interleaved mrope (#12807)

* ml(ggml): mrope
* interleave mrope

llama/patches/0032-interleave-multi-rope.patch

+From 0000000000000000000000000000000000000000 Mon Sep 17 00:00:00 2001
+From: Michael Yang <git@mxy.ng>
+Date: Web, 16 Oct 2025 20:37:19 -0700
+Subject: [PATCH] interleave multi rope
+
+since ollama doesn't use mrope for anything else, change it to mean the
+interleaved version used for qwen3vl
+---
+ ggml/src/ggml-cpu/ops.cpp                           |  7 ++-----
+ ggml/src/ggml-cuda/rope.cu                          | 12 +++---------
+ ggml/src/ggml-metal/ggml-metal.metal                | 10 +++-------
+ ggml/src/ggml-vulkan/vulkan-shaders/rope_multi.comp | 12 +++---------
+ 4 files changed, 11 insertions(+), 30 deletions(-)
+
+diff --git a/ggml/src/ggml-cpu/ops.cpp b/ggml/src/ggml-cpu/ops.cpp
+index 31478dd8e..4d1ed207e 100644
+--- a/ggml/src/ggml-cpu/ops.cpp
++++ b/ggml/src/ggml-cpu/ops.cpp
+@@ -5509,15 +5509,12 @@ static void ggml_mrope_cache_init(
+         }
+ 
+         float theta = theta_t;
+-        if (sector >= sections[0] && sector < sec_w) {
++        if (sector % 3 == 1 && sector < 1 + 3 * sections[1]) {
+             theta = theta_h;
+         }
+-        else if (sector >= sec_w && sector < sec_w + sections[2]) {
++        else if (sector % 3 == 2 && sector < 2 + 3 * sections[2]) {
+             theta = theta_w;
+         }
+-        else if (sector >= sec_w + sections[2]) {
+-            theta = theta_e;
+-        }
+ 
+         rope_yarn(
+             theta/ff, freq_scale, corr_dims, i0, ext_factor, mscale, &cache[i0 + 0], &cache[i0 + 1]
+diff --git a/ggml/src/ggml-cuda/rope.cu b/ggml/src/ggml-cuda/rope.cu
+index d058504cd..287fe9d2c 100644
+--- a/ggml/src/ggml-cuda/rope.cu
++++ b/ggml/src/ggml-cuda/rope.cu
+@@ -151,19 +151,13 @@ static __global__ void rope_multi(
+     const int sec_w = sections.v[1] + sections.v[0];
+     const int sector = (i0 / 2) % sect_dims;
+ 
+-    float theta_base = 0.0;
+-    if (sector < sections.v[0]) {
+-        theta_base = pos[channel_x]*powf(theta_scale, i0/2.0f);
+-    }
+-    else if (sector >= sections.v[0] && sector < sec_w) {
++    float theta_base = pos[channel_x]*powf(theta_scale, i0/2.0f);
++    if (sector % 3 == 1 && sector < 1 + 3 * sections.v[1]) {
+         theta_base = pos[channel_x + ne2 * 1]*powf(theta_scale, i0/2.0f);
+     }
+-    else if (sector >= sec_w && sector < sec_w + sections.v[2]) {
++    else if (sector % 3 == 2 && sector < 2 + 3 * sections.v[2]) {
+         theta_base = pos[channel_x + ne2 * 2]*powf(theta_scale, i0/2.0f);
+     }
