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Openai embedding fix to support jina-embeddings-v2 (#4642)
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@ -1,6 +1,7 @@
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import os
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import os
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import numpy as np
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import numpy as np
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from transformers import AutoModel
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from extensions.openai.errors import ServiceUnavailableError
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from extensions.openai.errors import ServiceUnavailableError
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from extensions.openai.utils import debug_msg, float_list_to_base64
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from extensions.openai.utils import debug_msg, float_list_to_base64
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@ -41,7 +42,12 @@ def load_embedding_model(model: str):
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global embeddings_device, embeddings_model
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global embeddings_device, embeddings_model
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try:
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try:
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print(f"Try embedding model: {model} on {embeddings_device}")
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print(f"Try embedding model: {model} on {embeddings_device}")
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if 'jina-embeddings' in model:
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embeddings_model = AutoModel.from_pretrained(model, trust_remote_code=True) # trust_remote_code is needed to use the encode method
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embeddings_model = embeddings_model.to(embeddings_device)
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else:
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embeddings_model = SentenceTransformer(model, device=embeddings_device)
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embeddings_model = SentenceTransformer(model, device=embeddings_device)
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print(f"Loaded embedding model: {model}")
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print(f"Loaded embedding model: {model}")
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except Exception as e:
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except Exception as e:
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embeddings_model = None
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embeddings_model = None
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