feat: FromPretrained to load tokenizer directly from HF

README.md

@@ -4,7 +4,7 @@ Go bindings for the [HuggingFace Tokenizers](https://github.com/huggingface/toke
 
 ## Installation
 
-`make build` to build `libtokenizers.a` that you need to run your application that uses bindings. In addition, you need to inform the linker where to find that static library: `go run -ldflags="-extldflags '-L./path/to/libtokenizers.a'" .` or just add it to the `CGO_LDFLAGS` environment variable: `CGO_LDFLAGS="-L./path/to/libtokenizers.a"` to avoid specifying it every time.
+`make build` to build `libtokenizers.a` that you need to run your application that uses bindings. In addition, you need to inform the linker where to find that static library: `go run -ldflags="-extldflags '-L./path/to/libtokenizers/directory'" .` or just add it to the `CGO_LDFLAGS` environment variable: `CGO_LDFLAGS="-L./path/to/libtokenizers/directory"` to avoid specifying it every time.
 
 ### Using pre-built binaries
 
@@ -31,6 +31,20 @@ if err != nil {
 defer tk.Close()
 ```
 
+Load a tokenizer from Huggingface:
+
+```go
+import "github.com/daulet/tokenizers"
+
+tokenizerPath := "../huggingface-tokenizers/google-bert/bert-base-uncased"
+tk, err := tokenizers.LoadTokenizerFromHuggingFace("google-bert/bert-base-uncased", &tokenizerPath, nil)
+if err != nil {
+    return err
+}
+// release native resources
+defer tk.Close()
+```
+
 Encode text and decode tokens:
 