+-    else if (sector >= sec_w + sections.v[2]) {
+-        theta_base = pos[channel_x + ne2 * 3]*powf(theta_scale, i0/2.0f);
+-    }
+ 
+     const float freq_factor = has_ff ? freq_factors[i0/2] : 1.0f;
+ 
+diff --git a/ggml/src/ggml-metal/ggml-metal.metal b/ggml/src/ggml-metal/ggml-metal.metal
+index 375a0c7fd..9866c96b4 100644
+--- a/ggml/src/ggml-metal/ggml-metal.metal
++++ b/ggml/src/ggml-metal/ggml-metal.metal
+@@ -3858,15 +3858,11 @@ kernel void kernel_rope_multi(
+             const int sec_w012  = args.sect_0 + args.sect_1 + args.sect_2; // end of section 2
+             const int sector    = ic % sect_dims;
+ 
+-            float theta_base;
+-            if (sector < args.sect_0) {
+-                theta_base = (float) pos[i2];
+-            } else if (sector < sec_w01) {
++            float theta_base = (float) pos[i2];
++            if (sector % 3 == 1 && sector < 1 + 3 * args.sect_1) {
+                 theta_base = (float) pos[i2 + args.ne02];
+-            } else if (sector < sec_w012) {
++            } else if (sector % 3 == 2 && sector < 2 + 3 * args.sect_2) {
+                 theta_base = (float) pos[i2 + args.ne02 * 2];
+-            } else {
+-                theta_base = (float) pos[i2 + args.ne02 * 3];
+             }
+             // end of mrope
+ 
+diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/rope_multi.comp b/ggml/src/ggml-vulkan/vulkan-shaders/rope_multi.comp
+index 111286b49..6fc2b42f8 100644
+--- a/ggml/src/ggml-vulkan/vulkan-shaders/rope_multi.comp
++++ b/ggml/src/ggml-vulkan/vulkan-shaders/rope_multi.comp
+@@ -31,19 +31,13 @@ void main() {
+     const int sec_w = p.sections[1] + p.sections[0];
+     const uint sector = (i0 / 2) % sect_dims;
+ 
+-    float theta_base = 0.0;
+-    if (sector < p.sections[0]) {
+-        theta_base = data_pos[channel_x]*pow(p.theta_scale, i0/2.0f);
+-    }
+-    else if (sector >= p.sections[0] && sector < sec_w) {
++    float theta_base = data_pos[channel_x]*pow(p.theta_scale, i0/2.0f);
++    if (sector % 3 == 1 && sector < 1 + 3 * p.sections[1]) {
+         theta_base = data_pos[channel_x + ne2 * 1]*pow(p.theta_scale, i0/2.0f);
+     }
+-    else if (sector >= sec_w && sector < sec_w + p.sections[2]) {
++    else if (sector % 3 == 2 && sector < 2 + 3 * p.sections[2]) {
+         theta_base = data_pos[channel_x + ne2 * 2]*pow(p.theta_scale, i0/2.0f);
+     }
+-    else if (sector >= sec_w + p.sections[2]) {
+-        theta_base = data_pos[channel_x + ne2 * 3]*pow(p.theta_scale, i0/2.0f);
+-    }
+ 
+     const float freq_factor = p.has_ff != 0 ? data_ff[i0/2] : 1.0f;
+ 

