Update README.md

README.md

@@ -18,78 +18,3 @@ Phi-1.5 has been integrated in the `transformers` version 4.37.0. If you are usi
 
 The current `transformers` version can be verified with: `pip list | grep transformers`.
 
-## Example
-```python
-import torch
-from transformers import AutoModelForCausalLM, AutoTokenizer
-
-torch.set_default_device("cuda")
-
-model = AutoModelForCausalLM.from_pretrained("voidful/qd-phi-1_5",trust_remote_code=True)
-tokenizer = AutoTokenizer.from_pretrained("voidful/qd-phi-1_5", trust_remote_code=True,device_map="auto")
-
-from transformers import StoppingCriteria
-class EosListStoppingCriteria(StoppingCriteria):
-    def __init__(self, eos_sequence = tokenizer.encode("[END]")):
-        self.eos_sequence = eos_sequence
-
-    def __call__(self, input_ids: torch.LongTensor, scores: torch.FloatTensor, **kwargs) -> bool:
-        last_ids = input_ids[:,-len(self.eos_sequence):].tolist()
-        return self.eos_sequence in last_ids
-
-inputs = tokenizer("Is it better to love or to be loved?", return_tensors="pt", return_attention_mask=True)
-
-outputs = model.generate(**inputs, max_length=1024, stopping_criteria = [EosListStoppingCriteria()])
-text = tokenizer.batch_decode(outputs)[0]
-print(text)
-```
-
-## Result
-*Question* Is it better to love or to be loved?
-*Decomposition*
-```json
-{
-  "What does it mean to love?": [
-    "How do different philosophical, psychological, and cultural perspectives define love?",
-    "What are the characteristics and types of love?",
-    "How does love affect human behavior and well-being?"
-  ],
-  "What does it mean to be loved?": [
-    "How do different philosophical, psychological, and cultural perspectives define being loved?",
-    "What are the characteristics and types of being loved?",
-    "How does being loved affect human behavior and well-being?"
-  ],
-  "What are the benefits and drawbacks of loving oneself?": [
-    "How does loving oneself relate to self-esteem, self-acceptance, and self-care?",
-    "How does loving oneself affect one's relationships with others?",
-    "What are the challenges and risks of loving oneself?"
-  ],
-  "What are the benefits and drawbacks of being loved by others?": [
-    "How does being loved by others relate to social connection, belonging, and support?",
-    "How does being loved by others affect one's identity, autonomy, and agency?",
-    "What are the challenges and risks of being loved by others?"
-  ],
-  "How do the concepts of loving and being loved interact and influence each other?": [
-    "How do different situations and contexts affect the dynamics of love and being loved?",
-    "How do different individuals and groups experience and express love and being loved differently?",
-    "How do love and being loved shape and change over time?"
-  ],
-  "How can one balance and integrate love and being loved in one's life?": [
-    "What are some strategies and practices to cultivate and sustain love and being loved?",
-    "What are some examples and models of healthy and unhealthy relationships with love and being loved?",
-    "What are some goals and values that guide one's choices and actions regarding love and being loved?"
-  ]
-}
-```
-
-*Queries*  
-```
-definition and types of love  
-definition and types of being loved  
-benefits and drawbacks of loving oneself  
-benefits and drawbacks of being loved by others   
-interaction and influence of love and being loved   
-strategies and practices to balance and integrate love and being loved  
-examples and models of healthy and unhealthy relationships with love and being loved  
-goals and values regarding love and being loved
-```