public/ai-code-assistant
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity

First Working Prototype

Browse Source 
This application is a simple proof of concept demonstrating an agent capable of taking a prompt and generating a patch implementing code satisfying the prompt along with an accompanying unit test.
This commit is contained in:
Michael Powers
2025-04-20 07:47:41 -04:00
commit 4b8b8132fd
15 changed files with 1797 additions and 0 deletions
Download Patch File Download Diff File Expand all files Collapse all files

3
.gitignore vendored Normal file
View File

@@ -0,0 +1,3 @@
config.yaml
.idea
ai-code-assistant.iml

299
cmd/autopatch/autopatch.go Normal file
View File

@@ -0,0 +1,299 @@
package autopatch
import (
"ai-code-assistant/pkg/config"
"ai-code-assistant/pkg/database"
"ai-code-assistant/pkg/llm"
"bytes"
"context"
"errors"
"fmt"
"github.com/go-git/go-billy/v5/osfs"
"github.com/go-git/go-git/v5"
"github.com/go-git/go-git/v5/plumbing/cache"
"github.com/go-git/go-git/v5/storage/filesystem"
"github.com/sergi/go-diff/diffmatchpatch"
"github.com/urfave/cli/v3"
"log/slog"
"os"
"path/filepath"
"strings"
)
func Command() *cli.Command {
return &cli.Command{
Name: "auto-patch",
Usage: "this command accepts a repository and a prompt and will generate a git commit attempting code modifications to satisfy the prompt.",
Action: (&agent{}).run,
Flags: []cli.Flag{
&cli.StringFlag{
Name: "repo",
Usage: "path to git repository",
Required: true,
},
&cli.StringFlag{
Name: "task",
Usage: "task to perform, e.g. \"add a test for a function\"",
Required: true,
},
},
}
}
type agent struct {
llm *llm.LLM
}
func (a *agent) run(ctx context.Context, cmd *cli.Command) error {
llmRef := llm.FromContext(ctx)
a.llm = llmRef
err := a.generateGitCommit(ctx, cmd.String("repo"), cmd.String("task"))
if err != nil {
return err
}
return nil
}
func (a *agent) generateGitCommit(ctx context.Context, repoPath, prompt string) error {
fileName, newCode, err := a.generateCodePatch(ctx, repoPath, prompt)
if err != nil {
return err
}
testFile, err := a.generateUnitTest(ctx, prompt, fileName, newCode)
if err != nil {
return err
}
// fileName, testFile := "/home/mpowers/Projects/simple-go-server/main.go", "/home/mpowers/Projects/simple-go-server/main_test.go"
if err := a.commit(ctx, prompt, repoPath, fileName, testFile); err != nil {
return err
}
slog.Info("committed changes to git repo", "repo", repoPath)
return nil
}
func (a *agent) commit(ctx context.Context, prompt, repoPath string, files ...string) error {
gitPath := osfs.New(filepath.Join(repoPath, ".git"))
gitRepo, err := git.Open(filesystem.NewStorage(gitPath, cache.NewObjectLRUDefault()), osfs.New(repoPath))
if err != nil {
return err
}
workTree, err := gitRepo.Worktree()
if err != nil {
return err
}
for _, file := range files {
// Relative paths.
file = strings.TrimPrefix(file, repoPath)
file = strings.TrimPrefix(file, "/")
if _, err := workTree.Add(file); err != nil {
return err
}
}
genPrompt, err := llm.GetPrompt("generate_commitmsg", map[string]any{
"Prompt": prompt,
"Files": files,
})
if err != nil {
return err
}
rsp, err := a.llm.ChatPrompt(ctx, genPrompt)
if err != nil {
return err
}
if _, err := workTree.Commit(rsp, &git.CommitOptions{}); err != nil {
return err
}
return nil
}
func (a *agent) generateCodePatch(ctx context.Context, repoPath, prompt string) (string, string, error) {
db := database.FromContext(ctx)
cfg := config.FromContext(ctx)
repoID, err := db.RepoIDFromPath(ctx, repoPath)
if err != nil {
return "", "", err
}
relDocs := llm.NewGetRelevantDocs(db, a.llm, repoID, cfg.RelevantDocs)
chunks, err := relDocs.GetRelevantFileChunks(ctx, prompt)
if err != nil {
return "", "", err
} else if len(chunks) == 0 {
return "", "", errors.New("no relevant chunks found")
}
chunk := chunks[0]
slog.Info("found most relevant file chunk", "file", chunk.Name, "start", chunk.Start, "end", chunk.End, "score", chunk.Score, "id", chunk.ChunkID)
chunkContext, err := db.GetChunkContext(ctx, chunks[0].ChunkID, 1, chunks[0].Name, repoID)
if err != nil {
return "", "", err
}
genPrompt, err := llm.GetPrompt("generate_patch", map[string]string{
"Prompt": prompt,
"Context": chunkContext,
})
if err != nil {
return "", "", err
}
codeBlock, err := a.generateCode(ctx, genPrompt)
if err != nil {
return "", "", err
}
fmt.Printf("Code block:\n%s\n", codeBlock)
fileName := chunks[0].Name
originalFile, err := os.ReadFile(fileName)
if err != nil {
return "", "", err
}
dmp := diffmatchpatch.New()
diffs := dmp.DiffMain(string(originalFile), codeBlock, true)
diffs = cleanDiffs(diffs)
fmt.Printf("File to patch: %s\n", fileName)
fmt.Println(dmp.DiffPrettyText(diffs))
if err := patchFile(fileName, diffs); err != nil {
return "", "", err
}
return fileName, codeBlock, err
}
func (a *agent) generateUnitTest(ctx context.Context, prompt, fileName, newCode string) (string, error) {
// Check to see if a test file for this already exists.
testFileExists := false
testFile := strings.ReplaceAll(fileName, ".go", "_test.go")
if _, err := os.Stat(testFile); err == nil {
testFileExists = true
}
genPrompt, err := llm.GetPrompt("generate_unittest", map[string]any{
"Prompt": prompt,
"Context": newCode,
"TestFileExists": testFileExists,
})
if err != nil {
return "", err
}
codeBlock, err := a.generateCode(ctx, genPrompt)
if err != nil {
return "", err
}
fmt.Printf("Unit Test Code block:\n%s\n", codeBlock)
if testFileExists {
fp, err := os.OpenFile(testFile, os.O_APPEND|os.O_WRONLY, 0644)
if err != nil {
return "", err
}
defer fp.Close()
if _, err := fp.WriteString("\n" + codeBlock); err != nil {
return "", err
}
} else {
fp, err := os.Open(testFile)
if err != nil {
return "", err
}
defer fp.Close()
if _, err := fp.WriteString(codeBlock); err != nil {
return "", err
}
}
return testFile, nil
}
func (a *agent) generateCode(ctx context.Context, prompt string) (string, error) {
rsp, err := a.llm.CodePrompt(ctx, prompt)
if err != nil {
return "", err
}
startIdx := strings.Index(rsp, "```")
endIdx := strings.LastIndex(rsp, "```")
if startIdx == -1 || endIdx == -1 || startIdx >= endIdx {
return "", fmt.Errorf("unable to find code block in response: %s", rsp)
}
codeBlock := rsp[startIdx+3 : endIdx]
if strings.HasPrefix(codeBlock, "go") {
codeBlock = codeBlock[2:]
}
return codeBlock, nil
}
func patchFile(fileName string, diffs []diffmatchpatch.Diff) error {
var buff bytes.Buffer
for _, diff := range diffs {
text := diff.Text
switch diff.Type {
case diffmatchpatch.DiffInsert:
_, _ = buff.WriteString(text)
case diffmatchpatch.DiffEqual:
_, _ = buff.WriteString(text)
}
}
if err := os.WriteFile(fileName, buff.Bytes(), 0644); err != nil {
return err
}
return nil
}
// cleanDiffs will ignore any deletions at the beginning or end of the context since the LLM may trim these off.
func cleanDiffs(diffs []diffmatchpatch.Diff) []diffmatchpatch.Diff {
startIdx := 0
endIdx := len(diffs)
for idx, diff := range diffs {
if diff.Type == diffmatchpatch.DiffDelete {
startIdx = idx + 1
} else {
break
}
}
for idx := len(diffs) - 1; idx >= 0; idx-- {
if diffs[idx].Type == diffmatchpatch.DiffDelete {
endIdx = idx - 1
} else {
break
}
}
return diffs[startIdx:endIdx]
}

63
cmd/chunks/chunks.go Normal file
View File

@@ -0,0 +1,63 @@
package chunks
import (
"ai-code-assistant/pkg/database"
"ai-code-assistant/pkg/llm"
"context"
"github.com/urfave/cli/v3"
"log/slog"
)
func Command() *cli.Command {
return &cli.Command{
Name: "chunks",
Usage: "this command tries to find relevant chunks of code in a git repository for a given query",
Action: (&chunks{}).run,
Flags: []cli.Flag{
&cli.StringFlag{
Name: "repo",
Usage: "path to git repository",
Required: true,
},
&cli.StringFlag{
Name: "query",
Usage: "query to search for",
Required: true,
},
&cli.IntFlag{
Name: "docs",
Usage: "number of docs to get",
Value: 10,
},
},
}
}
type chunks struct {
}
func (c *chunks) run(ctx context.Context, cmd *cli.Command) error {
db := database.FromContext(ctx)
llmRef := llm.FromContext(ctx)
repoID, err := db.RepoIDFromPath(ctx, cmd.String("repo"))
if err != nil {
return err
}
relDocs := llm.NewGetRelevantDocs(db, llmRef, repoID, int(cmd.Int("docs")))
chunks, err := relDocs.GetRelevantFileChunks(ctx, cmd.String("query"))
if err != nil {
return err
}
if err := relDocs.RankChunks(ctx, cmd.String("query"), chunks); err != nil {
return err
}
for _, chunk := range chunks {
slog.Info("found relevant chunk", "name", chunk.Name, "start", chunk.Start, "end", chunk.End, "score", chunk.Score, "id", chunk.ChunkID)
}
return nil
}

203
cmd/indexer/indexer.go Normal file
View File

@@ -0,0 +1,203 @@
package indexer
import (
"ai-code-assistant/pkg/database"
"ai-code-assistant/pkg/llm"
"context"
"github.com/go-git/go-billy/v5/osfs"
"github.com/go-git/go-git/v5"
"github.com/go-git/go-git/v5/plumbing/cache"
"github.com/go-git/go-git/v5/storage/filesystem"
"github.com/google/uuid"
"github.com/tmc/langchaingo/schema"
"github.com/tmc/langchaingo/vectorstores/pgvector"
"github.com/urfave/cli/v3"
"log/slog"
"os"
"path/filepath"
"strconv"
)
func Command() *cli.Command {
return &cli.Command{
Name: "indexer",
Usage: "this command will index a local git repository to build context for the llm",
Action: (&indexer{}).run,
Flags: []cli.Flag{
&cli.StringFlag{
Name: "repo",
Usage: "path to git repository",
Required: true,
},
&cli.IntFlag{
Name: "chunk-size",
Usage: "number of bytes to chunk files into, should be roughly 4x the number of tokens",
Value: 512 * 4,
},
},
}
}
type indexer struct {
db *database.Database
llm *llm.LLM
repoPath string
repoID string
chunkSize int
}
func (idx *indexer) run(ctx context.Context, cmd *cli.Command) error {
idx.db = database.FromContext(ctx)
idx.repoPath = cmd.String("repo")
idx.chunkSize = int(cmd.Int("chunk-size"))
idx.llm = llm.FromContext(ctx)
if err := idx.upsertRepo(ctx); err != nil {
return err
}
if err := idx.generateFileChunks(ctx); err != nil {
return err
}
return nil
}
func (idx *indexer) upsertRepo(ctx context.Context) error {
gitPath := osfs.New(filepath.Join(idx.repoPath, ".git"))
gitRepo, err := git.Open(filesystem.NewStorage(gitPath, cache.NewObjectLRUDefault()), gitPath)
if err != nil {
return err
}
headRef, err := gitRepo.Head()
if err != nil {
return err
}
conn, err := idx.db.DB(ctx)
if err != nil {
return err
}
defer conn.Release()
id := uuid.NewString()
if _, err := conn.Exec(ctx, "insert_repo", id, headRef.Hash().String(), idx.repoPath); err != nil {
return err
}
idx.repoID = id
return nil
}
func crawlFiles(ctx context.Context, path string, cb func(ctx context.Context, filePath string) error) error {
pathFiles, err := os.ReadDir(path)
if err != nil {
return err
}
for _, file := range pathFiles {
filePath := filepath.Join(path, file.Name())
if file.IsDir() {
if err := crawlFiles(ctx, filePath, cb); err != nil {
return err
}
} else {
if err := cb(ctx, filePath); err != nil {
return err
}
}
}
return nil
}
func (idx *indexer) generateFileChunks(ctx context.Context) error {
conn, err := idx.db.DB(ctx)
if err != nil {
return err
}
defer conn.Release()
vectorStore, err := pgvector.New(ctx,
pgvector.WithConn(conn),
pgvector.WithEmbedder(idx.llm.Embedder()),
pgvector.WithCollectionName("file_chunks"),
)
if err != nil {
return err
}
allowedExtensions := []string{".go"}
return crawlFiles(ctx, idx.repoPath, func(ctx context.Context, filePath string) error {
chunkID := 0
return chunkFile(ctx, filePath, idx.chunkSize, func(chunk []byte, start, end uint64) error {
shouldIndex := false
for _, ext := range allowedExtensions {
if filepath.Ext(filePath) == ext {
shouldIndex = true
break
}
}
if !shouldIndex {
return nil
}
slog.Info("indexing file", "chunk_id", chunkID, "chunk_size", len(chunk), "file_name", filePath)
docs := []schema.Document{{
PageContent: string(chunk),
Metadata: map[string]any{
"type": "file_chunk",
"file_path": filePath,
"chunk_id": strconv.FormatInt(int64(chunkID), 10),
"start": strconv.FormatUint(start, 10),
"end": strconv.FormatUint(end, 10),
"repo_id": idx.repoID,
},
}}
if _, err := vectorStore.AddDocuments(ctx, docs); err != nil {
return err
}
chunkID++
return nil
})
})
}
// chunkFile will take a file and return it in chunks that are suitable size to be embedded.
// This is a very simple algorithm right now, it would be better to use a lexer to identify good parts of the AST to
// split on. We could also implement a reference graph to find the most relevant files based on the relationships
// between files.
func chunkFile(_ context.Context, filePath string, maxBytes int, chunkCb func(chunk []byte, start, end uint64) error) error {
fileBytes, err := os.ReadFile(filePath)
if err != nil {
return err
}
pos := 0
for pos < len(fileBytes) {
nextChunkSize := maxBytes
if pos+maxBytes > len(fileBytes) {
nextChunkSize = len(fileBytes) - pos
}
if err := chunkCb(fileBytes[pos:pos+nextChunkSize], uint64(pos), uint64(pos+nextChunkSize)); err != nil {
return err
}
pos += maxBytes
}
return nil
}

