diff --git a/invokeai/frontend/web/public/locales/en.json b/invokeai/frontend/web/public/locales/en.json
index 7a2ecc7e5a..748082ae28 100644
--- a/invokeai/frontend/web/public/locales/en.json
+++ b/invokeai/frontend/web/public/locales/en.json
@@ -1768,7 +1768,9 @@
             "containerPlaceholder": "Empty Container",
             "headingPlaceholder": "Empty Heading",
             "textPlaceholder": "Empty Text",
-            "workflowBuilderAlphaWarning": "The workflow builder is currently in alpha. There may be breaking changes before the stable release."
+            "workflowBuilderAlphaWarning": "The workflow builder is currently in alpha. There may be breaking changes before the stable release.",
+            "minimum": "Minimum",
+            "maximum": "Maximum"
         }
     },
     "controlLayers": {
diff --git a/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/FloatField/FloatFieldInput.tsx b/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/FloatField/FloatFieldInput.tsx
index 3d8c1228dc..e7df094ee3 100644
--- a/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/FloatField/FloatFieldInput.tsx
+++ b/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/FloatField/FloatFieldInput.tsx
@@ -3,24 +3,35 @@ import { useFloatField } from 'features/nodes/components/flow/nodes/Invocation/f
 import type { FieldComponentProps } from 'features/nodes/components/flow/nodes/Invocation/fields/inputs/types';
 import { NO_DRAG_CLASS } from 'features/nodes/types/constants';
 import type { FloatFieldInputInstance, FloatFieldInputTemplate } from 'features/nodes/types/field';
+import type { NodeFieldFloatSettings } from 'features/nodes/types/workflow';
 import { memo } from 'react';
 
-export const FloatFieldInput = memo((props: FieldComponentProps<FloatFieldInputInstance, FloatFieldInputTemplate>) => {
-  const { defaultValue, onChange, value, min, max, step, fineStep } = useFloatField(props);
+export const FloatFieldInput = memo(
+  (
+    props: FieldComponentProps<FloatFieldInputInstance, FloatFieldInputTemplate, { settings?: NodeFieldFloatSettings }>
+  ) => {
+    const { nodeId, field, fieldTemplate, settings } = props;
+    const { defaultValue, onChange, min, max, step, fineStep } = useFloatField(
+      nodeId,
+      field.name,
+      fieldTemplate,
+      settings
+    );
 
-  return (
-    <CompositeNumberInput
-      defaultValue={defaultValue}
-      onChange={onChange}
-      value={value}
-      min={min}
-      max={max}
-      step={step}
-      fineStep={fineStep}
-      className={NO_DRAG_CLASS}
-      flex="1 1 0"
-    />
-  );
-});
+    return (
+      <CompositeNumberInput
+        defaultValue={defaultValue}
+        onChange={onChange}
+        value={field.value}
+        min={min}
+        max={max}
+        step={step}
+        fineStep={fineStep}
+        className={NO_DRAG_CLASS}
+        flex="1 1 0"
+      />
+    );
+  }
+);
 
 FloatFieldInput.displayName = 'FloatFieldInput ';
diff --git a/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/FloatField/FloatFieldInputAndSlider.tsx b/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/FloatField/FloatFieldInputAndSlider.tsx
index e52ef5e388..df9ff4eeab 100644
--- a/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/FloatField/FloatFieldInputAndSlider.tsx
+++ b/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/FloatField/FloatFieldInputAndSlider.tsx
@@ -3,18 +3,27 @@ import { useFloatField } from 'features/nodes/components/flow/nodes/Invocation/f
 import type { FieldComponentProps } from 'features/nodes/components/flow/nodes/Invocation/fields/inputs/types';
 import { NO_DRAG_CLASS } from 'features/nodes/types/constants';
 import type { FloatFieldInputInstance, FloatFieldInputTemplate } from 'features/nodes/types/field';
+import type { NodeFieldFloatSettings } from 'features/nodes/types/workflow';
 import { memo } from 'react';
 
 export const FloatFieldInputAndSlider = memo(
-  (props: FieldComponentProps<FloatFieldInputInstance, FloatFieldInputTemplate>) => {
-    const { defaultValue, onChange, value, min, max, step, fineStep } = useFloatField(props);
+  (
+    props: FieldComponentProps<FloatFieldInputInstance, FloatFieldInputTemplate, { settings?: NodeFieldFloatSettings }>
+  ) => {
+    const { nodeId, field, fieldTemplate, settings } = props;
+    const { defaultValue, onChange, min, max, step, fineStep } = useFloatField(
+      nodeId,
+      field.name,
+      fieldTemplate,
+      settings
+    );
 
     return (
       <>
         <CompositeSlider
           defaultValue={defaultValue}
           onChange={onChange}
-          value={value}
+          value={field.value}
           min={min}
           max={max}
           step={step}
@@ -27,7 +36,7 @@ export const FloatFieldInputAndSlider = memo(
         <CompositeNumberInput
           defaultValue={defaultValue}
           onChange={onChange}
-          value={value}
+          value={field.value}
           min={min}
           max={max}
           step={step}
diff --git a/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/FloatField/FloatFieldSlider.tsx b/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/FloatField/FloatFieldSlider.tsx
index e61ffd2e34..e368efc550 100644
--- a/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/FloatField/FloatFieldSlider.tsx
+++ b/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/FloatField/FloatFieldSlider.tsx
@@ -3,26 +3,37 @@ import { useFloatField } from 'features/nodes/components/flow/nodes/Invocation/f
 import type { FieldComponentProps } from 'features/nodes/components/flow/nodes/Invocation/fields/inputs/types';
 import { NO_DRAG_CLASS } from 'features/nodes/types/constants';
 import type { FloatFieldInputInstance, FloatFieldInputTemplate } from 'features/nodes/types/field';
+import type { NodeFieldFloatSettings } from 'features/nodes/types/workflow';
 import { memo } from 'react';
 
-export const FloatFieldSlider = memo((props: FieldComponentProps<FloatFieldInputInstance, FloatFieldInputTemplate>) => {
-  const { defaultValue, onChange, value, min, max, step, fineStep } = useFloatField(props);
+export const FloatFieldSlider = memo(
+  (
+    props: FieldComponentProps<FloatFieldInputInstance, FloatFieldInputTemplate, { settings?: NodeFieldFloatSettings }>
+  ) => {
+    const { nodeId, field, fieldTemplate, settings } = props;
+    const { defaultValue, onChange, min, max, step, fineStep } = useFloatField(
+      nodeId,
+      field.name,
+      fieldTemplate,
+      settings
+    );
 
-  return (
-    <CompositeSlider
-      defaultValue={defaultValue}
-      onChange={onChange}
-      value={value}
-      min={min}
-      max={max}
-      step={step}
-      fineStep={fineStep}
-      className={NO_DRAG_CLASS}
-      marks
-      withThumbTooltip
-      flex="1 1 0"
-    />
-  );
-});
+    return (
+      <CompositeSlider
+        defaultValue={defaultValue}
+        onChange={onChange}
+        value={field.value}
+        min={min}
+        max={max}
+        step={step}
+        fineStep={fineStep}
+        className={NO_DRAG_CLASS}
+        marks
+        withThumbTooltip
+        flex="1 1 0"
+      />
+    );
+  }
+);
 
 FloatFieldSlider.displayName = 'FloatFieldSlider ';
diff --git a/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/FloatField/useFloatField.ts b/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/FloatField/useFloatField.ts
index 15779bf0de..0540bbe187 100644
--- a/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/FloatField/useFloatField.ts
+++ b/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/FloatField/useFloatField.ts
@@ -1,65 +1,93 @@
 import { NUMPY_RAND_MAX } from 'app/constants';
 import { useAppDispatch } from 'app/store/storeHooks';
-import type { FieldComponentProps } from 'features/nodes/components/flow/nodes/Invocation/fields/inputs/types';
+import { roundDownToMultiple, roundUpToMultiple } from 'common/util/roundDownToMultiple';
 import { fieldFloatValueChanged } from 'features/nodes/store/nodesSlice';
-import type { FloatFieldInputInstance, FloatFieldInputTemplate } from 'features/nodes/types/field';
+import type { FloatFieldInputTemplate } from 'features/nodes/types/field';
+import { constrainNumber } from 'features/nodes/util/constrainNumber';
 import { isNil } from 'lodash-es';
 import { useCallback, useMemo } from 'react';
 
-export const useFloatField = (props: FieldComponentProps<FloatFieldInputInstance, FloatFieldInputTemplate>) => {
-  const { nodeId, field, fieldTemplate } = props;
+export const useFloatField = (
+  nodeId: string,
+  fieldName: string,
+  fieldTemplate: FloatFieldInputTemplate,
+  overrides: { min?: number; max?: number; step?: number } = {}
+) => {
+  const { min: overrideMin, max: overrideMax, step: overrideStep } = overrides;
   const dispatch = useAppDispatch();
 
