Deploying to gh-pages from @ ed1ece2 🚀

Author: Honry

nnotepad/js/nnotepad.js

@@ -31,6 +31,10 @@ export class ComputeError extends Error {
 // General WebNN Utilities
 // ============================================================
 
+const kArgTypeOperandList = 1;
+const kArgTypeNonOperand = 2;
+const kArgTypeOperand = 3;
+
 class WebNNUtil {
   static bufferForOperand(operand) {
     const size = [...operand.shape()].reduce((a, b) => a * b, 1);
@@ -60,21 +64,22 @@ class WebNNUtil {
     throw new Error(`Unsupported dataType ${type}`);
   }
 
-  static isNonOperandArg(name, index) {
+  static argumentType(name, index) {
     return ({
-      concat: [0, 1],
-      expand: [1],
-      gru: [3, 4],
-      gruCell: [4],
-      lstm: [3, 4],
-      lstmCell: [5],
-      pad: [1, 2],
-      reshape: [1],
-      slice: [1, 2],
-      softmax: [1], // TODO: Distinguish overloads
-      split: [1],
+      concat: {0: kArgTypeOperandList, 1: kArgTypeNonOperand},
+      expand: {1: kArgTypeNonOperand},
+      gru: {3: kArgTypeNonOperand, 4: kArgTypeNonOperand},
+      gruCell: {4: kArgTypeNonOperand},
+      lstm: {3: kArgTypeNonOperand, 4: kArgTypeNonOperand},
+      lstmCell: {5: kArgTypeNonOperand},
+      pad: {1: kArgTypeNonOperand, 2: kArgTypeNonOperand},
+      reshape: {1: kArgTypeNonOperand},
+      slice: {1: kArgTypeNonOperand, 2: kArgTypeNonOperand},
+      softmax: {1: kArgTypeNonOperand},
+      split: {1: kArgTypeNonOperand},
     })[name]
-        ?.includes(index);
+        ?.[index] ||
+        kArgTypeOperand;
   }
 }
 
@@ -379,7 +384,7 @@ export class NNotepad {
       }
       throw new Error(`unexpected line type: ${line.type}`);
     }
-    function serializeExpr(expr, nonOperand = false) {
+    function serializeExpr(expr, argumentType = kArgTypeOperand) {
       if (expr.op) {
         if (expr.lhs) {
           return `_.${kBinaryOperators[expr.op]}(${serializeExpr(expr.lhs)}, ${
@@ -394,11 +399,21 @@ export class NNotepad {
         case 'boolean':
           return String(expr.value);
         case 'number':
-          return nonOperand ? Util.stringify(expr.value) :
-                              serializeScalar(expr.value, expr.dataType);
+          switch (argumentType) {
+            case kArgTypeNonOperand:
+              return Util.stringify(expr.value);
+            default:
+              return serializeScalar(expr.value, expr.dataType);
+          }
         case 'array':
-          return nonOperand ? serializeArray(expr.value) :
-                              serializeTensor(expr.value, expr.dataType);
+          switch (argumentType) {
+            case kArgTypeNonOperand:
+              return serializeArray(expr.value, kArgTypeNonOperand);
+            case kArgTypeOperandList:
+              return serializeArray(expr.value, kArgTypeOperand);
+            default:
+              return serializeTensor(expr.value, expr.dataType);
+          }
         case 'dict':
           return serializeDict(expr.dict);
         case 'identifier':
@@ -414,7 +429,7 @@ export class NNotepad {
               .map((k) => {
                 const v = dict[k];
                 k = Util.stringify(k);
-                return `${k}: ${serializeExpr(v, true)}`;
+                return `${k}: ${serializeExpr(v, kArgTypeNonOperand)}`;
               })
               .join(', ') +
           '}';
@@ -465,8 +480,10 @@ export class NNotepad {
         elements.map((n) => Util.stringifyNumber(n, dataType)).join(',')}]))`;
     }
 
-    function serializeArray(array) {
-      return '[' + array.map((expr) => serializeExpr(expr)).join(', ') + ']';
+    function serializeArray(array, argumentType) {
+      return '[' +
+          array.map((expr) => serializeExpr(expr, argumentType)).join(', ') +
+          ']';
     }
 
     function serializeCall(name, args) {
@@ -506,8 +523,8 @@ export class NNotepad {
 
       return `_.${name}(${
         args.map(
-            (arg, index) => serializeExpr(
-                arg, WebNNUtil.isNonOperandArg(name, index)))
+            (arg, index) =>
+              serializeExpr(arg, WebNNUtil.argumentType(name, index)))
             .join(', ')})`;
     }
   }

nnotepad/js/tests.js

@@ -157,14 +157,27 @@ document.addEventListener('DOMContentLoaded', async (e) => {
     {dataType: 'float32', shape: [2], buffer: [3, 4]},
   ]);
 
-  Harness.section('Multiple input tensors');
+  Harness.section('Non-operand arguments: array of operands');
   await test(
       `A = [1,2]  B = [3,4]  concat([A,B], 0)`,
       {dataType: 'float32', shape: [4], buffer: [1, 2, 3, 4]});
   await test(
       `concat([identity([1,2]),identity([3,4])], 0)`,
       {dataType: 'float32', shape: [4], buffer: [1, 2, 3, 4]});
 
+  Harness.section('Non-operand arguments: array of numbers');
+  await test(
+      `T = [[1,2,3],[4,5,6]]  reshape(T, [1, 3, 2, 1])`,
+      {dataType: 'float32', shape: [1, 3, 2, 1], buffer: [1, 2, 3, 4, 5, 6]});
+  await test(
+      `expand([1], [2, 2])`,
+      {dataType: 'float32', shape: [2, 2], buffer: [1, 1, 1, 1]});
+
+  Harness.section('Non-operand arguments: simple numbers');
+  await test(
+      `softmax([1], 0)`,
+      {dataType: 'float32', shape: [1], buffer: [1]});
+
   Harness.section('Regression tests');
   await test(
       `concat([[1,2],[3,4]], 0)`,