110
cmd/main.go Normal file
View File

@@ -0,0 +1,110 @@
package main
import (
"ai-code-assistant/cmd/autopatch"
"ai-code-assistant/cmd/chunks"
"ai-code-assistant/cmd/indexer"
"ai-code-assistant/pkg/config"
"ai-code-assistant/pkg/database"
"ai-code-assistant/pkg/llm"
"context"
"fmt"
_ "github.com/lib/pq"
"github.com/urfave/cli/v3"
"gopkg.in/yaml.v3"
"log/slog"
"os"
)
func main() {
app := &cli.Command{
Name: "ai-coding-assistant",
Usage: "an AI-powered autonomous code assistant that can help software engineers by performing tasks on their behalf",
Commands: []*cli.Command{
indexer.Command(),
chunks.Command(),
autopatch.Command(),
},
Before: func(ctx context.Context, cmd *cli.Command) (context.Context, error) {
initPhases := []cli.BeforeFunc{
readConfig,
initLogging,
initDatabase,
initLLM,
}
for _, phase := range initPhases {
var err error
ctx, err = phase(ctx, cmd)
if err != nil {
return nil, err
}
}
return ctx, nil
},
Flags: []cli.Flag{
&cli.StringFlag{
Name: "config",
Usage: "path to config file",
Value: "config.yaml",
},
},
}
ctx, cancel := context.WithCancel(context.Background())
defer cancel()
if err := app.Run(ctx, os.Args); err != nil {
slog.Error("problem running command", "error", err)
}
}
func readConfig(ctx context.Context, cmd *cli.Command) (context.Context, error) {
cfgFile := cmd.String("config")
cfgHandle, err := os.Open(cfgFile)
if err != nil {
return nil, fmt.Errorf("problem opening config: %s: %w", cfgFile, err)
}
cfg := &config.Configuration{}
if err := yaml.NewDecoder(cfgHandle).Decode(cfg); err != nil {
return nil, fmt.Errorf("problem parsing config: %w", err)
}
return config.WrapContext(ctx, cfg), nil
}
func initLogging(ctx context.Context, _ *cli.Command) (context.Context, error) {
cfg := config.FromContext(ctx)
var lvl slog.Level
if err := lvl.UnmarshalText([]byte(cfg.Logging.Level)); err != nil {
return nil, err
}
slog.SetLogLoggerLevel(lvl)
return ctx, nil
}
func initDatabase(ctx context.Context, _ *cli.Command) (context.Context, error) {
cfg := config.FromContext(ctx)
db, err := database.FromConfig(ctx, cfg)
if err != nil {
return nil, err
}
return database.WrapContext(ctx, db), nil
}
func initLLM(ctx context.Context, _ *cli.Command) (context.Context, error) {
cfg := config.FromContext(ctx)
llmRef, err := llm.FromConfig(cfg)
if err != nil {
return nil, err
}
return llm.WrapContext(ctx, llmRef), nil
}

74
go.mod Normal file
View File

@@ -0,0 +1,74 @@
module ai-code-assistant
go 1.23.0
toolchain go1.23.7
require (
github.com/cenkalti/backoff/v5 v5.0.2
github.com/go-git/go-billy/v5 v5.6.2
github.com/go-git/go-git/v5 v5.14.0
github.com/golang-migrate/migrate/v4 v4.18.2
github.com/google/uuid v1.6.0
github.com/jackc/pgx/v5 v5.7.2
github.com/lib/pq v1.10.9
github.com/tmc/langchaingo v0.1.13
github.com/urfave/cli/v3 v3.1.1
gopkg.in/yaml.v3 v3.0.1
)
require (
dario.cat/mergo v1.0.1 // indirect
github.com/Masterminds/goutils v1.1.1 // indirect
github.com/Masterminds/semver/v3 v3.2.0 // indirect
github.com/Masterminds/sprig/v3 v3.2.3 // indirect
github.com/Microsoft/go-winio v0.6.2 // indirect
github.com/ProtonMail/go-crypto v1.1.6 // indirect
github.com/cloudflare/circl v1.6.1 // indirect
github.com/cyphar/filepath-securejoin v0.4.1 // indirect
github.com/dlclark/regexp2 v1.11.5 // indirect
github.com/dustin/go-humanize v1.0.1 // indirect
github.com/emirpasic/gods v1.18.1 // indirect
github.com/go-git/gcfg v1.5.1-0.20230307220236-3a3c6141e376 // indirect
github.com/golang/groupcache v0.0.0-20241129210726-2c02b8208cf8 // indirect
github.com/goph/emperror v0.17.2 // indirect
github.com/hashicorp/errwrap v1.1.0 // indirect
github.com/hashicorp/go-multierror v1.1.1 // indirect
github.com/huandu/xstrings v1.3.3 // indirect
github.com/imdario/mergo v0.3.13 // indirect
github.com/jackc/pgpassfile v1.0.0 // indirect
github.com/jackc/pgservicefile v0.0.0-20240606120523-5a60cdf6a761 // indirect
github.com/jackc/puddle/v2 v2.2.2 // indirect
github.com/jbenet/go-context v0.0.0-20150711004518-d14ea06fba99 // indirect
github.com/json-iterator/go v1.1.12 // indirect
github.com/kevinburke/ssh_config v1.2.0 // indirect
github.com/mitchellh/copystructure v1.0.0 // indirect
github.com/mitchellh/reflectwalk v1.0.0 // indirect
github.com/moby/sys/userns v0.1.0 // indirect
github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect
github.com/modern-go/reflect2 v1.0.2 // indirect
github.com/nikolalohinski/gonja v1.5.3 // indirect
github.com/pelletier/go-toml/v2 v2.0.9 // indirect
github.com/pgvector/pgvector-go v0.3.0 // indirect
github.com/pjbgf/sha1cd v0.3.2 // indirect
github.com/pkg/errors v0.9.1 // indirect
github.com/pkoukk/tiktoken-go v0.1.7 // indirect
github.com/sergi/go-diff v1.3.2-0.20230802210424-5b0b94c5c0d3 // indirect
github.com/shopspring/decimal v1.2.0 // indirect
github.com/sirupsen/logrus v1.9.3 // indirect
github.com/skeema/knownhosts v1.3.1 // indirect
github.com/spf13/cast v1.3.1 // indirect
github.com/xanzy/ssh-agent v0.3.3 // indirect
github.com/yargevad/filepathx v1.0.0 // indirect
go.starlark.net v0.0.0-20230302034142-4b1e35fe2254 // indirect
go.uber.org/atomic v1.7.0 // indirect
golang.org/x/crypto v0.37.0 // indirect
golang.org/x/exp v0.0.0-20240719175910-8a7402abbf56 // indirect
golang.org/x/net v0.39.0 // indirect
golang.org/x/sync v0.13.0 // indirect
golang.org/x/sys v0.32.0 // indirect
golang.org/x/text v0.24.0 // indirect
gopkg.in/warnings.v0 v0.1.2 // indirect
)
replace nhooyr.io/websocket => github.com/coder/websocket v1.8.7