-  const onChange = useCallback(
-    (value: number) => {
-      dispatch(fieldFloatValueChanged({ nodeId, fieldName: field.name, value }));
-    },
-    [dispatch, field.name, nodeId]
-  );
-
-  const min = useMemo(() => {
-    let min = -NUMPY_RAND_MAX;
-    if (!isNil(fieldTemplate.minimum)) {
-      min = fieldTemplate.minimum;
-    }
-    if (!isNil(fieldTemplate.exclusiveMinimum)) {
-      min = fieldTemplate.exclusiveMinimum + 0.01;
-    }
-    return min;
-  }, [fieldTemplate.exclusiveMinimum, fieldTemplate.minimum]);
-
-  const max = useMemo(() => {
-    let max = NUMPY_RAND_MAX;
-    if (!isNil(fieldTemplate.maximum)) {
-      max = fieldTemplate.maximum;
-    }
-    if (!isNil(fieldTemplate.exclusiveMaximum)) {
-      max = fieldTemplate.exclusiveMaximum - 0.01;
-    }
-    return max;
-  }, [fieldTemplate.exclusiveMaximum, fieldTemplate.maximum]);
-
   const step = useMemo(() => {
+    if (overrideStep !== undefined) {
+      return overrideStep;
+    }
     if (isNil(fieldTemplate.multipleOf)) {
       return 0.1;
     }
     return fieldTemplate.multipleOf;
-  }, [fieldTemplate.multipleOf]);
+  }, [fieldTemplate.multipleOf, overrideStep]);
 
   const fineStep = useMemo(() => {
+    if (overrideStep !== undefined) {
+      return overrideStep;
+    }
     if (isNil(fieldTemplate.multipleOf)) {
       return 0.01;
     }
     return fieldTemplate.multipleOf;
-  }, [fieldTemplate.multipleOf]);
+  }, [fieldTemplate.multipleOf, overrideStep]);
+
+  const min = useMemo(() => {
+    let min = -NUMPY_RAND_MAX;
+
+    if (overrideMin !== undefined) {
+      min = overrideMin;
+    } else if (!isNil(fieldTemplate.minimum)) {
+      min = fieldTemplate.minimum;
+    } else if (!isNil(fieldTemplate.exclusiveMinimum)) {
+      min = fieldTemplate.exclusiveMinimum + 0.01;
+    }
+
+    return roundUpToMultiple(min, step);
+  }, [fieldTemplate.exclusiveMinimum, fieldTemplate.minimum, overrideMin, step]);
+
+  const max = useMemo(() => {
+    let max = NUMPY_RAND_MAX;
+
+    if (overrideMax !== undefined) {
+      max = overrideMax;
+    } else if (!isNil(fieldTemplate.maximum)) {
+      max = fieldTemplate.maximum;
+    } else if (!isNil(fieldTemplate.exclusiveMaximum)) {
+      max = fieldTemplate.exclusiveMaximum - 0.01;
+    }
+
+    return roundDownToMultiple(max, step);
+  }, [fieldTemplate.exclusiveMaximum, fieldTemplate.maximum, overrideMax, step]);
+
+  const constrainValue = useCallback(
+    (v: number) =>
+      constrainNumber(
+        v,
+        { min, max, multipleOf: step },
+        { min: overrideMin, max: overrideMax, multipleOf: overrideStep }
+      ),
+    [max, min, overrideMax, overrideMin, overrideStep, step]
+  );
+
+  const onChange = useCallback(
+    (value: number) => {
+      dispatch(fieldFloatValueChanged({ nodeId, fieldName, value }));
+    },
+    [dispatch, fieldName, nodeId]
+  );
 
   return {
     defaultValue: fieldTemplate.default,
     onChange,
-    value: field.value,
     min,
     max,
     step,
     fineStep,
+    constrainValue,
   };
 };
diff --git a/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/InputFieldRenderer.tsx b/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/InputFieldRenderer.tsx
index ae57b87c6e..131fffec67 100644
--- a/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/InputFieldRenderer.tsx
+++ b/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/InputFieldRenderer.tsx
@@ -95,6 +95,8 @@ import {
 } from 'features/nodes/types/field';
 import type { NodeFieldElement } from 'features/nodes/types/workflow';
 import { memo } from 'react';
+import type { Equals } from 'tsafe';
+import { assert } from 'tsafe';
 
 import BoardFieldInputComponent from './inputs/BoardFieldInputComponent';
 import BooleanFieldInputComponent from './inputs/BooleanFieldInputComponent';
@@ -157,6 +159,8 @@ export const InputFieldRenderer = memo(({ nodeId, fieldName, settings }: Props)
       return <StringFieldInput nodeId={nodeId} field={field} fieldTemplate={template} />;
     } else if (settings.component === 'textarea') {
       return <StringFieldTextarea nodeId={nodeId} field={field} fieldTemplate={template} />;
+    } else {
+      assert<Equals<never, typeof settings.component>>(false, 'Unexpected settings.component');
     }
   }
 
@@ -171,32 +175,47 @@ export const InputFieldRenderer = memo(({ nodeId, fieldName, settings }: Props)
     if (!isIntegerFieldInputInstance(field)) {
       return null;
     }
-    if (settings?.type !== 'integer-field-config') {
+    if (!settings || settings.type !== 'integer-field-config') {
       return <IntegerFieldInput nodeId={nodeId} field={field} fieldTemplate={template} />;
     }
+
     if (settings.component === 'number-input') {
       return <IntegerFieldInput nodeId={nodeId} field={field} fieldTemplate={template} />;
-    } else if (settings.component === 'slider') {
+    }
+
+    if (settings.component === 'slider') {
       return <IntegerFieldSlider nodeId={nodeId} field={field} fieldTemplate={template} />;
-    } else if (settings.component === 'number-input-and-slider') {
+    }
+
+    if (settings.component === 'number-input-and-slider') {
       return <IntegerFieldInputAndSlider nodeId={nodeId} field={field} fieldTemplate={template} />;
     }
+
+    assert<Equals<never, typeof settings.component>>(false, 'Unexpected settings.component');
   }
 
   if (isFloatFieldInputTemplate(template)) {
     if (!isFloatFieldInputInstance(field)) {
       return null;
     }
-    if (settings?.type !== 'float-field-config') {
+
+    if (!settings || settings.type !== 'float-field-config') {
       return <FloatFieldInput nodeId={nodeId} field={field} fieldTemplate={template} />;
     }
+
     if (settings.component === 'number-input') {
-      return <FloatFieldInput nodeId={nodeId} field={field} fieldTemplate={template} />;
-    } else if (settings.component === 'slider') {
-      return <FloatFieldSlider nodeId={nodeId} field={field} fieldTemplate={template} />;
-    } else if (settings.component === 'number-input-and-slider') {
-      return <FloatFieldInputAndSlider nodeId={nodeId} field={field} fieldTemplate={template} />;
+      return <FloatFieldInput nodeId={nodeId} field={field} fieldTemplate={template} settings={settings} />;
     }
+
+    if (settings.component === 'slider') {
+      return <FloatFieldSlider nodeId={nodeId} field={field} fieldTemplate={template} settings={settings} />;
+    }
+
+    if (settings.component === 'number-input-and-slider') {
+      return <FloatFieldInputAndSlider nodeId={nodeId} field={field} fieldTemplate={template} settings={settings} />;
+    }
+
+    assert<Equals<never, typeof settings.component>>(false, 'Unexpected settings.component');
   }
 
   if (isIntegerFieldCollectionInputTemplate(template)) {
diff --git a/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/IntegerField/IntegerFieldInput.tsx b/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/IntegerField/IntegerFieldInput.tsx
index 15a2e4c7ff..9ca2819bf3 100644
--- a/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/IntegerField/IntegerFieldInput.tsx
+++ b/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/IntegerField/IntegerFieldInput.tsx
@@ -3,23 +3,37 @@ import type { FieldComponentProps } from 'features/nodes/components/flow/nodes/I
 import { useIntegerField } from 'features/nodes/components/flow/nodes/Invocation/fields/IntegerField/useIntegerField';
 import { NO_DRAG_CLASS } from 'features/nodes/types/constants';
 import type { IntegerFieldInputInstance, IntegerFieldInputTemplate } from 'features/nodes/types/field';
+import type { NodeFieldIntegerSettings } from 'features/nodes/types/workflow';
 import { memo } from 'react';
 
 export const IntegerFieldInput = memo(
-  (props: FieldComponentProps<IntegerFieldInputInstance, IntegerFieldInputTemplate>) => {
-    const { defaultValue, onChange, value, min, max, step, fineStep } = useIntegerField(props);
+  (
+    props: FieldComponentProps<
+      IntegerFieldInputInstance,
+      IntegerFieldInputTemplate,
+      { settings?: NodeFieldIntegerSettings }
+    >
+  ) => {
+    const { nodeId, field, fieldTemplate, settings } = props;
+    const { defaultValue, onChange, min, max, step, fineStep, constrainValue } = useIntegerField(
+      nodeId,
+      field.name,
+      fieldTemplate,
+      settings
+    );
 
