From 2ff330c8197db295bf428ddbef628a4708ed9a07 Mon Sep 17 00:00:00 2001
From: kooqooo <koogmlcks@gmail.com>
Date: Thu, 8 Aug 2024 13:36:14 +0900
Subject: [PATCH 01/22] =?UTF-8?q?refactor:=20IP=EC=A3=BC=EC=86=8C=20?=
 =?UTF-8?q?=EC=8B=A4=EC=8B=9C=EA=B0=84=EC=9C=BC=EB=A1=9C=20=EB=B6=88?=
 =?UTF-8?q?=EB=9F=AC=EC=98=A4=EA=B8=B0?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

#41
---
 config.py | 24 ++++++++++++++++++++++--
 1 file changed, 22 insertions(+), 2 deletions(-)

diff --git a/config.py b/config.py
index 135e86d..13c8fa3 100644
--- a/config.py
+++ b/config.py
@@ -1,5 +1,25 @@
 import os
 import yaml
+import socket
+import requests
+
+
+def get_public_ip():
+    response = requests.get('https://checkip.amazonaws.com')
+    public_ip = response.text.strip()
+    return public_ip
+
+def get_private_ip():
+    try:
+        s = socket.socket(socket.AF_INET, socket.SOCK_DGRAM)
+        s.connect(("8.8.8.8", 80))
+        private_ip = s.getsockname()[0]
+        s.close()
+    except Exception as e:
+        hostname = socket.gethostname()
+        private_ip = socket.gethostbyname(hostname)
+    return private_ip
+
 
 path = os.getcwd()  # 상위 폴더에서 실행된 경우 -> secret_key.yaml이 상위 폴더에 있음
 # path = os.path.dirname(os.path.abspath(__file__)) # 현재 폴더에서 실행된 경우 -> secret_key.yaml이 현재 폴더에 있음
@@ -10,8 +30,8 @@
 OPENAI_API_KEY = cfg["OPENAI_API_KEY"]
 COHERE_API_KEY = cfg["COHERE_API_KEY"]
 
-INSIDE_IP = cfg["IP"]["INSIDE_IP"]
-OUTSIDE_IP = cfg["IP"]["OUTSIDE_IP"]
+INSIDE_IP = get_private_ip()
+OUTSIDE_IP = get_public_ip()
 
 REST_API_KEY = cfg["Kakaologin"]["REST_API_KEY"]
 REDIRECT_URI = f"http://{OUTSIDE_IP}:{cfg['PORT']}/auth"

From e207f5aa4f2b297b23e3ddd13bc4bda6810e7e90 Mon Sep 17 00:00:00 2001
From: kooqooo <koogmlcks@gmail.com>
Date: Thu, 8 Aug 2024 13:37:44 +0900
Subject: [PATCH 02/22] =?UTF-8?q?refactor:=20=EB=B6=88=ED=95=84=EC=9A=94?=
 =?UTF-8?q?=ED=95=9C=20=ED=95=AD=EB=AA=A9=20=EC=A0=9C=EA=B1=B0,=20?=
 =?UTF-8?q?=ED=8F=AC=ED=8A=B8=EB=B2=88=ED=98=B8=20=ED=95=98=EB=93=9C?=
 =?UTF-8?q?=EC=BD=94=EB=94=A9?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

#41
---
 back/kakao.py |  2 +-
 config.py     | 10 ++--------
 2 files changed, 3 insertions(+), 9 deletions(-)

diff --git a/back/kakao.py b/back/kakao.py
index 07ed33e..54c0892 100644
--- a/back/kakao.py
+++ b/back/kakao.py
@@ -1,7 +1,7 @@
 import secrets
 from typing import Optional
 
-from config import CLIENT_ID, CLIENT_SECRET, OUTSIDE_IP, PORT, STREAMLIT_PORT
+from config import CLIENT_ID, CLIENT_SECRET, OUTSIDE_IP, PORT
 from fastapi import APIRouter, Depends, Header, HTTPException, status
 from fastapi.responses import RedirectResponse
 from fastapi_oauth_client import OAuthClient
diff --git a/config.py b/config.py
index 13c8fa3..7e688aa 100644
--- a/config.py
+++ b/config.py
@@ -33,14 +33,8 @@ def get_private_ip():
 INSIDE_IP = get_private_ip()
 OUTSIDE_IP = get_public_ip()
 
-REST_API_KEY = cfg["Kakaologin"]["REST_API_KEY"]
-REDIRECT_URI = f"http://{OUTSIDE_IP}:{cfg['PORT']}/auth"
-
-PORT = cfg["PORT"]
-STREAMLIT_PORT = cfg["STREAMLIT"]["PORT"]
-
-KEY_FILE = cfg["SSL"]["KEY_FILE"]
-CERT_FILE = cfg["SSL"]["CERT_FILE"]
+PORT = 8001
+STREAMLIT_PORT = 8501
 