515
go.sum Normal file
View File

@@ -0,0 +1,515 @@
cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw=
cloud.google.com/go v0.114.0 h1:OIPFAdfrFDFO2ve2U7r/H5SwSbBzEdrBdE7xkgwc+kY=
cloud.google.com/go v0.114.0/go.mod h1:ZV9La5YYxctro1HTPug5lXH/GefROyW8PPD4T8n9J8E=
cloud.google.com/go/ai v0.7.0 h1:P6+b5p4gXlza5E+u7uvcgYlzZ7103ACg70YdZeC6oGE=
cloud.google.com/go/ai v0.7.0/go.mod h1:7ozuEcraovh4ABsPbrec3o4LmFl9HigNI3D5haxYeQo=
cloud.google.com/go/aiplatform v1.68.0 h1:EPPqgHDJpBZKRvv+OsB3cr0jYz3EL2pZ+802rBPcG8U=
cloud.google.com/go/aiplatform v1.68.0/go.mod h1:105MFA3svHjC3Oazl7yjXAmIR89LKhRAeNdnDKJczME=
cloud.google.com/go/auth v0.5.1 h1:0QNO7VThG54LUzKiQxv8C6x1YX7lUrzlAa1nVLF8CIw=
cloud.google.com/go/auth v0.5.1/go.mod h1:vbZT8GjzDf3AVqCcQmqeeM32U9HBFc32vVVAbwDsa6s=
cloud.google.com/go/auth/oauth2adapt v0.2.2 h1:+TTV8aXpjeChS9M+aTtN/TjdQnzJvmzKFt//oWu7HX4=
cloud.google.com/go/auth/oauth2adapt v0.2.2/go.mod h1:wcYjgpZI9+Yu7LyYBg4pqSiaRkfEK3GQcpb7C/uyF1Q=
cloud.google.com/go/compute v1.25.1 h1:ZRpHJedLtTpKgr3RV1Fx23NuaAEN1Zfx9hw1u4aJdjU=
cloud.google.com/go/compute/metadata v0.3.0 h1:Tz+eQXMEqDIKRsmY3cHTL6FVaynIjX2QxYC4trgAKZc=
cloud.google.com/go/compute/metadata v0.3.0/go.mod h1:zFmK7XCadkQkj6TtorcaGlCW1hT1fIilQDwofLpJ20k=
cloud.google.com/go/iam v1.1.8 h1:r7umDwhj+BQyz0ScZMp4QrGXjSTI3ZINnpgU2nlB/K0=
cloud.google.com/go/iam v1.1.8/go.mod h1:GvE6lyMmfxXauzNq8NbgJbeVQNspG+tcdL/W8QO1+zE=
cloud.google.com/go/longrunning v0.5.7 h1:WLbHekDbjK1fVFD3ibpFFVoyizlLRl73I7YKuAKilhU=
cloud.google.com/go/longrunning v0.5.7/go.mod h1:8GClkudohy1Fxm3owmBGid8W0pSgodEMwEAztp38Xng=
cloud.google.com/go/vertexai v0.12.0 h1:zTadEo/CtsoyRXNx3uGCncoWAP1H2HakGqwznt+iMo8=
cloud.google.com/go/vertexai v0.12.0/go.mod h1:8u+d0TsvBfAAd2x5R6GMgbYhsLgo3J7lmP4bR8g2ig8=
dario.cat/mergo v1.0.1 h1:Ra4+bf83h2ztPIQYNP99R6m+Y7KfnARDfID+a+vLl4s=
dario.cat/mergo v1.0.1/go.mod h1:uNxQE+84aUszobStD9th8a29P2fMDhsBdgRYvZOxGmk=
entgo.io/ent v0.14.3 h1:wokAV/kIlH9TeklJWGGS7AYJdVckr0DloWjIcO9iIIQ=
entgo.io/ent v0.14.3/go.mod h1:aDPE/OziPEu8+OWbzy4UlvWmD2/kbRuWfK2A40hcxJM=
github.com/AssemblyAI/assemblyai-go-sdk v1.3.0 h1:AtOVgGxUycvK4P4ypP+1ZupecvFgnfH+Jsum0o5ILoU=
github.com/AssemblyAI/assemblyai-go-sdk v1.3.0/go.mod h1:H0naZbvpIW49cDA5ZZ/gggeXqi7ojSGB1mqshRk6kNE=
github.com/Azure/go-ansiterm v0.0.0-20230124172434-306776ec8161 h1:L/gRVlceqvL25UVaW/CKtUDjefjrs0SPonmDGUVOYP0=
github.com/Azure/go-ansiterm v0.0.0-20230124172434-306776ec8161/go.mod h1:xomTg63KZ2rFqZQzSB4Vz2SUXa1BpHTVz9L5PTmPC4E=
github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU=
github.com/Masterminds/goutils v1.1.1 h1:5nUrii3FMTL5diU80unEVvNevw1nH4+ZV4DSLVJLSYI=
github.com/Masterminds/goutils v1.1.1/go.mod h1:8cTjp+g8YejhMuvIA5y2vz3BpJxksy863GQaJW2MFNU=
github.com/Masterminds/semver/v3 v3.2.0 h1:3MEsd0SM6jqZojhjLWWeBY+Kcjy9i6MQAeY7YgDP83g=
github.com/Masterminds/semver/v3 v3.2.0/go.mod h1:qvl/7zhW3nngYb5+80sSMF+FG2BjYrf8m9wsX0PNOMQ=
github.com/Masterminds/sprig/v3 v3.2.3 h1:eL2fZNezLomi0uOLqjQoN6BfsDD+fyLtgbJMAj9n6YA=
github.com/Masterminds/sprig/v3 v3.2.3/go.mod h1:rXcFaZ2zZbLRJv/xSysmlgIM1u11eBaRMhvYXJNkGuM=
github.com/Microsoft/go-winio v0.5.2/go.mod h1:WpS1mjBmmwHBEWmogvA2mj8546UReBk4v8QkMxJ6pZY=
github.com/Microsoft/go-winio v0.6.2 h1:F2VQgta7ecxGYO8k3ZZz3RS8fVIXVxONVUPlNERoyfY=
github.com/Microsoft/go-winio v0.6.2/go.mod h1:yd8OoFMLzJbo9gZq8j5qaps8bJ9aShtEA8Ipt1oGCvU=
github.com/Microsoft/hcsshim v0.11.4 h1:68vKo2VN8DE9AdN4tnkWnmdhqdbpUFM8OF3Airm7fz8=
github.com/Microsoft/hcsshim v0.11.4/go.mod h1:smjE4dvqPX9Zldna+t5FG3rnoHhaB7QYxPRqGcpAD9w=
github.com/ProtonMail/go-crypto v1.1.6 h1:ZcV+Ropw6Qn0AX9brlQLAUXfqLBc7Bl+f/DmNxpLfdw=
github.com/ProtonMail/go-crypto v1.1.6/go.mod h1:rA3QumHc/FZ8pAHreoekgiAbzpNsfQAosU5td4SnOrE=
github.com/PuerkitoBio/goquery v1.8.1 h1:uQxhNlArOIdbrH1tr0UXwdVFgDcZDrZVdcpygAcwmWM=
github.com/PuerkitoBio/goquery v1.8.1/go.mod h1:Q8ICL1kNUJ2sXGoAhPGUdYDJvgQgHzJsnnd3H7Ho5jQ=
github.com/airbrake/gobrake v3.6.1+incompatible/go.mod h1:wM4gu3Cn0W0K7GUuVWnlXZU11AGBXMILnrdOU8Kn00o=
github.com/andybalholm/cascadia v1.3.2 h1:3Xi6Dw5lHF15JtdcmAHD3i1+T8plmv7BQ/nsViSLyss=
github.com/andybalholm/cascadia v1.3.2/go.mod h1:7gtRlve5FxPPgIgX36uWBX58OdBsSS6lUvCFb+h7KvU=
github.com/anmitsu/go-shlex v0.0.0-20200514113438-38f4b401e2be h1:9AeTilPcZAjCFIImctFaOjnTIavg87rW78vTPkQqLI8=
github.com/anmitsu/go-shlex v0.0.0-20200514113438-38f4b401e2be/go.mod h1:ySMOLuWl6zY27l47sB3qLNK6tF2fkHG55UZxx8oIVo4=
github.com/armon/go-socks5 v0.0.0-20160902184237-e75332964ef5 h1:0CwZNZbxp69SHPdPJAN/hZIm0C4OItdklCFmMRWYpio=
github.com/armon/go-socks5 v0.0.0-20160902184237-e75332964ef5/go.mod h1:wHh0iHkYZB8zMSxRWpUBQtwG5a7fFgvEO+odwuTv2gs=
github.com/aymerick/douceur v0.2.0 h1:Mv+mAeH1Q+n9Fr+oyamOlAkUNPWPlA8PPGR0QAaYuPk=
github.com/aymerick/douceur v0.2.0/go.mod h1:wlT5vV2O3h55X9m7iVYN0TBM0NH/MmbLnd30/FjWUq4=
github.com/bitly/go-simplejson v0.5.0/go.mod h1:cXHtHw4XUPsvGaxgjIAn8PhEWG9NfngEKAMDJEczWVA=
github.com/bmizerany/assert v0.0.0-20160611221934-b7ed37b82869/go.mod h1:Ekp36dRnpXw/yCqJaO+ZrUyxD+3VXMFFr56k5XYrpB4=
github.com/bugsnag/bugsnag-go v1.4.0/go.mod h1:2oa8nejYd4cQ/b0hMIopN0lCRxU0bueqREvZLWFrtK8=
github.com/bugsnag/panicwrap v1.2.0/go.mod h1:D/8v3kj0zr8ZAKg1AQ6crr+5VwKN5eIywRkfhyM/+dE=
github.com/cenkalti/backoff v2.2.1+incompatible h1:tNowT99t7UNflLxfYYSlKYsBpXdEet03Pg2g16Swow4=
github.com/cenkalti/backoff v2.2.1+incompatible/go.mod h1:90ReRw6GdpyfrHakVjL/QHaoyV4aDUVVkXQJJJ3NXXM=
github.com/cenkalti/backoff/v4 v4.2.1 h1:y4OZtCnogmCPw98Zjyt5a6+QwPLGkiQsYW5oUqylYbM=
github.com/cenkalti/backoff/v4 v4.2.1/go.mod h1:Y3VNntkOUPxTVeUxJ/G5vcM//AlwfmyYozVcomhLiZE=
github.com/cenkalti/backoff/v5 v5.0.2 h1:rIfFVxEf1QsI7E1ZHfp/B4DF/6QBAUhmgkxc0H7Zss8=
github.com/cenkalti/backoff/v5 v5.0.2/go.mod h1:rkhZdG3JZukswDf7f0cwqPNk4K0sa+F97BxZthm/crw=
github.com/census-instrumentation/opencensus-proto v0.2.1/go.mod h1:f6KPmirojxKA12rnyqOA5BBL4O983OfeGPqjHWSTneU=
github.com/certifi/gocertifi v0.0.0-20190105021004-abcd57078448/go.mod h1:GJKEexRPVJrBSOjoqN5VNOIKJ5Q3RViH6eu3puDRwx4=
github.com/chzyer/logex v1.1.10/go.mod h1:+Ywpsq7O8HXn0nuIou7OrIPyXbp3wmkHB+jjWRnGsAI=
github.com/chzyer/readline v0.0.0-20180603132655-2972be24d48e/go.mod h1:nSuG5e5PlCu98SY8svDHJxuZscDgtXS6KTTbou5AhLI=
github.com/chzyer/test v0.0.0-20180213035817-a1ea475d72b1/go.mod h1:Q3SI9o4m/ZMnBNeIyt5eFwwo7qiLfzFZmjNmxjkiQlU=
github.com/client9/misspell v0.3.4/go.mod h1:qj6jICC3Q7zFZvVWo7KLAzC3yx5G7kyvSDkc90ppPyw=
github.com/cloudflare/circl v1.6.1 h1:zqIqSPIndyBh1bjLVVDHMPpVKqp8Su/V+6MeDzzQBQ0=
github.com/cloudflare/circl v1.6.1/go.mod h1:uddAzsPgqdMAYatqJ0lsjX1oECcQLIlRpzZh3pJrofs=
github.com/coder/websocket v1.8.7 h1:jiep6gmlfP/yq2w1gBoubJEXL9gf8x3bp6lzzX8nJxE=
github.com/coder/websocket v1.8.7/go.mod h1:B70DZP8IakI65RVQ51MsWP/8jndNma26DVA/nFSCgW0=
github.com/containerd/containerd v1.7.15 h1:afEHXdil9iAm03BmhjzKyXnnEBtjaLJefdU7DV0IFes=
github.com/containerd/containerd v1.7.15/go.mod h1:ISzRRTMF8EXNpJlTzyr2XMhN+j9K302C21/+cr3kUnY=
github.com/containerd/log v0.1.0 h1:TCJt7ioM2cr/tfR8GPbGf9/VRAX8D2B4PjzCpfX540I=
github.com/containerd/log v0.1.0/go.mod h1:VRRf09a7mHDIRezVKTRCrOq78v577GXq3bSa3EhrzVo=
github.com/cpuguy83/dockercfg v0.3.1 h1:/FpZ+JaygUR/lZP2NlFI2DVfrOEMAIKP5wWEJdoYe9E=
github.com/cpuguy83/dockercfg v0.3.1/go.mod h1:sugsbF4//dDlL/i+S+rtpIWp+5h0BHJHfjj5/jFyUJc=
github.com/cyphar/filepath-securejoin v0.4.1 h1:JyxxyPEaktOD+GAnqIqTf9A8tHyAG22rowi7HkoSU1s=
github.com/cyphar/filepath-securejoin v0.4.1/go.mod h1:Sdj7gXlvMcPZsbhwhQ33GguGLDGQL7h7bg04C/+u9jI=
github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
github.com/dhui/dktest v0.4.4 h1:+I4s6JRE1yGuqflzwqG+aIaMdgXIorCf5P98JnaAWa8=
github.com/dhui/dktest v0.4.4/go.mod h1:4+22R4lgsdAXrDyaH4Nqx2JEz2hLp49MqQmm9HLCQhM=
github.com/distribution/reference v0.6.0 h1:0IXCQ5g4/QMHHkarYzh5l+u8T3t73zM5QvfrDyIgxBk=
github.com/distribution/reference v0.6.0/go.mod h1:BbU0aIcezP1/5jX/8MP0YiH4SdvB5Y4f/wlDRiLyi3E=
github.com/dlclark/regexp2 v1.11.5 h1:Q/sSnsKerHeCkc/jSTNq1oCm7KiVgUMZRDUoRu0JQZQ=
github.com/dlclark/regexp2 v1.11.5/go.mod h1:DHkYz0B9wPfa6wondMfaivmHpzrQ3v9q8cnmRbL6yW8=
github.com/docker/docker v27.2.0+incompatible h1:Rk9nIVdfH3+Vz4cyI/uhbINhEZ/oLmc+CBXmH6fbNk4=
github.com/docker/docker v27.2.0+incompatible/go.mod h1:eEKB0N0r5NX/I1kEveEz05bcu8tLC/8azJZsviup8Sk=
github.com/docker/go-connections v0.5.0 h1:USnMq7hx7gwdVZq1L49hLXaFtUdTADjXGp+uj1Br63c=
github.com/docker/go-connections v0.5.0/go.mod h1:ov60Kzw0kKElRwhNs9UlUHAE/F9Fe6GLaXnqyDdmEXc=
github.com/docker/go-units v0.5.0 h1:69rxXcBk27SvSaaxTtLh/8llcHD8vYHT7WSdRZ/jvr4=
github.com/docker/go-units v0.5.0/go.mod h1:fgPhTUdO+D/Jk86RDLlptpiXQzgHJF7gydDDbaIK4Dk=
github.com/dustin/go-humanize v1.0.1 h1:GzkhY7T5VNhEkwH0PVJgjz+fX1rhBrR7pRT3mDkpeCY=
github.com/dustin/go-humanize v1.0.1/go.mod h1:Mu1zIs6XwVuF/gI1OepvI0qD18qycQx+mFykh5fBlto=
github.com/elazarl/goproxy v1.7.2 h1:Y2o6urb7Eule09PjlhQRGNsqRfPmYI3KKQLFpCAV3+o=
github.com/elazarl/goproxy v1.7.2/go.mod h1:82vkLNir0ALaW14Rc399OTTjyNREgmdL2cVoIbS6XaE=
github.com/emirpasic/gods v1.18.1 h1:FXtiHYKDGKCW2KzwZKx0iC0PQmdlorYgdFG9jPXJ1Bc=
github.com/emirpasic/gods v1.18.1/go.mod h1:8tpGGwCnJ5H4r6BWwaV6OrWmMoPhUl5jm/FMNAnJvWQ=
github.com/envoyproxy/go-control-plane v0.9.1-0.20191026205805-5f8ba28d4473/go.mod h1:YTl/9mNaCwkRvm6d1a2C3ymFceY/DCBVvsKhRF0iEA4=
github.com/envoyproxy/protoc-gen-validate v0.1.0/go.mod h1:iSmxcyjqTsJpI2R4NaDN7+kN2VEUnK/pcBlmesArF7c=
github.com/felixge/httpsnoop v1.0.4 h1:NFTV2Zj1bL4mc9sqWACXbQFVBBg2W3GPvqp8/ESS2Wg=
github.com/felixge/httpsnoop v1.0.4/go.mod h1:m8KPJKqk1gH5J9DgRY2ASl2lWCfGKXixSwevea8zH2U=
github.com/fsnotify/fsnotify v1.4.7/go.mod h1:jwhsz4b93w/PPRr/qN1Yymfu8t87LnFCMoQvtojpjFo=
github.com/getsentry/raven-go v0.2.0/go.mod h1:KungGk8q33+aIAZUIVWZDr2OfAEBsO49PX4NzFV5kcQ=
github.com/getzep/zep-go v1.0.4 h1:09o26bPP2RAPKFjWuVWwUWLbtFDF/S8bfbilxzeZAAg=
github.com/getzep/zep-go v1.0.4/go.mod h1:HC1Gz7oiyrzOTvzeKC4dQKUiUy87zpIJl0ZFXXdHuss=
github.com/gliderlabs/ssh v0.3.8 h1:a4YXD1V7xMF9g5nTkdfnja3Sxy1PVDCj1Zg4Wb8vY6c=
github.com/gliderlabs/ssh v0.3.8/go.mod h1:xYoytBv1sV0aL3CavoDuJIQNURXkkfPA/wxQ1pL1fAU=
github.com/go-check/check v0.0.0-20180628173108-788fd7840127 h1:0gkP6mzaMqkmpcJYCFOLkIBwI7xFExG03bbkOkCvUPI=
github.com/go-check/check v0.0.0-20180628173108-788fd7840127/go.mod h1:9ES+weclKsC9YodN5RgxqK/VD9HM9JsCSh7rNhMZE98=
github.com/go-git/gcfg v1.5.1-0.20230307220236-3a3c6141e376 h1:+zs/tPmkDkHx3U66DAb0lQFJrpS6731Oaa12ikc+DiI=
github.com/go-git/gcfg v1.5.1-0.20230307220236-3a3c6141e376/go.mod h1:an3vInlBmSxCcxctByoQdvwPiA7DTK7jaaFDBTtu0ic=
github.com/go-git/go-billy/v5 v5.6.2 h1:6Q86EsPXMa7c3YZ3aLAQsMA0VlWmy43r6FHqa/UNbRM=
github.com/go-git/go-billy/v5 v5.6.2/go.mod h1:rcFC2rAsp/erv7CMz9GczHcuD0D32fWzH+MJAU+jaUU=
github.com/go-git/go-git-fixtures/v4 v4.3.2-0.20231010084843-55a94097c399 h1:eMje31YglSBqCdIqdhKBW8lokaMrL3uTkpGYlE2OOT4=
github.com/go-git/go-git-fixtures/v4 v4.3.2-0.20231010084843-55a94097c399/go.mod h1:1OCfN199q1Jm3HZlxleg+Dw/mwps2Wbk9frAWm+4FII=
github.com/go-git/go-git/v5 v5.14.0 h1:/MD3lCrGjCen5WfEAzKg00MJJffKhC8gzS80ycmCi60=
github.com/go-git/go-git/v5 v5.14.0/go.mod h1:Z5Xhoia5PcWA3NF8vRLURn9E5FRhSl7dGj9ItW3Wk5k=
github.com/go-logr/logr v1.4.2 h1:6pFjapn8bFcIbiKo3XT4j/BhANplGihG6tvd+8rYgrY=
github.com/go-logr/logr v1.4.2/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY=
github.com/go-logr/stdr v1.2.2 h1:hSWxHoqTgW2S2qGc0LTAI563KZ5YKYRhT3MFKZMbjag=
github.com/go-logr/stdr v1.2.2/go.mod h1:mMo/vtBO5dYbehREoey6XUKy/eSumjCCveDpRre4VKE=
github.com/go-ole/go-ole v1.2.6 h1:/Fpf6oFPoeFik9ty7siob0G6Ke8QvQEuVcuChpwXzpY=
github.com/go-ole/go-ole v1.2.6/go.mod h1:pprOEPIfldk/42T2oK7lQ4v4JSDwmV0As9GaiUsvbm0=
github.com/go-pg/pg/v10 v10.11.0 h1:CMKJqLgTrfpE/aOVeLdybezR2om071Vh38OLZjsyMI0=
github.com/go-pg/pg/v10 v10.11.0/go.mod h1:4BpHRoxE61y4Onpof3x1a2SQvi9c+q1dJnrNdMjsroA=
github.com/go-pg/zerochecker v0.2.0 h1:pp7f72c3DobMWOb2ErtZsnrPaSvHd2W4o9//8HtF4mU=
github.com/go-pg/zerochecker v0.2.0/go.mod h1:NJZ4wKL0NmTtz0GKCoJ8kym6Xn/EQzXRl2OnAe7MmDo=
github.com/go-sql-driver/mysql v1.7.1 h1:lUIinVbN1DY0xBg0eMOzmmtGoHwWBbvnWubQUrtU8EI=
github.com/go-sql-driver/mysql v1.7.1/go.mod h1:OXbVy3sEdcQ2Doequ6Z5BW6fXNQTmx+9S1MCJN5yJMI=
github.com/gofrs/uuid v3.2.0+incompatible/go.mod h1:b2aQJv3Z4Fp6yNu3cdSllBxTCLRxnplIgP/c0N/04lM=
github.com/gogo/protobuf v1.3.2 h1:Ov1cvc58UF3b5XjBnZv7+opcTcQFZebYjWzi34vdm4Q=
github.com/gogo/protobuf v1.3.2/go.mod h1:P1XiOD3dCwIKUDQYPy72D8LYyHL2YPYrpS2s69NZV8Q=
github.com/golang-migrate/migrate/v4 v4.18.2 h1:2VSCMz7x7mjyTXx3m2zPokOY82LTRgxK1yQYKo6wWQ8=
github.com/golang-migrate/migrate/v4 v4.18.2/go.mod h1:2CM6tJvn2kqPXwnXO/d3rAQYiyoIm180VsO8PRX6Rpk=
github.com/golang/glog v0.0.0-20160126235308-23def4e6c14b/go.mod h1:SBH7ygxi8pfUlaOkMMuAQtPIUF8ecWP5IEl/CR7VP2Q=
github.com/golang/groupcache v0.0.0-20241129210726-2c02b8208cf8 h1:f+oWsMOmNPc8JmEHVZIycC7hBoQxHH9pNKQORJNozsQ=
github.com/golang/groupcache v0.0.0-20241129210726-2c02b8208cf8/go.mod h1:wcDNUvekVysuuOpQKo3191zZyTpiI6se1N1ULghS0sw=
github.com/golang/mock v1.1.1/go.mod h1:oTYuIxOrZwtPieC+H1uAHpcLFnEyAGVDL/k47Jfbm0A=
github.com/golang/protobuf v1.2.0/go.mod h1:6lQm79b+lXiMfvg/cZm0SGofjICqVBUtrP5yJMmIC1U=
github.com/golang/protobuf v1.3.2/go.mod h1:6lQm79b+lXiMfvg/cZm0SGofjICqVBUtrP5yJMmIC1U=
github.com/golang/protobuf v1.4.0-rc.1/go.mod h1:ceaxUfeHdC40wWswd/P6IGgMaK3YpKi5j83Wpe3EHw8=
github.com/golang/protobuf v1.4.0-rc.1.0.20200221234624-67d41d38c208/go.mod h1:xKAWHe0F5eneWXFV3EuXVDTCmh+JuBKY0li0aMyXATA=
github.com/golang/protobuf v1.4.0-rc.2/go.mod h1:LlEzMj4AhA7rCAGe4KMBDvJI+AwstrUpVNzEA03Pprs=
github.com/golang/protobuf v1.4.0-rc.4.0.20200313231945-b860323f09d0/go.mod h1:WU3c8KckQ9AFe+yFwt9sWVRKCVIyN9cPHBJSNnbL67w=
github.com/golang/protobuf v1.4.0/go.mod h1:jodUvKwWbYaEsadDk5Fwe5c77LiNKVO9IDvqG2KuDX0=
github.com/golang/protobuf v1.4.1/go.mod h1:U8fpvMrcmy5pZrNK1lt4xCsGvpyWQ/VVv6QDs8UjoX8=
github.com/golang/protobuf v1.5.4 h1:i7eJL8qZTpSEXOPTxNKhASYpMn+8e5Q6AdndVa1dWek=
github.com/golang/protobuf v1.5.4/go.mod h1:lnTiLA8Wa4RWRcIUkrtSVa5nRhsEGBg48fD6rSs7xps=
github.com/google/generative-ai-go v0.15.1 h1:n8aQUpvhPOlGVuM2DRkJ2jvx04zpp42B778AROJa+pQ=
github.com/google/generative-ai-go v0.15.1/go.mod h1:AAucpWZjXsDKhQYWvCYuP6d0yB1kX998pJlOW1rAesw=
github.com/google/go-cmp v0.2.0/go.mod h1:oXzfMopK8JAjlY9xF4vHSVASa0yLyX7SntLO5aqRK0M=
github.com/google/go-cmp v0.3.0/go.mod h1:8QqcDgzrUqlUb/G2PQTWiueGozuR1884gddMywk6iLU=
github.com/google/go-cmp v0.3.1/go.mod h1:8QqcDgzrUqlUb/G2PQTWiueGozuR1884gddMywk6iLU=
github.com/google/go-cmp v0.4.0/go.mod h1:v8dTdLbMG2kIc/vJvl+f65V22dbkXbowE6jgT/gNBxE=
github.com/google/go-cmp v0.5.0/go.mod h1:v8dTdLbMG2kIc/vJvl+f65V22dbkXbowE6jgT/gNBxE=
github.com/google/go-cmp v0.5.1/go.mod h1:v8dTdLbMG2kIc/vJvl+f65V22dbkXbowE6jgT/gNBxE=
github.com/google/go-cmp v0.7.0 h1:wk8382ETsv4JYUZwIsn6YpYiWiBsYLSJiTsyBybVuN8=
github.com/google/go-cmp v0.7.0/go.mod h1:pXiqmnSA92OHEEa9HXL2W4E7lf9JzCmGVUdgjX3N/iU=
github.com/google/go-querystring v1.1.0 h1:AnCroh3fv4ZBgVIf1Iwtovgjaw/GiKJo8M8yD/fhyJ8=
github.com/google/go-querystring v1.1.0/go.mod h1:Kcdr2DB4koayq7X8pmAG4sNG59So17icRSOU623lUBU=
github.com/google/gofuzz v1.0.0/go.mod h1:dBl0BpW6vV/+mYPU4Po3pmUjxk6FQPldtuIdl/M65Eg=
github.com/google/s2a-go v0.1.7 h1:60BLSyTrOV4/haCDW4zb1guZItoSq8foHCXrAnjBo/o=
github.com/google/s2a-go v0.1.7/go.mod h1:50CgR4k1jNlWBu4UfS4AcfhVe1r6pdZPygJ3R8F0Qdw=
github.com/google/uuid v1.1.1/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0=
github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
github.com/googleapis/enterprise-certificate-proxy v0.3.2 h1:Vie5ybvEvT75RniqhfFxPRy3Bf7vr3h0cechB90XaQs=
github.com/googleapis/enterprise-certificate-proxy v0.3.2/go.mod h1:VLSiSSBs/ksPL8kq3OBOQ6WRI2QnaFynd1DCjZ62+V0=
github.com/googleapis/gax-go/v2 v2.12.4 h1:9gWcmF85Wvq4ryPFvGFaOgPIs1AQX0d0bcbGw4Z96qg=
github.com/googleapis/gax-go/v2 v2.12.4/go.mod h1:KYEYLorsnIGDi/rPC8b5TdlB9kbKoFubselGIoBMCwI=
github.com/goph/emperror v0.17.2 h1:yLapQcmEsO0ipe9p5TaN22djm3OFV/TfM/fcYP0/J18=
github.com/goph/emperror v0.17.2/go.mod h1:+ZbQ+fUNO/6FNiUo0ujtMjhgad9Xa6fQL9KhH4LNHic=
github.com/gorilla/css v1.0.0 h1:BQqNyPTi50JCFMTw/b67hByjMVXZRwGha6wxVGkeihY=
github.com/gorilla/css v1.0.0/go.mod h1:Dn721qIggHpt4+EFCcTLTU/vk5ySda2ReITrtgBl60c=
github.com/hashicorp/errwrap v1.0.0/go.mod h1:YH+1FKiLXxHSkmPseP+kNlulaMuP3n2brvKWEqk/Jc4=
github.com/hashicorp/errwrap v1.1.0 h1:OxrOeh75EUXMY8TBjag2fzXGZ40LB6IKw45YeGUDY2I=
github.com/hashicorp/errwrap v1.1.0/go.mod h1:YH+1FKiLXxHSkmPseP+kNlulaMuP3n2brvKWEqk/Jc4=
github.com/hashicorp/go-multierror v1.1.1 h1:H5DkEtf6CXdFp0N0Em5UCwQpXMWke8IA0+lD48awMYo=
github.com/hashicorp/go-multierror v1.1.1/go.mod h1:iw975J/qwKPdAO1clOe2L8331t/9/fmwbPZ6JB6eMoM=
github.com/hpcloud/tail v1.0.0/go.mod h1:ab1qPbhIpdTxEkNHXyeSf5vhxWSCs/tWer42PpOxQnU=
github.com/huandu/xstrings v1.3.3 h1:/Gcsuc1x8JVbJ9/rlye4xZnVAbEkGauT8lbebqcQws4=
github.com/huandu/xstrings v1.3.3/go.mod h1:y5/lhBue+AyNmUVz9RLU9xbLR0o4KIIExikq4ovT0aE=
github.com/imdario/mergo v0.3.11/go.mod h1:jmQim1M+e3UYxmgPu/WyfjB3N3VflVyUjjjwH0dnCYA=
github.com/imdario/mergo v0.3.13 h1:lFzP57bqS/wsqKssCGmtLAb8A0wKjLGrve2q3PPVcBk=
github.com/imdario/mergo v0.3.13/go.mod h1:4lJ1jqUDcsbIECGy0RUJAXNIhg+6ocWgb1ALK2O4oXg=
github.com/jackc/pgpassfile v1.0.0 h1:/6Hmqy13Ss2zCq62VdNG8tM1wchn8zjSGOBJ6icpsIM=
github.com/jackc/pgpassfile v1.0.0/go.mod h1:CEx0iS5ambNFdcRtxPj5JhEz+xB6uRky5eyVu/W2HEg=
github.com/jackc/pgservicefile v0.0.0-20240606120523-5a60cdf6a761 h1:iCEnooe7UlwOQYpKFhBabPMi4aNAfoODPEFNiAnClxo=
github.com/jackc/pgservicefile v0.0.0-20240606120523-5a60cdf6a761/go.mod h1:5TJZWKEWniPve33vlWYSoGYefn3gLQRzjfDlhSJ9ZKM=
github.com/jackc/pgx/v5 v5.7.2 h1:mLoDLV6sonKlvjIEsV56SkWNCnuNv531l94GaIzO+XI=
github.com/jackc/pgx/v5 v5.7.2/go.mod h1:ncY89UGWxg82EykZUwSpUKEfccBGGYq1xjrOpsbsfGQ=
github.com/jackc/puddle/v2 v2.2.2 h1:PR8nw+E/1w0GLuRFSmiioY6UooMp6KJv0/61nB7icHo=
github.com/jackc/puddle/v2 v2.2.2/go.mod h1:vriiEXHvEE654aYKXXjOvZM39qJ0q+azkZFrfEOc3H4=
github.com/jbenet/go-context v0.0.0-20150711004518-d14ea06fba99 h1:BQSFePA1RWJOlocH6Fxy8MmwDt+yVQYULKfN0RoTN8A=
github.com/jbenet/go-context v0.0.0-20150711004518-d14ea06fba99/go.mod h1:1lJo3i6rXxKeerYnT8Nvf0QmHCRC1n8sfWVwXF2Frvo=
github.com/jinzhu/inflection v1.0.0 h1:K317FqzuhWc8YvSVlFMCCUb36O/S9MCKRDI7QkRKD/E=
github.com/jinzhu/inflection v1.0.0/go.mod h1:h+uFLlag+Qp1Va5pdKtLDYj+kHp5pxUVkryuEj+Srlc=
github.com/jinzhu/now v1.1.5 h1:/o9tlHleP7gOFmsnYNz3RGnqzefHA47wQpKrrdTIwXQ=
github.com/jinzhu/now v1.1.5/go.mod h1:d3SSVoowX0Lcu0IBviAWJpolVfI5UJVZZ7cO71lE/z8=
github.com/jmoiron/sqlx v1.3.5 h1:vFFPA71p1o5gAeqtEAwLU4dnX2napprKtHr7PYIcN3g=
github.com/jmoiron/sqlx v1.3.5/go.mod h1:nRVWtLre0KfCLJvgxzCsLVMogSvQ1zNJtpYr2Ccp0mQ=
github.com/json-iterator/go v1.1.12 h1:PV8peI4a0ysnczrg+LtxykD8LfKY9ML6u2jnxaEnrnM=
github.com/json-iterator/go v1.1.12/go.mod h1:e30LSqwooZae/UwlEbR2852Gd8hjQvJoHmT4TnhNGBo=
github.com/kardianos/osext v0.0.0-20190222173326-2bc1f35cddc0/go.mod h1:1NbS8ALrpOvjt0rHPNLyCIeMtbizbir8U//inJ+zuB8=
github.com/kevinburke/ssh_config v1.2.0 h1:x584FjTGwHzMwvHx18PXxbBVzfnxogHaAReU4gf13a4=
