2024-06-10 21:54:42 +00:00
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package template
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import (
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"bufio"
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"bytes"
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"encoding/json"
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"io"
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"os"
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"path/filepath"
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"slices"
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2024-06-27 21:15:17 +00:00
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"strings"
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2024-06-10 21:54:42 +00:00
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"testing"
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2024-06-27 21:15:17 +00:00
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"github.com/google/go-cmp/cmp"
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2024-06-17 17:38:55 +00:00
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"github.com/ollama/ollama/api"
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"github.com/ollama/ollama/llm"
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)
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func TestNamed(t *testing.T) {
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f, err := os.Open(filepath.Join("testdata", "templates.jsonl"))
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if err != nil {
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t.Fatal(err)
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}
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defer f.Close()
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scanner := bufio.NewScanner(f)
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for scanner.Scan() {
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var ss map[string]string
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if err := json.Unmarshal(scanner.Bytes(), &ss); err != nil {
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t.Fatal(err)
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}
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for k, v := range ss {
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t.Run(k, func(t *testing.T) {
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kv := llm.KV{"tokenizer.chat_template": v}
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s := kv.ChatTemplate()
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r, err := Named(s)
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if err != nil {
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t.Fatal(err)
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}
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if r.Name != k {
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t.Errorf("expected %q, got %q", k, r.Name)
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}
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var b bytes.Buffer
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if _, err := io.Copy(&b, r.Reader()); err != nil {
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t.Fatal(err)
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}
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tmpl, err := Parse(b.String())
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if err != nil {
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t.Fatal(err)
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}
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if tmpl.Tree.Root.String() == "" {
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t.Errorf("empty %s template", k)
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}
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})
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}
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}
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}
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2024-06-27 21:15:17 +00:00
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func TestTemplate(t *testing.T) {
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cases := make(map[string][]api.Message)
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for _, mm := range [][]api.Message{
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{
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{Role: "user", Content: "Hello, how are you?"},
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},
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{
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{Role: "user", Content: "Hello, how are you?"},
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{Role: "assistant", Content: "I'm doing great. How can I help you today?"},
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{Role: "user", Content: "I'd like to show off how chat templating works!"},
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},
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{
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{Role: "system", Content: "You are a helpful assistant."},
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{Role: "user", Content: "Hello, how are you?"},
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{Role: "assistant", Content: "I'm doing great. How can I help you today?"},
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{Role: "user", Content: "I'd like to show off how chat templating works!"},
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},
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} {
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var roles []string
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for _, m := range mm {
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roles = append(roles, m.Role)
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}
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cases[strings.Join(roles, "-")] = mm
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}
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matches, err := filepath.Glob("*.gotmpl")
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if err != nil {
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t.Fatal(err)
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}
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for _, match := range matches {
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t.Run(match, func(t *testing.T) {
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bts, err := os.ReadFile(match)
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if err != nil {
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t.Fatal(err)
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}
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tmpl, err := Parse(string(bts))
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if err != nil {
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t.Fatal(err)
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}
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for n, tt := range cases {
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var actual bytes.Buffer
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t.Run(n, func(t *testing.T) {
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if err := tmpl.Execute(&actual, Values{Messages: tt}); err != nil {
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t.Fatal(err)
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}
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expect, err := os.ReadFile(filepath.Join("testdata", match, n))
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if err != nil {
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t.Fatal(err)
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}
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bts := actual.Bytes()
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if slices.Contains([]string{"chatqa.gotmpl", "llama2-chat.gotmpl", "mistral-instruct.gotmpl", "openchat.gotmpl", "vicuna.gotmpl"}, match) && bts[len(bts)-1] == ' ' {
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t.Log("removing trailing space from output")
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bts = bts[:len(bts)-1]
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}
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if diff := cmp.Diff(bts, expect); diff != "" {
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t.Errorf("mismatch (-got +want):\n%s", diff)
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}
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})
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t.Run("legacy", func(t *testing.T) {
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t.Skip("legacy outputs are currently default outputs")
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var legacy bytes.Buffer
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if err := tmpl.Execute(&legacy, Values{Messages: tt, forceLegacy: true}); err != nil {
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t.Fatal(err)
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}