 CLIENT_ID = cfg["CLIENT_ID"]
 CLIENT_SECRET = cfg["CLIENT_SECRET"]

From e854b6c15b6005bccb5826f2feb8da4d99e58500 Mon Sep 17 00:00:00 2001
From: kooqooo <koogmlcks@gmail.com>
Date: Thu, 8 Aug 2024 13:44:07 +0900
Subject: [PATCH 03/22] refactor: yaml -> dotenv

#41
---
 config.py | 15 +++++++--------
 1 file changed, 7 insertions(+), 8 deletions(-)

diff --git a/config.py b/config.py
index 7e688aa..a00e19b 100644
--- a/config.py
+++ b/config.py
@@ -1,8 +1,7 @@
 import os
-import yaml
 import socket
 import requests
-
+from dotenv import load_dotenv
 
 def get_public_ip():
     response = requests.get('https://checkip.amazonaws.com')
@@ -24,11 +23,11 @@ def get_private_ip():
 path = os.getcwd()  # 상위 폴더에서 실행된 경우 -> secret_key.yaml이 상위 폴더에 있음
 # path = os.path.dirname(os.path.abspath(__file__)) # 현재 폴더에서 실행된 경우 -> secret_key.yaml이 현재 폴더에 있음
 
-with open(os.path.join(path, "secret_key.yaml"), "r") as yaml_file:
-    cfg = yaml.safe_load(yaml_file)
+load_dotenv(override=True)
 
-OPENAI_API_KEY = cfg["OPENAI_API_KEY"]
-COHERE_API_KEY = cfg["COHERE_API_KEY"]
+MODEL_NAME = os.getenv("MODEL_NAME", "gpt-4o-mini")
+OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
+COHERE_API_KEY = os.getenv("COHERE_API_KEY")
 
 INSIDE_IP = get_private_ip()
 OUTSIDE_IP = get_public_ip()
@@ -36,8 +35,8 @@ def get_private_ip():
 PORT = 8001
 STREAMLIT_PORT = 8501
 
-CLIENT_ID = cfg["CLIENT_ID"]
-CLIENT_SECRET = cfg["CLIENT_SECRET"]
+CLIENT_ID = os.getenv("CLIENT_ID")
+CLIENT_SECRET = os.getenv("CLIENT_SECRET")
 
 DATA_DIR = os.path.join(path, "data")
 IMG_PATH = os.path.join(path, "data", "images")

From 007d67cf7789de0f4047384b8e99086be0e036d4 Mon Sep 17 00:00:00 2001
From: kooqooo <koogmlcks@gmail.com>
Date: Thu, 8 Aug 2024 13:49:50 +0900
Subject: [PATCH 04/22] =?UTF-8?q?refactor:=20=EB=AA=A8=EB=8D=B8=20?=
 =?UTF-8?q?=EC=9D=B4=EB=A6=84=20=EC=9D=BC=EA=B4=84=20=EB=B3=80=EA=B2=BD?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

- gpt-3.5-turbo-16k -> gpt-4o-mini

#41
---
 pages/3_gene_question.py           | 4 +---
 pages/3_gene_question_no_resume.py | 4 +---
 pages/4_show_questions_hint.py     | 4 +---
 src/gene_question_2chain_ver.py    | 9 ++-------
 src/make_faiss_index.py            | 2 +-
 src/semantic_search.py             | 2 +-
 6 files changed, 7 insertions(+), 18 deletions(-)

diff --git a/pages/3_gene_question.py b/pages/3_gene_question.py
index 3e0a8d8..5c56754 100644
--- a/pages/3_gene_question.py
+++ b/pages/3_gene_question.py
@@ -26,7 +26,7 @@
 from src.rule_based import list_extend_questions_based_on_keywords
 from src.util import local_css, read_prompt_from_txt
 from src.semantic_search import faiss_inference, reranker
-from config import OPENAI_API_KEY, DATA_DIR, IMG_PATH, CSS_PATH, PORT
+from config import OPENAI_API_KEY, DATA_DIR, IMG_PATH, CSS_PATH, PORT, MODEL_NAME
 
 st.session_state["FAV_IMAGE_PATH"] = os.path.join(IMG_PATH, "favicon.png")
 st.set_page_config(
@@ -80,8 +80,6 @@
             </style>
             """,unsafe_allow_html=True)
 
-## set variables
-MODEL_NAME = "gpt-3.5-turbo-16k"
 
