - }, - resolve: { - extensions: [".js", ".ts", ".jsx", ".tsx"], - fallback: { - assert: require.resolve("assert/"), - buffer: require.resolve("buffer/"), - events: require.resolve("events/"), - stream: require.resolve("stream-browserify/"), - util: require.resolve("util/"), - }, - }, - output: { - filename: "index.js", - path: path.join(__dirname, "dist", frontendDirectory), - }, - - // Depending in the language or framework you are using for - // front-end development, add module loaders to the default - // webpack configuration. For example, if you are using React - // modules and CSS as described in the "Adding a stylesheet" - // tutorial, uncomment the following lines: - // module: { - // rules: [ - // { test: /\.(ts|tsx|jsx)$/, loader: "ts-loader" }, - // { test: /\.css$/, use: ['style-loader','css-loader'] } - // ] - // }, - plugins: [ - new HtmlWebpackPlugin({ - template: path.join(__dirname, frontend_entry), - cache: false, - }), - new webpack.EnvironmentPlugin([ - ...Object.keys(process.env).filter((key) => { - if (key.includes("CANISTER")) return true; - if (key.includes("DFX")) return true; - return false; - }), - ]), - new webpack.ProvidePlugin({ - Buffer: [require.resolve("buffer/"), "Buffer"], - process: require.resolve("process/browser"), - }), - new CopyPlugin({ - patterns: [ - { - from: `src/${frontendDirectory}/src/.ic-assets.json*`, - to: ".ic-assets.json5", - noErrorOnMissing: true, - }, - ], - }), - ], - // proxy /api to port 4943 during development. - // if you edit dfx.json to define a project-specific local network, change the port to match. - devServer: { - proxy: { - "/api": { - target: "http://127.0.0.1:4943", - changeOrigin: true, - pathRewrite: { - "^/api": "/api", - }, - }, - }, - static: path.resolve(__dirname, "src", frontendDirectory, "assets"), - hot: true, - watchFiles: [path.resolve(__dirname, "src", frontendDirectory)], - liveReload: true, - }, -};