github.com/kevinburke/ssh_config v1.2.0/go.mod h1:CT57kijsi8u/K/BOFA39wgDQJ9CxiF4nAY/ojJ6r6mM=
github.com/klauspost/compress v1.17.6 h1:60eq2E/jlfwQXtvZEeBUYADs+BwKBWURIY+Gj2eRGjI=
github.com/klauspost/compress v1.17.6/go.mod h1:/dCuZOvVtNoHsyb+cuJD3itjs3NbnF6KH9zAO4BDxPM=
github.com/konsorten/go-windows-terminal-sequences v1.0.1/go.mod h1:T0+1ngSBFLxvqU3pZ+m/2kptfBszLMUkC4ZK/EgS/cQ=
github.com/kr/pretty v0.1.0/go.mod h1:dAy3ld7l9f0ibDNOQOHHMYYIIbhfbHSm3C4ZsoJORNo=
github.com/kr/pretty v0.3.1 h1:flRD4NNwYAUpkphVc1HcthR4KEIFJ65n8Mw5qdRn3LE=
github.com/kr/pretty v0.3.1/go.mod h1:hoEshYVHaxMs3cyo3Yncou5ZscifuDolrwPKZanG3xk=
github.com/kr/pty v1.1.1/go.mod h1:pFQYn66WHrOpPYNljwOMqo10TkYh1fy3cYio2l3bCsQ=
github.com/kr/text v0.1.0/go.mod h1:4Jbv+DJW3UT/LiOwJeYQe1efqtUx/iVham/4vfdArNI=
github.com/kr/text v0.2.0 h1:5Nx0Ya0ZqY2ygV366QzturHI13Jq95ApcVaJBhpS+AY=
github.com/kr/text v0.2.0/go.mod h1:eLer722TekiGuMkidMxC/pM04lWEeraHUUmBw8l2grE=
github.com/ledongthuc/pdf v0.0.0-20220302134840-0c2507a12d80 h1:6Yzfa6GP0rIo/kULo2bwGEkFvCePZ3qHDDTC3/J9Swo=
github.com/ledongthuc/pdf v0.0.0-20220302134840-0c2507a12d80/go.mod h1:imJHygn/1yfhB7XSJJKlFZKl/J+dCPAknuiaGOshXAs=
github.com/lib/pq v1.10.9 h1:YXG7RB+JIjhP29X+OtkiDnYaXQwpS4JEWq7dtCCRUEw=
github.com/lib/pq v1.10.9/go.mod h1:AlVN5x4E4T544tWzH6hKfbfQvm3HdbOxrmggDNAPY9o=
github.com/lufia/plan9stats v0.0.0-20211012122336-39d0f177ccd0 h1:6E+4a0GO5zZEnZ81pIr0yLvtUWk2if982qA3F3QD6H4=
github.com/lufia/plan9stats v0.0.0-20211012122336-39d0f177ccd0/go.mod h1:zJYVVT2jmtg6P3p1VtQj7WsuWi/y4VnjVBn7F8KPB3I=
github.com/magiconair/properties v1.8.7 h1:IeQXZAiQcpL9mgcAe1Nu6cX9LLw6ExEHKjN0VQdvPDY=
github.com/magiconair/properties v1.8.7/go.mod h1:Dhd985XPs7jluiymwWYZ0G4Z61jb3vdS329zhj2hYo0=
github.com/mattn/go-colorable v0.1.13 h1:fFA4WZxdEF4tXPZVKMLwD8oUnCTTo08duU7wxecdEvA=
github.com/mattn/go-colorable v0.1.13/go.mod h1:7S9/ev0klgBDR4GtXTXX8a3vIGJpMovkB8vQcUbaXHg=
github.com/mattn/go-isatty v0.0.20 h1:xfD0iDuEKnDkl03q4limB+vH+GxLEtL/jb4xVJSWWEY=
github.com/mattn/go-isatty v0.0.20/go.mod h1:W+V8PltTTMOvKvAeJH7IuucS94S2C6jfK/D7dTCTo3Y=
github.com/mgutz/ansi v0.0.0-20170206155736-9520e82c474b h1:j7+1HpAFS1zy5+Q4qx1fWh90gTKwiN4QCGoY9TWyyO4=
github.com/mgutz/ansi v0.0.0-20170206155736-9520e82c474b/go.mod h1:01TrycV0kFyexm33Z7vhZRXopbI8J3TDReVlkTgMUxE=
github.com/microcosm-cc/bluemonday v1.0.26 h1:xbqSvqzQMeEHCqMi64VAs4d8uy6Mequs3rQ0k/Khz58=
github.com/microcosm-cc/bluemonday v1.0.26/go.mod h1:JyzOCs9gkyQyjs+6h10UEVSe02CGwkhd72Xdqh78TWs=
github.com/mitchellh/copystructure v1.0.0 h1:Laisrj+bAB6b/yJwB5Bt3ITZhGJdqmxquMKeZ+mmkFQ=
github.com/mitchellh/copystructure v1.0.0/go.mod h1:SNtv71yrdKgLRyLFxmLdkAbkKEFWgYaq1OVrnRcwhnw=
github.com/mitchellh/reflectwalk v1.0.0 h1:9D+8oIskB4VJBN5SFlmc27fSlIBZaov1Wpk/IfikLNY=
github.com/mitchellh/reflectwalk v1.0.0/go.mod h1:mSTlrgnPZtwu0c4WaC2kGObEpuNDbx0jmZXqmk4esnw=
github.com/moby/docker-image-spec v1.3.1 h1:jMKff3w6PgbfSa69GfNg+zN/XLhfXJGnEx3Nl2EsFP0=
github.com/moby/docker-image-spec v1.3.1/go.mod h1:eKmb5VW8vQEh/BAr2yvVNvuiJuY6UIocYsFu/DxxRpo=
github.com/moby/patternmatcher v0.6.0 h1:GmP9lR19aU5GqSSFko+5pRqHi+Ohk1O69aFiKkVGiPk=
github.com/moby/patternmatcher v0.6.0/go.mod h1:hDPoyOpDY7OrrMDLaYoY3hf52gNCR/YOUYxkhApJIxc=
github.com/moby/sys/sequential v0.5.0 h1:OPvI35Lzn9K04PBbCLW0g4LcFAJgHsvXsRyewg5lXtc=
github.com/moby/sys/sequential v0.5.0/go.mod h1:tH2cOOs5V9MlPiXcQzRC+eEyab644PWKGRYaaV5ZZlo=
github.com/moby/sys/user v0.1.0 h1:WmZ93f5Ux6het5iituh9x2zAG7NFY9Aqi49jjE1PaQg=
github.com/moby/sys/user v0.1.0/go.mod h1:fKJhFOnsCN6xZ5gSfbM6zaHGgDJMrqt9/reuj4T7MmU=
github.com/moby/sys/userns v0.1.0 h1:tVLXkFOxVu9A64/yh59slHVv9ahO9UIev4JZusOLG/g=
github.com/moby/sys/userns v0.1.0/go.mod h1:IHUYgu/kao6N8YZlp9Cf444ySSvCmDlmzUcYfDHOl28=
github.com/moby/term v0.5.0 h1:xt8Q1nalod/v7BqbG21f8mQPqH+xAaC9C3N3wfWbVP0=
github.com/moby/term v0.5.0/go.mod h1:8FzsFHVUBGZdbDsJw/ot+X+d5HLUbvklYLJ9uGfcI3Y=
github.com/modern-go/concurrent v0.0.0-20180228061459-e0a39a4cb421/go.mod h1:6dJC0mAP4ikYIbvyc7fijjWJddQyLn8Ig3JB5CqoB9Q=
github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd h1:TRLaZ9cD/w8PVh93nsPXa1VrQ6jlwL5oN8l14QlcNfg=
github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd/go.mod h1:6dJC0mAP4ikYIbvyc7fijjWJddQyLn8Ig3JB5CqoB9Q=
github.com/modern-go/reflect2 v1.0.2 h1:xBagoLtFs94CBntxluKeaWgTMpvLxC4ur3nMaC9Gz0M=
github.com/modern-go/reflect2 v1.0.2/go.mod h1:yWuevngMOJpCy52FWWMvUC8ws7m/LJsjYzDa0/r8luk=
github.com/morikuni/aec v1.0.0 h1:nP9CBfwrvYnBRgY6qfDQkygYDmYwOilePFkwzv4dU8A=
github.com/morikuni/aec v1.0.0/go.mod h1:BbKIizmSmc5MMPqRYbxO4ZU0S0+P200+tUnFx7PXmsc=
github.com/nikolalohinski/gonja v1.5.3 h1:GsA+EEaZDZPGJ8JtpeGN78jidhOlxeJROpqMT9fTj9c=
github.com/nikolalohinski/gonja v1.5.3/go.mod h1:RmjwxNiXAEqcq1HeK5SSMmqFJvKOfTfXhkJv6YBtPa4=
github.com/onsi/ginkgo v1.6.0/go.mod h1:lLunBs/Ym6LB5Z9jYTR76FiuTmxDTDusOGeTQH+WWjE=
github.com/onsi/ginkgo v1.8.0/go.mod h1:lLunBs/Ym6LB5Z9jYTR76FiuTmxDTDusOGeTQH+WWjE=
github.com/onsi/gomega v1.5.0/go.mod h1:ex+gbHU/CVuBBDIJjb2X0qEXbFg53c61hWP/1CpauHY=
github.com/onsi/gomega v1.34.1 h1:EUMJIKUjM8sKjYbtxQI9A4z2o+rruxnzNvpknOXie6k=
github.com/onsi/gomega v1.34.1/go.mod h1:kU1QgUvBDLXBJq618Xvm2LUX6rSAfRaFRTcdOeDLwwY=
github.com/opencontainers/go-digest v1.0.0 h1:apOUWs51W5PlhuyGyz9FCeeBIOUDA/6nW8Oi/yOhh5U=
github.com/opencontainers/go-digest v1.0.0/go.mod h1:0JzlMkj0TRzQZfJkVvzbP0HBR3IKzErnv2BNG4W4MAM=
github.com/opencontainers/image-spec v1.1.0 h1:8SG7/vwALn54lVB/0yZ/MMwhFrPYtpEHQb2IpWsCzug=
github.com/opencontainers/image-spec v1.1.0/go.mod h1:W4s4sFTMaBeK1BQLXbG4AdM2szdn85PY75RI83NrTrM=
github.com/pelletier/go-toml/v2 v2.0.9 h1:uH2qQXheeefCCkuBBSLi7jCiSmj3VRh2+Goq2N7Xxu0=
github.com/pelletier/go-toml/v2 v2.0.9/go.mod h1:tJU2Z3ZkXwnxa4DPO899bsyIoywizdUvyaeZurnPPDc=
github.com/pgvector/pgvector-go v0.3.0 h1:Ij+Yt78R//uYqs3Zk35evZFvr+G0blW0OUN+Q2D1RWc=
github.com/pgvector/pgvector-go v0.3.0/go.mod h1:duFy+PXWfW7QQd5ibqutBO4GxLsUZ9RVXhFZGIBsWSA=
github.com/pjbgf/sha1cd v0.3.2 h1:a9wb0bp1oC2TGwStyn0Umc/IGKQnEgF0vVaZ8QF8eo4=
github.com/pjbgf/sha1cd v0.3.2/go.mod h1:zQWigSxVmsHEZow5qaLtPYxpcKMMQpa09ixqBxuCS6A=
github.com/pkg/errors v0.8.0/go.mod h1:bwawxfHBFNV+L2hUp1rHADufV3IMtnDRdf1r5NINEl0=
github.com/pkg/errors v0.9.1 h1:FEBLx1zS214owpjy7qsBeixbURkuhQAwrK5UwLGTwt4=
github.com/pkg/errors v0.9.1/go.mod h1:bwawxfHBFNV+L2hUp1rHADufV3IMtnDRdf1r5NINEl0=
github.com/pkoukk/tiktoken-go v0.1.7 h1:qOBHXX4PHtvIvmOtyg1EeKlwFRiMKAcoMp4Q+bLQDmw=
github.com/pkoukk/tiktoken-go v0.1.7/go.mod h1:9NiV+i9mJKGj1rYOT+njbv+ZwA/zJxYdewGl6qVatpg=
github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZbAQM=
github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
github.com/power-devops/perfstat v0.0.0-20210106213030-5aafc221ea8c h1:ncq/mPwQF4JjgDlrVEn3C11VoGHZN7m8qihwgMEtzYw=
github.com/power-devops/perfstat v0.0.0-20210106213030-5aafc221ea8c/go.mod h1:OmDBASR4679mdNQnz2pUhc2G8CO2JrUAVFDRBDP/hJE=
github.com/prometheus/client_model v0.0.0-20190812154241-14fe0d1b01d4/go.mod h1:xMI15A0UPsDsEKsMN9yxemIoYk6Tm2C1GtYGdfGttqA=
github.com/rogpeppe/go-internal v1.14.1 h1:UQB4HGPB6osV0SQTLymcB4TgvyWu6ZyliaW0tI/otEQ=
github.com/rogpeppe/go-internal v1.14.1/go.mod h1:MaRKkUm5W0goXpeCfT7UZI6fk/L7L7so1lCWt35ZSgc=
github.com/rollbar/rollbar-go v1.0.2/go.mod h1:AcFs5f0I+c71bpHlXNNDbOWJiKwjFDtISeXco0L5PKQ=
github.com/sergi/go-diff v1.3.2-0.20230802210424-5b0b94c5c0d3 h1:n661drycOFuPLCN3Uc8sB6B/s6Z4t2xvBgU1htSHuq8=
github.com/sergi/go-diff v1.3.2-0.20230802210424-5b0b94c5c0d3/go.mod h1:A0bzQcvG0E7Rwjx0REVgAGH58e96+X0MeOfepqsbeW4=
github.com/shirou/gopsutil/v3 v3.23.12 h1:z90NtUkp3bMtmICZKpC4+WaknU1eXtp5vtbQ11DgpE4=
github.com/shirou/gopsutil/v3 v3.23.12/go.mod h1:1FrWgea594Jp7qmjHUUPlJDTPgcsb9mGnXDxavtikzM=
github.com/shoenig/go-m1cpu v0.1.6 h1:nxdKQNcEB6vzgA2E2bvzKIYRuNj7XNJ4S/aRSwKzFtM=
github.com/shoenig/go-m1cpu v0.1.6/go.mod h1:1JJMcUBvfNwpq05QDQVAnx3gUHr9IYF7GNg9SUEw2VQ=
github.com/shopspring/decimal v1.2.0 h1:abSATXmQEYyShuxI4/vyW3tV1MrKAJzCZ/0zLUXYbsQ=
github.com/shopspring/decimal v1.2.0/go.mod h1:DKyhrW/HYNuLGql+MJL6WCR6knT2jwCFRcu2hWCYk4o=
github.com/sirupsen/logrus v1.2.0/go.mod h1:LxeOpSwHxABJmUn/MG1IvRgCAasNZTLOkJPxbbu5VWo=
github.com/sirupsen/logrus v1.7.0/go.mod h1:yWOB1SBYBC5VeMP7gHvWumXLIWorT60ONWic61uBYv0=
github.com/sirupsen/logrus v1.9.3 h1:dueUQJ1C2q9oE3F7wvmSGAaVtTmUizReu6fjN8uqzbQ=
github.com/sirupsen/logrus v1.9.3/go.mod h1:naHLuLoDiP4jHNo9R0sCBMtWGeIprob74mVsIT4qYEQ=
github.com/skeema/knownhosts v1.3.1 h1:X2osQ+RAjK76shCbvhHHHVl3ZlgDm8apHEHFqRjnBY8=
github.com/skeema/knownhosts v1.3.1/go.mod h1:r7KTdC8l4uxWRyK2TpQZ/1o5HaSzh06ePQNxPwTcfiY=
github.com/spf13/cast v1.3.1 h1:nFm6S0SMdyzrzcmThSipiEubIDy8WEXKNZ0UOgiRpng=
github.com/spf13/cast v1.3.1/go.mod h1:Qx5cxh0v+4UWYiBimWS+eyWzqEqokIECu5etghLkUJE=
github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
github.com/stretchr/objx v0.1.1/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
github.com/stretchr/objx v0.4.0/go.mod h1:YvHI0jy2hoMjB+UWwv71VJQ9isScKT/TqJzVSSt89Yw=
github.com/stretchr/objx v0.5.0/go.mod h1:Yh+to48EsGEfYuaHDzXPcE3xhTkx73EhmCGUpEOglKo=
github.com/stretchr/testify v1.2.2/go.mod h1:a8OnRcib4nhh0OaRAV+Yts87kKdq0PP7pXfy6kDkUVs=
github.com/stretchr/testify v1.3.0/go.mod h1:M5WIy9Dh21IEIfnGCwXGc5bZfKNJtfHm1UVUgZn+9EI=
github.com/stretchr/testify v1.4.0/go.mod h1:j7eGeouHqKxXV5pUuKE4zz7dFj8WfuZ+81PSLYec5m4=
github.com/stretchr/testify v1.5.1/go.mod h1:5W2xD1RspED5o8YsWQXVCued0rvSQ+mT+I5cxcmMvtA=
github.com/stretchr/testify v1.7.0/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/h/Wwjteg=