 ## set save dir
 USER_RESUME_SAVE_DIR = os.path.join(st.session_state["save_dir"], "2_generate_question_user_resume.pdf")
diff --git a/pages/3_gene_question_no_resume.py b/pages/3_gene_question_no_resume.py
index f5745e5..d50194f 100644
--- a/pages/3_gene_question_no_resume.py
+++ b/pages/3_gene_question_no_resume.py
@@ -27,7 +27,7 @@
 from src.rule_based import list_extend_questions_based_on_keywords
 from src.util import local_css, read_prompt_from_txt
 from src.semantic_search import faiss_inference, reranker
-from config import OPENAI_API_KEY, DATA_DIR, IMG_PATH, CSS_PATH, PORT
+from config import OPENAI_API_KEY, DATA_DIR, IMG_PATH, CSS_PATH, MODEL_NAME
 
 st.session_state["FAV_IMAGE_PATH"] = os.path.join(IMG_PATH, "favicon.png")
 st.set_page_config(
@@ -81,8 +81,6 @@
             </style>
             """,unsafe_allow_html=True)
 
-## set variables
-MODEL_NAME = "gpt-3.5-turbo-16k"
 
 ## set save dir
 USER_RESUME_SAVE_DIR = os.path.join(st.session_state["save_dir"], "2_generate_question_user_resume.pdf")
diff --git a/pages/4_show_questions_hint.py b/pages/4_show_questions_hint.py
index 59aa416..3be227e 100644
--- a/pages/4_show_questions_hint.py
+++ b/pages/4_show_questions_hint.py
@@ -12,7 +12,7 @@
 from src.generate_question import (create_prompt_feedback,  # 추가
                                    create_prompt_hint)
 from src.util import read_prompt_from_txt
-from config import DATA_DIR, IMG_PATH, OPENAI_API_KEY
+from config import DATA_DIR, IMG_PATH, OPENAI_API_KEY, MODEL_NAME
 
 st.session_state["FAV_IMAGE_PATH"] = os.path.join(IMG_PATH, "favicon.png")
 st.set_page_config(
@@ -23,8 +23,6 @@
     layout="wide",
     initial_sidebar_state="collapsed",
 )
-#MODEL_NAME = "gpt-4-0125-preview"
-MODEL_NAME = "gpt-3.5-turbo-16k"
 NEXT_PAGE = "introduction"
 
 st.session_state.logger.info("start show_questions page")
diff --git a/src/gene_question_2chain_ver.py b/src/gene_question_2chain_ver.py
index 506ea76..b591674 100644
--- a/src/gene_question_2chain_ver.py
+++ b/src/gene_question_2chain_ver.py
@@ -20,7 +20,7 @@
 from streamlit_extras.switch_page_button import switch_page
 from util import local_css, read_prompt_from_txt
 
-from config import OPENAI_API_KEY  # OPENAI_API_KEY 불러오기
+from config import OPENAI_API_KEY, MODEL_NAME
 
 DATA_DIR = os.path.join(os.path.dirname(os.path.dirname(__file__)), "data")
 st.session_state["FAV_IMAGE_PATH"] = os.path.join(DATA_DIR, "images/favicon.png")
@@ -109,9 +109,6 @@
 #             """,
             unsafe_allow_html=True,)
 
-## set variables
-MODEL_NAME = "gpt-3.5-turbo-16k"
-
 ## set save dir
 USER_RESUME_SAVE_DIR = os.path.join(st.session_state["save_dir"], "2_generate_question_user_resume.pdf")
 ### 추가
@@ -191,9 +188,7 @@
             st.session_state.logger.info("create prompt JD object")
 
             ### 모델 세팅 그대로
-            llm = ChatOpenAI(
-                temperature=st.session_state.temperature, model_name=MODEL_NAME, openai_api_key=OPENAI_API_KEY
-            )
+            llm = ChatOpenAI(temperature=st.session_state.temperature, model_name=MODEL_NAME)
 
             st.session_state.logger.info("create llm object")
 
diff --git a/src/make_faiss_index.py b/src/make_faiss_index.py
index 827d723..a5707ba 100644
--- a/src/make_faiss_index.py
+++ b/src/make_faiss_index.py
@@ -12,7 +12,7 @@
 data = pd.read_csv('hellojobits_tag.csv')
 data = data.iloc[:,0].tolist()
 
-model_name = "sentence-transformers/distiluse-base-multilingual-cased-v2"
+model_name = "jhgan/ko-sroberta-multitask"
 model_kwargs = {'device': 'cuda'}
 encode_kwargs = {'normalize_embeddings': True} # set True to compute cosine similarity
 model_norm = HuggingFaceEmbeddings(
diff --git a/src/semantic_search.py b/src/semantic_search.py
index 3812a78..c3604cf 100644
--- a/src/semantic_search.py
+++ b/src/semantic_search.py
@@ -15,7 +15,7 @@ def faiss_inference(query):
     output으로는 (4 * 키워드 줄 개수 - 중복된 문장)개의 질문이 반환됩니다
     '''
     embeddings = HuggingFaceEmbeddings(
-            model_name = "sentence-transformers/distiluse-base-multilingual-cased-v2",
+            model_name = "BM-K/KoSimCSE-roberta-multitask",
             model_kwargs = {'device': 'cuda'}
         )
     store_name="./FAISS_INDEX_TAG"

