update: add chatbot agent, tools call

chatbot_agent.py

@@ -0,0 +1,169 @@
+import os
+from openai import OpenAI
+from langchain.schema import Document
+from langchain_core.prompts import PromptTemplate
+from langchain_openai import OpenAIEmbeddings, ChatOpenAI
+from langchain.vectorstores import FAISS
+from langchain_core.runnables import RunnablePassthrough
+from langchain_core.output_parsers import StrOutputParser
+import pandas as pd
+from abc import ABC, abstractmethod
+from tools import *
+
+
+os.environ['OPENAI_API_KEY'] = "OPEN_API_KEY"
+client = OpenAI(api_key=os.environ.get("OPENAI_API_KEY"))
+
+
+class BaseLLM(ABC):
+    def __init__(self, model_name=""):
+        self.model_name = model_name
+        self.llm = None
+    @abstractmethod
+    def chat_completion(self, history):
+        pass
+class BaseChatStorage(ABC):
+    def __init__(self):
+        pass
+class BaseAgent(ABC):
+    def __init__(self):
+        pass
+class MemChatStorage(BaseChatStorage):
+    def __init__(self):
+        self.storage = {}
+
+    def create_user(self, user_id: str):
+        self.storage[user_id] = {}
+
+    def delete_user(self, user_id: str):
+        self.storage.pop(user_id, None)
+
+    def get_all_users(self):
+        return self.storage.keys()
+
+    def create_session(self, user_id: str, session_id: str = ""):
+        if not session_id:
+            session_id = str(len(self.storage[user_id]))
+        self.storage[user_id][session_id] = []
+
+    def delete_session(self, user_id: str, session_id: str):
+        self.storage[user_id].pop(session_id, None)
+
+    def get_all_sessions(self, user_id: str):
+        return self.storage[user_id].keys()
+
+    def get_session_history(self, user_id: str, session_id: str):
+        return self.storage[user_id][session_id]
+
+    def clear_session_history(self, user_id: str, session_id: str):
+        self.storage[user_id][session_id] = []
+
+    def insert_message(self, user_id: str, session_id: str, message: any):
+        self.storage[user_id][session_id].append(message)
+
+    def delete_last_message(self, user_id: str, session_id: str):
+        del self.storage[user_id][session_id][-1]
+
+    def get_last_message(self, user_id: str, session_id: str):
+        return self.storage[user_id][session_id][-1]
+class OpenAILLM(BaseLLM):
+    def __init__(self,chat_completion_name: str = "gpt-4o-mini",):
+        self.client = OpenAI()
+        self.chat_completion_name = chat_completion_name
+        self.tools = openai_tools
+    def chat_completion(self, system_prompt: str, user_history: list, current_message: dict):
+        openai_system_prompt = [{"role": "system", "content": system_prompt}]
+        messages = openai_system_prompt + user_history + [current_message]
+        response = self.client.chat.completions.create(model=self.chat_completion_name,messages=messages,
+                                                       tools=self.tools,tool_choice="auto",)
+        usage = {}
+        usage["completion_tokens"] = response.usage.completion_tokens
+        usage["prompt_tokens"] = response.usage.prompt_tokens
+        usage["total_tokens"] = response.usage.total_tokens
+
+        tool_calls = response.choices[0].message.tool_calls
+        openai_response_message = {"role": "assistant",
+                                   "content": response.choices[0].message.content,
+                                   "tool_calls": tool_calls,}
+        print("===> response: ", openai_response_message)
+        print("===> usage: ", usage)
+        print("===> tool calls: ", tool_calls)
+        return openai_response_message, tool_calls
+class ChatbotAgent(BaseAgent):
+    def __init__(self):
+        ### LLM
+        self.llm = OpenAILLM(chat_completion_name="gpt-4o")
+        ### CHAT STORAGE
+        self.chat_storage = MemChatStorage()
+
+    def ask_chatbot(self,user_id: str = "test",user_message: str = "",) -> any:
+        print(f"===> User id: {user_id}", flush=True)
+        print("===> Calling chatgpt for response...", flush=True)
+        openai_user_message = {"role": "user", "content": user_message}
+        print("===> User: ", openai_user_message)
+        assistant_message, tool_calls = self.llm.chat_completion(system_prompt="You are a helpful AI assistant",
+                                                                 user_history=self.chat_storage.get_session_history(user_id=user_id, session_id="0"),
+                                                                 current_message=openai_user_message,)
+        self.chat_storage.insert_message(user_id=user_id, session_id="0", message=openai_user_message)
+        self.chat_storage.insert_message(user_id=user_id, session_id="0", message=assistant_message)
+        while tool_calls:
+            tool_call_id = tool_calls[0].id
+            tool_function_name = tool_calls[0].function.name
+            tool_arguments = eval(tool_calls[0].function.arguments)
+            print(tool_function_name, tool_arguments)
+            if tool_function_name in local_tools.keys():
+                print(f"===> Calling function {tool_function_name}...", flush=True)
+                # results = ask_database(conn, tool_query_string)
+                result = local_tools[tool_function_name](**tool_arguments)
+                print(result)
+                tool_message = {"role": "tool","tool_call_id": tool_call_id,"name": tool_function_name,"content": result,}
+                print(tool_message)
+
+                print("===> Calling chatgpt for function response...", flush=True)
+                assistant_message, tool_calls = self.llm.chat_completion("You are a helpful AI assistant",
+                                                                         self.chat_storage.get_session_history(user_id, "0"),
+                                                                         tool_message)
+                self.chat_storage.insert_message(user_id=user_id, session_id="0", message=tool_message)
+                self.chat_storage.insert_message(user_id=user_id, session_id="0", message=assistant_message)
+            else:
+                print(f"===> Error: function {tool_function_name} does not exist")
+        return assistant_message["content"]
+
+    def create_user(self, user_id: str):
+        if user_id not in self.chat_storage.get_all_users():
+            print(f"User doesn't exist. Create new user {user_id}.")
+            self.chat_storage.create_user(user_id)
+            self.chat_storage.create_session(user_id=user_id, session_id="0")
+            return True
+        else:
+            print(f"User found: {user_id}.")
