chore: remove prints

Signed-off-by: jupyterjazz <[email protected]>

modeling_jina_embeddings_v4.py

@@ -309,13 +309,7 @@ class JinaEmbeddingsV4Model(Qwen2_5_VLForConditionalGeneration):
             with torch.no_grad():
                 batch = {k: v.to(self.device) for k, v in batch.items()}
                 with torch.autocast(device_type=torch.device(self.device).type):
-                    for key, value in batch.items():
-                        if hasattr(value, 'shape'):
-                            print(f"{key}: {value.shape}")
-                        else:
-                            print(f"{key}: {type(value)}")
                     embeddings = self(**batch)
-                    print(embeddings.single_vec_emb.shape, embeddings.multi_vec_emb.shape)
                     if vector_type == "single_vector":
                         embeddings = embeddings.single_vec_emb
                         if truncate_dim is not None:
@@ -446,8 +440,6 @@ class JinaEmbeddingsV4Model(Qwen2_5_VLForConditionalGeneration):
         encode_kwargs = self._validate_encoding_params(vector_type, truncate_dim)
 
         is_single = len(images) == 1
-        print(is_single)
-        print(len(images))
         embeddings = self._process_batches(
             data=images,
             processor_fn=self.processor.process_images,