ml/backend/ggml/ggml.go

@@ -11,6 +11,7 @@ package ggml
 import "C"
 
 import (
+	"cmp"
 	"context"
 	"encoding/binary"
 	"errors"
@@ -1490,14 +1491,7 @@ func (t *Tensor) View(ctx ml.Context, offset int, shape ...int) ml.Tensor {
 
 func (t *Tensor) RoPE(ctx ml.Context, positions ml.Tensor, ropeDim int, ropeBase, ropeScale float32, options ...func(*rope.Options)) ml.Tensor {
 	// Default options
-	opts := rope.Options{
-		Factors:               &Tensor{},
-		OriginalContextLength: 131072,
-		ExtrapolationFactor:   0.,
-		AttentionFactor:       1.,
-		BetaFast:              32.,
-		BetaSlow:              1.,
-	}
+	opts := rope.Options{Factors: &Tensor{}}
 
 	// Apply any provided options
 	for _, option := range options {
@@ -1509,24 +1503,44 @@ func (t *Tensor) RoPE(ctx ml.Context, positions ml.Tensor, ropeDim int, ropeBase
 		dequant = C.ggml_cast(ctx.(*Context).ctx, t.t, C.GGML_TYPE_F32)
 	}
 
-	return &Tensor{
-		b: t.b,
-		t: C.ggml_rope_ext(
+	var tt *C.struct_ggml_tensor
+	if len(opts.MRoPE.Sections) > 0 {
+		mropeSections := make([]C.int32_t, 4)
+		for i, section := range opts.MRoPE.Sections {
+			mropeSections[i] = C.int32_t(section)
+		}
+
+		tt = C.ggml_rope_multi(
 			ctx.(*Context).ctx,
 			dequant,
 			positions.(*Tensor).t,
 			opts.Factors.(*Tensor).t,
 			C.int(ropeDim),
+			unsafe.SliceData(mropeSections),
 			C.int(opts.Type),
-			C.int(opts.OriginalContextLength),
-			C.float(ropeBase),
-			C.float(ropeScale),
-			C.float(opts.ExtrapolationFactor),
-			C.float(opts.AttentionFactor),
-			C.float(opts.BetaFast),
-			C.float(opts.BetaSlow),
-		),
+			cmp.Or(C.int(opts.YaRN.OriginalContextLength), 128<<10),
+			C.float(ropeBase), C.float(ropeScale),
+			C.float(opts.YaRN.ExtrapolationFactor),
+			cmp.Or(C.float(opts.YaRN.AttentionFactor), 1),
+			cmp.Or(C.float(opts.YaRN.BetaFast), 32),
+			cmp.Or(C.float(opts.YaRN.BetaSlow), 1),
+		)
+	} else {
+		tt = C.ggml_rope_ext(
+			ctx.(*Context).ctx,
+			dequant,
+			positions.(*Tensor).t,
+			opts.Factors.(*Tensor).t,
+			C.int(ropeDim), C.int(opts.Type),
+			cmp.Or(C.int(opts.YaRN.OriginalContextLength), 128<<10),
+			C.float(ropeBase), C.float(ropeScale),
+			C.float(opts.YaRN.ExtrapolationFactor),
+			cmp.Or(C.float(opts.YaRN.AttentionFactor), 1),
+			cmp.Or(C.float(opts.YaRN.BetaFast), 32),
+			cmp.Or(C.float(opts.YaRN.BetaSlow), 1),
+		)
 	}
+	return &Tensor{b: t.b, t: tt}
 }
 
 func (t *Tensor) IM2Col(ctx ml.Context, t2 ml.Tensor, s0, s1, p0, p1, d0, d1 int) ml.Tensor {

ml/backend/ggml/ggml/src/ggml-cpu/ops.cpp

@@ -5509,15 +5509,12 @@ static void ggml_mrope_cache_init(
         }
 
         float theta = theta_t;
-        if (sector >= sections[0] && sector < sec_w) {
+        if (sector % 3 == 1 && sector < 1 + 3 * sections[1]) {
             theta = theta_h;
         }
-        else if (sector >= sec_w && sector < sec_w + sections[2]) {
+        else if (sector % 3 == 2 && sector < 2 + 3 * sections[2]) {
             theta = theta_w;
         }
-        else if (sector >= sec_w + sections[2]) {
-            theta = theta_e;
-        }
 
         rope_yarn(
             theta/ff, freq_scale, corr_dims, i0, ext_factor, mscale, &cache[i0 + 0], &cache[i0 + 1]

ml/backend/ggml/ggml/src/ggml-cuda/rope.cu

@@ -151,19 +151,13 @@ static __global__ void rope_multi(
     const int sec_w = sections.v[1] + sections.v[0];
     const int sector = (i0 / 2) % sect_dims;
 
-    float theta_base = 0.0;
-    if (sector < sections.v[0]) {
-        theta_base = pos[channel_x]*powf(theta_scale, i0/2.0f);
-    }
-    else if (sector >= sections.v[0] && sector < sec_w) {
+    float theta_base = pos[channel_x]*powf(theta_scale, i0/2.0f);
+    if (sector % 3 == 1 && sector < 1 + 3 * sections.v[1]) {
         theta_base = pos[channel_x + ne2 * 1]*powf(theta_scale, i0/2.0f);
     }
-    else if (sector >= sec_w && sector < sec_w + sections.v[2]) {
+    else if (sector % 3 == 2 && sector < 2 + 3 * sections.v[2]) {
         theta_base = pos[channel_x + ne2 * 2]*powf(theta_scale, i0/2.0f);
     }
-    else if (sector >= sec_w + sections.v[2]) {
-        theta_base = pos[channel_x + ne2 * 3]*powf(theta_scale, i0/2.0f);
-    }
 
     const float freq_factor = has_ff ? freq_factors[i0/2] : 1.0f;
 

ml/backend/ggml/ggml/src/ggml-metal/ggml-metal-embed.metal

@@ -6523,15 +6523,11 @@ kernel void kernel_rope_multi(
             const int sec_w012  = args.sect_0 + args.sect_1 + args.sect_2; // end of section 2
             const int sector    = ic % sect_dims;
 
-            float theta_base;
-            if (sector < args.sect_0) {
-                theta_base = (float) pos[i2];
-            } else if (sector < sec_w01) {
+            float theta_base = (float) pos[i2];
+            if (sector % 3 == 1 && sector < 1 + 3 * args.sect_1) {
                 theta_base = (float) pos[i2 + args.ne02];
-            } else if (sector < sec_w012) {
+            } else if (sector % 3 == 2 && sector < 2 + 3 * args.sect_2) {
                 theta_base = (float) pos[i2 + args.ne02 * 2];
-            } else {
-                theta_base = (float) pos[i2 + args.ne02 * 3];
             }
             // end of mrope
 

ml/backend/ggml/ggml/src/ggml-metal/ggml-metal.metal

@@ -3858,15 +3858,11 @@ kernel void kernel_rope_multi(
             const int sec_w012  = args.sect_0 + args.sect_1 + args.sect_2; // end of section 2
             const int sector    = ic % sect_dims;
 
-            float theta_base;
-            if (sector < args.sect_0) {
-                theta_base = (float) pos[i2];
-            } else if (sector < sec_w01) {
+            float theta_base = (float) pos[i2];
+            if (sector % 3 == 1 && sector < 1 + 3 * args.sect_1) {
                 theta_base = (float) pos[i2 + args.ne02];
-            } else if (sector < sec_w012) {
+            } else if (sector % 3 == 2 && sector < 2 + 3 * args.sect_2) {
                 theta_base = (float) pos[i2 + args.ne02 * 2];
-            } else {
-                theta_base = (float) pos[i2 + args.ne02 * 3];
             }
             // end of mrope
 

ml/backend/ggml/ggml/src/ggml-vulkan/vulkan-shaders/rope_multi.comp

@@ -31,19 +31,13 @@ void main() {
     const int sec_w = p.sections[1] + p.sections[0];
     const uint sector = (i0 / 2) % sect_dims;
 
-    float theta_base = 0.0;
-    if (sector < p.sections[0]) {
-        theta_base = data_pos[channel_x]*pow(p.theta_scale, i0/2.0f);
-    }
-    else if (sector >= p.sections[0] && sector < sec_w) {
+    float theta_base = data_pos[channel_x]*pow(p.theta_scale, i0/2.0f);
+    if (sector % 3 == 1 && sector < 1 + 3 * p.sections[1]) {
         theta_base = data_pos[channel_x + ne2 * 1]*pow(p.theta_scale, i0/2.0f);
     }
-    else if (sector >= sec_w && sector < sec_w + p.sections[2]) {
+    else if (sector % 3 == 2 && sector < 2 + 3 * p.sections[2]) {
         theta_base = data_pos[channel_x + ne2 * 2]*pow(p.theta_scale, i0/2.0f);
     }
-    else if (sector >= sec_w + p.sections[2]) {
-        theta_base = data_pos[channel_x + ne2 * 3]*pow(p.theta_scale, i0/2.0f);
-    }
 
     const float freq_factor = p.has_ff != 0 ? data_ff[i0/2] : 1.0f;
 

ml/nn/rope/rope.go

@@ -4,21 +4,21 @@ import "github.com/ollama/ollama/ml"
 
 // Options contains optional parameters for RoPE function
 type Options struct {
-	Type                  int
-	Factors               ml.Tensor
-	OriginalContextLength int
+	Type    int
+	Factors ml.Tensor
 
 	// YaRN options
-	ExtrapolationFactor,
-	AttentionFactor,
-	BetaFast,
-	BetaSlow float32
-}
+	YaRN struct {
+		OriginalContextLength int
+		ExtrapolationFactor,
+		AttentionFactor,
+		BetaFast,
+		BetaSlow float32
+	}
 
-// WithOriginalContextLength sets a custom context length
-func WithOriginalContextLength(n int) func(*Options) {
-	return func(opts *Options) {
-		opts.OriginalContextLength = n
+	// MRoPE options
+	MRoPE struct {
+		Sections []int
 	}
 }
 
@@ -38,14 +38,28 @@ func WithFactors(factors ml.Tensor) func(*Options) {
 	}
 }
 
+// WithOriginalContextLength sets a custom context length
+func WithOriginalContextLength(n int) func(*Options) {
+	return func(opts *Options) {
+		opts.YaRN.OriginalContextLength = n
+	}
+}
+
 func WithExtrapolationFactor(extrapolationFactor float32) func(*Options) {
 	return func(opts *Options) {
-		opts.ExtrapolationFactor = extrapolationFactor
+		opts.YaRN.ExtrapolationFactor = extrapolationFactor
 	}
 }
 
 func WithAttentionFactor(attentionFactor float32) func(*Options) {
 	return func(opts *Options) {
-		opts.AttentionFactor = attentionFactor
+		opts.YaRN.AttentionFactor = attentionFactor
+	}
+}
+
+func WithMRoPESections(sections []int) func(*Options) {
+	return func(opts *Options) {
+		opts.Type |= 1 << 3
+		opts.MRoPE.Sections = sections
 	}
 }

model/models/qwen3vl/model.go

@@ -112,7 +112,8 @@ func (m *Model) PostTokenize(inputs []*input.Input) ([]*input.Input, error) {
 }
 
 func (m *Model) Forward(ctx ml.Context, batch input.Batch) (ml.Tensor, error) {
-	positionSlice := slices.Collect(makeSlice2D[int32](3, len(batch.Positions)))
+	// ggml mrope requires 4 positions per token: [time, height, width, extra]
+	positionSlice := slices.Collect(makeSlice2D[int32](4, len(batch.Positions)))
 	for i, id := range batch.Positions {
 		if id < int32(len(m.positionCache)) {
 			id = m.positionCache[id]
@@ -123,6 +124,7 @@ func (m *Model) Forward(ctx ml.Context, batch input.Batch) (ml.Tensor, error) {
 		positionSlice[0][i] = id
 		positionSlice[1][i] = id
 		positionSlice[2][i] = id
+		// positionSlice[3] is intentionally left as zeros
 	}
 
 	hiddenStates := m.TextModel.TokenEmbedding.Forward(ctx, batch.Inputs).Duplicate(ctx)
@@ -147,8 +149,7 @@ func (m *Model) Forward(ctx ml.Context, batch input.Batch) (ml.Tensor, error) {
 		}
 	}
 