+            return False
+        
+def openai_api_calling(systemp_prompt: str = "", user_history: list = [], current_message: str = ""):
+    message = systemp_prompt + current_message
+    response = client.chat.completions.create(
+        model="gpt-4o-mini",
+        messages=[{"role": "user","content": message,}],
+        tools = openai_tools,
+        tool_choice="auto")
+    tool_calls = response.choices[0].message.tool_calls
+    message = response.choices[0].message.content
+    while tool_calls:
+        tool_calls_id = tool_calls[0].id
+        tool_function_name = tool_calls[0].function.name
+        tool_arguments = eval(tool_calls[0].function.arguments)
+        print(tool_function_name, tool_arguments)
+        if tool_function_name in local_tools.keys():
+            result = local_tools[tool_function_name](**tool_arguments)
+            print(result)
+            tool_message = {"role": "tool", "tool_call_id": tool_calls_id,"name": tool_function_name,"content": result,}
+            try:
+                response = client.chat.completions.create(model="gpt-4o-mini",
+                                                          messages=[{"role": "user","content": message,}],
+                                                          tools = openai_tools,
+                                                          tool_choice="auto")
+            except:
+                tool_calls = None
+                break
+    message = response.choices[0].message.content
+    return message, tool_calls

data/data_lineup.csv

@@ -0,0 +1,145 @@
+,Month,KOL Name,FOLLOWERS,TIER,LIKES,Avg VIEWS from last 5 videos,cost/view (0.10),"est appropriate cost per video (with $0.10/view)
+0.05 for Ger",GAME,COUNTRY,COST
+0,Jan,thinnd,269.6k,Mid-Tier,7.3M,12251,0.122438985,1225.1,COD,US,1500
+1,Jan,theonlyshady,1.6M,Mega,32.8M,160733,0.013687295,16073.3,COD,US,2200
+2,Jan,berger,540.5k,Macro,21.4M,15397,0.045463402,1539.7,COD,US,700
+3,Jan,stizo,554.4K,Macro,19M,107622,0.013937671,10762.2,Fornite,FR,1500
+4,Jan,chasenoface,206.7k,Mid-Tier,3.6M,12370,0.016168149,1237,COD,US,200
+5,Jan,cpreds,314K,Mid-Tier,3.7M,7975,0.062695925,797.5,COD,US,500
+6,Jan,sheebi,1.3M,Mega,38.4M,28254,0.060168472,2825.4,Fortnite ,US,1700
+7,Jan,apexvaza,20.7k,Micro,284.7k,11202,0.017853955,1120.2,Apex,FR,200
+8,Jan,im.diez,1.1M,Mega,10.4M,15821,0.079008912,1582.1,COD,US,1250
+9,Jan,blickystix_,1M,Mega,18.5M,17906,0.044677762,1790.6,COD,US,800
+10,Jan,hydraoffii,379.9k,Mid-Tier,9.1M,53268,0.013141098,5326.8,COD,FR,700
+11,Jan,luigidlv,43.2k,Micro,55.9k,11956,0.004182001,1195.6,Fortnite,FR,50
+12,Jan,gunsenberner,770.6k,Macro,14.3M,24307,0.055539557,2430.7,COD,US,1350
+13,Jan,aarontheloco,1M,Mega,25M,12256,0.114229765,1225.6,COD,US,1400
+14,Jan,bestofaidaily,44.8k,Mid-Tier,1662.7k,2460,0.081300813,246,ai tools,US,200
+15,Jan,stankai,114.1k,Micro,1.1M,29174,0.054843354,2917.4,AI editing tool,US,1600
+16,Feb,gunsenberner,770.6k,Macro,14.3M,24307,0.055539557,2430.7,COD,US,1350
+17,Feb,scovo,505.8k,Macro,6.6M,35282,0.042514597,3528.2,COD,US,1500
+18,Feb,imjoelll,787.8k,Macro,34.1M,56472,0.008853945,5647.2,COD,UK,500
+19,Feb,handinz,22.4k,Micro,935K,10178,0.024562782,1017.8,COD,US,250
+20,Feb,timmy2cans,2.3M,Mega,46.7M,201839,0.014863332,20183.9,COD,US,3000
+21,Feb,steffy,669.7k,Macro,22.7M,41058,0.048711579,4105.8,COD,US,2000
+22,Feb,smithdogg,603.3k,Macro,18.5M,14267,0.049064274,1426.7,COD,US,700
+23,Feb,Smokeydbear,1M,Mega,24M,56102,0.017824676,5610.2,Fortnite,US,1000
+24,Feb,visionfaq,204k,Mid-Tier,985.2k,19853,0.020148088,1985.3,Fortnite,US,400
+25,Feb,officialjivi,283.4k,Mid-Tier,1.3M,42190,0.023702299,4219,Fortnite,US,1000
+26,Feb,trey509ttv,148.9k,Micro,1.5M,21163,0.018900912,2116.3,Fornite,US,400
+27,Mar,tcaptainx,834.5k,Macro,20.1M,16700,0.119760479,1670,COD,US,2000
+28,Mar,grxnt,278.6k,Micro,1.5M,14800,0.081081081,1480,Fortnite,US,1200
+29,Mar,remvalorant ,156.4k,Micro,15.2M,15600,0.044871795,1560,Valorant,US,700
+30,Mar,eyegameuwatch,189.2k,Micro,6.9M,32500,0.067692308,3250,Escape from Tarkov,US,2200
+31,Mar,whohtv,481.3k,Micro,5.6M,17600,0.045454545,1760,COD,US,800
+32,Mar,brother_enoch,315.7k,Micro,19.9M,6500,0.092307692,650,Apex,US,600
+33,Mar,ninj,593.1k,Mid-Tier,23.7M,25000,0.016,2500,Fortnite,US,400
+34,Mar,slayonkeys,374.8k,Mid-Tier,1.5M,12400,0.016129032,1240,Fortnite,US,200