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legacyBytes := legacy.Bytes()
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if slices.Contains([]string{"chatqa.gotmpl", "openchat.gotmpl", "vicuna.gotmpl"}, match) && legacyBytes[len(legacyBytes)-1] == ' ' {
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t.Log("removing trailing space from legacy output")
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legacyBytes = legacyBytes[:len(legacyBytes)-1]
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} else if slices.Contains([]string{"codellama-70b-instruct.gotmpl", "llama2-chat.gotmpl", "mistral-instruct.gotmpl"}, match) {
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t.Skip("legacy outputs cannot be compared to messages outputs")
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}
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if diff := cmp.Diff(legacyBytes, actual.Bytes()); diff != "" {
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t.Errorf("mismatch (-got +want):\n%s", diff)
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}
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})
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}
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})
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}
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}
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func TestParse(t *testing.T) {
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cases := []struct {
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template string
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vars []string
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}{
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{"{{ .Prompt }}", []string{"prompt", "response"}},
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{"{{ .System }} {{ .Prompt }}", []string{"prompt", "response", "system"}},
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{"{{ .System }} {{ .Prompt }} {{ .Response }}", []string{"prompt", "response", "system"}},
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{"{{ with .Tools }}{{ . }}{{ end }} {{ .System }} {{ .Prompt }}", []string{"prompt", "response", "system", "tools"}},
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{"{{ range .Messages }}{{ .Role }} {{ .Content }}{{ end }}", []string{"content", "messages", "role"}},
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{`{{- range .Messages }}
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{{- if eq .Role "system" }}SYSTEM:
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{{- else if eq .Role "user" }}USER:
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{{- else if eq .Role "assistant" }}ASSISTANT:
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{{- end }} {{ .Content }}
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{{- end }}`, []string{"content", "messages", "role"}},
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{`{{- if .Messages }}
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{{- range .Messages }}<|im_start|>{{ .Role }}
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{{ .Content }}<|im_end|>
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{{ end }}<|im_start|>assistant
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{{ else -}}
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{{ if .System }}<|im_start|>system
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{{ .System }}<|im_end|>
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{{ end }}{{ if .Prompt }}<|im_start|>user
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{{ .Prompt }}<|im_end|>
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{{ end }}<|im_start|>assistant
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{{ .Response }}<|im_end|>
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{{- end -}}`, []string{"content", "messages", "prompt", "response", "role", "system"}},
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}
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for _, tt := range cases {
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t.Run("", func(t *testing.T) {
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tmpl, err := Parse(tt.template)
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if err != nil {
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t.Fatal(err)
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}
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if diff := cmp.Diff(tmpl.Vars(), tt.vars); diff != "" {
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t.Errorf("mismatch (-got +want):\n%s", diff)
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}
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})
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}
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}
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func TestExecuteWithMessages(t *testing.T) {
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type template struct {
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name string
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template string
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}
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cases := []struct {
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name string
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templates []template
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values Values
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expected string
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}{
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{
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"mistral",
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[]template{
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{"no response", `[INST] {{ if .System }}{{ .System }}
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{{ end }}{{ .Prompt }}[/INST] `},
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{"response", `[INST] {{ if .System }}{{ .System }}
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{{ end }}{{ .Prompt }}[/INST] {{ .Response }}`},
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{"messages", `[INST] {{ if .System }}{{ .System }}
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{{ end }}
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{{- range .Messages }}
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{{- if eq .Role "user" }}{{ .Content }}[/INST] {{ else if eq .Role "assistant" }}{{ .Content }}[INST] {{ end }}
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{{- end }}`},
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},
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Values{
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Messages: []api.Message{
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{Role: "user", Content: "Hello friend!"},
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{Role: "assistant", Content: "Hello human!"},
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{Role: "user", Content: "What is your name?"},
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},
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},
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`[INST] Hello friend![/INST] Hello human![INST] What is your name?[/INST] `,
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},
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{
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"mistral system",
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[]template{
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{"no response", `[INST] {{ if .System }}{{ .System }}
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{{ end }}{{ .Prompt }}[/INST] `},
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{"response", `[INST] {{ if .System }}{{ .System }}
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{{ end }}{{ .Prompt }}[/INST] {{ .Response }}`},
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{"messages", `[INST] {{ if .System }}{{ .System }}
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{{ end }}
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{{- range .Messages }}
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{{- if eq .Role "user" }}{{ .Content }}[/INST] {{ else if eq .Role "assistant" }}{{ .Content }}[INST] {{ end }}
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{{- end }}`},
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},
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Values{
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Messages: []api.Message{
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{Role: "system", Content: "You are a helpful assistant!"},
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{Role: "user", Content: "Hello friend!"},
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{Role: "assistant", Content: "Hello human!"},
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{Role: "user", Content: "What is your name?"},
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},
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},
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`[INST] You are a helpful assistant!