 ```go
@@ -44,6 +58,34 @@ fmt.Println(tk.Decode([]uint32{2829, 4419, 14523, 2058, 1996, 13971, 3899}, true
 // brown fox jumps over the lazy dog
 ```
 
+Encode text with options:
+
+```go
+var encodeOptions []tokenizers.EncodeOption
+encodeOptions = append(encodeOptions, tokenizers.WithReturnTypeIDs())
+encodeOptions = append(encodeOptions, tokenizers.WithReturnAttentionMask())
+encodeOptions = append(encodeOptions, tokenizers.WithReturnTokens())
+encodeOptions = append(encodeOptions, tokenizers.WithReturnOffsets())
+encodeOptions = append(encodeOptions, tokenizers.WithReturnSpecialTokensMask())
+
+// Or just basically
+// encodeOptions = append(encodeOptions, tokenizers.WithReturnAllAttributes())
+
+encodingResponse := tk.EncodeWithOptions("brown fox jumps over the lazy dog", false, encodeOptions...)
+fmt.Println(encodingResponse.IDs)
+// [2829 4419 14523 2058 1996 13971 3899]
+fmt.Println(encodingResponse.TypeIDs)
+// [0 0 0 0 0 0 0]
+fmt.Println(encodingResponse.SpecialTokensMask)
+// [0 0 0 0 0 0 0]
+fmt.Println(encodingResponse.AttentionMask)
+// [1 1 1 1 1 1 1]
+fmt.Println(encodingResponse.Tokens)
+// [brown fox jumps over the lazy dog]
+fmt.Println(encodingResponse.Offsets)
+// [[0 5] [6 9] [10 15] [16 20] [21 24] [25 29] [30 33]]
+```
+
 ## Benchmarks
 
 `go test . -run=^\$ -bench=. -benchmem -count=10 > test/benchmark/$(git rev-parse HEAD).txt`

example/main.go

@@ -2,17 +2,19 @@ package main
 
 import (
 	"fmt"
+	"log"
 
 	"github.com/daulet/tokenizers"
 )
 
-func main() {
+func simple() error {
 	tk, err := tokenizers.FromFile("../test/data/bert-base-uncased.json")
 	if err != nil {
-		panic(err)
+		return err
 	}
 	// release native resources
 	defer tk.Close()
+
 	fmt.Println("Vocab size:", tk.VocabSize())
 	// Vocab size: 30522
 	fmt.Println(tk.Encode("brown fox jumps over the lazy dog", false))
@@ -21,4 +23,59 @@ func main() {
 	// [101 2829 4419 14523 2058 1996 13971 3899 102] [[CLS] brown fox jumps over the lazy dog [SEP]]
 	fmt.Println(tk.Decode([]uint32{2829, 4419, 14523, 2058, 1996, 13971, 3899}, true))
 	// brown fox jumps over the lazy dog
+	return nil
+}
+
+func advanced() error {
+	// Load tokenizer from local config file
+	tk, err := tokenizers.FromFile("../test/data/bert-base-uncased.json")
+	if err != nil {
+		return err
+	}
+	defer tk.Close()
+
+	// Load pretrained tokenizer from HuggingFace
+	tkFromHf, err := tokenizers.FromPretrained("google-bert/bert-base-uncased", tokenizers.WithCacheDir("./.cache/tokenizers"))
+	if err != nil {
+		return err
+	}
+	defer tkFromHf.Close()
+
+	// Encode with specific options
+	encodeOptions := []tokenizers.EncodeOption{
+		tokenizers.WithReturnTypeIDs(),
+		tokenizers.WithReturnAttentionMask(),
+		tokenizers.WithReturnTokens(),
+		tokenizers.WithReturnOffsets(),
+		tokenizers.WithReturnSpecialTokensMask(),
+	}
+	// Or simply:
+	// encodeOptions = append(encodeOptions, tokenizers.WithReturnAllAttributes())
+
+	// regardless of how the tokenizer was initialized, the output is the same
+	for _, tkzr := range []*tokenizers.Tokenizer{tk, tkFromHf} {
+		encodingResponse := tkzr.EncodeWithOptions("brown fox jumps over the lazy dog", true, encodeOptions...)
+		fmt.Println(encodingResponse.IDs)
+		// [101 2829 4419 14523 2058 1996 13971 3899 102]
+		fmt.Println(encodingResponse.TypeIDs)
+		// [0 0 0 0 0 0 0 0 0]
+		fmt.Println(encodingResponse.SpecialTokensMask)
+		// [1 0 0 0 0 0 0 0 1]
+		fmt.Println(encodingResponse.AttentionMask)
+		// [1 1 1 1 1 1 1 1 1]
+		fmt.Println(encodingResponse.Tokens)
+		// [[CLS] brown fox jumps over the lazy dog [SEP]]
+		fmt.Println(encodingResponse.Offsets)
+		// [[0 0] [0 5] [6 9] [10 15] [16 20] [21 24] [25 29] [30 33] [0 0]]
+	}
+	return nil
+}
+
+func main() {
+	if err := simple(); err != nil {
+		log.Fatal(err)
+	}
+	if err := advanced(); err != nil {
+		log.Fatal(err)
+	}
 }

tokenizer.go

@@ -13,10 +13,29 @@ import "C"
 import (
 	"fmt"
 	"io"
+	"net/http"
+	"os"
+	"path/filepath"
+	"strings"
+	"sync"
 	"unsafe"
 )
 
-const WANT_VERSION = "1.20.2"
+const (
+	WANT_VERSION = "1.20.2"
+
+	baseURL = "https://huggingface.co"
+)
+
+// List of necessary tokenizer files and their mandatory status.
+// True means mandatory, false means optional.
+var tokenizerFiles = map[string]bool{
+	"tokenizer.json":          true,
+	"vocab.txt":               false,
+	"merges.txt":              false,
+	"special_tokens_map.json": false,
+	"added_tokens.json":       false,
+}
 
 func init() {
 	version := C.version()