+35,Mar,yoflowzy,545.2k,Macro,2.7M,40300,0.03101737,4030,Fortnite,US,1250
+36,Mar,kreo444,130.9k,Micro,6.7M,5903,0.211756734,590.3,COD,US,1250
+37,Mar,plasma,983.2k,Macro,20.6M,17100,0.058479532,1710,Valorant,US,1000
+38,Mar,dripxz,291.8k,Micro,3.1M,16300,0.027607362,1630,Fortnite,US,450
+39,Mar,deridium,80.7k,Micro,2.7M,9670,0.041365047,967,Apex,US,400
+40,Mar,arosefeared,424.1k,Mid-Tier,8.1M,11200,0.035714286,1120,Fortnite,US,400
+41,Mar,hydrojt,193.1k,Micro,2.8M,112000,0.011607143,11200,COD,US,1300
+42,Mar,saltyphish,152.3k,Micro,9.4M,13400,0.074626866,1340,Overwatch 2,US,1000
+43,Apr,barltv,35.2k,Micro,1M,45000,0.017777778,4500,COD,US,800
+44,Apr,lukestephenstv,57.8k,Micro,4.6M,17100,0.058479532,1710,Helldivers 2,US,1000
+45,Apr,rolopolotv,90k,Micro,2.3M,23100,0.047619048,2310,COD,US,1100
+46,Apr,jayswasd,51k,Micro,1.4M,9000,0.044444444,900,COD,US,400
+47,Apr,fbcracked,200.4k,Mid-Tier,6.3M,124000,0.02016129,12400,COD,US,2500
+48,Apr,swaeh,717.8k,Macro,9.8M,27000,0.037037037,2700,COD,US,1000
+49,Apr,sightey,62.3k,Micro,1.1M,11000,0.036363636,1100,COD,US,400
+50,Apr,lil_p66,7.33k,Nano,105k,9200,0.032608696,920,DBD,US,300
+51,Apr,TechSuportt,50.1k,Micro,1.4M,12500,0.04,1250,COD,US,500
+52,Apr,PeakTV,26.2k,Nano,1.2M,8000,0.0125,800,COD,US,100
+53,Apr,YouWont,3732,Nano,103.5k,10000,0.015,1000,COD,US,150
+54,Apr,Thegigadad,109.9k,Mid-Tier,4.6M,91300,0.008762322,9130,COD,US,800
+55,May,Rolopolotv,94.2k,Micro,3.4M,16100,0.068322981,1610,COD,US,1100
+56,May,Stract,347.9k,Mid-Tier,4.6M,10300,0.038834951,1030,COD,US,400
+57,May,Zubaax,487.3k,Mid-Tier,7M,12100,0.049586777,1210,COD,US,600
+58,May,rankshtx,43.1k,Micro,1.2M,12800,0.01171875,1280,COD,US,150
+59,May,Scovo,523.8k,Macro,7.2M,42100,0.035629454,4210,COD,US,1500
+60,May,itscryptics,31.8k,Micro,82.6k,25000,0.02,2500,COD,US,500
+61,May,Princeraso,45.8k,Micro,1.8M,10800,0.027777778,1080,COD,US,300
+62,May,grumpyhogg,95.1k,Micro,603.5k,11500,0.043478261,1150,COD,US,500
+63,May,vicricus,130.2k,Mid-Tier,5M,10700,0.070093458,1070,COD,US,750
+64,May,naz2p0,40.8k,Micro,1.7M,10000,0.04,1000,COD,US,400
+65,May,MPX_Player,108.8k,Mid-Tier,2.1M,11000,0.045454545,11000,COD,US,500
+66,May,Galex,821.4k,Macro,24.9M,32500,0.061538462,3250,COD,US,2000
+67,May,xprayztv,343.1k,Mid-Tier,10.1M,40100,0.014962594,4010,Horror,US,600
+68,May,mogsytime,13.1k,Nano,100.6k,6000,0.06,600,Horror,US,400
+69,May,Poboy,270.8k,Mid-Tier,2.6M,26600,0.046992481,2660,COD,US,1250
+70,Jun,Optic Sebas,961.4k,Mega,31.5m,25830,0.04,2583,Call of Duty,US,1000
+71,Jun,Samir,216k,Mid-Tier,3m,350180,0.01,35018,Call of Duty,US,1250
+72,Jun,Inkslasher,1.15m,Mega,,66100,0.01,6610,Call of Duty,US,800
+73,Jun,Galex,821.4k,Macro,24.9M,32500,0.061538462,3250,COD,US,2000
+74,Jun,Opnastyy,70.2k,Micro,332k,144120,0.01,14412,COD,US,1100
+75,Jun,Jollztv,605.2k,Macro,38.8M,12100,0.049586777,1210,Valorant,US,600
+76,Jun,Aznboi,353.7k,Mid-Tier,13.7M,17200,0.058139535,1720,Apex,US,1000
+77,Jun,Bigcartiier,116.6k,Micro,933.6k,20500,0.073170732,2050,COD,US,1500
+78,Jun,Craftyc2x,213.6k,Mid-Tier,2.1M,11100,0.054054054,1110,COD,US,600
+79,Jun,Toxic Tenshi,609.4k,Macro,16.2M,15000,0.08,1500,Valorant,US,1200
+80,Jun,Gankbyoniichan,65.6k,Mid-Tier,1M,100330,0.01,10033,Valorant,US,200
+81,Jun,Drewski,205.9k,Mid-Tier,9.7M,10200,0.12254902,1020,Rocket league,US,1250
+82,Jul,Miamouse,93.5k,Micro,6.1M,10000,0.05,1000,Valo,US,500
+83,Jul,Scoopify,637.7k,Mid-Tier,3.6M,12200,0.032786885,1220,COD,US,400
+84,Jul,Mrmarveltv,720.7k,Macro,22.7M,24500,0.034693878,2450,COD,US,850
+85,Jul,Craftyc2x,213.6k,Mid-Tier,2.1M,11100,0.054054054,1110,COD,US,600
+86,Jul,Blitzi,154.8k,Micro,4.9M,11000,0.054545455,1100,COD,US,600
+87,Jul,yaboikese,76.4k,Micro,1.8M,46300,0.021598272,4630,EA Sports CFB24,US,1000
+88,Jul,userlurk,284k,Mid-Tier,10.9M,34900,0.017191977,3490,EA Sports CFB25,US,600
+89,Jul,ooziie,181k,Micro,7.1M,11300,0.053097345,1130,R6s,US,600
+90,Jul,LuckyChappy,468.3k,Mid-Tier,22.8M,69730,0.01,6973,Apex,US,1500
+91,Jul,Steffy,691.6k,Macro,24.5M,30000,0.075,3000,COD,US,2250
+92,Aug,Optic Zlaner,152k,Mid-Tier,,34500,0.057971014,3450,COD,US,2000
+93,Aug,Ghostzy,701.2k,Macro,20.9M,10100,0.079207921,1010,"Marvel Rivals, OW2, Grayzone",US,800
+94,Aug,Alextvz,351.8k,Mid-Tier,5.4M,17500,0.028571429,1750,COD Zombie,US,500
+95,Aug,Munootv,156.4k,Micro,4.3M,10400,0.048076923,,COD,US,500