     return (
       <CompositeNumberInput
         defaultValue={defaultValue}
         onChange={onChange}
-        value={value}
+        value={field.value}
         min={min}
         max={max}
         step={step}
         fineStep={fineStep}
         className={NO_DRAG_CLASS}
         flex="1 1 0"
+        constrainValue={constrainValue}
       />
     );
   }
diff --git a/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/IntegerField/IntegerFieldInputAndSlider.tsx b/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/IntegerField/IntegerFieldInputAndSlider.tsx
index 85a7a6a0b1..715f40d92d 100644
--- a/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/IntegerField/IntegerFieldInputAndSlider.tsx
+++ b/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/IntegerField/IntegerFieldInputAndSlider.tsx
@@ -3,18 +3,31 @@ import type { FieldComponentProps } from 'features/nodes/components/flow/nodes/I
 import { useIntegerField } from 'features/nodes/components/flow/nodes/Invocation/fields/IntegerField/useIntegerField';
 import { NO_DRAG_CLASS } from 'features/nodes/types/constants';
 import type { IntegerFieldInputInstance, IntegerFieldInputTemplate } from 'features/nodes/types/field';
+import type { NodeFieldIntegerSettings } from 'features/nodes/types/workflow';
 import { memo } from 'react';
 
 export const IntegerFieldInputAndSlider = memo(
-  (props: FieldComponentProps<IntegerFieldInputInstance, IntegerFieldInputTemplate>) => {
-    const { defaultValue, onChange, value, min, max, step, fineStep } = useIntegerField(props);
+  (
+    props: FieldComponentProps<
+      IntegerFieldInputInstance,
+      IntegerFieldInputTemplate,
+      { settings?: NodeFieldIntegerSettings }
+    >
+  ) => {
+    const { nodeId, field, fieldTemplate, settings } = props;
+    const { defaultValue, onChange, min, max, step, fineStep } = useIntegerField(
+      nodeId,
+      field.name,
+      fieldTemplate,
+      settings
+    );
 
     return (
       <>
         <CompositeSlider
           defaultValue={defaultValue}
           onChange={onChange}
-          value={value}
+          value={field.value}
           min={min}
           max={max}
           step={step}
@@ -27,7 +40,7 @@ export const IntegerFieldInputAndSlider = memo(
         <CompositeNumberInput
           defaultValue={defaultValue}
           onChange={onChange}
-          value={value}
+          value={field.value}
           min={min}
           max={max}
           step={step}
diff --git a/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/IntegerField/IntegerFieldSlider.tsx b/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/IntegerField/IntegerFieldSlider.tsx
index d6bb67e8b2..fb9379d7b1 100644
--- a/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/IntegerField/IntegerFieldSlider.tsx
+++ b/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/IntegerField/IntegerFieldSlider.tsx
@@ -3,17 +3,30 @@ import type { FieldComponentProps } from 'features/nodes/components/flow/nodes/I
 import { useIntegerField } from 'features/nodes/components/flow/nodes/Invocation/fields/IntegerField/useIntegerField';
 import { NO_DRAG_CLASS } from 'features/nodes/types/constants';
 import type { IntegerFieldInputInstance, IntegerFieldInputTemplate } from 'features/nodes/types/field';
+import type { NodeFieldIntegerSettings } from 'features/nodes/types/workflow';
 import { memo } from 'react';
 
 export const IntegerFieldSlider = memo(
-  (props: FieldComponentProps<IntegerFieldInputInstance, IntegerFieldInputTemplate>) => {
-    const { defaultValue, onChange, value, min, max, step, fineStep } = useIntegerField(props);
+  (
+    props: FieldComponentProps<
+      IntegerFieldInputInstance,
+      IntegerFieldInputTemplate,
+      { settings?: NodeFieldIntegerSettings }
+    >
+  ) => {
+    const { nodeId, field, fieldTemplate, settings } = props;
+    const { defaultValue, onChange, min, max, step, fineStep } = useIntegerField(
+      nodeId,
+      field.name,
+      fieldTemplate,
+      settings
+    );
 
     return (
       <CompositeSlider
         defaultValue={defaultValue}
         onChange={onChange}
-        value={value}
+        value={field.value}
         min={min}
         max={max}
         step={step}
diff --git a/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/IntegerField/useIntegerField.ts b/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/IntegerField/useIntegerField.ts
index ccc330feaa..27b447201e 100644
--- a/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/IntegerField/useIntegerField.ts
+++ b/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/IntegerField/useIntegerField.ts
@@ -1,65 +1,93 @@
 import { NUMPY_RAND_MAX } from 'app/constants';
 import { useAppDispatch } from 'app/store/storeHooks';
-import type { FieldComponentProps } from 'features/nodes/components/flow/nodes/Invocation/fields/inputs/types';
+import { roundDownToMultiple, roundUpToMultiple } from 'common/util/roundDownToMultiple';
 import { fieldIntegerValueChanged } from 'features/nodes/store/nodesSlice';
-import type { IntegerFieldInputInstance, IntegerFieldInputTemplate } from 'features/nodes/types/field';
+import type { IntegerFieldInputTemplate } from 'features/nodes/types/field';
+import { constrainNumber } from 'features/nodes/util/constrainNumber';
 import { isNil } from 'lodash-es';
 import { useCallback, useMemo } from 'react';
 
-export const useIntegerField = (props: FieldComponentProps<IntegerFieldInputInstance, IntegerFieldInputTemplate>) => {
-  const { nodeId, field, fieldTemplate } = props;
+export const useIntegerField = (
+  nodeId: string,
+  fieldName: string,
+  fieldTemplate: IntegerFieldInputTemplate,
+  overrides: { min?: number; max?: number; step?: number } = {}
+) => {
+  const { min: overrideMin, max: overrideMax, step: overrideStep } = overrides;
   const dispatch = useAppDispatch();
 
-  const onChange = useCallback(
-    (value: number) => {
-      dispatch(fieldIntegerValueChanged({ nodeId, fieldName: field.name, value: Math.floor(Number(value)) }));
-    },
-    [dispatch, field.name, nodeId]
-  );
+  const step = useMemo(() => {
+    if (overrideStep !== undefined) {
+      return overrideStep;
+    }
+    if (isNil(fieldTemplate.multipleOf)) {
+      return 1;
+    }
+    return fieldTemplate.multipleOf;
+  }, [fieldTemplate.multipleOf, overrideStep]);
+
+  const fineStep = useMemo(() => {
+    if (overrideStep !== undefined) {
+      return overrideStep;
+    }
+    if (isNil(fieldTemplate.multipleOf)) {
+      return 1;
+    }
+    return fieldTemplate.multipleOf;
+  }, [fieldTemplate.multipleOf, overrideStep]);
 
   const min = useMemo(() => {
     let min = -NUMPY_RAND_MAX;
-    if (!isNil(fieldTemplate.minimum)) {
+
+    if (overrideMin !== undefined) {
+      min = overrideMin;
+    } else if (!isNil(fieldTemplate.minimum)) {
       min = fieldTemplate.minimum;
-    }
-    if (!isNil(fieldTemplate.exclusiveMinimum)) {
+    } else if (!isNil(fieldTemplate.exclusiveMinimum)) {
       min = fieldTemplate.exclusiveMinimum + 1;
     }
-    return min;
-  }, [fieldTemplate.exclusiveMinimum, fieldTemplate.minimum]);
+
+    return roundUpToMultiple(min, step);
+  }, [fieldTemplate.exclusiveMinimum, fieldTemplate.minimum, overrideMin, step]);
 
   const max = useMemo(() => {
     let max = NUMPY_RAND_MAX;
-    if (!isNil(fieldTemplate.maximum)) {
+
+    if (overrideMax !== undefined) {
+      max = overrideMax;
+    } else if (!isNil(fieldTemplate.maximum)) {
       max = fieldTemplate.maximum;
-    }
-    if (!isNil(fieldTemplate.exclusiveMaximum)) {
+    } else if (!isNil(fieldTemplate.exclusiveMaximum)) {
       max = fieldTemplate.exclusiveMaximum - 1;
     }
-    return max;
-  }, [fieldTemplate.exclusiveMaximum, fieldTemplate.maximum]);
 
-  const step = useMemo(() => {
-    if (isNil(fieldTemplate.multipleOf)) {
-      return 1;
-    }
-    return fieldTemplate.multipleOf;
-  }, [fieldTemplate.multipleOf]);
+    return roundDownToMultiple(max, step);
+  }, [fieldTemplate.exclusiveMaximum, fieldTemplate.maximum, overrideMax, step]);
 
-  const fineStep = useMemo(() => {
-    if (isNil(fieldTemplate.multipleOf)) {
-      return 1;
-    }
-    return fieldTemplate.multipleOf;
-  }, [fieldTemplate.multipleOf]);
+  const constrainValue = useCallback(
+    (v: number) =>
+      constrainNumber(
+        v,
+        { min, max, multipleOf: step },
+        { min: overrideMin, max: overrideMax, multipleOf: overrideStep }
+      ),
+    [max, min, overrideMax, overrideMin, overrideStep, step]
+  );
+
+  const onChange = useCallback(
+    (value: number) => {
+      dispatch(fieldIntegerValueChanged({ nodeId, fieldName, value }));
+    },
+    [dispatch, fieldName, nodeId]
+  );
 
   return {
     defaultValue: fieldTemplate.default,
     onChange,
-    value: field.value,
     min,
     max,
     step,
     fineStep,
+    constrainValue,
   };
 };
diff --git a/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/inputs/types.ts b/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/inputs/types.ts
index 7ebb019e6c..d495c882d9 100644
--- a/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/inputs/types.ts
+++ b/invokeai/frontend/web/src/features/nodes/components/flow/nodes/Invocation/fields/inputs/types.ts
@@ -1,7 +1,11 @@
 import type { FieldInputInstance, FieldInputTemplate } from 'features/nodes/types/field';
 
-export type FieldComponentProps<V extends FieldInputInstance, T extends FieldInputTemplate, C = void> = {
+export type FieldComponentProps<
+  TFieldInstance extends FieldInputInstance,
+  TFieldTemplate extends FieldInputTemplate,
+  FieldSettings = void,
+> = {
   nodeId: string;
-  field: V;
-  fieldTemplate: T;
-} & Omit<C, 'nodeId' | 'field' | 'fieldTemplate'>;
+  field: TFieldInstance;
+  fieldTemplate: TFieldTemplate;
+} & Omit<FieldSettings, 'nodeId' | 'field' | 'fieldTemplate'>;
diff --git a/invokeai/frontend/web/src/features/nodes/components/sidePanel/builder/NodeFieldElementFloatSettings.tsx b/invokeai/frontend/web/src/features/nodes/components/sidePanel/builder/NodeFieldElementFloatSettings.tsx
index a5b7657dd6..01c54416ff 100644
--- a/invokeai/frontend/web/src/features/nodes/components/sidePanel/builder/NodeFieldElementFloatSettings.tsx
+++ b/invokeai/frontend/web/src/features/nodes/components/sidePanel/builder/NodeFieldElementFloatSettings.tsx
@@ -1,12 +1,35 @@
-import { FormControl, FormLabel, Select } from '@invoke-ai/ui-library';
+import { CompositeNumberInput, Flex, FormControl, FormLabel, Select, Switch } from '@invoke-ai/ui-library';
 import { useAppDispatch } from 'app/store/storeHooks';
+import { useFloatField } from 'features/nodes/components/flow/nodes/Invocation/fields/FloatField/useFloatField';
+import { useInputFieldInstance } from 'features/nodes/hooks/useInputFieldInstance';
+import { fieldFloatValueChanged } from 'features/nodes/store/nodesSlice';
 import { formElementNodeFieldDataChanged } from 'features/nodes/store/workflowSlice';
+import type { FloatFieldInputInstance, FloatFieldInputTemplate } from 'features/nodes/types/field';
 import { type NodeFieldFloatSettings, zNumberComponent } from 'features/nodes/types/workflow';
 import type { ChangeEvent } from 'react';
 import { memo, useCallback } from 'react';
 import { useTranslation } from 'react-i18next';
 
-export const NodeFieldElementFloatSettings = memo(({ id, config }: { id: string; config: NodeFieldFloatSettings }) => {
+type Props = {
+  id: string;
+  config: NodeFieldFloatSettings;
+  nodeId: string;
+  fieldName: string;
+  fieldTemplate: FloatFieldInputTemplate;
+};
+
+export const NodeFieldElementFloatSettings = memo(({ id, config, nodeId, fieldName, fieldTemplate }: Props) => {
+  return (
+    <>
+      <SettingComponent id={id} config={config} nodeId={nodeId} fieldName={fieldName} fieldTemplate={fieldTemplate} />
+      <SettingMin id={id} config={config} nodeId={nodeId} fieldName={fieldName} fieldTemplate={fieldTemplate} />
+      <SettingMax id={id} config={config} nodeId={nodeId} fieldName={fieldName} fieldTemplate={fieldTemplate} />
+    </>
+  );
+});
+NodeFieldElementFloatSettings.displayName = 'NodeFieldElementFloatSettings';
+
+const SettingComponent = memo(({ id, config }: Props) => {
   const { t } = useTranslation();
   const dispatch = useAppDispatch();
 
@@ -22,7 +45,7 @@ export const NodeFieldElementFloatSettings = memo(({ id, config }: { id: string;
   );
 
   return (
-    <FormControl>
+    <FormControl orientation="vertical">
       <FormLabel flex={1}>{t('workflows.builder.component')}</FormLabel>
       <Select value={config.component} onChange={onChangeComponent} size="sm">
         <option value="number-input">{t('workflows.builder.numberInput')}</option>
@@ -32,4 +55,113 @@ export const NodeFieldElementFloatSettings = memo(({ id, config }: { id: string;
     </FormControl>
   );
 });
-NodeFieldElementFloatSettings.displayName = 'NodeFieldElementFloatSettings';
+SettingComponent.displayName = 'SettingComponent';
+
+const SettingMin = memo(({ id, config, nodeId, fieldName, fieldTemplate }: Props) => {
+  const { t } = useTranslation();
+  const dispatch = useAppDispatch();
+  const field = useInputFieldInstance<FloatFieldInputInstance>(nodeId, fieldName);
+
+  const floatField = useFloatField(nodeId, fieldName, fieldTemplate);
+
+  const onToggleSetting = useCallback(() => {
+    const newConfig: NodeFieldFloatSettings = {
+      ...config,
+      min: config.min !== undefined ? undefined : floatField.min,
+    };
+    dispatch(formElementNodeFieldDataChanged({ id, changes: { settings: newConfig } }));
+  }, [config, dispatch, floatField.min, id]);
+
+  const onChange = useCallback(
+    (v: number) => {
+      const newConfig: NodeFieldFloatSettings = {
+        ...config,
+        min: v,
+      };
+      dispatch(formElementNodeFieldDataChanged({ id, changes: { settings: newConfig } }));
+      const constrained = constrain(v, floatField, newConfig);
+      if (field.value !== constrained) {
+        dispatch(fieldFloatValueChanged({ nodeId, fieldName, value: v }));
+      }
+    },
+    [config, dispatch, field.value, fieldName, floatField, id, nodeId]
+  );
+
+  return (
+    <FormControl orientation="vertical">
+      <Flex justifyContent="space-between" w="full" alignItems="center">
+        <FormLabel m={0}>{t('workflows.builder.minimum')}</FormLabel>
+        <Switch isChecked={config.min !== undefined} onChange={onToggleSetting} size="sm" />
+      </Flex>
+      <CompositeNumberInput
+        w="full"
+        isDisabled={config.min === undefined}
+        value={config.min === undefined ? (`${floatField.min} (inherited)` as unknown as number) : config.min}
+        onChange={onChange}
+        min={floatField.min}
+        max={(config.max ?? floatField.max) - 0.1}
+      />
+    </FormControl>
+  );
+});
+SettingMin.displayName = 'SettingMin';
+
+const SettingMax = memo(({ id, config, nodeId, fieldName, fieldTemplate }: Props) => {
+  const { t } = useTranslation();
+  const dispatch = useAppDispatch();
+  const field = useInputFieldInstance<FloatFieldInputInstance>(nodeId, fieldName);
+
+  const floatField = useFloatField(nodeId, fieldName, fieldTemplate);
+
+  const onToggleSetting = useCallback(() => {
+    const newConfig: NodeFieldFloatSettings = {
+      ...config,
+      max: config.max !== undefined ? undefined : floatField.max,
+    };
+    dispatch(formElementNodeFieldDataChanged({ id, changes: { settings: newConfig } }));
+  }, [config, dispatch, floatField.max, id]);
+
+  const onChange = useCallback(
+    (v: number) => {
+      const newConfig: NodeFieldFloatSettings = {
+        ...config,
+        max: v,
+      };
+      dispatch(formElementNodeFieldDataChanged({ id, changes: { settings: newConfig } }));
+      const constrained = constrain(v, floatField, newConfig);
+      if (field.value !== constrained) {
+        dispatch(fieldFloatValueChanged({ nodeId, fieldName, value: v }));
+      }
+    },
+    [config, dispatch, field.value, fieldName, floatField, id, nodeId]
+  );
+
+  return (
+    <FormControl orientation="vertical">
+      <Flex justifyContent="space-between" w="full" alignItems="center">
+        <FormLabel m={0}>{t('workflows.builder.maximum')}</FormLabel>
+        <Switch isChecked={config.max !== undefined} onChange={onToggleSetting} size="sm" />
+      </Flex>
+      <CompositeNumberInput
+        w="full"
+        isDisabled={config.max === undefined}
+        value={config.max === undefined ? (`${floatField.max} (inherited)` as unknown as number) : config.max}
+        onChange={onChange}
+        min={(config.min ?? floatField.min) + 0.1}
+        max={floatField.max}
+      />
+    </FormControl>
+  );
+});
+SettingMax.displayName = 'SettingMax';
+
+const constrain = (v: number, fieldSettings: ReturnType<typeof useFloatField>, overrides: NodeFieldFloatSettings) => {
+  const min = overrides.min ?? fieldSettings.min;
+  const max = overrides.max ?? fieldSettings.max;
+  const step = overrides.step ?? fieldSettings.step;
+
+  const _v = Math.min(max, Math.max(min, v));
+  const _diff = _v - min;
+  const _steps = Math.round(_diff / step);
+  return min + _steps * step;
+};
diff --git a/invokeai/frontend/web/src/features/nodes/components/sidePanel/builder/NodeFieldElementIntegerSettings.tsx b/invokeai/frontend/web/src/features/nodes/components/sidePanel/builder/NodeFieldElementIntegerSettings.tsx
index 8992aef19e..6f1fa7da69 100644
--- a/invokeai/frontend/web/src/features/nodes/components/sidePanel/builder/NodeFieldElementIntegerSettings.tsx
+++ b/invokeai/frontend/web/src/features/nodes/components/sidePanel/builder/NodeFieldElementIntegerSettings.tsx
@@ -1,37 +1,173 @@
-import { FormControl, FormLabel, Select } from '@invoke-ai/ui-library';
+import { CompositeNumberInput, Flex, FormControl, FormLabel, Select, Switch } from '@invoke-ai/ui-library';
 import { useAppDispatch } from 'app/store/storeHooks';
+import { useIntegerField } from 'features/nodes/components/flow/nodes/Invocation/fields/IntegerField/useIntegerField';
+import { useInputFieldInstance } from 'features/nodes/hooks/useInputFieldInstance';
+import { fieldIntegerValueChanged } from 'features/nodes/store/nodesSlice';
 import { formElementNodeFieldDataChanged } from 'features/nodes/store/workflowSlice';
-import { type NodeFieldIntegerSettings, zNumberComponent } from 'features/nodes/types/workflow';
+import type { IntegerFieldInputInstance, IntegerFieldInputTemplate } from 'features/nodes/types/field';
+import type { NodeFieldIntegerSettings } from 'features/nodes/types/workflow';
+import { zNumberComponent } from 'features/nodes/types/workflow';
 import type { ChangeEvent } from 'react';
 import { memo, useCallback } from 'react';
 import { useTranslation } from 'react-i18next';
+import type { PartialDeep } from 'type-fest';
 
