cli/pkg/rag/chunk.go

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feat: wire release command, add tar.xz support, unified installers (#277) * feat(cli): wire release command and add installer scripts - Wire up `core build release` subcommand (was orphaned) - Wire up `core monitor` command (missing import in full variant) - Add installer scripts for Unix (.sh) and Windows (.bat) - setup: Interactive with variant selection - ci: Minimal for CI/CD environments - dev: Full development variant - go/php/agent: Targeted development variants - All scripts include security hardening: - Secure temp directories (mktemp -d) - Architecture validation - Version validation after GitHub API call - Proper cleanup on exit - PowerShell PATH updates on Windows (avoids setx truncation) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com> * feat(build): add tar.xz support and unified installer scripts - Add tar.xz archive support using Borg's compress package - ArchiveXZ() and ArchiveWithFormat() for configurable compression - Better compression ratio than gzip for release artifacts - Consolidate 12 installer scripts into 2 unified scripts - install.sh and install.bat with BunnyCDN edge variable support - Subdomains: setup.core.help, ci.core.help, dev.core.help, etc. - MODE and VARIANT transformed at edge based on subdomain - Installers prefer tar.xz with automatic fallback to tar.gz - Fixed CodeRabbit issues: HTTP status patterns, tar error handling, verify_install params, VARIANT validation, CI PATH persistence Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com> * chore: add build and release config files - .core/build.yaml - cross-platform build configuration - .core/release.yaml - release workflow configuration Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com> * chore: move plans from docs/ to tasks/ Consolidate planning documents in tasks/plans/ directory. Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com> * fix(install): address CodeRabbit review feedback - Add curl timeout (--max-time) to prevent hanging on slow networks - Rename TMPDIR to WORK_DIR to avoid clobbering system env var - Add chmod +x to ensure binary has execute permissions - Add error propagation after subroutine calls in batch file - Remove System32 install attempt in CI mode (use consistent INSTALL_DIR) - Fix HTTP status regex for HTTP/2 compatibility Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com> * feat(rag): add Go RAG implementation with Qdrant + Ollama Add RAG (Retrieval Augmented Generation) tools for storing documentation in Qdrant vector database and querying with semantic search. This replaces the Python tools/rag implementation with a native Go solution. New commands: - core rag ingest [directory] - Ingest markdown files into Qdrant - core rag query [question] - Query vector database with semantic search - core rag collections - List and manage Qdrant collections Features: - Markdown chunking by sections and paragraphs with overlap - UTF-8 safe text handling for international content - Automatic category detection from file paths - Multiple output formats: text, JSON, LLM context injection - Environment variable support for host configuration Dependencies: - github.com/qdrant/go-client (gRPC client) - github.com/ollama/ollama/api (embeddings API) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com> * feat(deploy): add pure-Go Ansible executor and Coolify API integration Implement infrastructure deployment system with: - pkg/ansible: Pure Go Ansible executor - Playbook/inventory parsing (types.go, parser.go) - Full execution engine with variable templating, loops, blocks, conditionals, handlers, and fact gathering (executor.go) - SSH client with key/password auth and privilege escalation (ssh.go) - 35+ module implementations: shell, command, copy, template, file, apt, service, systemd, user, group, git, docker_compose, etc. (modules.go) - pkg/deploy/coolify: Coolify API client wrapping Python swagger client - List/get servers, projects, applications, databases, services - Generic Call() for any OpenAPI operation - pkg/deploy/python: Embedded Python runtime for swagger client integration - internal/cmd/deploy: CLI commands - core deploy servers/projects/apps/databases/services/team - core deploy call <operation> [params-json] This enables Docker-free infrastructure deployment with Ansible-compatible playbooks executed natively in Go. Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com> * fix(deploy): address linter warnings and build errors - Fix fmt.Sprintf format verb error in ssh.go (remove unused stat command) - Fix errcheck warnings by explicitly ignoring best-effort operations - Fix ineffassign warning in cmd_ansible.go All golangci-lint checks now pass for deploy packages. Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com> * style(deploy): fix gofmt formatting Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com> * fix(deploy): use known_hosts for SSH host key verification Address CodeQL security alert by using the user's known_hosts file for SSH host key verification when available. Falls back to accepting any key only when known_hosts doesn't exist (common in containerized or ephemeral environments). Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com> * feat(ai,security,ide): add agentic MVP, security jobs, and Core IDE desktop app Wire up AI infrastructure with unified pkg/ai package (metrics JSONL, RAG integration), move RAG under `core ai rag`, add `core ai metrics` command, and enrich task context with Qdrant documentation. Add `--target` flag to all security commands for external repo scanning, `core security jobs` for distributing findings as GitHub Issues, and consistent error logging across scan/deps/alerts/secrets commands. Add Core IDE Wails v3 desktop app with Angular 20 frontend, MCP bridge (loopback-only HTTP server), WebSocket hub, and Claude Code bridge. Production-ready with Lethean CIC branding, macOS code signing support, and security hardening (origin validation, body size limits, URL scheme checks, memory leak prevention, XSS mitigation). Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com> * fix: address PR review comments from CodeRabbit, Copilot, and Gemini Fixes across 25 files addressing 46+ review comments: - pkg/ai/metrics.go: handle error from Close() on writable file handle - pkg/ansible: restore loop vars after loop, restore become settings, fix Upload with become=true and no password (use sudo -n), honour SSH timeout config, use E() helper for contextual errors, quote git refs in checkout commands - pkg/rag: validate chunk config, guard negative-to-uint64 conversion, use E() helper for errors, add context timeout to Ollama HTTP calls - pkg/deploy/python: fix exec.ExitError type assertion (was os.PathError), handle os.UserHomeDir() error - pkg/build/buildcmd: use cmd.Context() instead of context.Background() for proper Ctrl+C cancellation - install.bat: add curl timeouts, CRLF line endings, use --connect-timeout for archive downloads - install.sh: use absolute path for version check in CI mode - tools/rag: fix broken ingest.py function def, escape HTML in query.py, pin qdrant-client version, add markdown code block languages - internal/cmd/rag: add chunk size validation, env override handling Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com> * fix(build): make release dry-run by default and remove darwin/amd64 target Replace --dry-run (default false) with --we-are-go-for-launch (default false) so `core build release` is safe by default. Remove darwin/amd64 from default build targets (arm64 only for macOS). Fix cmd_project.go to use command context instead of context.Background(). Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com> --------- Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
2026-02-04 00:49:57 +00:00
package rag
import (
"crypto/md5"
"fmt"
"path/filepath"
"slices"
"strings"
)
// ChunkConfig holds chunking configuration.
type ChunkConfig struct {
Size int // Characters per chunk
Overlap int // Overlap between chunks
}
// DefaultChunkConfig returns default chunking configuration.
func DefaultChunkConfig() ChunkConfig {
return ChunkConfig{
Size: 500,
Overlap: 50,
}
}
// Chunk represents a text chunk with metadata.
type Chunk struct {
Text string
Section string
Index int
}
// ChunkMarkdown splits markdown text into chunks by sections and paragraphs.
// Preserves context with configurable overlap.
