From 7d7de3e3fff84ce61827fbc7eb5df1c4b7f80fa2 Mon Sep 17 00:00:00 2001 From: Ethan Cemer Date: Fri, 15 Sep 2023 08:28:12 -0500 Subject: [PATCH] chore: comprehensive WASM tests in JS (#483) --- .github/workflows/rust.yml | 34 + .gitignore | 4 +- jest.config.js | 4 + package.json | 21 + pnpm-lock.yaml | 2367 +++++++++++++++++++++++++++++++++++ src/wasm.rs | 7 +- tests/integration_tests.rs | 101 +- tests/wasm.rs | 62 - tests/wasm/testWasm.test.ts | 60 + tests/wasm/tsconfig.json | 28 + tests/wasm/utils.ts | 82 ++ tsconfig.json | 28 + 12 files changed, 2723 insertions(+), 75 deletions(-) create mode 100644 jest.config.js create mode 100644 package.json create mode 100644 pnpm-lock.yaml create mode 100644 tests/wasm/testWasm.test.ts create mode 100644 tests/wasm/tsconfig.json create mode 100644 tests/wasm/utils.ts create mode 100644 tsconfig.json diff --git a/.github/workflows/rust.yml b/.github/workflows/rust.yml index 703589d77..270326580 100644 --- a/.github/workflows/rust.yml +++ b/.github/workflows/rust.yml @@ -154,6 +154,7 @@ jobs: - name: Circuit Render run: cargo nextest run --release --verbose tests::tutorial_ + mock-proving-tests: runs-on: self-hosted # needs: [build, library-tests, docs] @@ -250,6 +251,39 @@ jobs: toolchain: nightly-2023-08-24 override: true components: rustfmt, clippy + - uses: jetli/wasm-pack-action@v0.4.0 + - name: Add wasm32-unknown-unknown target + run: rustup target add wasm32-unknown-unknown + + - name: Install wasm-server-runner + run: cargo install wasm-server-runner + + - name: Add rust-src + run: rustup component add rust-src --toolchain nightly-2023-08-24-x86_64-unknown-linux-gnu + + - name: Build wasm files for both web and nodejs compilation targets + run: | + wasm-pack build --target nodejs --out-dir ./tests/wasm/nodejs . -- -Z build-std="panic_abort,std" + + - name: Replace memory definition in nodejs + run: | + sed -i "3s|.*|imports['env'] = {memory: new WebAssembly.Memory({initial:20,maximum:65536,shared:true})}|" tests/wasm/nodejs/ezkl.js + - uses: actions/checkout@v3 + - name: Use pnpm 8 + uses: pnpm/action-setup@v2 + with: + version: 8 + - name: Use Node.js 18.12.1 + uses: actions/setup-node@v3 + with: + node-version: '18.12.1' + cache: 'pnpm' + - name: Install dependencies + run: | + pnpm install --no-frozen-lockfile + env: + CI: false + NODE_ENV: development - uses: baptiste0928/cargo-install@v1 with: crate: cargo-nextest diff --git a/.gitignore b/.gitignore index 1bb80ad69..4c7b75827 100644 --- a/.gitignore +++ b/.gitignore @@ -42,4 +42,6 @@ var/ *.egg .vscode/ *.whl -*.bak \ No newline at end of file +*.bak +node_modules +timingData.json \ No newline at end of file diff --git a/jest.config.js b/jest.config.js new file mode 100644 index 000000000..9f81f01c3 --- /dev/null +++ b/jest.config.js @@ -0,0 +1,4 @@ +module.exports = { + preset: 'ts-jest', + testEnvironment: 'node', + }; \ No newline at end of file diff --git a/package.json b/package.json new file mode 100644 index 000000000..1e9e62c30 --- /dev/null +++ b/package.json @@ -0,0 +1,21 @@ +{ + "name": "wasm-tests", + "version": "0.1.0", + "private": true, + "scripts": { + "test": "jest" + }, + "devDependencies": { + "@types/jest": "^29.5.3", + "@types/node": "20.4.5", + "jest": "^29.6.3", + "@types/file-saver": "^2.0.5", + "@types/json-bigint": "^1.0.1", + "env": "^0.0.2", + "fs": "0.0.1-security", + "json-bigint": "^1.0.0", + "minimist": "^1.2.8", + "ts-jest": "^29.1.1", + "typescript": "5.1.6" + } +} diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml