First Working Prototype

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:
2025-04-20 07:47:41 -04:00
commit 4b8b8132fd
15 changed files with 1797 additions and 0 deletions

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.gitignore vendored Normal file
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config.yaml
.idea
ai-code-assistant.iml

299
cmd/autopatch/autopatch.go Normal file
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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]
}

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cmd/chunks/chunks.go Normal file
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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
}

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cmd/indexer/indexer.go Normal file
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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
}

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cmd/main.go Normal file
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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
}

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go.mod Normal file
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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

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go.sum Normal file
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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=
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github.com/felixge/httpsnoop v1.0.4 h1:NFTV2Zj1bL4mc9sqWACXbQFVBBg2W3GPvqp8/ESS2Wg=
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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=
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github.com/gliderlabs/ssh v0.3.8 h1:a4YXD1V7xMF9g5nTkdfnja3Sxy1PVDCj1Zg4Wb8vY6c=
github.com/gliderlabs/ssh v0.3.8/go.mod h1:xYoytBv1sV0aL3CavoDuJIQNURXkkfPA/wxQ1pL1fAU=
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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=
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github.com/go-git/go-billy/v5 v5.6.2 h1:6Q86EsPXMa7c3YZ3aLAQsMA0VlWmy43r6FHqa/UNbRM=
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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=
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github.com/go-sql-driver/mysql v1.7.1 h1:lUIinVbN1DY0xBg0eMOzmmtGoHwWBbvnWubQUrtU8EI=
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github.com/gofrs/uuid v3.2.0+incompatible/go.mod h1:b2aQJv3Z4Fp6yNu3cdSllBxTCLRxnplIgP/c0N/04lM=
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github.com/gogo/protobuf v1.3.2/go.mod h1:P1XiOD3dCwIKUDQYPy72D8LYyHL2YPYrpS2s69NZV8Q=
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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=
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github.com/golang/protobuf v1.3.2/go.mod h1:6lQm79b+lXiMfvg/cZm0SGofjICqVBUtrP5yJMmIC1U=
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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=
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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
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@@ -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
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@@ -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)
}

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
}

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 }}

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 }}
```

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))
}