From 570ed9b344015d81aecc965cdfa92f8c3ae4e355 Mon Sep 17 00:00:00 2001
From: kooqooo <koogmlcks@gmail.com>
Date: Thu, 8 Aug 2024 13:57:20 +0900
Subject: [PATCH 05/22] =?UTF-8?q?refactor:=20ChatOpenAI=EC=9D=98=20?=
 =?UTF-8?q?=EC=9D=B8=EC=8A=A4=ED=84=B4=EC=8A=A4=EB=8A=94=20openai=5Fapi=5F?=
 =?UTF-8?q?key=EB=8A=94=20=ED=99=98=EA=B2=BD=EB=B3=80=EC=88=98=EC=97=90?=
 =?UTF-8?q?=EC=84=9C=20=EB=B6=88=EB=9F=AC=EC=98=B4?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

#41
---
 pages/1_home.py                    |  1 -
 pages/3_gene_question.py           | 12 ++++--------
 pages/3_gene_question_no_resume.py |  8 +++-----
 pages/4_show_questions_hint.py     |  6 +++---
 src/gene_question_2chain_ver.py    | 16 +++++++---------
 src/semantic_search.py             |  2 +-
 src/util.py                        |  3 ---
 7 files changed, 18 insertions(+), 30 deletions(-)

diff --git a/pages/1_home.py b/pages/1_home.py
index 0eb7e25..18193b1 100644
--- a/pages/1_home.py
+++ b/pages/1_home.py
@@ -66,7 +66,6 @@
     print("user_id : ", st.session_state["user_id"])
 
 if "openai_api_key" not in st.session_state:
-    os.environ["OPENAI_API_KEY"] = OPENAI_API_KEY
     st.session_state.openai_api_key = OPENAI_API_KEY
 
 if "FAV_IMAGE_PATH" not in st.session_state:
diff --git a/pages/3_gene_question.py b/pages/3_gene_question.py
index 5c56754..64b735c 100644
--- a/pages/3_gene_question.py
+++ b/pages/3_gene_question.py
@@ -26,7 +26,7 @@
 from src.rule_based import list_extend_questions_based_on_keywords
 from src.util import local_css, read_prompt_from_txt
 from src.semantic_search import faiss_inference, reranker
-from config import OPENAI_API_KEY, DATA_DIR, IMG_PATH, CSS_PATH, PORT, MODEL_NAME
+from config import DATA_DIR, IMG_PATH, CSS_PATH, PORT, MODEL_NAME
 
 st.session_state["FAV_IMAGE_PATH"] = os.path.join(IMG_PATH, "favicon.png")
 st.set_page_config(
@@ -144,9 +144,7 @@
     st.session_state.logger.info("create prompt JD object")
 
     ### 모델 세팅 그대로
-    llm = ChatOpenAI(temperature=st.session_state.temperature,
-                        model_name=MODEL_NAME,
-                        openai_api_key=OPENAI_API_KEY)
+    llm = ChatOpenAI(temperature=st.session_state.temperature, model_name=MODEL_NAME)
 
     st.session_state.logger.info("create llm object")
 
@@ -176,9 +174,7 @@
     st.session_state.logger.info("user_resume chunk OpenAIEmbeddings ")
 
     ### STEP 2 를 위한 새 모델 호출
-    llm2 = ChatOpenAI(temperature=0.0, 
-                        model_name=MODEL_NAME, 
-                        openai_api_key=OPENAI_API_KEY)
+    llm2 = ChatOpenAI(temperature=0.0, model_name=MODEL_NAME)
 
     st.session_state.chain_type_kwargs = {"prompt": st.session_state.prompt_resume}
 
@@ -201,7 +197,7 @@
     st.session_state.logger.info("create prompt question template")
     st.session_state.prompt_question = create_prompt_with_question(prompt_template_question)
 
-    llm3 = ChatOpenAI(temperature=0, model_name=MODEL_NAME, openai_api_key=OPENAI_API_KEY)
+    llm3 = ChatOpenAI(temperature=0, model_name=MODEL_NAME)
     st.session_state.chain = LLMChain(llm=llm3, prompt=st.session_state.prompt_question)
     st.session_state.main_question = st.session_state.chain.invoke({"jd": st.session_state.job_description, "resume": st.session_state.resume})['text']
     #################
diff --git a/pages/3_gene_question_no_resume.py b/pages/3_gene_question_no_resume.py
index d50194f..92f10a4 100644
--- a/pages/3_gene_question_no_resume.py
+++ b/pages/3_gene_question_no_resume.py
@@ -27,7 +27,7 @@
 from src.rule_based import list_extend_questions_based_on_keywords
 from src.util import local_css, read_prompt_from_txt
 from src.semantic_search import faiss_inference, reranker
-from config import OPENAI_API_KEY, DATA_DIR, IMG_PATH, CSS_PATH, MODEL_NAME
+from config import DATA_DIR, IMG_PATH, CSS_PATH, MODEL_NAME
 
 st.session_state["FAV_IMAGE_PATH"] = os.path.join(IMG_PATH, "favicon.png")
 st.set_page_config(
@@ -135,9 +135,7 @@
     st.session_state.logger.info("create prompt JD object")
 
