262 lines
8.6 KiB
Go
262 lines
8.6 KiB
Go
package server
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import (
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"bytes"
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"context"
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"encoding/json"
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"fmt"
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"io"
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"os"
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"path/filepath"
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"testing"
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"github.com/google/go-cmp/cmp"
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"github.com/ollama/ollama/api"
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"github.com/ollama/ollama/llm"
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"github.com/ollama/ollama/template"
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)
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func readFile(t *testing.T, base, name string) *bytes.Buffer {
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t.Helper()
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bts, err := os.ReadFile(filepath.Join(base, name))
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if err != nil {
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t.Fatal(err)
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}
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return bytes.NewBuffer(bts)
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}
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func TestExecuteWithTools(t *testing.T) {
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p := filepath.Join("testdata", "tools")
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cases := []struct {
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model string
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output string
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ok bool
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}{
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{"mistral", `[TOOL_CALLS] [{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}},{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Toronto, Canada"}}]`, true},
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{"mistral", `[TOOL_CALLS] [{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}},{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Toronto, Canada"}}]
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The temperature in San Francisco, CA is 70°F and in Toronto, Canada is 20°C.`, true},
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{"mistral", `I'm not aware of that information. However, I can suggest searching for the weather using the "get_current_weather" function:
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[{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}},{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Toronto, Canada"}}]`, true},
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{"mistral", " The weather in San Francisco, CA is 70°F and in Toronto, Canada is 20°C.", false},
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{"command-r-plus", "Action: ```json" + `
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[
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{
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"tool_name": "get_current_weather",
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"parameters": {
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"format": "fahrenheit",
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"location": "San Francisco, CA"
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}
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},
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{
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"tool_name": "get_current_weather",
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"parameters": {
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"format": "celsius",
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"location": "Toronto, Canada"
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}
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}
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]
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` + "```", true},
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{"command-r-plus", " The weather in San Francisco, CA is 70°F and in Toronto, Canada is 20°C.", false},
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{"firefunction", ` functools[{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}},{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Toronto, Canada"}}]`, true},
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{"firefunction", " The weather in San Francisco, CA is 70°F and in Toronto, Canada is 20°C.", false},
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{"llama3-groq-tool-use", `<tool_call>
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{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}}
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{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Toronto, Canada"}}
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</tool_call>`, true},
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{"xlam", `{"tool_calls": [{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}},{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Toronto, Canada"}}]}`, true},
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{"nemotron", `<toolcall>{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}},{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Toronto, Canada"}}]} </toolcall>`, true},
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}
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var tools []api.Tool
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if err := json.Unmarshal(readFile(t, p, "tools.json").Bytes(), &tools); err != nil {
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t.Fatal(err)
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}
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var messages []api.Message
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if err := json.Unmarshal(readFile(t, p, "messages.json").Bytes(), &messages); err != nil {
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t.Fatal(err)
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}
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calls := []api.ToolCall{
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{
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Function: api.ToolCallFunction{
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Name: "get_current_weather",
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Arguments: api.ToolCallFunctionArguments{
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"format": "fahrenheit",
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"location": "San Francisco, CA",
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},
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},
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},
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{
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Function: api.ToolCallFunction{
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Name: "get_current_weather",
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Arguments: api.ToolCallFunctionArguments{
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"format": "celsius",
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"location": "Toronto, Canada",
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},
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},
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},
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}
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for _, tt := range cases {
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t.Run(tt.model, func(t *testing.T) {
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tmpl, err := template.Parse(readFile(t, p, fmt.Sprintf("%s.gotmpl", tt.model)).String())
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if err != nil {
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t.Fatal(err)
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}
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t.Run("template", func(t *testing.T) {
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var actual bytes.Buffer
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if err := tmpl.Execute(&actual, template.Values{Tools: tools, Messages: messages}); err != nil {
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t.Fatal(err)
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}
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if diff := cmp.Diff(actual.String(), readFile(t, p, fmt.Sprintf("%s.out", tt.model)).String()); 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("parse", func(t *testing.T) {
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m := &Model{Template: tmpl}
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actual, ok := m.parseToolCalls(tt.output)