-export const NodeFieldElementIntegerConfig = memo(
-  ({ id, config }: { id: string; config: NodeFieldIntegerSettings }) => {
-    const { t } = useTranslation();
-    const dispatch = useAppDispatch();
+type Props = {
+  id: string;
+  config: NodeFieldIntegerSettings;
+  nodeId: string;
+  fieldName: string;
+  fieldTemplate: IntegerFieldInputTemplate;
+};
 
-    const onChangeComponent = useCallback(
-      (e: ChangeEvent<HTMLSelectElement>) => {
-        const newConfig: NodeFieldIntegerSettings = {
-          ...config,
-          component: zNumberComponent.parse(e.target.value),
-        };
-        dispatch(formElementNodeFieldDataChanged({ id, changes: { settings: newConfig } }));
-      },
-      [config, dispatch, id]
-    );
+export const NodeFieldElementIntegerSettings = memo(({ id, config, nodeId, fieldName, fieldTemplate }: Props) => {
+  return (
+    <>
+      <SettingComponent id={id} config={config} nodeId={nodeId} fieldName={fieldName} fieldTemplate={fieldTemplate} />
+      <SettingMin id={id} config={config} nodeId={nodeId} fieldName={fieldName} fieldTemplate={fieldTemplate} />
+      <SettingMax id={id} config={config} nodeId={nodeId} fieldName={fieldName} fieldTemplate={fieldTemplate} />
+    </>
+  );
+});
+NodeFieldElementIntegerSettings.displayName = 'NodeFieldElementIntegerSettings';
 