new file mode 100644 index 000000000..dea95694b --- /dev/null +++ b/pnpm-lock.yaml @@ -0,0 +1,2367 @@ +lockfileVersion: '6.0' + +settings: + autoInstallPeers: true + excludeLinksFromLockfile: false + +devDependencies: + '@types/file-saver': + specifier: ^2.0.5 + version: 2.0.5 + '@types/jest': + specifier: ^29.5.3 + version: 29.5.3 + '@types/json-bigint': + specifier: ^1.0.1 + version: 1.0.1 + '@types/node': + specifier: 20.4.5 + version: 20.4.5 + env: + 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b/src/wasm.rs index cea2fa310..3e480e63e 100644 --- a/src/wasm.rs +++ b/src/wasm.rs @@ -26,6 +26,12 @@ use console_error_panic_hook; #[cfg(feature = "web")] pub use wasm_bindgen_rayon::init_thread_pool; +#[wasm_bindgen] +/// Initialize logger for wasm +pub fn init_logger() { + log::set_logger(&DEFAULT_LOGGER).unwrap(); +} + #[wasm_bindgen] /// Initialize panic hook for wasm pub fn init_panic_hook() { @@ -284,7 +290,6 @@ pub fn prove( settings: wasm_bindgen::Clamped>, srs: wasm_bindgen::Clamped>, ) -> Result, JsError> { - log::set_logger(&DEFAULT_LOGGER).unwrap(); #[cfg(feature = "det-prove")] log::set_max_level(log::LevelFilter::Debug); #[cfg(not(feature = "det-prove"))] diff --git a/tests/integration_tests.rs b/tests/integration_tests.rs index f553b7e52..08acaf57d 100644 --- a/tests/integration_tests.rs +++ b/tests/integration_tests.rs @@ -229,6 +229,64 @@ mod native_tests { "linear_svc", ]; + const WASM_TESTS: [&str; 49] = [ + "1l_mlp", + "1l_slice", + "1l_concat", + "1l_flatten", + // "1l_average", + "1l_div", + "1l_pad", + "1l_reshape", + "1l_eltwise_div", + "1l_sigmoid", + "1l_sqrt", + "1l_softmax", + // "1l_instance_norm", + "1l_batch_norm", + "1l_prelu", + "1l_leakyrelu", + "1l_gelu_noappx", + // "1l_gelu_tanh_appx", + "1l_relu", + "1l_downsample", + "1l_tanh", + "2l_relu_sigmoid_small", + "2l_relu_fc", + "2l_relu_small", + "2l_relu_sigmoid", + "1l_conv", + "2l_sigmoid_small", + "2l_relu_sigmoid_conv", + "3l_relu_conv_fc", + "4l_relu_conv_fc", + "1l_erf", + "1l_var", + "1l_elu", + "min", + "max", + "1l_max_pool", + "1l_conv_transpose", + "1l_upsample", + "1l_identity", + "idolmodel", + "trig", + "prelu_gmm", + "lstm", + "rnn", + "quantize_dequantize", + "1l_where", + "boolean", + "boolean_identity", + "decision_tree", // "variable_cnn", + "random_forest", + "gradient_boosted_trees", + "1l_topk", + // "xgboost", + // "lightgbm", + // "hummingbird_decision_tree", + ]; + const TESTS_AGGR: [&str; 21] = [ "1l_mlp", "1l_flatten", @@ -348,12 +406,14 @@ mod native_tests { mod tests { use seq_macro::seq; use crate::native_tests::TESTS; + use crate::native_tests::WASM_TESTS; use crate::native_tests::ACCURACY_CAL_TESTS; use crate::native_tests::LARGE_TESTS; use test_case::test_case; use crate::native_tests::mock; use crate::native_tests::accuracy_measurement; use crate::native_tests::kzg_prove_and_verify; + use crate::native_tests::wasm_tests; use crate::native_tests::kzg_fuzz; use crate::native_tests::render_circuit; use crate::native_tests::model_serialization; @@ -610,16 +670,6 @@ mod native_tests { test_dir.close().unwrap(); } - #(#[test_case(TESTS[N])])* - fn kzg_prove_and_verify_with_overflow_(test: &str) { - crate::native_tests::init_binary(); - let test_dir = TempDir::new(test).unwrap(); - env_logger::init(); - let path = test_dir.path().to_str().unwrap(); crate::native_tests::mv_test_(test_dir.path().to_str().unwrap(), test); - kzg_prove_and_verify(path, test.to_string(), "safe", "private", "private", "public", Some(vec![0,1]), true); - test_dir.close().unwrap(); - } - #(#[test_case(TESTS[N])])* fn kzg_prove_and_verify_public_input_(test: &str) { crate::native_tests::init_binary(); @@ -667,6 +717,20 @@ mod native_tests { }); + seq!