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AveragePooling2D layer
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63
test/AveragePooling2D.js
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63
test/AveragePooling2D.js
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const chai = require("chai");
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const { Console } = require("console");
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const path = require("path");
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const wasm_tester = require("circom_tester").wasm;
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const F1Field = require("ffjavascript").F1Field;
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const Scalar = require("ffjavascript").Scalar;
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exports.p = Scalar.fromString("21888242871839275222246405745257275088548364400416034343698204186575808495617");
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const Fr = new F1Field(exports.p);
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const assert = chai.assert;
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describe("AveragePooling2D layer test", function () {
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this.timeout(100000000);
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// AveragePooling with strides==poolSize
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it("(5,5,3) -> (2,2,3)", async () => {
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const json = require("../models/averagePooling2D_input.json");
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const OUTPUT = require("../models/averagePooling2D_output.json");
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const circuit = await wasm_tester(path.join(__dirname, "circuits", "AveragePooling2D_test.circom"));
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//await circuit.loadConstraints();
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//assert.equal(circuit.nVars, 76);
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//assert.equal(circuit.constraints.length, 0);
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const INPUT = {
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"in": json.in
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}
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const witness = await circuit.calculateWitness(INPUT, true);
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assert(Fr.eq(Fr.e(witness[0]),Fr.e(1)));
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for (var i=0; i<2*2*3; i++) {
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assert((witness[i+1]-Fr.e(OUTPUT.out[i]))<Fr.e(500));
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assert((Fr.e(OUTPUT.out[i])-witness[i+1])<Fr.e(500));
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}
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});
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// AveragePooling with strides!=poolSize
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it("(10,10,3) -> (4,4,3)", async () => {
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const json = require("../models/averagePooling2D_stride_input.json");
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const OUTPUT = require("../models/averagePooling2D_stride_output.json");
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const circuit = await wasm_tester(path.join(__dirname, "circuits", "AveragePooling2D_stride_test.circom"));
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const INPUT = {
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"in": json.in
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}
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const witness = await circuit.calculateWitness(INPUT, true);
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assert(Fr.eq(Fr.e(witness[0]),Fr.e(1)));
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for (var i=0; i<4*4*3; i++) {
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assert((witness[i+1]-Fr.e(OUTPUT.out[i]))<Fr.e(1000));
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assert((Fr.e(OUTPUT.out[i])-witness[i+1])<Fr.e(1000));
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}
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});
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});
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6
test/circuits/AveragePooling2D_stride_test.circom
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test/circuits/AveragePooling2D_stride_test.circom
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pragma circom 2.0.3;
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include "../../circuits/AveragePooling2D.circom";
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// poolSize!=strides
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component main = AveragePooling2D(10, 10, 3, 3, 2, 111);
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6
test/circuits/AveragePooling2D_test.circom
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6
test/circuits/AveragePooling2D_test.circom
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pragma circom 2.0.3;
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include "../../circuits/AveragePooling2D.circom";
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// poolSize=strides - default Keras settings
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component main = AveragePooling2D(5, 5, 3, 2, 2, 250);
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