package weightsandbiases import ( "bytes" "context" "encoding/base64" "encoding/json" "fmt" "io" "net/http" "strconv" regexp "github.com/wasilibs/go-re2" "github.com/trufflesecurity/trufflehog/v3/pkg/common" "github.com/trufflesecurity/trufflehog/v3/pkg/detectors" "github.com/trufflesecurity/trufflehog/v3/pkg/pb/detector_typepb" ) // BaseScanner is a base struct embedded by versioned scanners. It holds the HTTP client and // shared detection/verification logic. type BaseScanner struct { Client *http.Client } var defaultClient = common.SaneHttpClient() // FromData finds and optionally verifies WeightsAndBiases secrets in data using the provided // pattern. version is included in ExtraData of each result. func (s BaseScanner) FromData(ctx context.Context, verify bool, data []byte, keyPat *regexp.Regexp, version int) ([]detectors.Result, error) { dataStr := string(data) uniqueMatches := make(map[string]struct{}) for _, match := range keyPat.FindAllStringSubmatch(dataStr, -1) { uniqueMatches[match[1]] = struct{}{} } var results []detectors.Result for match := range uniqueMatches { r := detectors.Result{ DetectorType: detector_typepb.DetectorType_WeightsAndBiases, Raw: []byte(match), SecretParts: map[string]string{"key": match}, } if verify { isVerified, extraData, verificationErr := s.verifyMatch(ctx, match) r.Verified = isVerified r.ExtraData = extraData r.SetVerificationError(verificationErr, match) } if r.ExtraData == nil { r.ExtraData = make(map[string]string) } r.ExtraData["version"] = strconv.Itoa(version) results = append(results, r) } return results, nil } type viewerResponse struct { Data struct { Viewer struct { ID string `json:"id"` Username string `json:"username"` Email string `json:"email"` Admin bool `json:"admin"` } `json:"viewer"` } `json:"data"` } // verifyMatch checks the credential against the W&B GraphQL /graphql endpoint using the viewer query, // which requires no special permissions. A 200 with a non-empty username means the token is valid; // 401 means invalid or revoked. // Docs: https://docs.wandb.ai/ref/graphql func (s BaseScanner) verifyMatch(ctx context.Context, token string) (bool, map[string]string, error) { client := s.Client if client == nil { client = defaultClient } query := `{"query": "query Viewer { viewer { id username email admin } }"}` const baseURL = "https://api.wandb.ai/graphql" req, err := http.NewRequestWithContext(ctx, http.MethodPost, baseURL, bytes.NewBufferString(query)) if err != nil { return false, nil, err } authHeader := base64.StdEncoding.EncodeToString([]byte("api:" + token)) req.Header.Set("Content-Type", "application/json") req.Header.Set("Authorization", "Basic "+authHeader) res, err := client.Do(req) if err != nil { return false, nil, err } defer func() { _, _ = io.Copy(io.Discard, res.Body) _ = res.Body.Close() }() switch res.StatusCode { case http.StatusOK: var viewerResp viewerResponse if err := json.NewDecoder(res.Body).Decode(&viewerResp); err != nil { return false, nil, err } // Only consider it verified if we got back a username. if viewerResp.Data.Viewer.Username == "" { return false, nil, nil } extraData := map[string]string{ "username": viewerResp.Data.Viewer.Username, "email": viewerResp.Data.Viewer.Email, "admin": strconv.FormatBool(viewerResp.Data.Viewer.Admin), } return true, extraData, nil case http.StatusUnauthorized: return false, nil, nil default: return false, nil, fmt.Errorf("unexpected HTTP response status %d", res.StatusCode) } } func (s BaseScanner) Description() string { return "Weights & Biases is a Machine Learning Operations (MLOps) platform that helps track experiments, version datasets, evaluate model performance, and collaborate with team members" } func (s BaseScanner) Type() detector_typepb.DetectorType { return detector_typepb.DetectorType_WeightsAndBiases }