func ChunkMarkdown(text string, cfg ChunkConfig) []Chunk {
if cfg.Size <= 0 {
cfg.Size = 500
}
if cfg.Overlap < 0 || cfg.Overlap >= cfg.Size {
cfg.Overlap = 0
}
var chunks []Chunk
// Split by ## headers
sections := splitBySections(text)
chunkIndex := 0
for _, section := range sections {
section = strings.TrimSpace(section)
if section == "" {
continue
}
// Extract section title
lines := strings.SplitN(section, "\n", 2)
title := ""
if strings.HasPrefix(lines[0], "#") {
title = strings.TrimLeft(lines[0], "#")
title = strings.TrimSpace(title)
}
// If section is small enough, yield as-is
if len(section) <= cfg.Size {
chunks = append(chunks, Chunk{
Text: section,
Section: title,
Index: chunkIndex,
})
chunkIndex++
continue
}
// Otherwise, chunk by paragraphs
paragraphs := splitByParagraphs(section)
currentChunk := ""
for _, para := range paragraphs {
para = strings.TrimSpace(para)
if para == "" {
continue
}
if len(currentChunk)+len(para)+2 <= cfg.Size {
if currentChunk != "" {
currentChunk += "\n\n" + para
} else {
currentChunk = para
}
} else {
if currentChunk != "" {
chunks = append(chunks, Chunk{
Text: strings.TrimSpace(currentChunk),
Section: title,
Index: chunkIndex,
})
chunkIndex++
}
// Start new chunk with overlap from previous (rune-safe for UTF-8)
runes := []rune(currentChunk)
if cfg.Overlap > 0 && len(runes) > cfg.Overlap {
overlapText := string(runes[len(runes)-cfg.Overlap:])
currentChunk = overlapText + "\n\n" + para
} else {
currentChunk = para
}
}
}
// Don't forget the last chunk
if strings.TrimSpace(currentChunk) != "" {
chunks = append(chunks, Chunk{
Text: strings.TrimSpace(currentChunk),
Section: title,
Index: chunkIndex,
})
chunkIndex++
}
}
return chunks
}
// splitBySections splits text by ## headers while preserving the header with its content.
func splitBySections(text string) []string {
var sections []string
lines := strings.Split(text, "\n")
var currentSection strings.Builder
for _, line := range lines {
// Check if this line is a ## header
if strings.HasPrefix(line, "## ") {
// Save previous section if exists
if currentSection.Len() > 0 {
sections = append(sections, currentSection.String())
currentSection.Reset()
}
}
currentSection.WriteString(line)
currentSection.WriteString("\n")
}
// Don't forget the last section
if currentSection.Len() > 0 {
sections = append(sections, currentSection.String())
}
return sections
}
// splitByParagraphs splits text by double newlines.
func splitByParagraphs(text string) []string {
// Replace multiple newlines with a marker, then split
normalized := text
for strings.Contains(normalized, "\n\n\n") {
normalized = strings.ReplaceAll(normalized, "\n\n\n", "\n\n")
}
return strings.Split(normalized, "\n\n")
}
// Category determines the document category from file path.
func Category(path string) string {
lower := strings.ToLower(path)
switch {
case strings.Contains(lower, "flux") || strings.Contains(lower, "ui/component"):
return "ui-component"
case strings.Contains(lower, "brand") || strings.Contains(lower, "mascot"):
return "brand"
case strings.Contains(lower, "brief"):
return "product-brief"
case strings.Contains(lower, "help") || strings.Contains(lower, "draft"):
return "help-doc"
case strings.Contains(lower, "task") || strings.Contains(lower, "plan"):
return "task"
case strings.Contains(lower, "architecture") || strings.Contains(lower, "migration"):
return "architecture"
default:
return "documentation"
}
}
// ChunkID generates a unique ID for a chunk.
func ChunkID(path string, index int, text string) string {
// Use first 100 runes of text for uniqueness (rune-safe for UTF-8)
runes := []rune(text)
if len(runes) > 100 {
runes = runes[:100]
}
textPart := string(runes)
data := fmt.Sprintf("%s:%d:%s", path, index, textPart)
hash := md5.Sum([]byte(data))
return fmt.Sprintf("%x", hash)
}
// FileExtensions returns the file extensions to process.
func FileExtensions() []string {
return []string{".md", ".markdown", ".txt"}
}
// ShouldProcess checks if a file should be processed based on extension.
func ShouldProcess(path string) bool {
ext := strings.ToLower(filepath.Ext(path))
return slices.Contains(FileExtensions(), ext)
}