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Create llama3.py
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llama3.py
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import json
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import requests
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class llama3chat:
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def __init__(self, url, bearer_token, max_new_tokens,top_p,temperature):
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self.url = url
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self.bearer_token = bearer_token
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self.headers = {
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'Content-Type': 'application/json',
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'Authorization': f'Bearer {bearer_token}'
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}
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self.max_new_tokens=max_new_tokens
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self.top_p=top_p
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self.temperature=temperature
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def format_llama_messages(self, messages):
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prompt = []
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if messages[0]["role"] == "system":
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content = "<|begin_of_text|><|start_header_id|>system<|end_header_id|>\n\n"+messages[0]["content"]+ "<|eot_id|>\n\n"
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prompt.append(content)
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for user, answer in zip(messages[1::2], messages[2::2]):
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prompt.append("<|start_header_id|>user<|end_header_id|>"+ (user["content"]).strip()+ "<|eot_id|><|start_header_id|>assistant<|end_header_id|>"+ (answer["content"]).strip()+ "<|eot_id|>")
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prompt.append("<|start_header_id|>user<|end_header_id|>"+ (messages[-1]["content"]).strip()+ "<|eot_id|>")
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return "".join(prompt)
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def query(self, all_messages):
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formatted_messages=self.format_llama_messages(all_messages)
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json_body = {
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"inputs": formatted_messages,
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"parameters": {"max_new_tokens":self.max_new_tokens, "top_p":self.top_p, "temperature":self.temperature}
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}
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data = json.dumps(json_body)
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response = requests.request("POST", self.url, headers=self.headers, data=data)
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try:
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result=json.loads(response.content.decode("utf-8"))[0]['generated_text']
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target_substring = '|eot_id|>assistant'
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substring_length = len(target_substring)
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last_occurrence_index = result.rfind(target_substring)
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if last_occurrence_index != -1:
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return result[last_occurrence_index + substring_length:].strip()
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except:
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return response
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