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Update README.md

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README.md CHANGED
@@ -135,7 +135,6 @@ from transformers import AutoTokenizer
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  from proto_model.configuration_proto import ProtoConfig
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  from proto_model.modeling_proto import ProtoForMultiLabelClassification
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- # Load & configure
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  cfg = ProtoConfig.from_pretrained("row56/ProtoPatient")
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  cfg.pretrained_model_name_or_path = "bert-base-uncased"
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  cfg.use_cuda = False
@@ -149,7 +148,6 @@ model = ProtoForMultiLabelClassification.from_pretrained(
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  model.eval()
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  model.cpu()
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- # Helper
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  def get_proto_logits(texts):
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  enc = tokenizer(texts, padding=True, truncation=True, return_tensors="pt")
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  batch = {
@@ -162,7 +160,6 @@ def get_proto_logits(texts):
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  logits, _ = model.proto_module(batch)
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  return logits
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- # Run
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  texts = [
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  "Patient shows elevated heart rate and low oxygen saturation.",
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  "No significant findings; patient is healthy."
 
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  from proto_model.configuration_proto import ProtoConfig
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  from proto_model.modeling_proto import ProtoForMultiLabelClassification
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  cfg = ProtoConfig.from_pretrained("row56/ProtoPatient")
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  cfg.pretrained_model_name_or_path = "bert-base-uncased"
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  cfg.use_cuda = False
 
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  model.eval()
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  model.cpu()
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  def get_proto_logits(texts):
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  enc = tokenizer(texts, padding=True, truncation=True, return_tensors="pt")
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  batch = {
 
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  logits, _ = model.proto_module(batch)
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  return logits
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  texts = [
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  "Patient shows elevated heart rate and low oxygen saturation.",
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  "No significant findings; patient is healthy."