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import os, json, time |
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import litellm |
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from litellm.utils import ModelResponse |
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import requests, threading |
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from typing import Optional, Union, Literal |
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class BudgetManager: |
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def __init__(self, project_name: str, client_type: str = "local", api_base: Optional[str] = None): |
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self.client_type = client_type |
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self.project_name = project_name |
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self.api_base = api_base or "https://api.litellm.ai" |
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self.load_data() |
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def print_verbose(self, print_statement): |
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if litellm.set_verbose: |
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import logging |
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logging.info(print_statement) |
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def load_data(self): |
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if self.client_type == "local": |
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if os.path.isfile("user_cost.json"): |
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with open("user_cost.json", 'r') as json_file: |
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self.user_dict = json.load(json_file) |
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else: |
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self.print_verbose("User Dictionary not found!") |
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self.user_dict = {} |
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self.print_verbose(f"user dict from local: {self.user_dict}") |
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elif self.client_type == "hosted": |
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url = self.api_base + "/get_budget" |
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headers = {'Content-Type': 'application/json'} |
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data = { |
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'project_name' : self.project_name |
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} |
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response = requests.post(url, headers=headers, json=data) |
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response = response.json() |
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if response["status"] == "error": |
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self.user_dict = {} |
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else: |
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self.user_dict = response["data"] |
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def create_budget(self, total_budget: float, user: str, duration: Optional[Literal["daily", "weekly", "monthly", "yearly"]] = None, created_at: float = time.time()): |
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self.user_dict[user] = {"total_budget": total_budget} |
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if duration is None: |
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return self.user_dict[user] |
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if duration == 'daily': |
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duration_in_days = 1 |
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elif duration == 'weekly': |
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duration_in_days = 7 |
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elif duration == 'monthly': |
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duration_in_days = 28 |
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elif duration == 'yearly': |
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duration_in_days = 365 |
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else: |
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raise ValueError("""duration needs to be one of ["daily", "weekly", "monthly", "yearly"]""") |
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self.user_dict[user] = {"total_budget": total_budget, "duration": duration_in_days, "created_at": created_at, "last_updated_at": created_at} |
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self._save_data_thread() |
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return self.user_dict[user] |
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def projected_cost(self, model: str, messages: list, user: str): |
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text = "".join(message["content"] for message in messages) |
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prompt_tokens = litellm.token_counter(model=model, text=text) |
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prompt_cost, _ = litellm.cost_per_token(model=model, prompt_tokens=prompt_tokens, completion_tokens=0) |
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current_cost = self.user_dict[user].get("current_cost", 0) |
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projected_cost = prompt_cost + current_cost |
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return projected_cost |
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def get_total_budget(self, user: str): |
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return self.user_dict[user]["total_budget"] |
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def update_cost(self, user: str, completion_obj: Optional[ModelResponse] = None, model: Optional[str] = None, input_text: Optional[str] = None, output_text: Optional[str] = None): |
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if model and input_text and output_text: |
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prompt_tokens = litellm.token_counter(model=model, messages=[{"role": "user", "content": input_text}]) |
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completion_tokens = litellm.token_counter(model=model, messages=[{"role": "user", "content": output_text}]) |
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prompt_tokens_cost_usd_dollar, completion_tokens_cost_usd_dollar = litellm.cost_per_token(model=model, prompt_tokens=prompt_tokens, completion_tokens=completion_tokens) |
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cost = prompt_tokens_cost_usd_dollar + completion_tokens_cost_usd_dollar |
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elif completion_obj: |
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cost = litellm.completion_cost(completion_response=completion_obj) |
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model = completion_obj['model'] |
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else: |
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raise ValueError("Either a chat completion object or the text response needs to be passed in. Learn more - https://docs.litellm.ai/docs/budget_manager") |
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self.user_dict[user]["current_cost"] = cost + self.user_dict[user].get("current_cost", 0) |
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if "model_cost" in self.user_dict[user]: |
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self.user_dict[user]["model_cost"][model] = cost + self.user_dict[user]["model_cost"].get(model, 0) |
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else: |
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self.user_dict[user]["model_cost"] = {model: cost} |
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self._save_data_thread() |
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return {"user": self.user_dict[user]} |
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def get_current_cost(self, user): |
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return self.user_dict[user].get("current_cost", 0) |
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def get_model_cost(self, user): |
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return self.user_dict[user].get("model_cost", 0) |
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def is_valid_user(self, user: str) -> bool: |
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return user in self.user_dict |
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def get_users(self): |
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return list(self.user_dict.keys()) |
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def reset_cost(self, user): |
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self.user_dict[user]["current_cost"] = 0 |
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self.user_dict[user]["model_cost"] = {} |
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return {"user": self.user_dict[user]} |
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def reset_on_duration(self, user: str): |
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last_updated_at = self.user_dict[user]["last_updated_at"] |
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current_time = time.time() |
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duration_in_seconds = self.user_dict[user]["duration"] * 24 * 60 * 60 |
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if current_time - last_updated_at >= duration_in_seconds: |
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self.reset_cost(user) |
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self.user_dict[user]["last_updated_at"] = current_time |
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self._save_data_thread() |
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def update_budget_all_users(self): |
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for user in self.get_users(): |
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if "duration" in self.user_dict[user]: |
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self.reset_on_duration(user) |
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def _save_data_thread(self): |
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thread = threading.Thread(target=self.save_data) |
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thread.start() |
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def save_data(self): |
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if self.client_type == "local": |
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import json |
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with open("user_cost.json", 'w') as json_file: |
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json.dump(self.user_dict, json_file, indent=4) |
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return {"status": "success"} |
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elif self.client_type == "hosted": |
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url = self.api_base + "/set_budget" |
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headers = {'Content-Type': 'application/json'} |
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data = { |
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'project_name' : self.project_name, |
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"user_dict": self.user_dict |
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} |
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response = requests.post(url, headers=headers, json=data) |
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response = response.json() |
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return response |