diff --git a/ml/backend.go b/ml/backend.go
index 0cd33bd8a..ba24ecb45 100644
--- a/ml/backend.go
+++ b/ml/backend.go
@@ -5,6 +5,7 @@ import (
 	"context"
 	"encoding/binary"
 	"fmt"
+	"math"
 	"os"
 	"slices"
 	"strconv"
@@ -214,35 +215,58 @@ func mul[T number](s ...T) T {
 	return p
 }
 
-type DumpOptions struct {
-	// Items is the number of elements to print at the beginning and end of each dimension.
-	Items int
+type DumpOptions func(*dumpOptions)
 
-	// Precision is the number of decimal places to print. Applies to float32 and float64.
-	Precision int
+// DumpWithPrecision sets the number of decimal places to print. Applies to float32 and float64.
+func DumpWithPrecision(n int) DumpOptions {
+	return func(opts *dumpOptions) {
+		opts.Precision = n
+	}
 }
 
-func Dump(ctx Context, t Tensor, opts ...DumpOptions) string {
-	if len(opts) < 1 {
-		opts = append(opts, DumpOptions{
-			Items:     3,
-			Precision: 4,
-		})
+// DumpWithThreshold sets the threshold for printing the entire tensor. If the number of elements
+// is less than or equal to this value, the entire tensor will be printed. Otherwise, only the
+// beginning and end of each dimension will be printed.
+func DumpWithThreshold(n int) DumpOptions {
+	return func(opts *dumpOptions) {
+		opts.Threshold = n
+	}
+}
+
+// DumpWithEdgeItems sets the number of elements to print at the beginning and end of each dimension.
+func DumpWithEdgeItems(n int) DumpOptions {
+	return func(opts *dumpOptions) {
+		opts.EdgeItems = n
+	}
+}
+
+type dumpOptions struct {
+	Precision, Threshold, EdgeItems int
+}
+
+func Dump(ctx Context, t Tensor, optsFuncs ...DumpOptions) string {
+	opts := dumpOptions{Precision: 4, Threshold: 1000, EdgeItems: 3}
+	for _, optsFunc := range optsFuncs {
+		optsFunc(&opts)
+	}
+
+	if mul(t.Shape()...) <= opts.Threshold {
+		opts.EdgeItems = math.MaxInt
 	}
 
 	switch t.DType() {
 	case DTypeF32:
-		return dump[[]float32](ctx, t, opts[0].Items, func(f float32) string {
-			return strconv.FormatFloat(float64(f), 'f', opts[0].Precision, 32)
+		return dump[[]float32](ctx, t, opts.EdgeItems, func(f float32) string {
+			return strconv.FormatFloat(float64(f), 'f', opts.Precision, 32)
 		})
 	case DTypeF16, DTypeQ80, DTypeQ40:
 		f32 := ctx.Input().Empty(DTypeF32, t.Shape()...)
 		f32 = t.Copy(ctx, f32)
-		return dump[[]float32](ctx, f32, opts[0].Items, func(f float32) string {
-			return strconv.FormatFloat(float64(f), 'f', opts[0].Precision, 32)
+		return dump[[]float32](ctx, f32, opts.EdgeItems, func(f float32) string {
+			return strconv.FormatFloat(float64(f), 'f', opts.Precision, 32)
 		})
 	case DTypeI32:
-		return dump[[]int32](ctx, t, opts[0].Items, func(i int32) string {
+		return dump[[]int32](ctx, t, opts.EdgeItems, func(i int32) string {
 			return strconv.FormatInt(int64(i), 10)
 		})
 	default: