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This provides integration with the new Ollama engine (5824541 next ollama runner (#7913)) and the rest of the Ollama infrastructure such as the runner and Ollama server. In addition, it also builds out the KV cache infrastructure to support requirements of how Ollama runs models such as: - Parallel processing - Memory management for defragmentation and shifting - Multi-modal modals Both old and new engines continue to be supported. By default, only the old engine is used. To enable the new engine: Start the server with the OLLAMA_NEW_ENGINE environment variable set: OLLAMA_NEW_ENGINE=1 ./ollama serve Start a model that is supported by the Ollama engine. This one is Llama 3.1 8b Q4_K_M: ./ollama run jessegross/llama3.1
293 lines
6.5 KiB
Go
293 lines
6.5 KiB
Go
package llamarunner
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import (
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"testing"
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"time"
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)
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func TestCountCommon(t *testing.T) {
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tests := []struct {
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name string
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t1 []input
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t2 []input
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expected int
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}{
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{
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name: "Equal",
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t1: []input{{token: 1}, {token: 2}, {token: 3}},
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t2: []input{{token: 1}, {token: 2}, {token: 3}},
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expected: 3,
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},
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{
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name: "Prefix",
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t1: []input{{token: 1}},
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t2: []input{{token: 1}, {token: 2}, {token: 3}},
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expected: 1,
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},
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{
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name: "Embeddings Prefix",
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t1: []input{{embed: []float32{0.1, 0.2, 0.3}}},
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t2: []input{{embed: []float32{0.1, 0.2, 0.3}}, {embed: []float32{0.4, 0.5, 0.6}}, {embed: []float32{0.7}}},
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expected: 1,
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},
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{
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name: "Embeddings Prefix Partial",
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t1: []input{{embed: []float32{0.1, 0.2, 0.3}}},
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t2: []input{{embed: []float32{0.1, 0.2}}, {embed: []float32{0.4, 0.5, 0.6}}, {embed: []float32{0.7}}},
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expected: 0,
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},
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{
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name: "Mixed",
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t1: []input{{token: 1}, {embed: []float32{0.2, 0.3, 0.4}}},
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t2: []input{{token: 1}, {embed: []float32{0.2, 0.3, 0.4}}, {token: 5}},
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expected: 2,
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},
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{
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name: "Empty",
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t1: []input{},
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t2: []input{{token: 1}, {token: 2}, {token: 3}},
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expected: 0,
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},
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{
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name: "Both Empty",
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t1: []input{},
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t2: []input{},
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expected: 0,
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},
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}
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for _, tt := range tests {
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t.Run(tt.name, func(t *testing.T) {
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result := countCommonPrefix(tt.t1, tt.t2)
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if result != tt.expected {
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t.Errorf("countCommonPrefix(%v, %v): have %v; want %v", tt.t1, tt.t2, result, tt.expected)
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}
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})
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}
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}
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func TestFindCacheSlot(t *testing.T) {
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type expected struct {
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result int
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len int
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}
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tests := []struct {
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name string
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cache InputCache
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prompt []input
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longest expected
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best expected
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}{
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{
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name: "Empty",
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cache: InputCache{slots: []InputCacheSlot{
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{
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Id: 0,
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Inputs: []input{},
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InUse: false,
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lastUsed: time.Time{},
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},
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{
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Id: 1,
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Inputs: []input{},
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InUse: false,
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lastUsed: time.Time{},
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},
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}},
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prompt: []input{{token: 1}},
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longest: expected{result: 0, len: 0},
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best: expected{result: 0, len: 0},
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},
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{
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name: "Extend",
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cache: InputCache{slots: []InputCacheSlot{
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{
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Id: 0,
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Inputs: []input{{token: 1}},
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InUse: false,
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lastUsed: time.Now().Add(-time.Second),
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},
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{
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Id: 1,
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Inputs: []input{{token: 1}, {token: 2}},
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InUse: false,
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lastUsed: time.Now().Add(-2 * time.Second),
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},
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}},
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prompt: []input{{token: 1}, {token: 2}},
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longest: expected{result: 1, len: 2},
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best: expected{result: 1, len: 2},
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},
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{
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name: "New",
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cache: InputCache{slots: []InputCacheSlot{
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{
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Id: 0,
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Inputs: []input{{token: 1}, {token: 2}},
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InUse: false,
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lastUsed: time.Now().Add(-time.Second),
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},
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{
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Id: 1,
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Inputs: []input{},
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InUse: false,
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lastUsed: time.Time{},
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},
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}},
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prompt: []input{{token: 2}},
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longest: expected{result: 0, len: 0},
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best: expected{result: 1, len: 0},
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},
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{
