diff --git a/image_ref/main.py b/image_ref/main.py
index bd93c6b47a872abd6b158e10bf694b65304551df..20a099ff2ccc715d327e2f29c70f23074fab874a 100644
--- a/image_ref/main.py
+++ b/image_ref/main.py
@@ -101,10 +101,10 @@ def run_duo(args):
         os.environ["WANDB_MODE"] = "offline"
         os.environ["WANDB_DIR"] = os.path.abspath("./wandb_run")
 
-        wdb.init(project="contrastive_classification", dir='./wandb_run')
-        wdb.log({'hparam/optimizer':args.opti,'hparam/p_prop':args.positive_prop,'hparam/sampler':args.sampler,
+        wdb.init(project="contrastive_classification", dir='./wandb_run', config={'hparam/optimizer':args.opti,'hparam/p_prop':args.positive_prop,'hparam/sampler':args.sampler,
                  'hparam/lr':args.lr,'hparam/data_train':args.dataset_train_dir,'hparam/data_val':args.dataset_train_dir,
                  'hparam/noise':args.noise_threshold,'hparam/model':args.model, 'hparam/ref_dir':args.dataset_ref_dir})
+
         print('Wandb initialised')
     # load data
     data_train, data_val_batch, data_test_batch = load_data_duo(base_dir_train=args.dataset_train_dir,