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if ok != tt.ok {
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t.Fatalf("expected %t, got %t", tt.ok, ok)
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}
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if tt.ok {
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if diff := cmp.Diff(actual, calls); 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 TestParseFromFileFromLayer(t *testing.T) {
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tempModels := t.TempDir()
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t.Setenv("OLLAMA_MODELS", tempModels)
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file, err := os.CreateTemp(tempModels, "")
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if err != nil {
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t.Fatalf("failed to open file: %v", err)
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}
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defer file.Close()
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if err := llm.WriteGGUF(file, llm.KV{"general.architecture": "gemma"}, []llm.Tensor{}); err != nil {
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t.Fatalf("failed to write gguf: %v", err)
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}
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if _, err := file.Seek(0, io.SeekStart); err != nil {
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t.Fatalf("failed to seek to start: %v", err)
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}
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layers, err := parseFromFile(context.Background(), "model", []*layerGGML{}, file, "", func(api.ProgressResponse) {})
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if err != nil {
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t.Fatalf("failed to parse from file: %v", err)
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}
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if len(layers) != 1 {
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t.Fatalf("got %d != want 1", len(layers))
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}
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if _, err := file.Seek(0, io.SeekStart); err != nil {
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t.Fatalf("failed to seek to start: %v", err)
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}
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layers2, err := parseFromFile(context.Background(), "model", []*layerGGML{}, file, layers[0].Digest, func(api.ProgressResponse) {})
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if err != nil {
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t.Fatalf("failed to parse from file: %v", err)
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}
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if len(layers2) != 1 {
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t.Fatalf("got %d != want 1", len(layers2))
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}
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if layers[0].Digest != layers2[0].Digest {
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t.Fatalf("got %s != want %s", layers[0].Digest, layers2[0].Digest)
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}
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if layers[0].Size != layers2[0].Size {
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t.Fatalf("got %d != want %d", layers[0].Size, layers2[0].Size)
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}
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if layers[0].MediaType != layers2[0].MediaType {
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t.Fatalf("got %v != want %v", layers[0].MediaType, layers2[0].MediaType)
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}
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}
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func TestParseLayerFromCopy(t *testing.T) {
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tempModels := t.TempDir()
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t.Setenv("OLLAMA_MODELS", tempModels)
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file2, err := os.CreateTemp(tempModels, "")
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if err != nil {
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t.Fatalf("failed to open file: %v", err)
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}
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defer file2.Close()
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for range 5 {
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if err := llm.WriteGGUF(file2, llm.KV{"general.architecture": "gemma"}, []llm.Tensor{}); err != nil {
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t.Fatalf("failed to write gguf: %v", err)
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}
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}
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if _, err := file2.Seek(0, io.SeekStart); err != nil {
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t.Fatalf("failed to seek to start: %v", err)
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}
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layers, err := parseFromFile(context.Background(), "model", []*layerGGML{}, file2, "", func(api.ProgressResponse) {})
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if err != nil {
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t.Fatalf("failed to parse from file: %v", err)
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}
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if len(layers) != 5 {
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t.Fatalf("got %d != want 5", len(layers))
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}
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}
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func TestParseObjects(t *testing.T) {
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tests := []struct {
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input string
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want []map[string]any
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}{
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{
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input: `[{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}},{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Toronto, Canada"}}]`,
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want: []map[string]any{
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{"name": "get_current_weather", "arguments": map[string]any{"format": "fahrenheit", "location": "San Francisco, CA"}},
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{"name": "get_current_weather", "arguments": map[string]any{"format": "celsius", "location": "Toronto, Canada"}},
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},
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},
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{
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input: `<toolcall>{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}} </toolcall>`,
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want: []map[string]any{
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{"name": "get_current_weather", "arguments": map[string]any{"format": "fahrenheit", "location": "San Francisco, CA"}},
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},
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},
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{
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input: `<toolcall>{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}} </toolcall> <toolcall>{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Toronto, ON"}} </toolcall>`,
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want: []map[string]any{
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{"name": "get_current_weather", "arguments": map[string]any{"format": "fahrenheit", "location": "San Francisco, CA"}},
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{"name": "get_current_weather", "arguments": map[string]any{"format": "celsius", "location": "Toronto, ON"}},
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},
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},
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{
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input: `{"name": "get_current_weather", "arguments": `,
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want: nil,
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},
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}
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for _, tc := range tests {
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t.Run(tc.input, func(t *testing.T) {
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got := parseObjects(tc.input)
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if diff := cmp.Diff(got, tc.want); 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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