commit 4b8b8132fd4b0b1af2efe0e697d8819f4b96756d Author: Michael Powers Date: Sun Apr 20 07:47:41 2025 -0400 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. diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..e40a96e --- /dev/null +++ b/.gitignore @@ -0,0 +1,3 @@ +config.yaml +.idea +ai-code-assistant.iml \ No newline at end of file diff --git a/cmd/autopatch/autopatch.go b/cmd/autopatch/autopatch.go new file mode 100644 index 0000000..752f28a --- /dev/null +++ b/cmd/autopatch/autopatch.go @@ -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] +} diff --git a/cmd/chunks/chunks.go b/cmd/chunks/chunks.go new file mode 100644 index 0000000..3ee9c58 --- /dev/null +++ b/cmd/chunks/chunks.go @@ -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 +} diff --git a/cmd/indexer/indexer.go b/cmd/indexer/indexer.go new file mode 100644 index 0000000..32faa2f --- /dev/null +++ b/cmd/indexer/indexer.go @@ -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 +} diff --git a/cmd/main.go b/cmd/main.go new file mode 100644 index 0000000..e3aaa06 --- /dev/null +++ b/cmd/main.go @@ -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 +} diff --git a/go.mod b/go.mod new file mode 100644 index 0000000..2711ae9 --- /dev/null +++ b/go.mod @@ -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 diff --git a/go.sum b/go.sum new file mode 100644 index 0000000..533ab7a --- /dev/null +++ b/go.sum @@ -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 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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= diff --git a/pkg/config/config.go b/pkg/config/config.go new file mode 100644 index 0000000..4534b49 --- /dev/null +++ b/pkg/config/config.go @@ -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) +} diff --git a/pkg/database/database.go b/pkg/database/database.go new file mode 100644 index 0000000..99f1054 --- /dev/null +++ b/pkg/database/database.go @@ -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) +} diff --git a/pkg/database/migrations/01_schema.up.sql b/pkg/database/migrations/01_schema.up.sql new file mode 100644 index 0000000..52f2996 --- /dev/null +++ b/pkg/database/migrations/01_schema.up.sql @@ -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) +); diff --git a/pkg/llm/llm.go b/pkg/llm/llm.go new file mode 100644 index 0000000..cf0486c --- /dev/null +++ b/pkg/llm/llm.go @@ -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 +} diff --git a/pkg/llm/prompts/generate_commitmsg.tmpl b/pkg/llm/prompts/generate_commitmsg.tmpl new file mode 100644 index 0000000..0cd6350 --- /dev/null +++ b/pkg/llm/prompts/generate_commitmsg.tmpl @@ -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 }} diff --git a/pkg/llm/prompts/generate_patch.tmpl b/pkg/llm/prompts/generate_patch.tmpl new file mode 100644 index 0000000..952c13c --- /dev/null +++ b/pkg/llm/prompts/generate_patch.tmpl @@ -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 }} +``` \ No newline at end of file diff --git a/pkg/llm/prompts/generate_unittest.tmpl b/pkg/llm/prompts/generate_unittest.tmpl new file mode 100644 index 0000000..e7bfe7d --- /dev/null +++ b/pkg/llm/prompts/generate_unittest.tmpl @@ -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 }} +```" \ No newline at end of file diff --git a/pkg/llm/relevent_docs.go b/pkg/llm/relevent_docs.go new file mode 100644 index 0000000..db4ebcc --- /dev/null +++ b/pkg/llm/relevent_docs.go @@ -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": ""}. 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)) +}