-    return (
-      <FormControl>
-        <FormLabel flex={1}>{t('workflows.builder.component')}</FormLabel>
-        <Select value={config.component} onChange={onChangeComponent} size="sm">
-          <option value="number-input">{t('workflows.builder.numberInput')}</option>
-          <option value="slider">{t('workflows.builder.slider')}</option>
-          <option value="number-input-and-slider">{t('workflows.builder.both')}</option>
-        </Select>
-      </FormControl>
-    );
-  }
-);
-NodeFieldElementIntegerConfig.displayName = 'NodeFieldElementIntegerConfig';
+const SettingComponent = memo(({ id, config }: Props) => {
+  const { t } = useTranslation();
+  const dispatch = useAppDispatch();
+
+  const onChangeComponent = useCallback(
+    (e: ChangeEvent<HTMLSelectElement>) => {
+      const newConfig: NodeFieldIntegerSettings = {
+        ...config,
+        component: zNumberComponent.parse(e.target.value),
+      };
+      dispatch(formElementNodeFieldDataChanged({ id, changes: { settings: newConfig } }));
+    },
+    [config, dispatch, id]
+  );
+
+  return (
+    <FormControl orientation="vertical">
+      <FormLabel flex={1}>{t('workflows.builder.component')}</FormLabel>
+      <Select value={config.component} onChange={onChangeComponent} size="sm">
+        <option value="number-input">{t('workflows.builder.numberInput')}</option>
+        <option value="slider">{t('workflows.builder.slider')}</option>
+        <option value="number-input-and-slider">{t('workflows.builder.both')}</option>
+      </Select>
+    </FormControl>
+  );
+});
+SettingComponent.displayName = 'SettingComponent';
+
+const SettingMin = memo(({ id, config, nodeId, fieldName, fieldTemplate }: Props) => {
+  const { t } = useTranslation();
+  const dispatch = useAppDispatch();
+  const field = useInputFieldInstance<IntegerFieldInputInstance>(nodeId, fieldName);
+
+  const floatField = useIntegerField(nodeId, fieldName, fieldTemplate);
+
+  const onToggleSetting = useCallback(() => {
+    const newConfig: NodeFieldIntegerSettings = {
+      ...config,
+      min: config.min !== undefined ? undefined : floatField.min,
+    };
+    dispatch(formElementNodeFieldDataChanged({ id, changes: { settings: newConfig } }));
+  }, [config, dispatch, floatField.min, id]);
+
+  const onChange = useCallback(
+    (v: number) => {
+      const newConfig: NodeFieldIntegerSettings = {
+        ...config,
+        min: v,
+      };
+      dispatch(formElementNodeFieldDataChanged({ id, changes: { settings: newConfig } }));
+      const constrained = constrain(v, floatField, newConfig);
+      if (field.value !== constrained) {
+        dispatch(fieldIntegerValueChanged({ nodeId, fieldName, value: v }));
+      }
+    },
+    [config, dispatch, field.value, fieldName, floatField, id, nodeId]
+  );
+
+  return (
+    <FormControl orientation="vertical">
+      <Flex justifyContent="space-between" w="full" alignItems="center">
+        <FormLabel m={0}>{t('workflows.builder.minimum')}</FormLabel>
+        <Switch isChecked={config.min !== undefined} onChange={onToggleSetting} size="sm" />
+      </Flex>
+      <CompositeNumberInput
+        w="full"
+        isDisabled={config.min === undefined}
+        value={config.min === undefined ? (`${floatField.min} (inherited)` as unknown as number) : config.min}
+        onChange={onChange}
+        min={floatField.min}
+        max={(config.max ?? floatField.max) - 0.1}
+      />
+    </FormControl>
+  );
+});
+SettingMin.displayName = 'SettingMin';
+
+const SettingMax = memo(({ id, config, nodeId, fieldName, fieldTemplate }: Props) => {
+  const { t } = useTranslation();
+  const dispatch = useAppDispatch();
+  const field = useInputFieldInstance<IntegerFieldInputInstance>(nodeId, fieldName);
+
+  const floatField = useIntegerField(nodeId, fieldName, fieldTemplate);
+
+  const onToggleSetting = useCallback(() => {
+    const newConfig: NodeFieldIntegerSettings = {
+      ...config,
+      max: config.max !== undefined ? undefined : floatField.max,
+    };
+    dispatch(formElementNodeFieldDataChanged({ id, changes: { settings: newConfig } }));
+  }, [config, dispatch, floatField.max, id]);
+
+  const onChange = useCallback(
+    (v: number) => {
+      const newConfig: NodeFieldIntegerSettings = {
+        ...config,
+        max: v,
+      };
+      dispatch(formElementNodeFieldDataChanged({ id, changes: { settings: newConfig } }));
+      const constrained = constrain(v, floatField, newConfig);
+      if (field.value !== constrained) {
+        dispatch(fieldIntegerValueChanged({ nodeId, fieldName, value: v }));
+      }
+    },
+    [config, dispatch, field.value, fieldName, floatField, id, nodeId]
+  );
+
+  return (
+    <FormControl orientation="vertical">
+      <Flex justifyContent="space-between" w="full" alignItems="center">
+        <FormLabel m={0}>{t('workflows.builder.maximum')}</FormLabel>
+        <Switch isChecked={config.max !== undefined} onChange={onToggleSetting} size="sm" />
+      </Flex>
+      <CompositeNumberInput
+        w="full"
+        isDisabled={config.max === undefined}
+        value={config.max === undefined ? (`${floatField.max} (inherited)` as unknown as number) : config.max}
+        onChange={onChange}
+        min={(config.min ?? floatField.min) + 0.1}
+        max={floatField.max}
+      />
+    </FormControl>
+  );
+});
+SettingMax.displayName = 'SettingMax';
+
+type NumberConstraints = { min: number; max: number; step: number };
+
+const constrain = (v: number, constraints: NumberConstraints, overrides: PartialDeep<NumberConstraints>) => {
+  const min = overrides.min ?? constraints.min;
+  const max = overrides.max ?? constraints.max;
+  const step = overrides.step ?? constraints.step;
+
+  console.log({ min, max, step });
+
+  const _v = Math.min(max, Math.max(min, v));
+  const _diff = _v - min;
+  const _steps = Math.round(_diff / step);
+  return min + _steps * step;
+};
diff --git a/invokeai/frontend/web/src/features/nodes/components/sidePanel/builder/NodeFieldElementSettings.tsx b/invokeai/frontend/web/src/features/nodes/components/sidePanel/builder/NodeFieldElementSettings.tsx
index 7a2cff013b..1ae99862c4 100644
--- a/invokeai/frontend/web/src/features/nodes/components/sidePanel/builder/NodeFieldElementSettings.tsx
+++ b/invokeai/frontend/web/src/features/nodes/components/sidePanel/builder/NodeFieldElementSettings.tsx
@@ -1,4 +1,5 @@
 import {
+  Flex,
   FormControl,
   FormLabel,
   IconButton,
@@ -12,7 +13,7 @@ import {
 } from '@invoke-ai/ui-library';
 import { useAppDispatch } from 'app/store/storeHooks';
 import { NodeFieldElementFloatSettings } from 'features/nodes/components/sidePanel/builder/NodeFieldElementFloatSettings';
-import { NodeFieldElementIntegerConfig } from 'features/nodes/components/sidePanel/builder/NodeFieldElementIntegerSettings';
+import { NodeFieldElementIntegerSettings } from 'features/nodes/components/sidePanel/builder/NodeFieldElementIntegerSettings';
 import { NodeFieldElementStringSettings } from 'features/nodes/components/sidePanel/builder/NodeFieldElementStringSettings';
 import { useInputFieldTemplate } from 'features/nodes/hooks/useInputFieldTemplate';
 import { formElementNodeFieldDataChanged } from 'features/nodes/store/workflowSlice';
@@ -70,13 +71,31 @@ export const NodeFieldElementSettings = memo(({ element }: { element: NodeFieldE
         <PopoverContent>
           <PopoverArrow />
           <PopoverBody minW={48}>
-            <FormControl>
-              <FormLabel flex={1}>{t('workflows.builder.showDescription')}</FormLabel>
-              <Switch size="sm" isChecked={showDescription} onChange={toggleShowDescription} />
-            </FormControl>
-            {settings?.type === 'integer-field-config' && <NodeFieldElementIntegerConfig id={id} config={settings} />}
-            {settings?.type === 'float-field-config' && <NodeFieldElementFloatSettings id={id} config={settings} />}
-            {settings?.type === 'string-field-config' && <NodeFieldElementStringSettings id={id} config={settings} />}
+            <Flex w="full" h="full" gap={2} flexDir="column">
+              <FormControl>
+                <FormLabel flex={1}>{t('workflows.builder.showDescription')}</FormLabel>
+                <Switch size="sm" isChecked={showDescription} onChange={toggleShowDescription} />
+              </FormControl>
+              {settings?.type === 'integer-field-config' && isIntegerFieldInputTemplate(fieldTemplate) && (
+                <NodeFieldElementIntegerSettings
+                  id={id}
+                  config={settings}
+                  nodeId={nodeId}
+                  fieldName={fieldName}
+                  fieldTemplate={fieldTemplate}
+                />
+              )}
+              {settings?.type === 'float-field-config' && isFloatFieldInputTemplate(fieldTemplate) && (
+                <NodeFieldElementFloatSettings
+                  id={id}
+                  config={settings}
+                  nodeId={nodeId}
+                  fieldName={fieldName}
+                  fieldTemplate={fieldTemplate}
+                />
+              )}
+              {settings?.type === 'string-field-config' && <NodeFieldElementStringSettings id={id} config={settings} />}
+            </Flex>
           </PopoverBody>
         </PopoverContent>
       </Portal>
diff --git a/invokeai/frontend/web/src/features/nodes/components/sidePanel/builder/_NodeFieldElementIntegerSettings.tsx b/invokeai/frontend/web/src/features/nodes/components/sidePanel/builder/_NodeFieldElementIntegerSettings.tsx
new file mode 100644
index 0000000000..8992aef19e
--- /dev/null
+++ b/invokeai/frontend/web/src/features/nodes/components/sidePanel/builder/_NodeFieldElementIntegerSettings.tsx
@@ -0,0 +1,37 @@
+import { FormControl, FormLabel, Select } from '@invoke-ai/ui-library';
+import { useAppDispatch } from 'app/store/storeHooks';
+import { formElementNodeFieldDataChanged } from 'features/nodes/store/workflowSlice';
+import { type NodeFieldIntegerSettings, zNumberComponent } from 'features/nodes/types/workflow';
+import type { ChangeEvent } from 'react';
+import { memo, useCallback } from 'react';
+import { useTranslation } from 'react-i18next';
+
+export const NodeFieldElementIntegerConfig = memo(
+  ({ id, config }: { id: string; config: NodeFieldIntegerSettings }) => {
+    const { t } = useTranslation();
+    const dispatch = useAppDispatch();
+
+    const onChangeComponent = useCallback(
+      (e: ChangeEvent<HTMLSelectElement>) => {
+        const newConfig: NodeFieldIntegerSettings = {
+          ...config,
+          component: zNumberComponent.parse(e.target.value),
+        };
+        dispatch(formElementNodeFieldDataChanged({ id, changes: { settings: newConfig } }));
+      },
+      [config, dispatch, id]
+    );
+
+    return (
+      <FormControl>
+        <FormLabel flex={1}>{t('workflows.builder.component')}</FormLabel>
+        <Select value={config.component} onChange={onChangeComponent} size="sm">
+          <option value="number-input">{t('workflows.builder.numberInput')}</option>
+          <option value="slider">{t('workflows.builder.slider')}</option>
+          <option value="number-input-and-slider">{t('workflows.builder.both')}</option>
+        </Select>
+      </FormControl>
+    );
+  }
+);
+NodeFieldElementIntegerConfig.displayName = 'NodeFieldElementIntegerConfig';
diff --git a/invokeai/frontend/web/src/features/nodes/hooks/useInputFieldInstance.ts b/invokeai/frontend/web/src/features/nodes/hooks/useInputFieldInstance.ts
index ee1f94a30f..4650b68857 100644
--- a/invokeai/frontend/web/src/features/nodes/hooks/useInputFieldInstance.ts
+++ b/invokeai/frontend/web/src/features/nodes/hooks/useInputFieldInstance.ts
@@ -5,7 +5,7 @@ import type { FieldInputInstance } from 'features/nodes/types/field';
 import { useMemo } from 'react';
 import { assert } from 'tsafe';
 
-export const useInputFieldInstance = (nodeId: string, fieldName: string): FieldInputInstance => {
+export const useInputFieldInstance = <T extends FieldInputInstance>(nodeId: string, fieldName: string): T => {
   const selector = useMemo(
     () =>
       createSelector(selectNodesSlice, (nodes) => {
@@ -18,5 +18,5 @@ export const useInputFieldInstance = (nodeId: string, fieldName: string): FieldI
 
   const instance = useAppSelector(selector);
 
