chore: Updated warning message

Author: hh-space-invader

fastembed/text/pooled_embedding.py

@@ -29,6 +29,17 @@
         },
         "model_file": "onnx/model.onnx",
     },
+    {
+        "model": "nomic-ai/nomic-embed-text-v1.5-Q",
+        "dim": 768,
+        "description": "Text embeddings, Multimodal (text, image), English, 8192 input tokens truncation, Prefixes for queries/documents: necessary, 2024 year.",
+        "license": "apache-2.0",
+        "size_in_GB": 0.13,
+        "sources": {
+            "hf": "nomic-ai/nomic-embed-text-v1.5",
+        },
+        "model_file": "onnx/model_quantized.onnx",
+    },
 ]
 
 

fastembed/text/pooled_normalized_embedding.py

@@ -9,17 +9,6 @@
 from fastembed.text.pooled_embedding import PooledEmbedding
 
 supported_pooled_normalized_models = [
-    {
-        "model": "nomic-ai/nomic-embed-text-v1.5-Q",
-        "dim": 768,
-        "description": "Text embeddings, Multimodal (text, image), English, 8192 input tokens truncation, Prefixes for queries/documents: necessary, 2024 year.",
-        "license": "apache-2.0",
-        "size_in_GB": 0.13,
-        "sources": {
-            "hf": "nomic-ai/nomic-embed-text-v1.5",
-        },
-        "model_file": "onnx/model_quantized.onnx",
-    },
     {
         "model": "sentence-transformers/all-MiniLM-L6-v2",
         "dim": 384,

fastembed/text/text_embedding.py

@@ -65,9 +65,8 @@ def __init__(
         super().__init__(model_name, cache_dir, threads, **kwargs)
         if model_name == "nomic-ai/nomic-embed-text-v1.5-Q":
             warnings.warn(
-                "The model 'nomic-ai/nomic-embed-text-v1.5-Q' has been updated to include a mean pooling layer. "
-                "Please ensure your usage aligns with the new functionality. "
-                "Support for the previous version without mean pooling will be removed as of version 0.5.2.",
+                "The model 'nomic-ai/nomic-embed-text-v1.5-Q' has been updated on HuggingFace. "
+                "Please review the latest documentation and release notes to ensure compatibility with your workflow. ",
                 UserWarning,
                 stacklevel=2,
             )

tests/test_text_onnx_embeddings.py

@@ -45,7 +45,7 @@
     "jinaai/jina-embeddings-v2-base-es": np.array([-0.0108, -0.0092, -0.0373, 0.0171, -0.0301]),
     "nomic-ai/nomic-embed-text-v1": np.array([0.3708, 0.2031, -0.3406, -0.2114, -0.3230]),
     "nomic-ai/nomic-embed-text-v1.5": np.array(
-        [-0.15407836, -0.03053198, -3.9138033, 0.1910364, 0.13224715]
+        [0.0802303, 0.3700881, -4.3053818, 0.4431803, -0.271572]
     ),
     "nomic-ai/nomic-embed-text-v1.5-Q": np.array(
         [0.0035279, 0.0162738, -0.1893193, 0.0194878, -0.0119418]