     ### 모델 세팅 그대로
-    llm = ChatOpenAI(temperature=st.session_state.temperature,
-                    model_name=MODEL_NAME,
-                    openai_api_key=OPENAI_API_KEY)
+    llm = ChatOpenAI(temperature=st.session_state.temperature, model_name=MODEL_NAME,)
 
     st.session_state.logger.info("create llm object")
 
@@ -155,7 +153,7 @@
     st.session_state.logger.info("create no resume prompt question template")
     st.session_state.prompt_question = create_prompt_with_no_resume(prompt_noResume_question_template)
 
-    llm3 = ChatOpenAI(temperature=0, model_name=MODEL_NAME, openai_api_key=OPENAI_API_KEY)
+    llm3 = ChatOpenAI(temperature=0, model_name=MODEL_NAME)
     st.session_state.chain = LLMChain(llm=llm3, prompt=st.session_state.prompt_question)
     st.session_state.main_question = st.session_state.chain.run({"jd": st.session_state.job_description})
     #################
diff --git a/pages/4_show_questions_hint.py b/pages/4_show_questions_hint.py
index 3be227e..2c524a4 100644
--- a/pages/4_show_questions_hint.py
+++ b/pages/4_show_questions_hint.py
@@ -12,7 +12,7 @@
 from src.generate_question import (create_prompt_feedback,  # 추가
                                    create_prompt_hint)
 from src.util import read_prompt_from_txt
-from config import DATA_DIR, IMG_PATH, OPENAI_API_KEY, MODEL_NAME
+from config import DATA_DIR, IMG_PATH, MODEL_NAME
 
 st.session_state["FAV_IMAGE_PATH"] = os.path.join(IMG_PATH, "favicon.png")
 st.set_page_config(
@@ -80,7 +80,7 @@
                 st.session_state.logger.info("create prompt_Feedback object")
 
                 ### 모델 세팅 그대로
-                llm = ChatOpenAI(temperature=0.0, model_name=MODEL_NAME, openai_api_key=OPENAI_API_KEY)
+                llm = ChatOpenAI(temperature=0.0, model_name=MODEL_NAME)
 
                 st.session_state.logger.info("create llm object")
 
@@ -115,7 +115,7 @@
             st.session_state.logger.info("create prompt_Hint object")
 
             ### 모델 세팅
-            llm = ChatOpenAI(temperature=0.0, model_name=MODEL_NAME, openai_api_key=OPENAI_API_KEY)
+            llm = ChatOpenAI(temperature=0.0, model_name=MODEL_NAME)
 
             st.session_state.logger.info("create llm object")
 
diff --git a/src/gene_question_2chain_ver.py b/src/gene_question_2chain_ver.py
index b591674..a8a16f1 100644
--- a/src/gene_question_2chain_ver.py
+++ b/src/gene_question_2chain_ver.py
@@ -20,10 +20,10 @@
 from streamlit_extras.switch_page_button import switch_page
 from util import local_css, read_prompt_from_txt
 
-from config import OPENAI_API_KEY, MODEL_NAME
+from config import MODEL_NAME, PATH
 
 DATA_DIR = os.path.join(os.path.dirname(os.path.dirname(__file__)), "data")
-st.session_state["FAV_IMAGE_PATH"] = os.path.join(DATA_DIR, "images/favicon.png")
+st.session_state["FAV_IMAGE_PATH"] = os.path.join(DATA_DIR, "images", "favicon.png")
 st.set_page_config(
     page_title="Hello Jobits",  # 브라우저탭에 뜰 제목
     page_icon=Image.open(
@@ -36,14 +36,12 @@
 st.session_state.logger.info("start")
 NEXT_PAGE = "show_questions_hint"
 
-MY_PATH = os.path.dirname(os.path.dirname(__file__))
-
 #### style css ####
 MAIN_IMG = st.session_state.MAIN_IMG
 LOGO_IMG = st.session_state.LOGO_IMG
 
-local_css(MY_PATH + "/css/background.css")
-local_css(MY_PATH + "/css/2_generate_question.css")
+local_css(PATH + "/css/background.css")
+local_css(PATH + "/css/2_generate_question.css")
 st.markdown(f"""
             <style>
                 /* 로딩이미지 */
@@ -181,7 +179,7 @@
             ### JD 사용하여 JD 추출용 프롬프트 만들기
             st.session_state.logger.info("prompt JD start")
 
-            prompt_template = read_prompt_from_txt(MY_PATH + "/data/test/prompt_JD_template.txt")
+            prompt_template = read_prompt_from_txt(PATH + "data", "test", "prompt_JD_template.txt")
 
             prompt_JD = create_prompt_with_jd(prompt_template)
             # prompt_JD 생성완료
@@ -211,7 +209,7 @@
 
             st.session_state.logger.info("prompt QA start")
 
-            prompt_template = read_prompt_from_txt(MY_PATH + "/data/test/prompt_qa_template")
+            prompt_template = read_prompt_from_txt(PATH + "/data/test/prompt_qa_template")
 
             st.session_state.logger.info("create prompt QA template")
 
@@ -225,7 +223,7 @@
 
             ### STEP 2 를 위한 새 모델 호출
 
-            llm2 = ChatOpenAI(temperature=0.0, model_name=MODEL_NAME, openai_api_key=OPENAI_API_KEY)
+            llm2 = ChatOpenAI(temperature=0.0, model_name=MODEL_NAME)
 
             chain_type_kwargs = {"prompt": prompt_qa}
 
diff --git a/src/semantic_search.py b/src/semantic_search.py
index c3604cf..7185e71 100644
--- a/src/semantic_search.py
+++ b/src/semantic_search.py
@@ -15,7 +15,7 @@ def faiss_inference(query):
     output으로는 (4 * 키워드 줄 개수 - 중복된 문장)개의 질문이 반환됩니다
     '''
     embeddings = HuggingFaceEmbeddings(
-            model_name = "BM-K/KoSimCSE-roberta-multitask",
+            model_name = "jhgan/ko-sroberta-multitask",
             model_kwargs = {'device': 'cuda'}
         )
     store_name="./FAISS_INDEX_TAG"
diff --git a/src/util.py b/src/util.py
index 3a99812..1c9ab86 100644
--- a/src/util.py
+++ b/src/util.py
@@ -201,9 +201,6 @@ def save_uploaded_jd_as_filepath(uploaded_jd, save_directory, filename="uploaded
     return file_path
 
 
-os.environ["OPENAI_API_KEY"] = OPENAI_API_KEY
-
-
 @st.cache_resource
 def load_chain(question):
     """

From 273ffc27a09498d4bde2af7e4282576c7330669d Mon Sep 17 00:00:00 2001
From: kooqooo <koogmlcks@gmail.com>
Date: Thu, 8 Aug 2024 14:02:37 +0900
Subject: [PATCH 06/22] =?UTF-8?q?refactor:=20=EC=9D=B4=EC=A0=84=20?=
 =?UTF-8?q?=EC=BB=A4=EB=B0=8B=20=EB=A9=94=EC=8B=9C=EC=A7=80=20=EC=99=9C?=
 =?UTF-8?q?=EC=A0=80=EB=9E=98?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

#41
---
 src/util.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/util.py b/src/util.py
index 1c9ab86..deb3afb 100644
--- a/src/util.py
+++ b/src/util.py
@@ -12,10 +12,10 @@
 from langchain.memory.buffer_window import ConversationBufferWindowMemory
 from langchain.prompts.prompt import PromptTemplate
 from PIL import Image
+from dotenv import load_dotenv  
 
 sys.path.append("./")
-from config import OPENAI_API_KEY
-
+load_dotenv() # OPENAI_API_KEY 불러오기
 
 def load_css_as_string(file_name):
     with open(file_name, "r") as f:

From 8e826fe2abf171c13220994dfc4b6ce1b5d68c53 Mon Sep 17 00:00:00 2001
From: kooqooo <koogmlcks@gmail.com>
Date: Thu, 8 Aug 2024 14:10:47 +0900
Subject: [PATCH 07/22] =?UTF-8?q?fix:=20570ed9b=EC=97=90=EC=84=9C=20?=
 =?UTF-8?q?=EC=9E=98=EB=AA=BB=EB=90=9C=20=EA=B2=BD=EB=A1=9C=20=EC=88=98?=
 =?UTF-8?q?=EC=A0=95?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

#41
---
 src/gene_question_2chain_ver.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/gene_question_2chain_ver.py b/src/gene_question_2chain_ver.py
index a8a16f1..1bc0b33 100644
--- a/src/gene_question_2chain_ver.py
+++ b/src/gene_question_2chain_ver.py
@@ -20,7 +20,7 @@
 from streamlit_extras.switch_page_button import switch_page
 from util import local_css, read_prompt_from_txt
 
-from config import MODEL_NAME, PATH
+from config import MODEL_NAME, CSS_PATH
 
 DATA_DIR = os.path.join(os.path.dirname(os.path.dirname(__file__)), "data")
 st.session_state["FAV_IMAGE_PATH"] = os.path.join(DATA_DIR, "images", "favicon.png")
@@ -40,8 +40,8 @@
 MAIN_IMG = st.session_state.MAIN_IMG
 LOGO_IMG = st.session_state.LOGO_IMG
 
-local_css(PATH + "/css/background.css")
-local_css(PATH + "/css/2_generate_question.css")
+local_css(os.path.join(CSS_PATH, "background.css"))
+local_css(os.path.join(CSS_PATH, "2_generate_question.css"))
 st.markdown(f"""
             <style>
                 /* 로딩이미지 */

From 67f5197e73d4fe385e23ed8cab5c95df81a89f29 Mon Sep 17 00:00:00 2001
From: kooqooo <koogmlcks@gmail.com>
Date: Thu, 8 Aug 2024 14:31:50 +0900
Subject: [PATCH 08/22] refactor: Add support for Unix-style paths across all
 OS

#41
---
 pages/2_user.py                    | 6 +++---
 pages/3_gene_question.py           | 6 +++---
 pages/3_gene_question_no_resume.py | 4 ++--
 pages/4_interview.py               | 2 +-
 pages/4_show_questions_hint.py     | 6 +++---
 src/util.py                        | 6 ++----
 6 files changed, 14 insertions(+), 16 deletions(-)

diff --git a/pages/2_user.py b/pages/2_user.py
index 09e5132..e4aa541 100644
--- a/pages/2_user.py
+++ b/pages/2_user.py
@@ -8,7 +8,7 @@
 sys.path.append("./")
 sys.path.append(os.path.dirname(os.path.abspath(os.path.dirname(__file__))))
 
-from config import DATA_DIR, IMG_PATH, path
+from config import DATA_DIR, IMG_PATH, path, CSS_PATH
 from loguru import logger as _logger
 from src.logger import DevConfig
 from src.util import (check_essential, get_image_base64, local_css,
@@ -48,7 +48,7 @@
 
 st.title("안녕하세요, " + st.session_state.nickname + "님!")  # 사용자 이름을 받아서 화면에 출력합니다.
 
-local_css(os.path.join(path, "front", "css", "background.css"))
+local_css(os.path.join(CSS_PATH, "background.css"))
 
 
 # local_css("css/1_user.css")
@@ -237,7 +237,7 @@
 
 
 ## read job info tb
-job_info, JOBS = read_job_info_tb(path + "/data/samples/job_info_tb.parquet")
+job_info, JOBS = read_job_info_tb(os.path.join(DATA_DIR,  "samples", "job_info_tb.parquet"))
 st.session_state.job_info = job_info
 st.session_state.logger.info("read job tb")
 st.session_state.logger.info(f"job info is ... {JOBS}")
diff --git a/pages/3_gene_question.py b/pages/3_gene_question.py
index 64b735c..05fd6d6 100644
--- a/pages/3_gene_question.py
+++ b/pages/3_gene_question.py
@@ -137,7 +137,7 @@
 
     ### JD 사용하여 JD 추출용 프롬프트 만들기
     st.session_state.logger.info("prompt JD start")
-    prompt_template_jd = read_prompt_from_txt(os.path.join(DATA_DIR, "test/prompt_JD_template.txt"))
+    prompt_template_jd = read_prompt_from_txt(os.path.join(DATA_DIR, "test", "prompt_JD_template.txt"))
     st.session_state.prompt_JD = create_prompt_with_jd(prompt_template_jd)
     
     # prompt_JD 생성완료
@@ -163,7 +163,7 @@
     # prompt_qa_template #######################################
 
     st.session_state.logger.info("prompt resume start")
-    prompt_template_resume = read_prompt_from_txt(os.path.join(DATA_DIR, "test/prompt_resume_template.txt"))
+    prompt_template_resume = read_prompt_from_txt(os.path.join(DATA_DIR, "test", "prompt_resume_template.txt"))
 
     st.session_state.logger.info("create prompt resume template")
     st.session_state.prompt_resume = create_prompt_with_resume(prompt_template_resume)
@@ -192,7 +192,7 @@
 
     ## step3 :
     st.session_state.logger.info("prompt question start")
-    prompt_template_question = read_prompt_from_txt(os.path.join(DATA_DIR, "test/prompt_question_template.txt"))
+    prompt_template_question = read_prompt_from_txt(os.path.join(DATA_DIR, "test", "prompt_question_template.txt"))
 
     st.session_state.logger.info("create prompt question template")
     st.session_state.prompt_question = create_prompt_with_question(prompt_template_question)
diff --git a/pages/3_gene_question_no_resume.py b/pages/3_gene_question_no_resume.py
index 92f10a4..bfeb6dc 100644
--- a/pages/3_gene_question_no_resume.py
+++ b/pages/3_gene_question_no_resume.py
@@ -128,7 +128,7 @@
 