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Hello friend![/INST] Hello human![INST] What is your name?[/INST] `,
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},
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{
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"chatml",
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[]template{
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// this does not have a "no response" test because it's impossible to render the same output
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{"response", `{{ if .System }}<|im_start|>system
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{{ .System }}<|im_end|>
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{{ end }}{{ if .Prompt }}<|im_start|>user
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{{ .Prompt }}<|im_end|>
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{{ end }}<|im_start|>assistant
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{{ .Response }}<|im_end|>
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`},
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{"messages", `
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{{- range $index, $_ := .Messages }}<|im_start|>{{ .Role }}
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{{ .Content }}<|im_end|>
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{{ end }}<|im_start|>assistant
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`},
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},
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Values{
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Messages: []api.Message{
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{Role: "system", Content: "You are a helpful assistant!"},
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{Role: "user", Content: "Hello friend!"},
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{Role: "assistant", Content: "Hello human!"},
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{Role: "user", Content: "What is your name?"},
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},
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},
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`<|im_start|>system
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You are a helpful assistant!<|im_end|>
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<|im_start|>user
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Hello friend!<|im_end|>
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<|im_start|>assistant
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Hello human!<|im_end|>
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<|im_start|>user
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What is your name?<|im_end|>
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<|im_start|>assistant
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`,
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},
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{
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"moondream",
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[]template{
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// this does not have a "no response" test because it's impossible to render the same output
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{"response", `{{ if .Prompt }}Question: {{ .Prompt }}
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{{ end }}Answer: {{ .Response }}
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`},
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{"messages", `
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{{- range .Messages }}
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{{- if eq .Role "user" }}Question: {{ .Content }}
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{{ else if eq .Role "assistant" }}Answer: {{ .Content }}
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{{ end }}
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{{- end }}Answer: `},
|
2024-06-17 17:38:55 +00:00
|
|
|
},
|
|
|
|
Values{
|
|
|
|
Messages: []api.Message{
|
|
|
|
{Role: "user", Content: "What's in this image?", Images: []api.ImageData{[]byte("")}},
|
|
|
|
{Role: "assistant", Content: "It's a hot dog."},
|
|
|
|
{Role: "user", Content: "What's in _this_ image?"},
|
|
|
|
{Role: "user", Images: []api.ImageData{[]byte("")}},
|
|
|
|
{Role: "user", Content: "Is it a hot dog?"},
|
|
|
|
},
|
|
|
|
},
|
|
|
|
`Question: [img-0] What's in this image?
|
|
|
|
|
|
|
|
Answer: It's a hot dog.
|
|
|
|
|
|
|
|
Question: What's in _this_ image?
|
|
|
|
|
|
|
|
[img-1]
|
|
|
|
|
|
|
|
Is it a hot dog?
|
|
|
|
|
|
|
|
Answer: `,
|
|
|
|
},
|
|
|
|
}
|
|
|
|
|
|
|
|
for _, tt := range cases {
|
2024-06-20 18:00:08 +00:00
|
|
|
t.Run(tt.name, func(t *testing.T) {
|
|
|
|
for _, ttt := range tt.templates {
|
|
|
|
t.Run(ttt.name, func(t *testing.T) {
|
|
|
|
tmpl, err := Parse(ttt.template)
|
2024-06-17 17:38:55 +00:00
|
|
|
if err != nil {
|
|
|
|
t.Fatal(err)
|
|
|
|
}
|
|
|
|
|
|
|
|
var b bytes.Buffer
|
|
|
|
if err := tmpl.Execute(&b, tt.values); err != nil {
|
|
|
|
t.Fatal(err)
|
|
|
|
}
|
|
|
|
|
2024-07-10 18:00:07 +00:00
|
|
|
if diff := cmp.Diff(b.String(), tt.expected); diff != "" {
|
|
|
|
t.Errorf("mismatch (-got +want):\n%s", diff)
|
2024-06-17 17:38:55 +00:00
|
|
|
}
|
|
|
|
})
|
|
|
|
}
|
|
|
|
})
|
|
|
|
}
|
|
|
|
}
|