github.com/stretchr/testify v1.7.1/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/h/Wwjteg=
github.com/stretchr/testify v1.8.0/go.mod h1:yNjHg4UonilssWZ8iaSj1OCr/vHnekPRkoO+kdMU+MU=
github.com/stretchr/testify v1.8.4/go.mod h1:sz/lmYIOXD/1dqDmKjjqLyZ2RngseejIcXlSw2iwfAo=
github.com/stretchr/testify v1.10.0 h1:Xv5erBjTwe/5IxqUQTdXv5kgmIvbHo3QQyRwhJsOfJA=
github.com/stretchr/testify v1.10.0/go.mod h1:r2ic/lqez/lEtzL7wO/rwa5dbSLXVDPFyf8C91i36aY=
github.com/testcontainers/testcontainers-go v0.31.0 h1:W0VwIhcEVhRflwL9as3dhY6jXjVCA27AkmbnZ+UTh3U=
github.com/testcontainers/testcontainers-go v0.31.0/go.mod h1:D2lAoA0zUFiSY+eAflqK5mcUx/A5hrrORaEQrd0SefI=
github.com/testcontainers/testcontainers-go/modules/postgres v0.31.0 h1:isAwFS3KNKRbJMbWv+wolWqOFUECmjYZ+sIRZCIBc/E=
github.com/testcontainers/testcontainers-go/modules/postgres v0.31.0/go.mod h1:ZNYY8vumNCEG9YI59A9d6/YaMY49uwRhmeU563EzFGw=
github.com/tklauser/go-sysconf v0.3.12 h1:0QaGUFOdQaIVdPgfITYzaTegZvdCjmYO52cSFAEVmqU=
github.com/tklauser/go-sysconf v0.3.12/go.mod h1:Ho14jnntGE1fpdOqQEEaiKRpvIavV0hSfmBq8nJbHYI=
github.com/tklauser/numcpus v0.6.1 h1:ng9scYS7az0Bk4OZLvrNXNSAO2Pxr1XXRAPyjhIx+Fk=
github.com/tklauser/numcpus v0.6.1/go.mod h1:1XfjsgE2zo8GVw7POkMbHENHzVg3GzmoZ9fESEdAacY=
github.com/tmc/langchaingo v0.1.13 h1:rcpMWBIi2y3B90XxfE4Ao8dhCQPVDMaNPnN5cGB1CaA=
github.com/tmc/langchaingo v0.1.13/go.mod h1:vpQ5NOIhpzxDfTZK9B6tf2GM/MoaHewPWM5KXXGh7hg=
github.com/tmthrgd/go-hex v0.0.0-20190904060850-447a3041c3bc h1:9lRDQMhESg+zvGYmW5DyG0UqvY96Bu5QYsTLvCHdrgo=
github.com/tmthrgd/go-hex v0.0.0-20190904060850-447a3041c3bc/go.mod h1:bciPuU6GHm1iF1pBvUfxfsH0Wmnc2VbpgvbI9ZWuIRs=
github.com/uptrace/bun v1.1.12 h1:sOjDVHxNTuM6dNGaba0wUuz7KvDE1BmNu9Gqs2gJSXQ=
github.com/uptrace/bun v1.1.12/go.mod h1:NPG6JGULBeQ9IU6yHp7YGELRa5Agmd7ATZdz4tGZ6z0=
github.com/uptrace/bun/dialect/pgdialect v1.1.12 h1:m/CM1UfOkoBTglGO5CUTKnIKKOApOYxkcP2qn0F9tJk=
github.com/uptrace/bun/dialect/pgdialect v1.1.12/go.mod h1:Ij6WIxQILxLlL2frUBxUBOZJtLElD2QQNDcu/PWDHTc=
github.com/uptrace/bun/driver/pgdriver v1.1.12 h1:3rRWB1GK0psTJrHwxzNfEij2MLibggiLdTqjTtfHc1w=
github.com/uptrace/bun/driver/pgdriver v1.1.12/go.mod h1:ssYUP+qwSEgeDDS1xm2XBip9el1y9Mi5mTAvLoiADLM=
github.com/urfave/cli/v3 v3.1.1 h1:bNnl8pFI5dxPOjeONvFCDFoECLQsceDG4ejahs4Jtxk=
github.com/urfave/cli/v3 v3.1.1/go.mod h1:FJSKtM/9AiiTOJL4fJ6TbMUkxBXn7GO9guZqoZtpYpo=
github.com/vmihailenco/bufpool v0.1.11 h1:gOq2WmBrq0i2yW5QJ16ykccQ4wH9UyEsgLm6czKAd94=
github.com/vmihailenco/bufpool v0.1.11/go.mod h1:AFf/MOy3l2CFTKbxwt0mp2MwnqjNEs5H/UxrkA5jxTQ=
github.com/vmihailenco/msgpack/v5 v5.3.5 h1:5gO0H1iULLWGhs2H5tbAHIZTV8/cYafcFOr9znI5mJU=
github.com/vmihailenco/msgpack/v5 v5.3.5/go.mod h1:7xyJ9e+0+9SaZT0Wt1RGleJXzli6Q/V5KbhBonMG9jc=
github.com/vmihailenco/tagparser v0.1.2 h1:gnjoVuB/kljJ5wICEEOpx98oXMWPLj22G67Vbd1qPqc=
github.com/vmihailenco/tagparser v0.1.2/go.mod h1:OeAg3pn3UbLjkWt+rN9oFYB6u/cQgqMEUPoW2WPyhdI=
github.com/vmihailenco/tagparser/v2 v2.0.0 h1:y09buUbR+b5aycVFQs/g70pqKVZNBmxwAhO7/IwNM9g=
github.com/vmihailenco/tagparser/v2 v2.0.0/go.mod h1:Wri+At7QHww0WTrCBeu4J6bNtoV6mEfg5OIWRZA9qds=
github.com/x-cray/logrus-prefixed-formatter v0.5.2 h1:00txxvfBM9muc0jiLIEAkAcIMJzfthRT6usrui8uGmg=
github.com/x-cray/logrus-prefixed-formatter v0.5.2/go.mod h1:2duySbKsL6M18s5GU7VPsoEPHyzalCE06qoARUCeBBE=
github.com/x448/float16 v0.8.4 h1:qLwI1I70+NjRFUR3zs1JPUCgaCXSh3SW62uAKT1mSBM=
github.com/x448/float16 v0.8.4/go.mod h1:14CWIYCyZA/cWjXOioeEpHeN/83MdbZDRQHoFcYsOfg=
github.com/xanzy/ssh-agent v0.3.3 h1:+/15pJfg/RsTxqYcX6fHqOXZwwMP+2VyYWJeWM2qQFM=
github.com/xanzy/ssh-agent v0.3.3/go.mod h1:6dzNDKs0J9rVPHPhaGCukekBHKqfl+L3KghI1Bc68Uw=
github.com/yargevad/filepathx v1.0.0 h1:SYcT+N3tYGi+NvazubCNlvgIPbzAk7i7y2dwg3I5FYc=
github.com/yargevad/filepathx v1.0.0/go.mod h1:BprfX/gpYNJHJfc35GjRRpVcwWXS89gGulUIU5tK3tA=
github.com/yuin/goldmark v1.4.13/go.mod h1:6yULJ656Px+3vBD8DxQVa3kxgyrAnzto9xy5taEt/CY=
github.com/yusufpapurcu/wmi v1.2.3 h1:E1ctvB7uKFMOJw3fdOW32DwGE9I7t++CRUEMKvFoFiw=
github.com/yusufpapurcu/wmi v1.2.3/go.mod h1:SBZ9tNy3G9/m5Oi98Zks0QjeHVDvuK0qfxQmPyzfmi0=
gitlab.com/golang-commonmark/html v0.0.0-20191124015941-a22733972181 h1:K+bMSIx9A7mLES1rtG+qKduLIXq40DAzYHtb0XuCukA=
gitlab.com/golang-commonmark/html v0.0.0-20191124015941-a22733972181/go.mod h1:dzYhVIwWCtzPAa4QP98wfB9+mzt33MSmM8wsKiMi2ow=
gitlab.com/golang-commonmark/linkify v0.0.0-20191026162114-a0c2df6c8f82 h1:oYrL81N608MLZhma3ruL8qTM4xcpYECGut8KSxRY59g=
gitlab.com/golang-commonmark/linkify v0.0.0-20191026162114-a0c2df6c8f82/go.mod h1:Gn+LZmCrhPECMD3SOKlE+BOHwhOYD9j7WT9NUtkCrC8=
gitlab.com/golang-commonmark/markdown v0.0.0-20211110145824-bf3e522c626a h1:O85GKETcmnCNAfv4Aym9tepU8OE0NmcZNqPlXcsBKBs=
gitlab.com/golang-commonmark/markdown v0.0.0-20211110145824-bf3e522c626a/go.mod h1:LaSIs30YPGs1H5jwGgPhLzc8vkNc/k0rDX/fEZqiU/M=
gitlab.com/golang-commonmark/mdurl v0.0.0-20191124015652-932350d1cb84 h1:qqjvoVXdWIcZCLPMlzgA7P9FZWdPGPvP/l3ef8GzV6o=
gitlab.com/golang-commonmark/mdurl v0.0.0-20191124015652-932350d1cb84/go.mod h1:IJZ+fdMvbW2qW6htJx7sLJ04FEs4Ldl/MDsJtMKywfw=
gitlab.com/golang-commonmark/puny v0.0.0-20191124015043-9f83538fa04f h1:Wku8eEdeJqIOFHtrfkYUByc4bCaTeA6fL0UJgfEiFMI=
gitlab.com/golang-commonmark/puny v0.0.0-20191124015043-9f83538fa04f/go.mod h1:Tiuhl+njh/JIg0uS/sOJVYi0x2HEa5rc1OAaVsb5tAs=
go.opencensus.io v0.24.0 h1:y73uSU6J157QMP2kn2r30vwW1A2W2WFwSCGnAVxeaD0=
go.opencensus.io v0.24.0/go.mod h1:vNK8G9p7aAivkbmorf4v+7Hgx+Zs0yY+0fOtgBfjQKo=
go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.51.0 h1:A3SayB3rNyt+1S6qpI9mHPkeHTZbD7XILEqWnYZb2l0=
go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.51.0/go.mod h1:27iA5uvhuRNmalO+iEUdVn5ZMj2qy10Mm+XRIpRmyuU=
go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.54.0 h1:TT4fX+nBOA/+LUkobKGW1ydGcn+G3vRw9+g5HwCphpk=
go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.54.0/go.mod h1:L7UH0GbB0p47T4Rri3uHjbpCFYrVrwc1I25QhNPiGK8=
go.opentelemetry.io/otel v1.29.0 h1:PdomN/Al4q/lN6iBJEN3AwPvUiHPMlt93c8bqTG5Llw=
go.opentelemetry.io/otel v1.29.0/go.mod h1:N/WtXPs1CNCUEx+Agz5uouwCba+i+bJGFicT8SR4NP8=
go.opentelemetry.io/otel/metric v1.29.0 h1:vPf/HFWTNkPu1aYeIsc98l4ktOQaL6LeSoeV2g+8YLc=
go.opentelemetry.io/otel/metric v1.29.0/go.mod h1:auu/QWieFVWx+DmQOUMgj0F8LHWdgalxXqvp7BII/W8=
go.opentelemetry.io/otel/trace v1.29.0 h1:J/8ZNK4XgR7a21DZUAsbF8pZ5Jcw1VhACmnYt39JTi4=
go.opentelemetry.io/otel/trace v1.29.0/go.mod h1:eHl3w0sp3paPkYstJOmAimxhiFXPg+MMTlEh3nsQgWQ=
go.starlark.net v0.0.0-20230302034142-4b1e35fe2254 h1:Ss6D3hLXTM0KobyBYEAygXzFfGcjnmfEJOBgSbemCtg=
go.starlark.net v0.0.0-20230302034142-4b1e35fe2254/go.mod h1:jxU+3+j+71eXOW14274+SmmuW82qJzl6iZSeqEtTGds=
go.uber.org/atomic v1.7.0 h1:ADUqmZGgLDDfbSL9ZmPxKTybcoEYHgpYfELNoN+7hsw=
go.uber.org/atomic v1.7.0/go.mod h1:fEN4uk6kAWBTFdckzkM89CLk9XfWZrxpCo0nPH17wJc=
golang.org/x/crypto v0.0.0-20180904163835-0709b304e793/go.mod h1:6SG95UA2DQfeDnfUPMdvaQW0Q7yPrPDi9nlGo2tz2b4=
golang.org/x/crypto v0.0.0-20190308221718-c2843e01d9a2/go.mod h1:djNgcEr1/C05ACkg1iLfiJU5Ep61QUkGW8qpdssI0+w=
golang.org/x/crypto v0.0.0-20210921155107-089bfa567519/go.mod h1:GvvjBRRGRdwPK5ydBHafDWAxML/pGHZbMvKqRZ5+Abc=
golang.org/x/crypto v0.0.0-20220622213112-05595931fe9d/go.mod h1:IxCIyHEi3zRg3s0A5j5BB6A9Jmi73HwBIUl50j+osU4=
golang.org/x/crypto v0.3.0/go.mod h1:hebNnKkNXi2UzZN1eVRvBB7co0a+JxK6XbPiWVs/3J4=
golang.org/x/crypto v0.37.0 h1:kJNSjF/Xp7kU0iB2Z+9viTPMW4EqqsrywMXLJOOsXSE=
golang.org/x/crypto v0.37.0/go.mod h1:vg+k43peMZ0pUMhYmVAWysMK35e6ioLh3wB8ZCAfbVc=
golang.org/x/exp v0.0.0-20190121172915-509febef88a4/go.mod h1:CJ0aWSM057203Lf6IL+f9T1iT9GByDxfZKAQTCR3kQA=
golang.org/x/exp v0.0.0-20240719175910-8a7402abbf56 h1:2dVuKD2vS7b0QIHQbpyTISPd0LeHDbnYEryqj5Q1ug8=
golang.org/x/exp v0.0.0-20240719175910-8a7402abbf56/go.mod h1:M4RDyNAINzryxdtnbRXRL/OHtkFuWGRjvuhBJpk2IlY=
golang.org/x/lint v0.0.0-20181026193005-c67002cb31c3/go.mod h1:UVdnD1Gm6xHRNCYTkRU2/jEulfH38KcIWyp/GAMgvoE=
golang.org/x/lint v0.0.0-20190227174305-5b3e6a55c961/go.mod h1:wehouNa3lNwaWXcvxsM5YxQ5yQlVC4a0KAMCusXpPoU=
golang.org/x/lint v0.0.0-20190313153728-d0100b6bd8b3/go.mod h1:6SW0HCj/g11FgYtHlgUYUwCkIfeOF89ocIRzGO/8vkc=
golang.org/x/mod v0.6.0-dev.0.20220419223038-86c51ed26bb4/go.mod h1:jJ57K6gSWd91VN4djpZkiMVwK6gcyfeH4XE8wZrZaV4=
golang.org/x/net v0.0.0-20180724234803-3673e40ba225/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4=
golang.org/x/net v0.0.0-20180826012351-8a410e7b638d/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4=
golang.org/x/net v0.0.0-20180906233101-161cd47e91fd/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4=
golang.org/x/net v0.0.0-20190213061140-3a22650c66bd/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4=
golang.org/x/net v0.0.0-20190311183353-d8887717615a/go.mod h1:t9HGtf8HONx5eT2rtn7q6eTqICYqUVnKs3thJo3Qplg=
golang.org/x/net v0.0.0-20190620200207-3b0461eec859/go.mod h1:z5CRVTTTmAJ677TzLLGU+0bjPO0LkuOLi4/5GtJWs/s=
golang.org/x/net v0.0.0-20210226172049-e18ecbb05110/go.mod h1:m0MpNAwzfU5UDzcl9v0D8zg8gWTRqZa9RBIspLL5mdg=
golang.org/x/net v0.0.0-20211112202133-69e39bad7dc2/go.mod h1:9nx3DQGgdP8bBQD5qxJ1jj9UTztislL4KSBs9R2vV5Y=
golang.org/x/net v0.0.0-20220722155237-a158d28d115b/go.mod h1:XRhObCWvk6IyKnWLug+ECip1KBveYUHfp+8e9klMJ9c=
golang.org/x/net v0.2.0/go.mod h1:KqCZLdyyvdV855qA2rE3GC2aiw5xGR5TEjj8smXukLY=
golang.org/x/net v0.39.0 h1:ZCu7HMWDxpXpaiKdhzIfaltL9Lp31x/3fCP11bc6/fY=
golang.org/x/net v0.39.0/go.mod h1:X7NRbYVEA+ewNkCNyJ513WmMdQ3BineSwVtN2zD/d+E=
