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jburtoft
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README.md
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license: apache-2.0
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- Snowflake/snowflake-arctic-embed-l
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---
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***This model is a neuron compiled version of https://huggingface.co/Snowflake/snowflake-arctic-embed-l ***
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It was compiled on version 2.20 of the Neuron SDK. You may need to run the compilation process again.
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See https://huggingface.co/docs/optimum-neuron/en/inference_tutorials/sentence_transformers for more details
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For information on how to run on SageMaker: https://huggingface.co/docs/optimum-neuron/en/inference_tutorials/sentence_transformers
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To run:
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```
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from optimum.neuron import NeuronModelForSentenceTransformers
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from transformers import AutoTokenizer
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model_id = "jburtoft/snowflake-arctic-embed-l"
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# Use the line below if you have to compile the model yourself
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#model_id = "snowflake-arctic-embed-l-inf2"
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model = NeuronModelForSentenceTransformers.from_pretrained(model_id)
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tokenizer = AutoTokenizer.from_pretrained(model_id)
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# Run inference
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prompt = "I like to eat apples"
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encoded_input = tokenizer(prompt, return_tensors='pt')
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outputs = model(**encoded_input)
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token_embeddings = outputs.token_embeddings
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sentence_embedding = outputs.sentence_embedding:
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print(f"token embeddings: {token_embeddings.shape}") # torch.Size([1, 7, 1024])
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print(f"sentence_embedding: {sentence_embedding.shape}") # torch.Size([1, 1024])
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```
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To compile :
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```
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optimum-cli export neuron -m Snowflake/snowflake-arctic-embed-l --sequence_length 512 --batch_size 1 --task feature-extraction snowflake-arctic-embed-l-inf2
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```
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license: apache-2.0
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