@@ -78,6 +97,147 @@ func FromFile(path string) (*Tokenizer, error) {
 	return &Tokenizer{tokenizer: tokenizer}, nil
 }
 
+type tokenizerConfig struct {
+	cacheDir  *string
+	authToken *string
+}
+
+type TokenizerConfigOption func(cfg *tokenizerConfig)
+
+func WithCacheDir(path string) TokenizerConfigOption {
+	return func(cfg *tokenizerConfig) {
+		cfg.cacheDir = &path
+	}
+}
+
+func WithAuthToken(token string) TokenizerConfigOption {
+	return func(cfg *tokenizerConfig) {
+		cfg.authToken = &token
+	}
+}
+
+// FromPretrained downloads necessary files and initializes the tokenizer.
+// Parameters:
+//   - modelID: The Hugging Face model identifier (e.g., "bert-base-uncased").
+//   - destination: Optional. If provided and not nil, files will be downloaded to this folder.
+//     If nil, a temporary directory will be used.
+//   - authToken: Optional. If provided and not nil, it will be used to authenticate requests.
+func FromPretrained(modelID string, opts ...TokenizerConfigOption) (*Tokenizer, error) {
+	cfg := &tokenizerConfig{}
+	for _, opt := range opts {
+		opt(cfg)
+	}
+	if strings.TrimSpace(modelID) == "" {
+		return nil, fmt.Errorf("modelID cannot be empty")
+	}
+
+	// Construct the model URL
+	modelURL := fmt.Sprintf("%s/%s/resolve/main", baseURL, modelID)
+
+	// Determine the download directory
+	var downloadDir string
+	if cfg.cacheDir != nil {
+		downloadDir = fmt.Sprintf("%s/%s", *cfg.cacheDir, modelID)
+		// Create the destination directory if it doesn't exist
+		err := os.MkdirAll(downloadDir, os.ModePerm)
+		if err != nil {
+			return nil, fmt.Errorf("failed to create destination directory %s: %w", downloadDir, err)
+		}
+	} else {
+		// Create a temporary directory
+		tmpDir, err := os.MkdirTemp("", "huggingface-tokenizer-*")
+		if err != nil {
+			return nil, fmt.Errorf("error creating temporary directory: %w", err)
+		}
+		downloadDir = tmpDir
+	}
+
+	var wg sync.WaitGroup
+	errCh := make(chan error)
+
+	// Download each tokenizer file concurrently
+	for filename, isMandatory := range tokenizerFiles {
+		wg.Add(1)
+		go func(fn string, mandatory bool) {
+			defer wg.Done()
+			fileURL := fmt.Sprintf("%s/%s", modelURL, fn)
+			destPath := filepath.Join(downloadDir, fn)
+			err := downloadFile(fileURL, destPath, cfg.authToken)
+			if err != nil && mandatory {
+				// If the file is mandatory, report an error
+				errCh <- fmt.Errorf("failed to download mandatory file %s: %w", fn, err)
+			}
+		}(filename, isMandatory)
+	}
+
+	go func() {
+		wg.Wait()
+		close(errCh)
+	}()
+
+	var errs []error
+	for err := range errCh {
+		errs = append(errs, err)
+	}
+
+	if len(errs) > 0 {
+		if err := os.RemoveAll(downloadDir); err != nil {
+			fmt.Printf("Warning: failed to clean up directory %s: %v\n", downloadDir, err)
+		}
+		return nil, errs[0]
+	}
+
+	return FromFile(filepath.Join(downloadDir, "tokenizer.json"))
+}
+
+// downloadFile downloads a file from the given URL and saves it to the specified destination.
+// If authToken is provided (non-nil), it will be used for authorization.
+// Returns an error if the download fails.
+func downloadFile(url, destination string, authToken *string) error {
+	// Check if the file already exists
+	if _, err := os.Stat(destination); err == nil {
+		return nil
+	}
+
+	// Create a new HTTP request
+	req, err := http.NewRequest("GET", url, nil)
+	if err != nil {
+		return fmt.Errorf("failed to create request for %s: %w", url, err)
+	}
+
+	// If authToken is provided, set the Authorization header
+	if authToken != nil {
+		req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *authToken))
+	}
+
+	resp, err := http.DefaultClient.Do(req)
+	if err != nil {
+		return fmt.Errorf("failed to download from %s: %w", url, err)
+	}
+	defer resp.Body.Close()
+
+	// Check for successful response
+	if resp.StatusCode != http.StatusOK {
+		return fmt.Errorf("failed to download from %s: status code %d", url, resp.StatusCode)
+	}
+
+	// Create the destination file
+	out, err := os.Create(destination)
+	if err != nil {
+		return fmt.Errorf("failed to create file %s: %w", destination, err)
+	}
+	defer out.Close()
+
+	// Write the response body to the file
+	_, err = io.Copy(out, resp.Body)
+	if err != nil {
+		return fmt.Errorf("failed to write to file %s: %w", destination, err)
+	}
+
+	fmt.Printf("Successfully downloaded %s\n", destination)
+	return nil
+}
+
 func (t *Tokenizer) Close() error {
 	C.free_tokenizer(t.tokenizer)
 	t.tokenizer = nil