feat(tools): implement CRUD operations for thoughts and projects
* Add tools for creating, retrieving, updating, and deleting thoughts. * Implement project management tools for creating and listing projects. * Introduce linking functionality between thoughts. * Add search and recall capabilities for thoughts based on semantic queries. * Implement statistics and summarization tools for thought analysis. * Create database migrations for thoughts, projects, and links. * Add helper functions for UUID parsing and project resolution.
This commit is contained in:
Hein
330
internal/ai/compat/client.go
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330
internal/ai/compat/client.go
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package compat
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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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"errors"
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"fmt"
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"io"
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"log/slog"
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"net"
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"net/http"
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"strings"
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"time"
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thoughttypes "git.warky.dev/wdevs/amcs/internal/types"
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)
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const metadataSystemPrompt = `You extract structured metadata from short notes.
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Return only valid JSON matching this schema:
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{
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"people": ["string"],
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"action_items": ["string"],
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"dates_mentioned": ["string"],
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"topics": ["string"],
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"type": "observation|task|idea|reference|person_note",
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"source": "string"
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}
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Rules:
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- Keep arrays concise.
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- Use lowercase for type.
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- If unsure, prefer "observation".
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- Do not include any text outside the JSON object.`
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type Client struct {
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name string
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baseURL string
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apiKey string
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embeddingModel string
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metadataModel string
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temperature float64
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headers map[string]string
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httpClient *http.Client
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log *slog.Logger
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dimensions int
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}
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type Config struct {
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Name string
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BaseURL string
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APIKey string
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EmbeddingModel string
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MetadataModel string
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Temperature float64
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Headers map[string]string
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HTTPClient *http.Client
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Log *slog.Logger
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Dimensions int
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}
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type embeddingsRequest struct {
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Input string `json:"input"`
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Model string `json:"model"`
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}
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type embeddingsResponse struct {
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Data []struct {
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Embedding []float32 `json:"embedding"`
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} `json:"data"`
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Error *providerError `json:"error,omitempty"`
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}
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type chatCompletionsRequest struct {
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Model string `json:"model"`
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Temperature float64 `json:"temperature,omitempty"`
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ResponseFormat *responseType `json:"response_format,omitempty"`
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Messages []chatMessage `json:"messages"`
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}
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type responseType struct {
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Type string `json:"type"`
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}
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type chatMessage struct {
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Role string `json:"role"`
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Content string `json:"content"`
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}
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type chatCompletionsResponse struct {
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Choices []struct {
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Message chatMessage `json:"message"`
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} `json:"choices"`
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Error *providerError `json:"error,omitempty"`
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}
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type providerError struct {
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Message string `json:"message"`
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Type string `json:"type,omitempty"`
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}
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func New(cfg Config) *Client {
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return &Client{
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name: cfg.Name,
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baseURL: cfg.BaseURL,
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apiKey: cfg.APIKey,
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embeddingModel: cfg.EmbeddingModel,
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metadataModel: cfg.MetadataModel,
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temperature: cfg.Temperature,
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headers: cfg.Headers,
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httpClient: cfg.HTTPClient,
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log: cfg.Log,
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dimensions: cfg.Dimensions,
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}
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}
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func (c *Client) Embed(ctx context.Context, input string) ([]float32, error) {
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input = strings.TrimSpace(input)
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if input == "" {
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return nil, fmt.Errorf("%s embed: input must not be empty", c.name)
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}
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var resp embeddingsResponse
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err := c.doJSON(ctx, "/embeddings", embeddingsRequest{
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Input: input,
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Model: c.embeddingModel,
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}, &resp)
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if err != nil {
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return nil, err
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}
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if resp.Error != nil {
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return nil, fmt.Errorf("%s embed error: %s", c.name, resp.Error.Message)
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}
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if len(resp.Data) == 0 {
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return nil, fmt.Errorf("%s embed: no embedding returned", c.name)
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}
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if c.dimensions > 0 && len(resp.Data[0].Embedding) != c.dimensions {
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return nil, fmt.Errorf("%s embed: expected %d dimensions, got %d", c.name, c.dimensions, len(resp.Data[0].Embedding))
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}
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return resp.Data[0].Embedding, nil
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}
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func (c *Client) ExtractMetadata(ctx context.Context, input string) (thoughttypes.ThoughtMetadata, error) {
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input = strings.TrimSpace(input)
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if input == "" {
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return thoughttypes.ThoughtMetadata{}, fmt.Errorf("%s extract metadata: input must not be empty", c.name)
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}
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req := chatCompletionsRequest{
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Model: c.metadataModel,
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Temperature: c.temperature,
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ResponseFormat: &responseType{
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Type: "json_object",
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},
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Messages: []chatMessage{
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{Role: "system", Content: metadataSystemPrompt},
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{Role: "user", Content: input},
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},
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}
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var resp chatCompletionsResponse
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if err := c.doJSON(ctx, "/chat/completions", req, &resp); err != nil {
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return thoughttypes.ThoughtMetadata{}, err
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}
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if resp.Error != nil {
