diff --git a/ppcls/utils/save_load.py b/ppcls/utils/save_load.py
index d65b9954842d22b9422e6187e52499633b34ee97..35f0bc58074fe053bc0eeafec6dc149e2014e639 100644
--- a/ppcls/utils/save_load.py
+++ b/ppcls/utils/save_load.py
@@ -24,6 +24,7 @@ import tempfile
 
 import paddle
 from paddle.static import load_program_state
+from paddle.utils.download import get_weights_path_from_url
 
 from ppcls.utils import logger
 
@@ -70,6 +71,14 @@ def load_dygraph_pretrain(model, path=None, load_static_weights=False):
     return
 
 
+def load_dygraph_pretrain_from_url(model, pretrained_url, use_ssld, load_static_weights=False):
+    if use_ssld:
+        pretrained_url = pretrained_url.replace("_pretrained", "_ssld_pretrained")
+    local_weight_path = get_weights_path_from_url(pretrained_url).replace(".pdparams", "")
+    load_dygraph_pretrain(model, path=local_weight_path, load_static_weights=load_static_weights)
+    return
+
+
 def load_distillation_model(model, pretrained_model, load_static_weights):
     logger.info("In distillation mode, teacher model will be "
                 "loaded firstly before student model.")