-	positions := ctx.Input().FromInts(slices.Concat(positionSlice...), len(positionSlice[0]), len(positionSlice))
-	cos, sin := m.rotaryEmbedding(ctx, positions)
+	positions := ctx.Input().FromInts(slices.Concat(positionSlice...), len(positionSlice[0])*len(positionSlice))
 	for i, layer := range m.TextModel.Layers {
 		if m.Cache != nil {
 			m.Cache.SetLayer(i)
@@ -159,7 +160,7 @@ func (m *Model) Forward(ctx ml.Context, batch input.Batch) (ml.Tensor, error) {
 			outputs = batch.Outputs
 		}
 
-		hiddenStates = layer.Forward(ctx, hiddenStates, cos, sin, outputs, m.Cache, m.Options)
+		hiddenStates = layer.Forward(ctx, hiddenStates, positions, outputs, m.Cache, m.Options)
 		if i < len(deepstackVisualEmbeds) {
 			hiddenStates = hiddenStates.Add(ctx, deepstackVisualEmbeds[i])
 		}
@@ -191,9 +192,10 @@ func New(c fs.Config) (model.Model, error) {
 		ImageProcessor: newImageProcessor(c),
 	}
 
-	m.Cache = kvcache.NewCausalCache(func(ctx ml.Context, layer int, key, position ml.Tensor) (ml.Tensor, error) {
+	m.Cache = kvcache.NewCausalCache(func(ctx ml.Context, layer int, key, positions ml.Tensor) (ml.Tensor, error) {
 		m.positionCache = nil
-		return nil, kvcache.ErrNotSupported
+		positions = positions.Repeat(ctx, 1, 4).Reshape(ctx, -1)
+		return m.Options.applyRotaryPositionalEmbedding(ctx, key, positions), nil
 	})
 	return &m, nil
 }

model/models/qwen3vl/model_text.go

@@ -10,6 +10,8 @@ import (
 	"github.com/ollama/ollama/kvcache"
 	"github.com/ollama/ollama/ml"
 	"github.com/ollama/ollama/ml/nn"
+	"github.com/ollama/ollama/ml/nn/fast"
+	"github.com/ollama/ollama/ml/nn/rope"
 	"github.com/ollama/ollama/model"
 )
 
@@ -27,14 +29,18 @@ type TextOptions struct {
 
 	numExperts, numExpertsUsed int
 	normTopKProb               bool
-
-	inverseFrequenciesCache []float32
 }
 
 func (o TextOptions) headDim() int {
 	return cmp.Or(o.keyLength, o.valueLength, o.hiddenSize/o.numHeads)
 }
 
+func (o TextOptions) applyRotaryPositionalEmbedding(ctx ml.Context, t, p ml.Tensor) ml.Tensor {
+	return fast.RoPE(ctx, t, p, o.headDim(), o.ropeBase, 1/float32(math.Sqrt(float64(o.ropeScale))),
+		rope.WithMRoPESections(o.mropeSections),
+	)
+}
+
 type TextAttention struct {
 	Query     *nn.Linear  `gguf:"attn_q"`
 	QueryNorm *nn.RMSNorm `gguf:"attn_q_norm"`
@@ -44,7 +50,7 @@ type TextAttention struct {
 	Output    *nn.Linear  `gguf:"attn_output"`
 }
 
-func (sa *TextAttention) Forward(ctx ml.Context, hiddenStates, cos, sin ml.Tensor, cache kvcache.Cache, opts *TextOptions) ml.Tensor {
+func (sa *TextAttention) Forward(ctx ml.Context, hiddenStates, positions ml.Tensor, cache kvcache.Cache, opts *TextOptions) ml.Tensor {
 	batchSize := hiddenStates.Dim(1)
 
 	query := sa.Query.Forward(ctx, hiddenStates)
@@ -58,8 +64,8 @@ func (sa *TextAttention) Forward(ctx ml.Context, hiddenStates, cos, sin ml.Tenso
 	query = sa.QueryNorm.Forward(ctx, query, opts.eps)
 	key = sa.KeyNorm.Forward(ctx, key, opts.eps)
 