golang.org/x/oauth2 v0.0.0-20180821212333-d2e6202438be/go.mod h1:N/0e6XlmueqKjAGxoOufVs8QHGRruUQn6yWY3a++T0U=
golang.org/x/oauth2 v0.21.0 h1:tsimM75w1tF/uws5rbeHzIWxEqElMehnc+iW793zsZs=
golang.org/x/oauth2 v0.21.0/go.mod h1:XYTD2NtWslqkgxebSiOHnXEap4TF09sJSc7H1sXbhtI=
golang.org/x/sync v0.0.0-20180314180146-1d60e4601c6f/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
golang.org/x/sync v0.0.0-20181108010431-42b317875d0f/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
golang.org/x/sync v0.0.0-20190423024810-112230192c58/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
golang.org/x/sync v0.0.0-20220722155255-886fb9371eb4/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
golang.org/x/sync v0.13.0 h1:AauUjRAJ9OSnvULf/ARrrVywoJDy0YS2AwQ98I37610=
golang.org/x/sync v0.13.0/go.mod h1:1dzgHSNfp02xaA81J2MS99Qcpr2w7fw1gpm99rleRqA=
golang.org/x/sys v0.0.0-20180830151530-49385e6e1522/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
golang.org/x/sys v0.0.0-20180905080454-ebe1bf3edb33/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
golang.org/x/sys v0.0.0-20180909124046-d0be0721c37e/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
golang.org/x/sys v0.0.0-20190215142949-d0b11bdaac8a/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
golang.org/x/sys v0.0.0-20191026070338-33540a1f6037/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
golang.org/x/sys v0.0.0-20201119102817-f84b799fce68/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
golang.org/x/sys v0.0.0-20210124154548-22da62e12c0c/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
golang.org/x/sys v0.0.0-20210423082822-04245dca01da/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
golang.org/x/sys v0.0.0-20210615035016-665e8c7367d1/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
golang.org/x/sys v0.0.0-20220520151302-bc2c85ada10a/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
golang.org/x/sys v0.0.0-20220715151400-c0bba94af5f8/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
golang.org/x/sys v0.0.0-20220722155257-8c9f86f7a55f/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
golang.org/x/sys v0.2.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
golang.org/x/sys v0.32.0 h1:s77OFDvIQeibCmezSnk/q6iAfkdiQaJi4VzroCFrN20=
golang.org/x/sys v0.32.0/go.mod h1:BJP2sWEmIv4KK5OTEluFJCKSidICx8ciO85XgH3Ak8k=
golang.org/x/term v0.0.0-20201126162022-7de9c90e9dd1/go.mod h1:bj7SfCRtBDWHUb9snDiAeCFNEtKQo2Wmx5Cou7ajbmo=
golang.org/x/term v0.0.0-20210927222741-03fcf44c2211/go.mod h1:jbD1KX2456YbFQfuXm/mYQcufACuNUgVhRMnK/tPxf8=
golang.org/x/term v0.0.0-20220526004731-065cf7ba2467/go.mod h1:jbD1KX2456YbFQfuXm/mYQcufACuNUgVhRMnK/tPxf8=
golang.org/x/term v0.2.0/go.mod h1:TVmDHMZPmdnySmBfhjOoOdhjzdE1h4u1VwSiw2l1Nuc=
golang.org/x/term v0.31.0 h1:erwDkOK1Msy6offm1mOgvspSkslFnIGsFnxOKoufg3o=
golang.org/x/term v0.31.0/go.mod h1:R4BeIy7D95HzImkxGkTW1UQTtP54tio2RyHz7PwK0aw=
golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
golang.org/x/text v0.3.3/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
golang.org/x/text v0.3.6/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
golang.org/x/text v0.3.7/go.mod h1:u+2+/6zg+i71rQMx5EYifcz6MCKuco9NR6JIITiCfzQ=
golang.org/x/text v0.4.0/go.mod h1:mrYo+phRRbMaCq/xk9113O4dZlRixOauAjOtrjsXDZ8=
golang.org/x/text v0.24.0 h1:dd5Bzh4yt5KYA8f9CJHCP4FB4D51c2c6JvN37xJJkJ0=
golang.org/x/text v0.24.0/go.mod h1:L8rBsPeo2pSS+xqN0d5u2ikmjtmoJbDBT1b7nHvFCdU=
golang.org/x/time v0.5.0 h1:o7cqy6amK/52YcAKIPlM3a+Fpj35zvRj2TP+e1xFSfk=
golang.org/x/time v0.5.0/go.mod h1:3BpzKBy/shNhVucY/MWOyx10tF3SFh9QdLuxbVysPQM=
golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
golang.org/x/tools v0.0.0-20190114222345-bf090417da8b/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
golang.org/x/tools v0.0.0-20190226205152-f727befe758c/go.mod h1:9Yl7xja0Znq3iFh3HoIrodX9oNMXvdceNzlUR8zjMvY=
golang.org/x/tools v0.0.0-20190311212946-11955173bddd/go.mod h1:LCzVGOaR6xXOjkQ3onu1FJEFr0SW1gC7cKk1uF8kGRs=
golang.org/x/tools v0.0.0-20190524140312-2c0ae7006135/go.mod h1:RgjU9mgBXZiqYHBnxXauZ1Gv1EHHAz9KjViQ78xBX0Q=
golang.org/x/tools v0.0.0-20191119224855-298f0cb1881e/go.mod h1:b+2E5dAYhXwXZwtnZ6UAqBI28+e2cm9otk0dWdXHAEo=
golang.org/x/tools v0.1.12/go.mod h1:hNGJHUnrk76NpqgfD5Aqm5Crs+Hm0VOH/i9J2+nxYbc=
golang.org/x/xerrors v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
golang.org/x/xerrors v0.0.0-20191204190536-9bdfabe68543/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
golang.org/x/xerrors v0.0.0-20200804184101-5ec99f83aff1/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
google.golang.org/api v0.183.0 h1:PNMeRDwo1pJdgNcFQ9GstuLe/noWKIc89pRWRLMvLwE=
google.golang.org/api v0.183.0/go.mod h1:q43adC5/pHoSZTx5h2mSmdF7NcyfW9JuDyIOJAgS9ZQ=
google.golang.org/appengine v1.1.0/go.mod h1:EbEs0AVv82hx2wNQdGPgUI5lhzA/G0D9YwlJXL52JkM=
google.golang.org/appengine v1.4.0/go.mod h1:xpcJRLb0r/rnEns0DIKYYv+WjYCduHsrkT7/EB5XEv4=
google.golang.org/genproto v0.0.0-20180817151627-c66870c02cf8/go.mod h1:JiN7NxoALGmiZfu7CAH4rXhgtRTLTxftemlI0sWmxmc=
google.golang.org/genproto v0.0.0-20190819201941-24fa4b261c55/go.mod h1:DMBHOl98Agz4BDEuKkezgsaosCRResVns1a3J2ZsMNc=
google.golang.org/genproto v0.0.0-20200526211855-cb27e3aa2013/go.mod h1:NbSheEEYHJ7i3ixzK3sjbqSGDJWnxyFXZblF3eUsNvo=
google.golang.org/genproto v0.0.0-20240528184218-531527333157 h1:u7WMYrIrVvs0TF5yaKwKNbcJyySYf+HAIFXxWltJOXE=
google.golang.org/genproto v0.0.0-20240528184218-531527333157/go.mod h1:ubQlAQnzejB8uZzszhrTCU2Fyp6Vi7ZE5nn0c3W8+qQ=
google.golang.org/genproto/googleapis/api v0.0.0-20240604185151-ef581f913117 h1:+rdxYoE3E5htTEWIe15GlN6IfvbURM//Jt0mmkmm6ZU=
google.golang.org/genproto/googleapis/api v0.0.0-20240604185151-ef581f913117/go.mod h1:OimBR/bc1wPO9iV4NC2bpyjy3VnAwZh5EBPQdtaE5oo=
google.golang.org/genproto/googleapis/rpc v0.0.0-20240604185151-ef581f913117 h1:1GBuWVLM/KMVUv1t1En5Gs+gFZCNd360GGb4sSxtrhU=
google.golang.org/genproto/googleapis/rpc v0.0.0-20240604185151-ef581f913117/go.mod h1:EfXuqaE1J41VCDicxHzUDm+8rk+7ZdXzHV0IhO/I6s0=
google.golang.org/grpc v1.19.0/go.mod h1:mqu4LbDTu4XGKhr4mRzUsmM4RtVoemTSY81AxZiDr8c=
google.golang.org/grpc v1.23.0/go.mod h1:Y5yQAOtifL1yxbo5wqy6BxZv8vAUGQwXBOALyacEbxg=
google.golang.org/grpc v1.27.0/go.mod h1:qbnxyOmOxrQa7FizSgH+ReBfzJrCY1pSN7KXBS8abTk=
google.golang.org/grpc v1.64.1 h1:LKtvyfbX3UGVPFcGqJ9ItpVWW6oN/2XqTxfAnwRRXiA=
google.golang.org/grpc v1.64.1/go.mod h1:hiQF4LFZelK2WKaP6W0L92zGHtiQdZxk8CrSdvyjeP0=
google.golang.org/protobuf v0.0.0-20200109180630-ec00e32a8dfd/go.mod h1:DFci5gLYBciE7Vtevhsrf46CRTquxDuWsQurQQe4oz8=
google.golang.org/protobuf v0.0.0-20200221191635-4d8936d0db64/go.mod h1:kwYJMbMJ01Woi6D6+Kah6886xMZcty6N08ah7+eCXa0=
google.golang.org/protobuf v0.0.0-20200228230310-ab0ca4ff8a60/go.mod h1:cfTl7dwQJ+fmap5saPgwCLgHXTUD7jkjRqWcaiX5VyM=
google.golang.org/protobuf v1.20.1-0.20200309200217-e05f789c0967/go.mod h1:A+miEFZTKqfCUM6K7xSMQL9OKL/b6hQv+e19PK+JZNE=
google.golang.org/protobuf v1.21.0/go.mod h1:47Nbq4nVaFHyn7ilMalzfO3qCViNmqZ2kzikPIcrTAo=
google.golang.org/protobuf v1.22.0/go.mod h1:EGpADcykh3NcUnDUJcl1+ZksZNG86OlYog2l/sGQquU=
google.golang.org/protobuf v1.23.1-0.20200526195155-81db48ad09cc/go.mod h1:EGpADcykh3NcUnDUJcl1+ZksZNG86OlYog2l/sGQquU=
google.golang.org/protobuf v1.25.0/go.mod h1:9JNX74DMeImyA3h4bdi1ymwjUzf21/xIlbajtzgsN7c=
google.golang.org/protobuf v1.34.2 h1:6xV6lTsCfpGD21XK49h7MhtcApnLqkfYgPcdHftf6hg=
google.golang.org/protobuf v1.34.2/go.mod h1:qYOHts0dSfpeUzUFpOMr/WGzszTmLH+DiWniOlNbLDw=
gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
gopkg.in/check.v1 v1.0.0-20190902080502-41f04d3bba15/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c h1:Hei/4ADfdWqJk1ZMxUNpqntNwaWcugrBjAiHlqqRiVk=
gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c/go.mod h1:JHkPIbrfpd72SG/EVd6muEfDQjcINNoR0C8j2r3qZ4Q=
gopkg.in/fsnotify.v1 v1.4.7/go.mod h1:Tz8NjZHkW78fSQdbUxIjBTcgA1z1m8ZHf0WmKUhAMys=
gopkg.in/tomb.v1 v1.0.0-20141024135613-dd632973f1e7/go.mod h1:dt/ZhP58zS4L8KSrWDmTeBkI65Dw0HsyUHuEVlX15mw=
gopkg.in/warnings.v0 v0.1.2 h1:wFXVbFY8DY5/xOe1ECiWdKCzZlxgshcYVNkBHstARME=
gopkg.in/warnings.v0 v0.1.2/go.mod h1:jksf8JmL6Qr/oQM2OXTHunEvvTAsrWBLb6OOjuVWRNI=
gopkg.in/yaml.v2 v2.2.1/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI=
gopkg.in/yaml.v2 v2.2.2/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI=
gopkg.in/yaml.v2 v2.3.0/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI=
gopkg.in/yaml.v2 v2.4.0 h1:D8xgwECY7CYvx+Y2n4sBz93Jn9JRvxdiyyo8CTfuKaY=
gopkg.in/yaml.v2 v2.4.0/go.mod h1:RDklbk79AGWmwhnvt/jBztapEOGDOx6ZbXqjP6csGnQ=
gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
gopkg.in/yaml.v3 v3.0.0/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
gorm.io/driver/postgres v1.5.4 h1:Iyrp9Meh3GmbSuyIAGyjkN+n9K+GHX9b9MqsTL4EJCo=
gorm.io/driver/postgres v1.5.4/go.mod h1:Bgo89+h0CRcdA33Y6frlaHHVuTdOf87pmyzwW9C/BH0=
gorm.io/gorm v1.25.5 h1:zR9lOiiYf09VNh5Q1gphfyia1JpiClIWG9hQaxB/mls=
gorm.io/gorm v1.25.5/go.mod h1:hbnx/Oo0ChWMn1BIhpy1oYozzpM15i4YPuHDmfYtwg8=
honnef.co/go/tools v0.0.0-20190102054323-c2f93a96b099/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4=
honnef.co/go/tools v0.0.0-20190523083050-ea95bdfd59fc/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4=
mellium.im/sasl v0.3.1 h1:wE0LW6g7U83vhvxjC1IY8DnXM+EU095yeo8XClvCdfo=
mellium.im/sasl v0.3.1/go.mod h1:xm59PUYpZHhgQ9ZqoJ5QaCqzWMi8IeS49dhp6plPCzw=
sigs.k8s.io/yaml v1.3.0 h1:a2VclLzOGrwOHDiV8EfBGhvjHvP46CtW5j6POvhYGGo=
sigs.k8s.io/yaml v1.3.0/go.mod h1:GeOyir5tyXNByN85N/dRIT9es5UQNerPYEKK56eTBm8=

