diff --git a/tfjs-core/src/profiler.ts b/tfjs-core/src/profiler.ts
index eb04520f082..76ea7dfbd93 100644
--- a/tfjs-core/src/profiler.ts
+++ b/tfjs-core/src/profiler.ts
@@ -110,12 +110,14 @@ export class Logger {
 
     for (const name in inputs) {
       const input = inputs[name];
-      // The input might be a non-tensor (e.g HTMLImageElement), in which case
-      // we claim the output shape as input shape.
-      const inputShape = input.shape || result.shape;
-      const inputRank = inputShape.length;
-      inputShapesDescription +=
-          `${name}: ${inputRank}D ${inputRank > 0 ? inputShape : ''} `;
+      if (input != null) {
+        // The input might be a non-tensor (e.g HTMLImageElement), in which case
+        // we claim the output shape as input shape.
+        const inputShape = input.shape || result.shape;
+        const inputRank = inputShape.length;
+        inputShapesDescription +=
+            `${name}: ${inputRank}D ${inputRank > 0 ? inputShape : ''} `;
+      }
     }
 
     console.log(
diff --git a/tfjs-core/src/profiler_test.ts b/tfjs-core/src/profiler_test.ts
index f1e180c5a3f..2b8648d8dd2 100644
--- a/tfjs-core/src/profiler_test.ts
+++ b/tfjs-core/src/profiler_test.ts
@@ -17,7 +17,7 @@
 
 import {BackendTimer, BackendTimingInfo} from './backends/backend';
 import * as tf from './index';
-import {describeWithFlags, SYNC_BACKEND_ENVS} from './jasmine_util';
+import {ALL_ENVS, describeWithFlags, SYNC_BACKEND_ENVS} from './jasmine_util';
 import {checkComputationForErrors, KernelProfile, Logger, Profiler} from './profiler';
 import {Tensor} from './tensor';
 import {NamedTensorMap} from './tensor_types';
@@ -217,3 +217,28 @@ describe('profiler.checkComputationForErrors', () => {
         .toBe(false);
   });
 });
+
+describeWithFlags('profiler.Logger', ALL_ENVS, () => {
+  it('skips logging for undefined input node in input tensor map', () => {
+    const kernelName = 'FusedConv2D';
+    const vals = new Float32Array(1);
+    const outputs = tf.tensor1d([1]);
+    const timeMs = 10;
+    const inputs: NamedTensorMap = {
+      'x': tf.tensor1d([1]),
+      'filter': tf.tensor1d([1]),
+      'bias': tf.tensor1d([1]),
+      'preluActivationWeights': undefined
+    };
+    const extraInfo = '';
+    const logger = new Logger();
+    spyOn(console, 'log');
+    const consoleLogSpy = console.log as jasmine.Spy;
+
+    logger.logKernelProfile(
+        kernelName, outputs, vals, timeMs, inputs, extraInfo);
+
+    expect(consoleLogSpy.calls.first().args)
+        .not.toContain('preluActivationWeights');
+  });
+});