+96,Aug,Tdawgsmitty,577.5k,Macro,26.8M,25900,0.115830116,2590,COD,US,3000
+97,Aug,Legends6k,78k,Micro,1.3M,11200,0.0625,1120,COD,US,700
+98,Aug,aidanbeans,277.7k,Mid-Tier,4.4M,12800,0.0546875,1280,COD,US,700
+99,Aug,vision,245.5k,Mid-Tier,1.5M,30200,0.01986755,3020,Fortnite,US,600
+100,Aug,ninj,612k,Macro,25.4M,19900,0.020100503,1990,Fortnite,US,400
+101,Aug,Nae,28.4k,Nano,98.6k,27500,0.01,2750,COD Mobile,US,200
+102,Aug,Ececlare,603.4k,Macro,20.8M,12300,0.089430894,1230,Vaorant,US,1100
+103,Sept,king12diaz,122.7k,Mid-Tier,9.2M,12100,0.041322314,1210,UFC 5 & Wukong,US,500
+104,Sept,wes2x,241.5k,Mid-Tier,23.1M,14100,0.04964539,1410,Wukong,US,700
+105,Sept,xacceptiion,106.1k,Mid-Tier,4.1M,14300,0.048951049,1430,Wukong,US,700
+106,Sept,affelstan,637.2k,Macro,18.2M,42700,0.037470726,1600,COD ,US,1600
+107,Sept,saloodz,201.5k,Mid-Tier,1.8M,14100,0.056737589,1410,Fortnite,US,800
+108,Sept,callmegriff,173.9k,Mid-Tier,7M,17500,0.071428571,1750,Apex,US,1250
+109,Sept,itsqlc,192.3k,Mid-Tier,3.2M,21000,0.047619048,2100,COD,US,1000
+110,Sept,pkdelay,114.7k,Mid-Tier,5.1M,10100,0.059405941,1010,Madden25,US,600
+111,Sept,kobedreamin,21.6k,Micro,1.9M,10500,0.095238095,1050,NBA2k,US,1000
+112,Sept,katliente,546.3k,Macro,29.1M,10000,0.3,1000,Stream tips,US,3000
+113,Sept,loochytv,3.1M,Mega,113.3M,58100,0.077452668,5810,COD,US,4500
+114,Oct,hydraoffii,393.5k,Mid-Tier,9.6M,45300,0.017660044,4530,COD,US,800
+115,Oct,stizo,611.5k,Macro,22.9M,19200,0.078125,1920,Fortnite,US,1500
+116,Oct,siimplygrinding,147k,Mid-Tier,2.3M,17300,0.069364162,1730,NBA2k,US,1200
+117,Oct,msgontt,83.1k,Micro,6.3M,10300,0.058252427,1030,NBA2k,US,600
+118,Oct,nahvwz,44.1k,Micro,402k,11000,0.054545455,1100,COD,US,600
+119,Oct,zachdubs,1.2M,Mega,42.9M,10200,0.294117647,1020,COD,US,3000
+120,Oct,dekii,242.2k,Mid-Tier,8.3M,26800,0.063432836,2680,COD,US,1700
+121,Nov,sniffyyuh,523.1k,Macro,15M,14800,0.094594595,1480,COD,US,1400
+122,Nov,cookagain,164.3k,Mid-Tier,2.5M,13200,0.098484848,1320,COD,US,1300
+123,Nov,dieserkingphil,34.8k,Micro,1.3M,11300,0.088495575,1130,COD,Ger,1000
+124,Nov,obstinatetv,28.4k,Micro,836.1k,10300,0.038834951,1030,COD,US,400
+125,Nov,sho_wz,305.9k,Mid-Tier,5.7M,83100,0.008423586,8310,COD,US,700
+126,Nov,floydschov,34.2k,Micro,1.1M,13000,0.092307692,1300,COD,Ger,1200
+127,Nov,aimbrot,22.3k,Micro,535.1k,13000,0.092307692,1300,COD,Ger,1200
+128,Nov,cernelsimp,211.2k,Mid-Tier,10M,19200,0.026041667,1920,COD,US,500
+129,Nov,billycrock,16.4k,Micro,720.2k,11900,0.050420168,1190,COD,US,600
+130,Nov,fbcracked,226.2k,Mid-Tier,8.2M,27200,0.091911765,2720,COD,US,2500
+131,Nov,aidanbeans,317.6k,Mid-Tier,5.5M,17000,0.041176471,1700,COD,US,700
+132,Nov,a1phalmao,216.4k,Mid-Tier,9.4M,10000,0.05,1000,COD,US,500
+133,Dec,riirex,22k,Micro,802.3k,10000,0.05,1000,COD,Ger,500
+134,Dec,aidanbeans,317.6k,Mid-Tier,5.5M,17000,0.088235294,1700,COD,US,1500
+135,Dec,eyeqew,267.7k,Mid-Tier,9.5M,37900,0.039577836,3790,COD,US,1500
+136,Dec,fadeplays,141.6k,Mid-Tier,3.6M,18000,0.027777778,1800,COD,US,500
+137,Dec,skytrz,51.6k,Micro,243.8k,11000,0.027272727,1100,COD,US,300
+138,Dec,justmaliyah,76.2k,Micro,2.3M,30100,0.03986711,3010,COD,US,1200
+139,Dec,shecarry,60.3k,Micro,214.4k,41300,0.012106538,4130,COD,US,500
+140,Dec,jordansisco,100.9k,Mid-Tier,533k,12700,0.039370079,1270,COD,US,500
+141,Dec,riirex,22k,Micro,802.3k,10000,0.05,1000,COD,Ger,500
+142,Dec,theonlyseasonn,87.5k,Micro,48k,20000,0.035,2000,COD,US,700

data/data_tracking.csv

@@ -0,0 +1,243 @@
+posting_date,kol_name,link,platform,views,liked,commented,shared,added
+2024-12-23 00.00.11,loochytv,https://www.youtube.com/shorts/b3n_GEkM3eI,youtube,11253,1000,21,0,0
+2024-12-23 00.00.10,loochytv,https://www.tiktok.com/@loochytv/video/7418352260176039210?lang=en,tiktok,319300,58500,91,423,3484
+2024-12-23 00.00.09,dieserkingphil,https://www.tiktok.com/@dieserkingphil/video/7441594705638427926?lang=en,tiktok,294600,14200,51,376,2833
+2024-12-23 00.00.08,floydschov,https://www.tiktok.com/@floydschov/video/7440449348653042966?lang=en,tiktok,2618,64,2,5,27
+2024-12-23 00.00.07,aimbrotofficial,https://www.youtube.com/shorts/SAoFl0RTH8w,youtube,13148,482,13,0,0
+2024-12-23 00.00.06,aimbrotofficial,https://www.tiktok.com/@aimbrotofficial/video/7440116417875201302?lang=en,tiktok,141500,15900,358,1160,2680