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name: "Fork",
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cache: InputCache{
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slots: []InputCacheSlot{
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{
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Id: 0,
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Inputs: []input{{token: 1}, {token: 2}},
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InUse: false,
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lastUsed: time.Now().Add(-time.Second),
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},
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{
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Id: 1,
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Inputs: []input{},
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InUse: false,
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lastUsed: time.Time{},
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},
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},
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},
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prompt: []input{{token: 1}},
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longest: expected{result: 0, len: 1},
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best: expected{result: 1, len: 1},
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},
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{
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name: "Evict",
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cache: InputCache{slots: []InputCacheSlot{
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{
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Id: 0,
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Inputs: []input{{token: 1}},
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InUse: false,
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lastUsed: time.Now().Add(-time.Second),
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},
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{
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Id: 1,
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Inputs: []input{{token: 1}, {token: 2}},
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InUse: false,
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lastUsed: time.Now().Add(-2 * time.Second),
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},
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}},
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prompt: []input{{token: 2}, {token: 3}},
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longest: expected{result: 0, len: 0},
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best: expected{result: 1, len: 0},
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},
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{
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name: "In use",
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cache: InputCache{slots: []InputCacheSlot{
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{
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Id: 0,
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Inputs: []input{{token: 1}, {token: 2}},
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InUse: true,
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lastUsed: time.Now().Add(-time.Second),
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},
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{
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Id: 1,
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Inputs: []input{{token: 1}},
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InUse: false,
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lastUsed: time.Now().Add(-2 * time.Second),
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},
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}},
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prompt: []input{{token: 1}, {token: 2}},
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longest: expected{result: 1, len: 1},
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best: expected{result: 1, len: 2},
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},
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}
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for _, tt := range tests {
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t.Run("Longest-"+tt.name, func(t *testing.T) {
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result, resultLen, err := tt.cache.findLongestCacheSlot(tt.prompt)
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if err != nil {
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t.Errorf("findLongestCacheSlot: err %v", err)
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} else if result.Id != tt.longest.result || resultLen != tt.longest.len {
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t.Errorf("findLongestCacheSlot: slot have %v, want %v len have %v, want %v",
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result.Id, tt.longest.result, resultLen, tt.longest.len)
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}
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})
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}
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for _, tt := range tests {
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t.Run("Best-"+tt.name, func(t *testing.T) {
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result, resultLen, err := tt.cache.findBestCacheSlot(tt.prompt)
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if err != nil {
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t.Errorf("findBestCacheSlot: err %v", err)
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} else if result.Id != tt.best.result || resultLen != tt.best.len {
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t.Errorf("findBestCacheSlot: slot have %v, want %v len have %v, want %v",
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result.Id, tt.best.result, resultLen, tt.best.len)
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}
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})
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}
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}
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func TestShiftDiscard(t *testing.T) {
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tests := []struct {
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name string
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numCtx int
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numKeep int
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inputLen int
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expected int
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}{
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{
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name: "Shift",
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numCtx: 2048,
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numKeep: 5,
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inputLen: 2048,
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expected: 1021,
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},
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{
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name: "Max Keep",
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numCtx: 2048,
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numKeep: 2047,
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inputLen: 2048,
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expected: 1,
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},
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{
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name: "No Keep",
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numCtx: 2048,
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numKeep: 0,
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inputLen: 2048,
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expected: 1024,
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},
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{
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name: "Truncate",
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numCtx: 2048,
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numKeep: 5,
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inputLen: 5000,
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expected: 3973,
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},
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{
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name: "Truncate Keep",
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numCtx: 2048,
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numKeep: 2047,
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inputLen: 5000,
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expected: 2953,
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},
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{
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name: "No Op",
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numCtx: 2048,
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numKeep: 5,
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inputLen: 512,
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expected: 0,
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},
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}
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for _, tt := range tests {
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t.Run(tt.name, func(t *testing.T) {
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c := InputCache{numCtx: tt.numCtx}
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result := c.ShiftDiscard(tt.inputLen, tt.numKeep)
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if result != tt.expected {
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t.Errorf("shiftDiscard(ctx: %v, keep: %v input: %v): have %v; want %v", tt.numCtx, tt.numKeep, tt.inputLen, result, tt.expected)
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}
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})
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}
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}
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