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return thoughttypes.ThoughtMetadata{}, fmt.Errorf("%s metadata error: %s", c.name, resp.Error.Message)
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}
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if len(resp.Choices) == 0 {
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return thoughttypes.ThoughtMetadata{}, fmt.Errorf("%s metadata: no choices returned", c.name)
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}
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metadataText := strings.TrimSpace(resp.Choices[0].Message.Content)
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metadataText = stripCodeFence(metadataText)
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var metadata thoughttypes.ThoughtMetadata
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if err := json.Unmarshal([]byte(metadataText), &metadata); err != nil {
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return thoughttypes.ThoughtMetadata{}, fmt.Errorf("%s metadata: parse json: %w", c.name, err)
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}
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return metadata, nil
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}
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func (c *Client) Summarize(ctx context.Context, systemPrompt, userPrompt string) (string, error) {
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req := chatCompletionsRequest{
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Model: c.metadataModel,
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Temperature: 0.2,
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Messages: []chatMessage{
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{Role: "system", Content: systemPrompt},
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{Role: "user", Content: userPrompt},
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},
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}
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var resp chatCompletionsResponse
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if err := c.doJSON(ctx, "/chat/completions", req, &resp); err != nil {
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return "", err
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}
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if resp.Error != nil {
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return "", fmt.Errorf("%s summarize error: %s", c.name, resp.Error.Message)
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}
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if len(resp.Choices) == 0 {
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return "", fmt.Errorf("%s summarize: no choices returned", c.name)
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}
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return strings.TrimSpace(resp.Choices[0].Message.Content), nil
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}
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func (c *Client) Name() string {
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return c.name
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}
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func (c *Client) doJSON(ctx context.Context, path string, requestBody any, dest any) error {
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body, err := json.Marshal(requestBody)
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if err != nil {
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return fmt.Errorf("%s request marshal: %w", c.name, err)
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}
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const maxAttempts = 3
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var lastErr error
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for attempt := 1; attempt <= maxAttempts; attempt++ {
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req, err := http.NewRequestWithContext(ctx, http.MethodPost, strings.TrimRight(c.baseURL, "/")+path, bytes.NewReader(body))
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if err != nil {
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return fmt.Errorf("%s build request: %w", c.name, err)
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}
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req.Header.Set("Authorization", "Bearer "+c.apiKey)
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req.Header.Set("Content-Type", "application/json")
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req.Header.Set("Accept", "application/json")
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for key, value := range c.headers {
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if strings.TrimSpace(key) == "" || strings.TrimSpace(value) == "" {
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continue
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}
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req.Header.Set(key, value)
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}
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resp, err := c.httpClient.Do(req)
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if err != nil {
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lastErr = fmt.Errorf("%s request failed: %w", c.name, err)
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if attempt < maxAttempts && isRetryableError(err) {
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if retryErr := sleepRetry(ctx, attempt, c.log, c.name); retryErr != nil {
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return retryErr
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}
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continue
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}
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return lastErr
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}
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payload, readErr := io.ReadAll(resp.Body)
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resp.Body.Close()
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if readErr != nil {
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lastErr = fmt.Errorf("%s read response: %w", c.name, readErr)
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if attempt < maxAttempts {
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if retryErr := sleepRetry(ctx, attempt, c.log, c.name); retryErr != nil {
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return retryErr
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}
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continue
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}
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return lastErr
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}
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if resp.StatusCode >= http.StatusBadRequest {
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lastErr = fmt.Errorf("%s request failed with status %d: %s", c.name, resp.StatusCode, strings.TrimSpace(string(payload)))
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if attempt < maxAttempts && isRetryableStatus(resp.StatusCode) {
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if retryErr := sleepRetry(ctx, attempt, c.log, c.name); retryErr != nil {
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return retryErr
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}
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continue
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}
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return lastErr
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}
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if err := json.Unmarshal(payload, dest); err != nil {
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if c.log != nil {
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c.log.Debug("provider response body", slog.String("provider", c.name), slog.String("body", string(payload)))
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}
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return fmt.Errorf("%s decode response: %w", c.name, err)
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}
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return nil
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}
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return lastErr
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}
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func stripCodeFence(value string) string {
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value = strings.TrimSpace(value)
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if !strings.HasPrefix(value, "```") {
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return value
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}
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value = strings.TrimPrefix(value, "```json")
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value = strings.TrimPrefix(value, "```")
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value = strings.TrimSuffix(value, "```")
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return strings.TrimSpace(value)
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}
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func isRetryableStatus(status int) bool {
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switch status {
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case http.StatusTooManyRequests, http.StatusInternalServerError, http.StatusBadGateway, http.StatusServiceUnavailable, http.StatusGatewayTimeout:
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return true
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default:
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return false
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}
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}
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func isRetryableError(err error) bool {
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if err == nil {
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return false
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}
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if errors.Is(err, context.DeadlineExceeded) || errors.Is(err, context.Canceled) {
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return true
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}
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var netErr net.Error
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return errors.As(err, &netErr)
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}
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func sleepRetry(ctx context.Context, attempt int, log *slog.Logger, provider string) error {
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delay := time.Duration(attempt*attempt) * 200 * time.Millisecond
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if log != nil {
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log.Warn("retrying provider request", slog.String("provider", provider), slog.Duration("delay", delay), slog.Int("attempt", attempt+1))
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}
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timer := time.NewTimer(delay)
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defer timer.Stop()
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select {
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case <-ctx.Done():
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return ctx.Err()
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case <-timer.C:
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return nil
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}
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}
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