+2024-12-23 00.00.05,aidanbeans,https://www.tiktok.com/@aidanbeans/video/7447127835493485870?lang=en,tiktok,5933,279,6,14,74
+2024-12-23 00.00.04,shecarry,https://www.tiktok.com/@ttvshecarry/video/7449372240103329070?lang=en,tiktok,7671,622,18,47,174
+2024-12-23 00.00.03,justmaliyah,https://www.tiktok.com/@justmaliyahh/video/7449137744099527941?lang=en,tiktok,9412,89,0,11,1
+2024-12-23 00.00.02,eyeq_3,https://www.youtube.com/shorts/XmaMSA7-Q1M,youtube,8641,644,29,0,0
+2024-12-23 00.00.01,eyeq_3,https://www.tiktok.com/@eyeqew/video/7448100995046903083?lang=en,tiktok,94500,17900,29,113,1475
+2024-12-23 00.00.00,8ee,https://www.tiktok.com/@8eetris/video/7268520934028479786?lang=en&q=8eetris%20eklipse&t=1701413484683,tiktok,135288,15200,49,1101,632
+2024-12-23 00.00.00,8ee,https://www.tiktok.com/@8eetris/video/7278445384156941611?lang=en,tiktok,12745,924,29,15,582
+2024-12-23 00.00.00,alw,https://www.tiktok.com/@alwaysgametime/video/7303541673299021087?lang=en&q=alwaysgametime%20eklipse&t=1701415833590,tiktok,17890,631,29,45,338
+2024-12-23 00.00.00,amb,https://www.tiktok.com/@alarmingamber/video/7226046959621000490?lang=en&q=lukgame%20eklipse&t=1701339840087,tiktok,64524,11700,107,116,993
+2024-12-23 00.00.00,andy,https://www.tiktok.com/@andyhafell/video/7303181951953816838?lang=en&q=andyhafell%20eklipse&t=1701415817569,tiktok,80537,2343,34,280,4284
+2024-12-23 00.00.00,ashiv_,https://www.tiktok.com/@ashiv_/video/7315088271011269918?lang=en,tiktok,116456,14200,113,217,1774
+2024-12-23 00.00.00,att,https://www.tiktok.com/@heyimattix/video/7246382573373508891?lang=en&q=heyimattix%20eklipse&t=1701408770739,tiktok,183206,26300,68,860,3698
+2024-12-23 00.00.00,att,https://www.tiktok.com/@heyimattix/video/7271286652348206369?lang=en&q=heyimattix%20eklipse&t=1701408770739,tiktok,21683,1875,12,42,1066
+2024-12-23 00.00.00,att,https://www.tiktok.com/@heyimattix/video/7259746262885371163?lang=en,tiktok,15598,1467,17,9,326
+2024-12-23 00.00.00,avo,https://www.tiktok.com/@avori/video/7242450913426804010?lang=en,tiktok,31743,3818,12,99,352
+2024-12-23 00.00.00,ben,https://www.tiktok.com/@benkaluza/video/7221973726223437061?lang=en&q=benkaluza%20eklipse&t=1701339790641,tiktok,261125,17200,174,1208,12106
+2024-12-23 00.00.00,benn,https://www.tiktok.com/@damnitbennett/video/7311499601163423019,tiktok,2901,103,18,0,36
+2024-12-23 00.00.00,benn,https://www.youtube.com/shorts/-DjATkcpwgE,youtube,303,14,0,0,0
+2024-12-23 00.00.00,bhro,https://www.youtube.com/shorts/R7pFUP6yI0I,youtube,1571,49,2,0,0
+2024-12-23 00.00.00,bird,https://www.tiktok.com/@birdotv/video/7234092297778892078?lang=en,tiktok,34990,2127,23,41,848
+2024-12-23 00.00.00,cam,https://www.tiktok.com/@cam.smh/video/7308869336901405998?lang=en,tiktok,151532,11500,40,116,1298
+2024-12-23 00.00.00,cent,https://www.tiktok.com/@aicenturyclips/video/7294295985751100704?lang=en&q=aicentury%20eklipse&t=1701415647007,tiktok,172914,13800,60,832,22800
+2024-12-23 00.00.00,che,https://www.tiktok.com/@chewy_/video/7274292996122643754?lang=en&q=chewy_%20eklipse&t=1701414107184,tiktok,79158,8532,13,117,308
+2024-12-23 00.00.00,chil,https://www.tiktok.com/@chillinwithdev.ttv/video/7210413271675833643?lang=en&q=chillinwithdev%20eklipse&t=1701339482083,tiktok,6739,432,33,45,364
+2024-12-23 00.00.00,clar,https://www.tiktok.com/@clarktalksai/video/7309637730525433134?lang=en,tiktok,146475,4263,186,378,7246
+2024-12-23 00.00.00,cpa,https://www.youtube.com/shorts/HafmKQBx4xE,youtube,4353,243,17,0,0
+2024-12-23 00.00.00,cup,https://www.tiktok.com/@cupppajoe5/video/7283940219810762027?lang=en,tiktok,307763,45100,174,1317,5460
+2024-12-23 00.00.00,dai,https://www.tiktok.com/@daitanttv/video/7252739265459784986?lang=en,tiktok,44453,5583,19,125,2006
+2024-12-23 00.00.00,dan,https://www.tiktok.com/@dangerr_d/video/7286994273826786603?lang=en&q=dangerr_tv%20eklipse&t=1701415438084,tiktok,11482,882,42,30,400
+2024-12-23 00.00.00,dey,https://www.tiktok.com/@deyaluv/video/7220809723442892074?lang=en&q=deyaluv%20eklipse&t=1701339754828,tiktok,37394,2169,16,33,562
+2024-12-23 00.00.00,drch,https://www.tiktok.com/@drchubzdpt/video/7303920695614950699?lang=en&q=drchubzdpt%20eklipse&t=1701415853283,tiktok,13343,743,22,5,108
+2024-12-23 00.00.00,dyl,https://www.tiktok.com/@dylexa/video/7232684006330977563?lang=en&q=dylexa%20eklipse&t=1701340338360,tiktok,107426,9302,67,229,4220