(N in 0..=48 { + + #(#[test_case(WASM_TESTS[N])])* + fn kzg_prove_and_verify_with_overflow_(test: &str) { + crate::native_tests::init_binary(); + let test_dir = TempDir::new(test).unwrap(); + env_logger::init(); + let path = test_dir.path().to_str().unwrap(); crate::native_tests::mv_test_(test_dir.path().to_str().unwrap(), test); + kzg_prove_and_verify(path, test.to_string(), "safe", "private", "private", "public", Some(vec![0,1]), true); + wasm_tests(path, test.to_string()); + test_dir.close().unwrap(); + } + + }); seq!(N in 0..=4 { @@ -2046,7 +2110,7 @@ mod native_tests { "--pk-path", &format!("{}/{}/key.pk", test_dir, example_name), &srs_path, - "--transcript=blake", + "--transcript=evm", "--strategy=single", format!("--settings-path={}", settings_path).as_str(), &format!("--check-mode={}", checkmode), @@ -2069,6 +2133,21 @@ mod native_tests { assert!(status.success()); } + // run js wasm tests for a given example + fn wasm_tests(test_dir: &str, example_name: String) { + let status = Command::new("pnpm") + .args(&[ + "run", + "test", + "testWasm", + &format!("--example={}", example_name), + &format!("--dir={}", test_dir) + ]) + .status() + .expect("failed to execute process"); + assert!(status.success()); + } + // prove-serialize-verify, the usual full path fn kzg_fuzz( test_dir: &str, diff --git a/tests/wasm.rs b/tests/wasm.rs index 3e9bed205..3e4133d96 100644 --- a/tests/wasm.rs +++ b/tests/wasm.rs @@ -198,66 +198,4 @@ mod wasm32 { // should not fail assert_eq!(witness, reference_witness); } - - #[wasm_bindgen_test] - async fn verify_pass() { - let value = verify( - wasm_bindgen::Clamped(PROOF.to_vec()), - wasm_bindgen::Clamped(VK.to_vec()), - wasm_bindgen::Clamped(CIRCUIT_PARAMS.to_vec()), - wasm_bindgen::Clamped(KZG_PARAMS.to_vec()), - ) - .map_err(|_| "failed") - .unwrap(); - assert!(value); - } - - #[wasm_bindgen_test] - async fn verify_fail() { - let og_proof: Snark = serde_json::from_slice(&PROOF).unwrap(); - - let proof: Snark = Snark { - proof: vec![0; 32], - protocol: og_proof.protocol, - instances: vec![vec![Fr::from(0); 32]], - transcript_type: ezkl::pfsys::TranscriptType::EVM, - }; - let proof = serde_json::to_string(&proof).unwrap().into_bytes(); - - let value = verify( - wasm_bindgen::Clamped(proof), - wasm_bindgen::Clamped(VK.to_vec()), - wasm_bindgen::Clamped(CIRCUIT_PARAMS.to_vec()), - wasm_bindgen::Clamped(KZG_PARAMS.to_vec()), - ) - .map_err(|_| "failed"); - // should fail - assert!(value.is_err()); - } - - #[wasm_bindgen_test] - async fn prove_pass() { - // prove - let proof = prove( - wasm_bindgen::Clamped(WITNESS.to_vec()), - wasm_bindgen::Clamped(PK.to_vec()), - wasm_bindgen::Clamped(NETWORK.to_vec()), - wasm_bindgen::Clamped(CIRCUIT_PARAMS.to_vec()), - wasm_bindgen::Clamped(KZG_PARAMS.to_vec()), - ) - .map_err(|_| "failed") - .unwrap(); - assert!(proof.len() > 0); - - let value = verify( - wasm_bindgen::Clamped(proof.to_vec()), - wasm_bindgen::Clamped(VK.to_vec()), - wasm_bindgen::Clamped(CIRCUIT_PARAMS.to_vec()), - wasm_bindgen::Clamped(KZG_PARAMS.to_vec()), - ) - .map_err(|_| "failed") - .unwrap(); - // should not fail - assert!