107
pkg/config/config.go Normal file
View File

@@ -0,0 +1,107 @@
package config
import (
"context"
"fmt"
"github.com/tmc/langchaingo/embeddings"
"github.com/tmc/langchaingo/llms"
"github.com/tmc/langchaingo/llms/ollama"
"github.com/tmc/langchaingo/llms/openai"
)
type contextKey string
const (
contextKeyConfig contextKey = "config"
)
type Configuration struct {
Database struct {
ConnString string `yaml:"conn_string"`
} `yaml:"database"`
Logging struct {
Level string `yaml:"level"`
} `yaml:"logging"`
Embedding LLMConfig `yaml:"embedding"`
Code LLMConfig `yaml:"code"`
Chat LLMConfig `yaml:"chat"`
RelevantDocs int `yaml:"relevant_docs"`
}
type LLMConfig struct {
Type string `yaml:"type"`
Model string `yaml:"model"`
OLlama OLlamaConfig `yaml:"ollama"`
OpenAI OpenAIConfig `yaml:"openai"`
}
type OLlamaConfig struct {
URL string `yaml:"url"`
}
type OpenAIConfig struct {
Key string `yaml:"key"`
URL string `yaml:"url"`
}
func (cfg LLMConfig) GetModel() (llms.Model, error) {
switch cfg.Type {
case "ollama":
var opts []ollama.Option
if cfg.Model != "" {
opts = append(opts, ollama.WithModel(cfg.Model))
}
if cfg.OLlama.URL != "" {
opts = append(opts, ollama.WithServerURL(cfg.OLlama.URL))
}
return ollama.New(opts...)
case "openai":
var opts []openai.Option
if cfg.Model != "" {
opts = append(opts, openai.WithModel(cfg.Model))
}
if cfg.OpenAI.URL != "" {
opts = append(opts, openai.WithBaseURL(cfg.OpenAI.URL))
}
if cfg.OpenAI.Key != "" {
opts = append(opts, openai.WithToken(cfg.OpenAI.Key))
}
return openai.New(opts...)
default:
return nil, fmt.Errorf("unknown model type: %s", cfg.Type)
}
}
func (cfg LLMConfig) GetEmbedding() (embeddings.EmbedderClient, error) {
switch cfg.Type {
case "ollama":
var opts []ollama.Option
if cfg.Model != "" {
opts = append(opts, ollama.WithModel(cfg.Model))
}
if cfg.OLlama.URL != "" {
opts = append(opts, ollama.WithServerURL(cfg.OLlama.URL))
}
return ollama.New(opts...)
default:
return nil, fmt.Errorf("unknown embedding type: %s", cfg.Type)
}
}
func FromContext(ctx context.Context) *Configuration {
return ctx.Value(contextKeyConfig).(*Configuration)
}
func WrapContext(ctx context.Context, cfg *Configuration) context.Context {
return context.WithValue(ctx, contextKeyConfig, cfg)
}

139
pkg/database/database.go Normal file
View File

@@ -0,0 +1,139 @@
package database
import (
"ai-code-assistant/pkg/config"
"context"
"embed"
"errors"
"fmt"
"github.com/golang-migrate/migrate/v4"
_ "github.com/golang-migrate/migrate/v4/database/postgres"
"github.com/golang-migrate/migrate/v4/source/iofs"
"github.com/jackc/pgx/v5"
"github.com/jackc/pgx/v5/pgxpool"
_ "github.com/lib/pq"
"strconv"
)
//go:embed migrations
var migrations embed.FS
type contextKey string
const (
contextKeyDB contextKey = "db"
)
func preparedStatements() map[string]string {
return map[string]string{
"insert_repo": `INSERT INTO repos (repo_id, repo_hash, repo_path) VALUES ($1, $2, $3) ON CONFLICT DO NOTHING`,
"repo_from_path": `SELECT repo_id FROM repos WHERE repo_path = $1`,
"get_chunk": `SELECT document FROM langchain_pg_embedding WHERE JSON_EXTRACT_PATH_TEXT(cmetadata, 'chunk_id')=$1 AND JSON_EXTRACT_PATH_TEXT(cmetadata, 'file_path')=$2 AND JSON_EXTRACT_PATH_TEXT(cmetadata, 'repo_id')=$3`,
}
}
type Database struct {
pool *pgxpool.Pool
}
func (db *Database) DB(ctx context.Context) (*pgxpool.Conn, error) {
conn, err := db.pool.Acquire(ctx)
if err != nil {
return nil, err
}
for nm, query := range preparedStatements() {
if _, err := conn.Conn().Prepare(ctx, nm, query); err != nil {
return nil, fmt.Errorf("problem preparing statement %s: %w", nm, err)
}
}
return conn, nil
}
func (db *Database) RepoIDFromPath(ctx context.Context, path string) (string, error) {
conn, err := db.DB(ctx)
if err != nil {
return "", err
}
defer conn.Release()
var repoID string
if err := conn.QueryRow(ctx, "repo_from_path", path).Scan(&repoID); err != nil {
return "", err
}
return repoID, nil
}
func (db *Database) GetChunk(ctx context.Context, chunkID int, path, repoID string) (string, error) {
conn, err := db.DB(ctx)
if err != nil {
return "", err
}
defer conn.Release()
var chunk string
chunkIDStr := strconv.FormatInt(int64(chunkID), 10)
if err := conn.QueryRow(ctx, "get_chunk", chunkIDStr, path, repoID).Scan(&chunk); err != nil {
return "", err
}
return chunk, nil
}
func (db *Database) GetChunkContext(ctx context.Context, chunkID, distance int, path, repoID string) (string, error) {
minChunk := chunkID - distance
if minChunk < 0 {
minChunk = 0
}
chunkContext := ""
for chunkID := minChunk; chunkID < chunkID+(distance*2); chunkID++ {
chunk, err := db.GetChunk(ctx, chunkID, path, repoID)
if err == nil {
chunkContext += chunk
} else if !errors.Is(err, pgx.ErrNoRows) {
return "", err
} else {
break
}
}
return chunkContext, nil
}
func FromConfig(ctx context.Context, cfg *config.Configuration) (*Database, error) {
migFS, err := iofs.New(migrations, "migrations")
if err != nil {
return nil, err
}
mig, err := migrate.NewWithSourceInstance("iofs", migFS, cfg.Database.ConnString)
if err != nil {
return nil, err
}
if err := mig.Up(); err != nil && !errors.Is(err, migrate.ErrNoChange) {
return nil, fmt.Errorf("problem performing database migrations: %w", err)
}
pool, err := pgxpool.New(ctx, cfg.Database.ConnString)
if err != nil {
return nil, err
}
return &Database{pool: pool}, nil
}
func FromContext(ctx context.Context) *Database {
return ctx.Value(contextKeyDB).(*Database)
}
func WrapContext(ctx context.Context, cfg *Database) context.Context {
return context.WithValue(ctx, contextKeyDB, cfg)
}

6
pkg/database/migrations/01_schema.up.sql Normal file
View File

@@ -0,0 +1,6 @@
CREATE TABLE IF NOT EXISTS repos (
repo_id UUID PRIMARY KEY,
repo_hash TEXT NOT NULL,
repo_path TEXT NOT NULL,
UNIQUE(repo_hash, repo_path)
);

96
pkg/llm/llm.go Normal file
View File

@@ -0,0 +1,96 @@
package llm
import (
"ai-code-assistant/pkg/config"
"bytes"
"context"
"embed"
"fmt"
"github.com/tmc/langchaingo/embeddings"
"github.com/tmc/langchaingo/llms"
"text/template"
)
type contextKey string
const contextKeyLLM contextKey = "llm"
//go:embed prompts
var prompts embed.FS
type LLM struct {
code llms.Model
chat llms.Model
embedder embeddings.Embedder
}
func FromConfig(cfg *config.Configuration) (*LLM, error) {
embedLLM, err := cfg.Embedding.GetEmbedding()
if err != nil {
return nil, fmt.Errorf("unable to get embedding model: %w", err)
}
codeLLM, err := cfg.Code.GetModel()
if err != nil {
return nil, fmt.Errorf("unable to get coder model: %w", err)
}
chatLLM, err := cfg.Chat.GetModel()
if err != nil {
return nil, fmt.Errorf("unable to get chat model: %w", err)
}
embedder, err := embeddings.NewEmbedder(embedLLM)
if err != nil {
return nil, err
}
return &LLM{
embedder: embedder,
code: codeLLM,
chat: chatLLM,
}, nil
}
func FromContext(ctx context.Context) *LLM {
return ctx.Value(contextKeyLLM).(*LLM)
}
func WrapContext(ctx context.Context, llmRef *LLM) context.Context {
return context.WithValue(ctx, contextKeyLLM, llmRef)
}
func (llm *LLM) GetEmbedding(ctx context.Context, texts ...string) ([][]float32, error) {
return llm.embedder.EmbedDocuments(ctx, texts)
}
func (llm *LLM) Embedder() embeddings.Embedder {
return llm.embedder
}
func (llm *LLM) CodePrompt(ctx context.Context, prompt string) (string, error) {
return llm.code.Call(ctx, prompt)
}
func (llm *LLM) ChatPrompt(ctx context.Context, prompt string) (string, error) {
return llm.chat.Call(ctx, prompt)
}
func GetPrompt(name string, data any) (string, error) {
tmplText, err := prompts.ReadFile("prompts/" + name + ".tmpl")
if err != nil {
return "", err
}
tmpl, err := template.New(name).Parse(string(tmplText))
if err != nil {
return "", err
}
var buf bytes.Buffer
if err := tmpl.Execute(&buf, data); err != nil {
return "", err
}
return buf.String(), nil
}

5
pkg/llm/prompts/generate_commitmsg.tmpl Normal file
View File

@@ -0,0 +1,5 @@
given the following prompt create a descriptive commit message indicating the changes made
only give a single commit message, do not describe your thought process
files changed: {{range .Files}}{{.}} {{end}}
prompt: {{ .Prompt }}

11
pkg/llm/prompts/generate_patch.tmpl Normal file
View File

@@ -0,0 +1,11 @@
given the following code snippet in markdown format perform the following task:
{{ .Prompt }}
return the modified function as a code block formatted in markdown, make sure to retain as much of the preceding and
trailing context as possible
!IMPORTANT do not add any explanation
```go
{{ .Context }}
```

15
pkg/llm/prompts/generate_unittest.tmpl Normal file
View File

@@ -0,0 +1,15 @@
given the following code block in markdown that performs the following task:
{{ .Prompt }}
{{- if .TestFileExists -}}
create a unit test for the following code as a code block formatted in markdown, only include the unit test itself do
not include any imports
!IMPORTANT do not add any explanation
{{- else -}}
create a unit test for the following code as a code block formatted in markdown, include any required imports
!IMPORTANT do not add any explanation
{{- end -}}
```go
{{ .Context }}
```"

151
pkg/llm/relevent_docs.go Normal file
View File

@@ -0,0 +1,151 @@
package llm
import (
"ai-code-assistant/pkg/database"
"context"
"fmt"
"github.com/cenkalti/backoff/v5"
"github.com/tmc/langchaingo/callbacks"
"github.com/tmc/langchaingo/schema"
"github.com/tmc/langchaingo/vectorstores"
"github.com/tmc/langchaingo/vectorstores/pgvector"
"log/slog"
"slices"
"strconv"
"strings"
"time"
)
type RelevantDocs struct {
CallbacksHandler callbacks.Handler
db *database.Database
llm *LLM
repoID string
size int
}
type FileChunkID struct {
Name string
ChunkID int
Start uint64
End uint64
Score float32
Doc *schema.Document
}
func NewGetRelevantDocs(db *database.Database, llm *LLM, repoID string, size int) *RelevantDocs {
return &RelevantDocs{
db: db,
llm: llm,
repoID: repoID,
size: size,
}
}
func (rd *RelevantDocs) GetRelevantFileChunks(ctx context.Context, query string) ([]*FileChunkID, error) {
conn, err := rd.db.DB(ctx)
if err != nil {
return nil, err
}
defer conn.Release()
vectorStore, err := pgvector.New(ctx,
pgvector.WithConn(conn),
pgvector.WithEmbedder(rd.llm.Embedder()),
pgvector.WithCollectionName("file_chunks"),
)
if err != nil {
return nil, err
}
retr := vectorstores.ToRetriever(vectorStore, rd.size, vectorstores.WithFilters(map[string]any{"type": "file_chunk", "repo_id": rd.repoID}))
retr.CallbacksHandler = rd.CallbacksHandler
docs, err := retr.GetRelevantDocuments(ctx, query)
if err != nil {
return nil, err
}
var chunks []*FileChunkID
for _, doc := range docs {
chunk := &FileChunkID{
Score: doc.Score,
}
if filePath, ok := doc.Metadata["file_path"].(string); ok {
chunk.Name = filePath
}
if chunkID, ok := doc.Metadata["chunk_id"].(string); ok {
id, _ := strconv.ParseInt(chunkID, 10, 64)
chunk.ChunkID = int(id)
}
if start, ok := doc.Metadata["start"].(string); ok {
chunk.Start, _ = strconv.ParseUint(start, 10, 64)
}
if end, ok := doc.Metadata["end"].(string); ok {
chunk.End, _ = strconv.ParseUint(end, 10, 64)
}
chunk.Doc = &doc
chunks = append(chunks, chunk)
}
return chunks, nil
}
func (rd *RelevantDocs) RankChunks(ctx context.Context, query string, chunks []*FileChunkID) error {
var didErr error
slices.SortFunc(chunks, func(a, b *FileChunkID) int {
if didErr != nil {
return 0
}
retr, err := rd.CompareChunks(ctx, query, a, b)
if err != nil {
didErr = err
}
return retr
})
return didErr
}
func (rd *RelevantDocs) CompareChunks(ctx context.Context, query string, chunk1, chunk2 *FileChunkID) (int, error) {
slog.Info("comparing chunks", "chunk_1_name", chunk1.Name, "chunk_1_id", chunk1.ChunkID, "chunk_2_name", chunk2.Name, "chunk_2_id", chunk2.ChunkID)
prompt := `Given the following two pieces of code pick the most relevant chunk to the task described below. Reply as a json object in the format {"chunk_id": "<chunk>"}. Only reply in JSON. Do not include any explanation or code.`
prompt += "\n\n" + query + "\n\n"
// Now that we have candidates we need to compare them against each other to find the most appropriate place to
// inject them.
prompt += "-- chunk_id: chunk_1 --\n"
prompt += chunk1.Doc.PageContent
prompt += "-- chunk_id: chunk_2 --\n"
prompt += chunk2.Doc.PageContent
op := func() (int, error) {
rsp, err := rd.llm.CodePrompt(ctx, prompt)
if err != nil {
return 0, err
}
if strings.Contains(rsp, "chunk_1") {
return -1, nil
} else if strings.Contains(rsp, "chunk_2") {
return 1, nil
}
return 0, fmt.Errorf("compare response didn't contain a chunk id: %s", rsp)
}
return backoff.Retry(ctx, op, backoff.WithBackOff(backoff.NewConstantBackOff(10*time.Millisecond)), backoff.WithMaxTries(1))
}