+2024-12-23 00.00.00,dysro,https://www.tiktok.com/@dysro.ai/video/7307696530557766945?lang=en,tiktok,34926,1456,24,500,4422
+2024-12-23 00.00.00,elm,https://www.tiktok.com/@elmzaplays/video/7211727924582419713?lang=en&q=elmzaplays%20eklipse&t=1701339550997,tiktok,4731,340,4,18,430
+2024-12-23 00.00.00,epo,https://www.youtube.com/shorts/pGkIhJUbKzM,youtube,4254,209,12,0,0
+2024-12-23 00.00.00,eyeg,https://www.tiktok.com/@eyegameuwatch/video/7272450304241601835?lang=en&q=eyegameuwatch%20eklipse&t=1701413818901,tiktok,454115,31800,271,4549,10320
+2024-12-23 00.00.00,eyeq,https://www.tiktok.com/@eyeqew/video/7282060761776639274?lang=en&q=eyeqew%20eklipse&t=1701415323894,tiktok,4571280,322300,1762,17500,55000
+2024-12-23 00.00.00,eyeq,https://www.tiktok.com/@eyeqew/video/7295832845539347742?lang=en&q=eyeqew%20eklipse&t=1701415663863,tiktok,37403,1956,38,25,906
+2024-12-23 00.00.00,flex,https://www.tiktok.com/@flexandflora/video/7208333313898007814?lang=en&q=flexandflora%20eklipse&t=1701339203934,tiktok,179168,17300,203,2178,21600
+2024-12-23 00.00.00,flex,https://www.tiktok.com/@flexandflora/video/7309939235849620741?lang=en,tiktok,26730,2104,41,81,2124
+2024-12-23 00.00.00,ggh,https://www.tiktok.com/@gghayley/video/7262757398471839018?lang=en,tiktok,8358,0,0,0,0
+2024-12-23 00.00.00,ghou,https://www.tiktok.com/@ghoulboy69/video/7304135677585755422?lang=en&q=ghoulboy%20eklipse&t=1701415867155,tiktok,224507,15700,61,28,1100
+2024-12-23 00.00.00,iboo,https://www.tiktok.com/@iboomkid/video/7289627840763546922?lang=en&q=boomkid%20eklipse&t=1701415494875,tiktok,4545,193,4,7,110
+2024-12-23 00.00.00,jay,https://www.tiktok.com/@thejaybroski/video/7293222508097047851?lang=en&q=jaybroski%20eklipse&t=1701415558314,tiktok,78953,9762,55,49,1124
+2024-12-23 00.00.00,jen,https://www.tiktok.com/@jenna_zimmerman/video/7237604686654721323?lang=en&q=jenna%20zimmerman%20eklipse&t=1701341130196,tiktok,217097,13300,250,430,5050
+2024-12-23 00.00.00,jes,https://www.tiktok.com/@jessydelua/video/7247894837368737050?lang=en,tiktok,2914,260,15,8,178
+2024-12-23 00.00.00,joe,https://www.tiktok.com/@joepactv/video/7299898974763339050?lang=en&q=joepactv%20eklipse&t=1701415764866,tiktok,1775,54,7,3,12
+2024-12-23 00.00.00,jome,https://www.tiktok.com/@onlyjome/video/7312838724285435182?lang=en,tiktok,16167,562,34,34,378
+2024-12-23 00.00.00,josh,https://www.tiktok.com/@joshbarracks/video/7266891111241796910?lang=en&q=joshbarracks%20eklipse&t=1701413405650,tiktok,1509783,108000,667,7038,3118
+2024-12-23 00.00.00,josh,https://www.tiktok.com/@joshbarracks/video/7279145156366863646?lang=en&q=joshbarracks%20eklipse&t=1701413405650,tiktok,44237,1600,40,105,898
+2024-12-23 00.00.00,jus,https://www.tiktok.com/@justinserran/video/7296673510909332741?lang=en&q=justinserran%20eklipse&t=1701415682666,tiktok,4170,123,5,9,130
+2024-12-23 00.00.00,kar,https://www.tiktok.com/@karveyyyy/video/7244820015176862978,tiktok,111739,8996,113,377,2104
+2024-12-23 00.00.00,kat,https://www.tiktok.com/@katliente/video/7207513098951871786?lang=en&q=katliente%20eklipse&t=1701339142202,tiktok,251029,45900,235,2204,15822
+2024-12-23 00.00.00,kat,https://www.tiktok.com/@katliente/video/7243998696843660586?lang=en&q=katliente%20eklipse&t=1701339142202,tiktok,359796,38700,198,2999,21200
+2024-12-23 00.00.00,kat,https://www.tiktok.com/@katliente/video/7311843086865288479,tiktok,291400,14500,106,169,2998
+2024-12-23 00.00.00,ken,https://www.tiktok.com/@kenbeans/video/7275422955000237358?lang=en&q=kenbeans%20eklipse&t=1701414804485,tiktok,415450,52200,86,274,4542
+2024-12-23 00.00.00,ketc,https://www.tiktok.com/@ketchupnews/video/7312527214527008033?lang=en,tiktok,11350,1034,5,18,614
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+2024-12-23 00.00.00,kil,https://www.tiktok.com/@kilian.verpennt/video/7222286540372806917?lang=en&q=verpennt%20eklipse&t=1701339813159,tiktok,131182,17100,50,879,7644
+2024-12-23 00.00.00,kmo,https://www.tiktok.com/@kmohrz/video/7274722688881495342?lang=en&q=kmohrz%20eklipse&t=1701414400594,tiktok,89757,11000,101,72,602
+2024-12-23 00.00.00,kobe,https://www.tiktok.com/@kobesetic/video/7301786197087587627?lang=en,tiktok,10582,1032,57,12,128
+2024-12-23 00.00.00,luk,https://www.tiktok.com/@lukgame_official/video/7222214159679671558?lang=en&q=lukgame%20eklipse&t=1701339840087,tiktok,25043,1515,54,155,2132
+2024-12-23 00.00.00,luke,https://www.tiktok.com/@ytlukeyy/video/7294308326022679841?lang=en,tiktok,13091,810,14,16,266
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+2024-12-23 00.00.00,lyss,https://www.tiktok.com/@lyxxacampos/video/7200513841434758442?lang=en&q=lyxxa.campos%20eklipse&t=1701323366054,tiktok,37104,8238,40,72,308
+2024-12-23 00.00.00,lyss,https://www.tiktok.com/@lyxxacampos/video/7214585130696985899?lang=en&q=lyxxa.campos%20eklipse&t=1701323366054,tiktok,39511,6406,34,297,714
+2024-12-23 00.00.00,lyss,https://www.tiktok.com/@lyxxacampos/video/7233901598202744106?lang=en&q=lyxxa.campos%20eklipse&t=1701323366054,tiktok,74343,4034,77,202,3570
+2024-12-23 00.00.00,lyss,https://www.tiktok.com/@lyxxacampos/video/7238730359960112430?lang=en&q=lyxxa.campos%20eklipse&t=1701323366054,tiktok,39741,1703,38,145,1734
+2024-12-23 00.00.00,lyss,https://www.tiktok.com/@lyxxacampos/video/7250228710270340394?lang=en&q=lyxxa.campos%20eklipse&t=1701323366054,tiktok,21715,1389,34,82,1160
+2024-12-23 00.00.00,lyss,https://www.tiktok.com/@lyxxacampos/video/7219045920900631854?lang=en&q=lyxxa.campos%20eklipse&t=1701323366054,tiktok,9732,585,8,35,512
+2024-12-23 00.00.00,maj,https://www.tiktok.com/@its.major/video/7275850710892170539?lang=en&q=xenmajor%20eklipse&t=1701414987178,tiktok,22276,768,30,27,262
+2024-12-23 00.00.00,miin,https://www.tiktok.com/@miintytv/video/7194153182417653034?lang=en&q=miinty%20eklipse&t=1701338861461,tiktok,13501,827,48,89,652
+2024-12-23 00.00.00,mrm,https://www.youtube.com/shorts/eEnUXvTljtM,youtube,111587,6000,101,0,0
+2024-12-23 00.00.00,mrm,https://www.youtube.com/shorts/BBsGfSBraiE,youtube,47757,3500,76,0,0
+2024-12-23 00.00.00,mrm,https://www.tiktok.com/@mrmarveltv/video/7264350665344929067?lang=en&q=mrmarveltv%20eklipse&t=1701413359024,tiktok,19999,985,33,40,356
+2024-12-23 00.00.00,nick,https://www.tiktok.com/@thiisisnick/video/7231567192129588506?lang=en,tiktok,3023,380,13,2,156
+2024-12-23 00.00.00,noma,https://www.tiktok.com/@nomadatoast/video/7299108957652536609?lang=en&q=nomadatoast%20eklipse&t=1701415749784,tiktok,405935,7715,45,727,5148
+2024-12-23 00.00.00,notwethan,https://www.tiktok.com/@notwethan/video/7315083896507469099?lang=en,tiktok,4790,288,8,1,72
+2024-12-23 00.00.00,nut,https://www.youtube.com/shorts/ZqlN-VGkCso,youtube,14595,1000,19,0,0
+2024-12-23 00.00.00,oll,https://www.tiktok.com/@oll_ms/video/7292462626888551712?lang=en&q=oll_ms%20eklipse&t=1701415544301,tiktok,25209,1337,29,15,582
+2024-12-23 00.00.00,onlyjome,https://www.tiktok.com/@onlyjome/video/7315089954894253343?lang=en,tiktok,17430,561,18,19,323
+2024-12-23 00.00.00,pao,https://www.tiktok.com/@paopura/video/7217892028347108650?lang=en&q=paopura%20eklipse&t=1701339708921,tiktok,3002,209,16,10,192
+2024-12-23 00.00.00,past,https://www.tiktok.com/@iampastorgainz/video/7206814958242352430?lang=en,tiktok,1361,53,20,7,34
+2024-12-23 00.00.00,phr,https://www.tiktok.com/@phreegaming/video/7276604995540110638?lang=en&q=phreegaming%20eklipse&t=1701415004236,tiktok,18403,775,21,49,414
+2024-12-23 00.00.00,plas,https://www.tiktok.com/@plasma/video/7282567833513512235?lang=en&q=xen%20plasma%20eklipse&t=1701415349306,tiktok,183722,18400,77,158,3486
+2024-12-23 00.00.00,rgb,https://www.tiktok.com/@rgbcem/video/7238238325654736154?lang=en&q=rgbcem%20eklipse&t=1701341168614,tiktok,338035,38600,168,1174,27200
+2024-12-23 00.00.00,ruflesscat,https://www.tiktok.com/@ruflesscat/video/7314106782048128299,tiktok,99034,4936,74,256,1104
+2024-12-23 00.00.00,sail,https://www.tiktok.com/@sailortori/video/7244776969609645358?lang=en&q=sailortori%20eklipse&t=1701408704249,tiktok,12208,1149,55,32,630
+2024-12-23 00.00.00,sammymedows,https://www.tiktok.com/@sammymedows/video/7314719503294795039?lang=en,tiktok,21934,1652,15,4,354
+2024-12-23 00.00.00,shee,https://www.tiktok.com/@sheebitv/video/7226429497585782058?lang=en&q=sheebi%20eklipse&t=1701339880674,tiktok,1358456,160300,1112,11700,96200
+2024-12-23 00.00.00,siid,https://www.tiktok.com/@siidv2/video/7285523876656794926?lang=en&q=siidv2%20eklipse&t=1701415414087,tiktok,26783,1376,14,5,462
+2024-12-23 00.00.00,sir,https://www.tiktok.com/@sirgime/video/7273252492677352710?lang=en&q=sirgime%20eklipse&t=1701413845110,tiktok,75176,2733,53,51,424
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+2024-01-18 00.00.00,stizo,https://www.tiktok.com/@stizo_tv/video/7325494847366909216?lang=en,tiktok,351851,30300,170,261,2508
+2024-01-15 00.00.00,apexvaza,https://www.tiktok.com/@apex.vaza/video/7324358326370782497?lang=en,tiktok,19069,645,20,60,1076
+2024-01-13 00.00.00,cpreds,https://www.tiktok.com/@cpreds_/video/7323386907306560811?lang=en,tiktok,16141,831,30,10,364
+2024-01-09 00.00.00,shady,https://www.youtube.com/shorts/Cr2tWLwNwbE,youtube,99665,8300,45,0,0
+2024-01-08 00.00.00,chase,https://www.tiktok.com/@chasenoface/video/7321780323140914475?lang=en,tiktok,8559,690,24,5,358
+2024-01-06 00.00.00,shady,https://www.tiktok.com/@theonly_shady/video/7321093957163830534,tiktok,1038829,44100,211,328,6508
+2024-01-04 00.00.00,thinnd,https://www.tiktok.com/@thinnd/video/7320298309967547690,tiktok,12005,443,18,50,338
+2024-01-04 00.00.00,thinnd,https://www.youtube.com/shorts/sF6efZwZ_w0,youtube,8722,381,7,0,0
+2024-01-03 00.00.00,berger,https://www.tiktok.com/@buhberger/video/7319978644661751071,tiktok,16039,648,11,20,181

tools.py

@@ -0,0 +1,72 @@
+import os
+from openai import OpenAI
+from langchain.schema import Document
+from langchain_core.prompts import PromptTemplate
+from langchain_openai import OpenAIEmbeddings, ChatOpenAI
+from langchain.vectorstores import FAISS
+from langchain_core.runnables import RunnablePassthrough
+from langchain_core.output_parsers import StrOutputParser
+import pandas as pd
+
+# Function to convert a DataFrame row to a Document
+def row_to_document(row):
+    content = (
+        f"Name of KOL: {row['KOL Name']} has {row['FOLLOWERS']} followers, "
+        f"received {row['LIKES']} likes, "
+        f"average {row['Avg VIEWS from last 5 videos']} views from the last 5 videos, "
+        f"and costs ${row['COST']} per collaboration.")
+    metadata = {
+        'KOL Name': row['KOL Name'],
+        'FOLLOWERS': row['FOLLOWERS'],
+        'LIKES': row['LIKES'],
+        'Avg VIEWS from last 5 videos': row['Avg VIEWS from last 5 videos'],
+        'COST': row['COST']}
+    return Document(page_content=content,metadata=metadata)
+def call_rag_workflow(prompts:str = "") -> str:
+    prompt = PromptTemplate(template="""Answer a query given in a natural, human-like manner : {prompt}
+    Information: {information}""", input_variables=["prompt","information"])
+    vector_store = FAISS.from_documents(documents=documents, embedding=OpenAIEmbeddings())
+    retriever = vector_store.as_retriever(search_kwargs={"k": 1}, search_type="mmr")
+    model = ChatOpenAI(model='gpt-4o-mini', temperature=0.3)
+    chain = ({"information": retriever, "prompt": RunnablePassthrough()} | prompt | model | StrOutputParser())
+    response = chain.invoke(prompts)
+    return f"respone from chatbot using RAG: {str(response)}"
+def inference_cost_model(information: str = "") -> str:
+    return 0
+def get_tools():
+    tools = [call_rag_workflow]
+    tools = {func.__name__: func for func in tools}
+    return tools
+
+
+data_lineup = pd.read_csv("data/data_lineup.csv")
+documents = data_lineup.apply(row_to_document, axis=1).tolist()
+
+
+openai_tools = [
+    {
+        "type": "function",
+        "function": {
+            "name": "call_rag_workflow",
+            "description": """Call this function to query knowledge from vector store when you don't make sure about the answer or 
+            uncertain answer to users !!!.""",
+            "parameters": {"type": "object", 
+                "properties": {
+                    "prompts": {"type": "string", "description": """prompts from user, you need to understand this request from user 
+                    to perform query to get knowdlege from vector store. Default: None"""},}, 
+                "required": ["prompts"]},
+        },
+    },
+    # {
+    #     "type": "function",
+    #     "function": {
+    #         "name": "inference_cost_model",
+    #         "description": """this is a description""",
+    #         "parameters": {"type": "object", 
+    #             "properties": {
+    #                 "information": {"type": "", "description": """this is a description"""},}, 
+    #             "required": ["information"]},
+    #     },
+    # }
+]
+local_tools = get_tools()