-  return instance;
+  return instance as T;
 };
diff --git a/invokeai/frontend/web/src/features/nodes/store/util/fieldValidators.ts b/invokeai/frontend/web/src/features/nodes/store/util/fieldValidators.ts
index 94fa97ecab..f238b14912 100644
--- a/invokeai/frontend/web/src/features/nodes/store/util/fieldValidators.ts
+++ b/invokeai/frontend/web/src/features/nodes/store/util/fieldValidators.ts
@@ -4,20 +4,29 @@ import type {
   FieldInputTemplate,
   FloatFieldCollectionInputTemplate,
   FloatFieldCollectionValue,
+  FloatFieldInputTemplate,
+  FloatFieldValue,
   ImageFieldCollectionInputTemplate,
   ImageFieldCollectionValue,
   IntegerFieldCollectionInputTemplate,
   IntegerFieldCollectionValue,
+  IntegerFieldInputTemplate,
+  IntegerFieldValue,
+  StatefulFieldValue,
   StringFieldCollectionInputTemplate,
   StringFieldCollectionValue,
 } from 'features/nodes/types/field';
 import {
   isFloatFieldCollectionInputInstance,
   isFloatFieldCollectionInputTemplate,
+  isFloatFieldInputInstance,
+  isFloatFieldInputTemplate,
   isImageFieldCollectionInputInstance,
   isImageFieldCollectionInputTemplate,
   isIntegerFieldCollectionInputInstance,
   isIntegerFieldCollectionInputTemplate,
+  isIntegerFieldInputInstance,
+  isIntegerFieldInputTemplate,
   isStringFieldCollectionInputInstance,
   isStringFieldCollectionInputTemplate,
 } from 'features/nodes/types/field';
@@ -25,10 +34,15 @@ import { type InvocationNode, type InvocationTemplate, isInvocationNode } from '
 import { t } from 'i18next';
 import { assert } from 'tsafe';
 
-const validateImageFieldCollectionValue = (
-  value: NonNullable<ImageFieldCollectionValue>,
-  template: ImageFieldCollectionInputTemplate
-): string[] => {
+type FieldValidationFunc<TValue extends StatefulFieldValue, TTemplate extends FieldInputTemplate> = (
+  value: TValue,
+  template: TTemplate
+) => string[];
+
+const validateImageFieldCollectionValue: FieldValidationFunc<
+  NonNullable<ImageFieldCollectionValue>,
+  ImageFieldCollectionInputTemplate
+> = (value, template) => {
   const reasons: string[] = [];
   const { minItems, maxItems } = template;
   const count = value.length;
@@ -49,10 +63,10 @@ const validateImageFieldCollectionValue = (
   return reasons;
 };
 
-const validateStringFieldCollectionValue = (
-  value: NonNullable<StringFieldCollectionValue>,
-  template: StringFieldCollectionInputTemplate
-): string[] => {
+const validateStringFieldCollectionValue: FieldValidationFunc<
+  NonNullable<StringFieldCollectionValue>,
+  StringFieldCollectionInputTemplate
+> = (value, template) => {
   const reasons: string[] = [];
   const { minItems, maxItems, minLength, maxLength } = template;
   const count = value.length;
@@ -82,10 +96,10 @@ const validateStringFieldCollectionValue = (
   return reasons;
 };
 
-const validateNumberFieldCollectionValue = (
-  value: NonNullable<IntegerFieldCollectionValue> | NonNullable<FloatFieldCollectionValue>,
-  template: IntegerFieldCollectionInputTemplate | FloatFieldCollectionInputTemplate
-): string[] => {
+const validateNumberFieldCollectionValue: FieldValidationFunc<
+  NonNullable<IntegerFieldCollectionValue> | NonNullable<FloatFieldCollectionValue>,
+  IntegerFieldCollectionInputTemplate | FloatFieldCollectionInputTemplate
+> = (value, template) => {
   const reasons: string[] = [];
   const { minItems, maxItems, minimum, maximum, exclusiveMinimum, exclusiveMaximum, multipleOf } = template;
   const count = value.length;
@@ -124,6 +138,32 @@ const validateNumberFieldCollectionValue = (
   return reasons;
 };
 
+const validateNumberFieldValue: FieldValidationFunc<
+  FloatFieldValue | IntegerFieldValue,
+  FloatFieldInputTemplate | IntegerFieldInputTemplate
+> = (value, template) => {
+  const reasons: string[] = [];
+  const { minimum, maximum, exclusiveMinimum, exclusiveMaximum, multipleOf } = template;
+
+  if (maximum !== undefined && value > maximum) {
+    reasons.push(t('parameters.invoke.collectionNumberGTMax', { value, maximum }));
+  }
+  if (minimum !== undefined && value < minimum) {
+    reasons.push(t('parameters.invoke.collectionNumberLTMin', { value, minimum }));
+  }
+  if (exclusiveMaximum !== undefined && value >= exclusiveMaximum) {
+    reasons.push(t('parameters.invoke.collectionNumberGTExclusiveMax', { value, exclusiveMaximum }));
+  }
+  if (exclusiveMinimum !== undefined && value <= exclusiveMinimum) {
+    reasons.push(t('parameters.invoke.collectionNumberLTExclusiveMin', { value, exclusiveMinimum }));
+  }
+  if (multipleOf !== undefined && value % multipleOf !== 0) {
+    reasons.push(t('parameters.invoke.collectionNumberNotMultipleOf', { value, multipleOf }));
+  }
+
+  return reasons;
+};
+
 type NodeError = {
   type: 'node-error';
   nodeId: string;
@@ -147,6 +187,16 @@ const getFieldErrorPrefix = (
   return `${node.data.label || nodeTemplate.title} -> ${field.label || fieldTemplate.title}`;
 };
 
+const getIssuesToFieldErrorsMapFunc =
+  (nodeId: string, fieldName: string, prefix: string): ((issue: string) => FieldError) =>
+  (issue: string) => ({
+    type: 'field-error',
+    nodeId,
+    fieldName,
+    prefix,
+    issue,
+  });
+
 export const getFieldErrors = (
   node: InvocationNode,
   nodeTemplate: InvocationTemplate,
@@ -156,6 +206,7 @@ export const getFieldErrors = (
 ): FieldError[] => {
   const errors: FieldError[] = [];
   const prefix = getFieldErrorPrefix(node, nodeTemplate, field, fieldTemplate);
+  const issueToFieldError = getIssuesToFieldErrorsMapFunc(node.data.id, field.name, prefix);
 
   const nodeId = node.data.id;
   const fieldName = field.name;
@@ -176,68 +227,21 @@ export const getFieldErrors = (
     });
   } else if (isConnected) {
     // Connected fields have no value to validate - they are OK
-  } else if (
-    field.value &&
-    isImageFieldCollectionInputTemplate(fieldTemplate) &&
-    isImageFieldCollectionInputInstance(field)
-  ) {
-    const issues = validateImageFieldCollectionValue(field.value, fieldTemplate);
-    errors.push(
-      ...issues.map<FieldError>((issue) => ({
-        type: 'field-error',
-        nodeId,
-        fieldName,
-        prefix,
-        issue,
-      }))
-    );
-  } else if (
-    field.value &&
-    isStringFieldCollectionInputTemplate(fieldTemplate) &&
-    isStringFieldCollectionInputInstance(field)
-  ) {
-    const issues = validateStringFieldCollectionValue(field.value, fieldTemplate);
-    errors.push(
-      ...issues.map<FieldError>((issue) => ({
-        type: 'field-error',
-        nodeId,
-        fieldName,
-        prefix,
-        issue,
-      }))
-    );
-  } else if (
-    field.value &&
-    isIntegerFieldCollectionInputTemplate(fieldTemplate) &&
-    isIntegerFieldCollectionInputInstance(field)
-  ) {
-    const issues = validateNumberFieldCollectionValue(field.value, fieldTemplate);
-    errors.push(
-      ...issues.map<FieldError>((issue) => ({
-        type: 'field-error',
-        nodeId,
-        fieldName,
-        prefix,
-        issue,
-      }))
-    );
-  } else if (
-    field.value &&
-    isFloatFieldCollectionInputTemplate(fieldTemplate) &&
-    isFloatFieldCollectionInputInstance(field)
-  ) {
-    const issues = validateNumberFieldCollectionValue(field.value, fieldTemplate);
-    errors.push(
-      ...issues.map<FieldError>((issue) => ({
-        type: 'field-error',
-        nodeId,
-        fieldName,
-        prefix,
-        issue,
-      }))
-    );
+  } else if (field.value !== undefined) {
+    if (isImageFieldCollectionInputTemplate(fieldTemplate) && isImageFieldCollectionInputInstance(field)) {
+      errors.push(...validateImageFieldCollectionValue(field.value, fieldTemplate).map(issueToFieldError));
+    } else if (isStringFieldCollectionInputTemplate(fieldTemplate) && isStringFieldCollectionInputInstance(field)) {
+      errors.push(...validateStringFieldCollectionValue(field.value, fieldTemplate).map(issueToFieldError));
+    } else if (isIntegerFieldCollectionInputTemplate(fieldTemplate) && isIntegerFieldCollectionInputInstance(field)) {
+      errors.push(...validateNumberFieldCollectionValue(field.value, fieldTemplate).map(issueToFieldError));
+    } else if (isFloatFieldCollectionInputTemplate(fieldTemplate) && isFloatFieldCollectionInputInstance(field)) {
+      errors.push(...validateNumberFieldCollectionValue(field.value, fieldTemplate).map(issueToFieldError));
+    } else if (isFloatFieldInputTemplate(fieldTemplate) && isFloatFieldInputInstance(field)) {
+      errors.push(...validateNumberFieldValue(field.value, fieldTemplate).map(issueToFieldError));
+    } else if (isIntegerFieldInputTemplate(fieldTemplate) && isIntegerFieldInputInstance(field)) {
+      errors.push(...validateNumberFieldValue(field.value, fieldTemplate).map(issueToFieldError));
+    }
   }
-
   return errors;
 };
 
diff --git a/invokeai/frontend/web/src/features/nodes/types/workflow.ts b/invokeai/frontend/web/src/features/nodes/types/workflow.ts
index c70df57cde..7f1e8c3613 100644
--- a/invokeai/frontend/web/src/features/nodes/types/workflow.ts
+++ b/invokeai/frontend/web/src/features/nodes/types/workflow.ts
@@ -75,6 +75,9 @@ const FLOAT_FIELD_SETTINGS_TYPE = 'float-field-config';
 const zNodeFieldFloatSettings = z.object({
   type: z.literal(FLOAT_FIELD_SETTINGS_TYPE).default(FLOAT_FIELD_SETTINGS_TYPE),
   component: zNumberComponent.default('number-input'),
+  min: z.number().optional(),
+  max: z.number().optional(),
+  step: z.number().optional(),
 });
 export const getFloatFieldSettingsDefaults = (): NodeFieldFloatSettings => zNodeFieldFloatSettings.parse({});
 export type NodeFieldFloatSettings = z.infer<typeof zNodeFieldFloatSettings>;
@@ -83,6 +86,9 @@ const INTEGER_FIELD_CONFIG_TYPE = 'integer-field-config';
 const zNodeFieldIntegerSettings = z.object({
   type: z.literal(INTEGER_FIELD_CONFIG_TYPE).default(INTEGER_FIELD_CONFIG_TYPE),
   component: zNumberComponent.default('number-input'),
+  min: z.number().optional(),
+  max: z.number().optional(),
+  step: z.number().optional(),
 });
 export type NodeFieldIntegerSettings = z.infer<typeof zNodeFieldIntegerSettings>;
 export const getIntegerFieldSettingsDefaults = (): NodeFieldIntegerSettings => zNodeFieldIntegerSettings.parse({});
diff --git a/invokeai/frontend/web/src/features/nodes/util/constrainNumber.test.ts b/invokeai/frontend/web/src/features/nodes/util/constrainNumber.test.ts
new file mode 100644
index 0000000000..fd1ea1f606
--- /dev/null
+++ b/invokeai/frontend/web/src/features/nodes/util/constrainNumber.test.ts
@@ -0,0 +1,84 @@
+import { describe, expect, it } from 'vitest';
+
+import { constrainNumber } from './constrainNumber';
+
+describe('constrainNumber', () => {
+  // Default constraints to be used in tests
+  const defaultConstraints = { min: 0, max: 10, multipleOf: 1 };
+
+  it('should keep values within range', () => {
+    expect(constrainNumber(5, defaultConstraints)).toBe(5);
+    expect(constrainNumber(-5, defaultConstraints)).toBe(0);
+    expect(constrainNumber(15, defaultConstraints)).toBe(10);
+  });
+
+  it('should round to nearest multiple', () => {
+    const constraints = { min: 0, max: 10, multipleOf: 2 };
+    expect(constrainNumber(1, constraints)).toBe(2);
+    expect(constrainNumber(2, constraints)).toBe(2);
+    expect(constrainNumber(3, constraints)).toBe(4);
+    expect(constrainNumber(9, constraints)).toBe(10);
+    expect(constrainNumber(11, constraints)).toBe(10);
+  });
+
+  it('should handle negative multiples', () => {
+    const constraints = { min: -10, max: 10, multipleOf: 3 };
+    expect(constrainNumber(-9, constraints)).toBe(-9);
+    expect(constrainNumber(-8, constraints)).toBe(-9);
+    expect(constrainNumber(-7, constraints)).toBe(-6);
+    expect(constrainNumber(-3, constraints)).toBe(-3);
+    expect(constrainNumber(-2, constraints)).toBe(-3);
+    // In JS, -0 !== +0... :)
+    expect(constrainNumber(-1, constraints)).toBe(0);
+    expect(constrainNumber(0, constraints)).toBe(0);
+    expect(constrainNumber(1, constraints)).toBe(0);
+    expect(constrainNumber(2, constraints)).toBe(3);
+    expect(constrainNumber(3, constraints)).toBe(3);
+    expect(constrainNumber(4, constraints)).toBe(3);
+    expect(constrainNumber(7, constraints)).toBe(6);
+    expect(constrainNumber(8, constraints)).toBe(9);
+    expect(constrainNumber(9, constraints)).toBe(9);
+  });
+
+  it('should respect boundaries when rounding', () => {
+    const constraints = { min: 0, max: 10, multipleOf: 4 };
+    // Value at 9 would normally round to 8
+    expect(constrainNumber(9, constraints)).toBe(8);
+    // Value at 11 would normally round to 12, but max is 10
+    expect(constrainNumber(11, constraints)).toBe(10);
+  });
+
+  it('should handle decimal multiples', () => {
+    const constraints = { min: 0, max: 1, multipleOf: 0.25 };
+    expect(constrainNumber(0.3, constraints)).toBe(0.25);
+    expect(constrainNumber(0.87, constraints)).toBe(0.75);
+    expect(constrainNumber(0.88, constraints)).toBe(1.0);
+    expect(constrainNumber(0.13, constraints)).toBe(0.25);
+  });
+
+  it('should apply overrides correctly', () => {
+    // Override min
+    expect(constrainNumber(2, defaultConstraints, { min: 5 })).toBe(5);
+
+    // Override max
+    expect(constrainNumber(8, defaultConstraints, { max: 7 })).toBe(7);
+
+    // Override multipleOf
+    expect(constrainNumber(4.7, defaultConstraints, { multipleOf: 2 })).toBe(4);
+
+    // Override all
+    expect(constrainNumber(15, defaultConstraints, { min: 5, max: 20, multipleOf: 5 })).toBe(15);
+  });
+
+  it('should handle edge cases', () => {
+    // Value exactly at min
+    expect(constrainNumber(0, defaultConstraints)).toBe(0);
+
+    // Value exactly at max
+    expect(constrainNumber(10, defaultConstraints)).toBe(10);
+
+    // multipleOf larger than range
+    const narrowConstraints = { min: 5, max: 7, multipleOf: 5 };
+    expect(constrainNumber(6, narrowConstraints)).toBe(5);
+  });
+});
diff --git a/invokeai/frontend/web/src/features/nodes/util/constrainNumber.ts b/invokeai/frontend/web/src/features/nodes/util/constrainNumber.ts
new file mode 100644
index 0000000000..aa18215087
--- /dev/null
+++ b/invokeai/frontend/web/src/features/nodes/util/constrainNumber.ts
@@ -0,0 +1,33 @@
+import type { PartialDeep } from 'type-fest';
+
+type NumberConstraints = { min: number; max: number; multipleOf?: number };
+
+/**
+ * Constrain a number to a range and round to the nearest multiple of a given value.
+ * @param v
+ * @param constraints
+ * @param overrides
+ * @returns
+ */
+export const constrainNumber = (
+  v: number,
+  constraints: NumberConstraints,
+  overrides?: PartialDeep<NumberConstraints>
+) => {
+  const min = overrides?.min ?? constraints.min;
+  const max = overrides?.max ?? constraints.max;
+  const multipleOf = overrides?.multipleOf ?? constraints.multipleOf;
+
+  if (multipleOf === undefined) {
+    return Math.min(Math.max(v, min), max);
+  }
+
+  // First clamp to range
+  v = Math.min(Math.max(v, min), max);
+
+  // Round to nearest multiple of multipleOf
+  const roundedValue = Math.round(v / multipleOf) * multipleOf;
+
+  // Ensure the result is still within the range
+  return Math.min(Math.max(roundedValue, min), max);
+};