-	query = applyRotaryPositionalEmbedding(ctx, query, cos, sin)
-	key = applyRotaryPositionalEmbedding(ctx, key, cos, sin)
+	query = opts.applyRotaryPositionalEmbedding(ctx, query, positions)
+	key = opts.applyRotaryPositionalEmbedding(ctx, key, positions)
 
 	attention := nn.Attention(ctx, query, key, value, 1./math.Sqrt(float64(opts.headDim())), cache)
 	attention = attention.Reshape(ctx, attention.Dim(0)*attention.Dim(1), batchSize)
@@ -125,10 +131,10 @@ type TextLayer struct {
 	TextMLP
 }
 
-func (d *TextLayer) Forward(ctx ml.Context, hiddenStates, cos, sin, outputs ml.Tensor, cache kvcache.Cache, opts *TextOptions) ml.Tensor {
+func (d *TextLayer) Forward(ctx ml.Context, hiddenStates, positions, outputs ml.Tensor, cache kvcache.Cache, opts *TextOptions) ml.Tensor {
 	residual := hiddenStates
 	hiddenStates = d.AttentionNorm.Forward(ctx, hiddenStates, opts.eps)
-	hiddenStates = d.TextAttention.Forward(ctx, hiddenStates, cos, sin, cache, opts)
+	hiddenStates = d.TextAttention.Forward(ctx, hiddenStates, positions, cache, opts)
 
 	if outputs != nil {
 		hiddenStates = hiddenStates.Rows(ctx, outputs)
@@ -153,42 +159,6 @@ type TextModel struct {
 	Options *TextOptions
 }
 
-func (m *TextModel) rotaryEmbedding(ctx ml.Context, positions ml.Tensor) (_, _ ml.Tensor) {
-	positions = positions.Reshape(ctx, 1, positions.Dim(0), positions.Dim(1))
-	if len(m.Options.inverseFrequenciesCache) == 0 {
-		m.Options.inverseFrequenciesCache = make([]float32, m.Options.headDim()/2)
-		for i := range m.Options.inverseFrequenciesCache {
-			frequency := float32(math.Pow(float64(m.Options.ropeBase), float64(i*2)/float64(m.Options.headDim())))
-			m.Options.inverseFrequenciesCache[i] = 1 / frequency
-		}
-	}
-
-	inverseFrequencies := ctx.Input().FromFloats(m.Options.inverseFrequenciesCache, 1, len(m.Options.inverseFrequenciesCache))
-
-	positions = positions.Cast(ctx, ml.DTypeF32)
-	frequencies := inverseFrequencies.Mulmat(ctx, positions)
-
-	interleaved := frequencies.View(ctx,
-		0, frequencies.Dim(0),
-		frequencies.Stride(1), frequencies.Dim(1),
-	)
-
-	for _, i := range []int{1, 2} {
-		args := []int{
-			i * frequencies.Stride(0), 1,
-			3 * frequencies.Stride(0), m.Options.mropeSections[i],
-			frequencies.Stride(1), frequencies.Dim(1),
-		}
-
-		ctx.Forward(frequencies.View(ctx, i*frequencies.Stride(2)+args[0], args[1:]...).
-			Copy(ctx, interleaved.View(ctx, args[0], args[1:]...)))
-	}
-
-	interleaved = interleaved.Concat(ctx, interleaved, 0)
-	interleaved = interleaved.Reshape(ctx, interleaved.Dim(0), 1, interleaved.Dim(1), interleaved.Dim(2))
-	return interleaved.Cos(ctx), interleaved.Sin(ctx)
-}
-
 var _ model.Model = (*Model)(nil)
 
 func newTextModel(c fs.Config) *TextModel {