(value); - } } diff --git a/tests/wasm/testWasm.test.ts b/tests/wasm/testWasm.test.ts new file mode 100644 index 000000000..49cab8fe1 --- /dev/null +++ b/tests/wasm/testWasm.test.ts @@ -0,0 +1,60 @@ +import * as wasmFunctions from './nodejs/ezkl' +import { + readEzklArtifactsFile, + readEzklSrsFile + } from './utils'; +import fs from 'fs'; +exports.USER_NAME = require("minimist")(process.argv.slice(2))["example"]; +exports.PATH = require("minimist")(process.argv.slice(2))["dir"]; + +const timingData: { + example: string, + proveTime: number, + verifyTime: number, + verifyResult: boolean | undefined +}[] = []; + +describe('Generate witness, prove and verify', () => { + + let proof_ser: Uint8ClampedArray + let circuit_settings_ser: Uint8ClampedArray; + let params_ser: Uint8ClampedArray; + + let proveTime = 0; + let verifyTime = 0; + let verifyResult: boolean | undefined = false; + + const example = exports.USER_NAME || "1l_mlp" + const path = exports.PATH || "../ezkl/examples/onnx" + + it('prove', async () => { + let result + let witness = await readEzklArtifactsFile(path, example, 'input.json'); + let pk = await readEzklArtifactsFile(path, example, 'key.pk'); + let circuit_ser = await readEzklArtifactsFile(path, example, 'network.onnx'); + circuit_settings_ser = await readEzklArtifactsFile(path, example, 'settings.json'); + params_ser = await readEzklSrsFile(path, example); + const startTimeProve = Date.now(); + result = wasmFunctions.prove(witness, pk, circuit_ser, circuit_settings_ser, params_ser); + const endTimeProve = Date.now(); + proof_ser = new Uint8ClampedArray(result.buffer); + proveTime = endTimeProve - startTimeProve; + expect(result).toBeInstanceOf(Uint8Array); + }); + + it('verify', async() => { + let result + const vk = await readEzklArtifactsFile(path, example, 'key.vk'); + const startTimeVerify = Date.now(); + result = wasmFunctions.verify(proof_ser, vk, circuit_settings_ser, params_ser); + const endTimeVerify = Date.now(); + verifyTime = endTimeVerify - startTimeVerify; + verifyResult = result; + expect(typeof result).toBe('boolean'); + expect(result).toBe(true); + }); + + afterAll(() => { + fs.writeFileSync('timingData.json', JSON.stringify(timingData, null, 2)); + }); +}); diff --git a/tests/wasm/tsconfig.json b/tests/wasm/tsconfig.json new file mode 100644 index 000000000..b4860982a --- /dev/null +++ b/tests/wasm/tsconfig.json @@ -0,0 +1,28 @@ +{ + "compilerOptions": { + "target": "es5", + "lib": ["dom", "dom.iterable", "esnext"], + "allowJs": true, + "skipLibCheck": true, + "strict": true, + "forceConsistentCasingInFileNames": true, + "noEmit": true, + "esModuleInterop": true, + "module": "esnext", + "moduleResolution": "bundler", + "resolveJsonModule": true, + "isolatedModules": true, + "jsx": "preserve", + "incremental": true, + "plugins": [ + { + "name": "next" + } + ], + "paths": { + "@/*": ["./*"] + } + }, + "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts", "jest.config.js"], + "exclude": ["node_modules"] +} diff --git a/tests/wasm/utils.ts b/tests/wasm/utils.ts new file mode 100644 index 000000000..504dda02b --- /dev/null +++ b/tests/wasm/utils.ts @@ -0,0 +1,82 @@ +import * as fs from 'fs/promises'; +import * as path from 'path'; +import JSONBig from 'json-bigint'; + +// HELPERS FOR ALL TESTS + +// Function to convert the return buffer elgamalGenRandom into a JSON object +export function uint8ArrayToJsonObject(uint8Array: Uint8Array) { + let string = new TextDecoder().decode(uint8Array); + let jsonObject = JSONBig.parse(string); + return jsonObject; +} + +// HELPERS FOR PROVE AND VERIFY TESTS + +export async function readDataFile(filename: string): Promise { + const filePath = path.join(__dirname, '..', 'public', 'data', filename); + const buffer = await fs.readFile(filePath); + return new Uint8ClampedArray(buffer.buffer); +} + +export async function readEzklArtifactsFile(path: string, example: string, filename: string): Promise { + //const filePath = path.join(__dirname, '..', '..', 'ezkl', 'examples', 'onnx', example, filename); + const filePath = `${path}/${example}/${filename}` + const buffer = await fs.readFile(filePath); + return new Uint8ClampedArray(buffer.buffer); +} + +export async function readEzklSrsFile(path: string, example: string): Promise { + // const settingsPath = path.join(__dirname, '..', '..', 'ezkl', 'examples', 'onnx', example, 'settings.json'); + const settingsPath = `${path}/${example}/settings.json` + const settingsBuffer = await fs.readFile(settingsPath, { encoding: 'utf-8' }); + const settings = JSONBig.parse(settingsBuffer); + const logrows = settings.run_args.logrows; + // const filePath = path.join(__dirname, '..', '..', 'ezkl', 'examples', 'onnx', `kzg${logrows}.srs`); + const filePath = `${path}/kzg${logrows}.srs` + const buffer = await fs.readFile(filePath); + return new Uint8ClampedArray(buffer.buffer); +} + +export function deserialize(filename: string): any { + return readDataFile(filename).then((uint8Array) => { + const string = new TextDecoder().decode(uint8Array); + const jsonObject = JSONBig.parse(string); + return jsonObject; + }); +} + +export function serialize(data: any): Uint8ClampedArray { + // Step 1: Stringify the Object with BigInt support + const jsonString = JSONBig.stringify(data); + + // Step 2: Encode the JSON String + const uint8Array = new TextEncoder().encode(jsonString); + + // Step 3: Convert to Uint8ClampedArray + return new Uint8ClampedArray(uint8Array.buffer); +} + +/// HELPERS FOR FIELD ELEMENT UTILS TESTS + +// Convert an integer value in a field element +export const intToFieldElement = (int: bigint): bigint => { + const primeFieldHex = "0x30644e72e131a029b85045b68181585d2833e84879b9709143e1f593f0000001"; + const prime = BigInt(primeFieldHex); + return (BigInt(int) + BigInt(prime)) % BigInt(prime); +}; + +// Meant to simulate random input tensor values. +export function randomZScore() { + let u1, u2; + do { + u1 = Math.random(); // Uniform random number between 0 and 1 + u2 = Math.random(); // Uniform random number between 0 and 1 + } while (u1 <= Number.EPSILON); // Avoid getting u1 as 0 + + // Box-Muller transform + const z0 = Math.sqrt(-2.0 * Math.log(u1)) * Math.cos(2.0 * Math.PI * u2); + // const z1 = Math.sqrt(-2.0 * Math.log(u1)) * Math.sin(2.0 * Math.PI * u2); // Another independent value if needed + + return z0; // z0 is a random value from a standard normal distribution (z-score) +} \ No newline at end of file diff --git a/tsconfig.json b/tsconfig.json new file mode 100644 index 000000000..b4860982a --- /dev/null +++ b/tsconfig.json @@ -0,0 +1,28 @@ +{ + "compilerOptions": { + "target": "es5", + "lib": ["dom", "dom.iterable", "esnext"], + "allowJs": true, + "skipLibCheck": true, + "strict": true, + "forceConsistentCasingInFileNames": true, + "noEmit": true, + "esModuleInterop": true, + "module": "esnext", + "moduleResolution": "bundler", + "resolveJsonModule": true, + "isolatedModules": true, + "jsx": "preserve", + "incremental": true, + "plugins": [ + { + "name": "next" + } + ], + "paths": { + "@/*": ["./*"] + } + }, + "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts", "jest.config.js"], + "exclude": ["node_modules"] +}