     ### JD 사용하여 JD 추출용 프롬프트 만들기
     st.session_state.logger.info("prompt JD start")
-    prompt_template_jd = read_prompt_from_txt(os.path.join(DATA_DIR, "test/prompt_JD_template.txt"))
+    prompt_template_jd = read_prompt_from_txt(os.path.join(DATA_DIR, "test", "prompt_JD_template.txt"))
     st.session_state.prompt_JD = create_prompt_with_jd(prompt_template_jd)
     
     # prompt_JD 생성완료
@@ -148,7 +148,7 @@
     
     ## step2 JD 만을 이용해 질문 6개를 생성합니다 :
     st.session_state.logger.info("prompt question start")
-    prompt_noResume_question_template = read_prompt_from_txt(os.path.join(DATA_DIR, "test/prompt_noResume_question_template.txt"))
+    prompt_noResume_question_template = read_prompt_from_txt(os.path.join(DATA_DIR, "test", "prompt_noResume_question_template.txt"))
 
     st.session_state.logger.info("create no resume prompt question template")
     st.session_state.prompt_question = create_prompt_with_no_resume(prompt_noResume_question_template)
diff --git a/pages/4_interview.py b/pages/4_interview.py
index 4bba826..27b5b49 100644
--- a/pages/4_interview.py
+++ b/pages/4_interview.py
@@ -83,7 +83,7 @@ def next_tail_question():
 
 # 대화내역 파일로 저장
 st.session_state.interview_script_download = "\n\n".join(st.session_state.interview_script)
-with open(st.session_state['save_dir'] + "/interview_history.txt", "w") as file:
+with open(os.path.join(st.session_state['save_dir'], "interview_history.txt"), "w") as file:
     file.write(st.session_state.interview_script_download)   
 
 ##################################### 여기서부터 모의 면접 시작 ############################################
diff --git a/pages/4_show_questions_hint.py b/pages/4_show_questions_hint.py
index 2c524a4..e644298 100644
--- a/pages/4_show_questions_hint.py
+++ b/pages/4_show_questions_hint.py
@@ -48,8 +48,8 @@
 
 st.title(f"{st.session_state.user_name}님의 기술면접 예상 질문입니다.🤗 ")
 
-st.session_state.prompt_template_fb = read_prompt_from_txt(os.path.join(DATA_DIR, "test/prompt_feedback.txt"))
-st.session_state.prompt_template_ht = read_prompt_from_txt(os.path.join(DATA_DIR, "test/prompt_hint.txt"))
+st.session_state.prompt_template_fb = read_prompt_from_txt(os.path.join(DATA_DIR, "test", "prompt_feedback.txt"))
+st.session_state.prompt_template_ht = read_prompt_from_txt(os.path.join(DATA_DIR, "test", "prompt_hint.txt"))
 
 
 # 각 질문에 대해 번호를 매기고 토글 위젯 생성
@@ -140,7 +140,7 @@
     switch_page("user")
 
 st.session_state.question_history = "\n\n".join(st.session_state.questions_showhint)
-with open(st.session_state['save_dir'] + "/question_history.txt", "w") as file:
+with open(os.path.join(st.session_state['save_dir'], "question_history.txt"), "w") as file:
     file.write(st.session_state.question_history)   # 생성된 질문을 파일로 저장
 
 # 다운로드 버튼 생성
diff --git a/src/util.py b/src/util.py
index deb3afb..38c8e88 100644
--- a/src/util.py
+++ b/src/util.py
@@ -12,7 +12,7 @@
 from langchain.memory.buffer_window import ConversationBufferWindowMemory
 from langchain.prompts.prompt import PromptTemplate
 from PIL import Image
-from dotenv import load_dotenv  
+from config import DATA_DIR
 
 sys.path.append("./")
 load_dotenv() # OPENAI_API_KEY 불러오기
@@ -214,9 +214,7 @@ def load_chain(question):
 
     # Load OpenAI chat model
     llm = ChatOpenAI(temperature=0)
-    template = read_prompt_from_txt(
-        os.path.join(os.path.dirname(os.path.dirname(__file__)), "data", "test", "tail_question_template.txt")
-    )
+    template = read_prompt_from_txt(os.path.join(DATA_DIR, "test", "tail_question_template.txt"))
 
     # Create memory 'chat_history'
     memory = ConversationBufferWindowMemory(human_prefix="면접자 답변", ai_prefix="answer")

From 56e118a30925bc9b86fcd164e35ed78dbb3cb833 Mon Sep 17 00:00:00 2001
From: kooqooo <koogmlcks@gmail.com>
Date: Thu, 8 Aug 2024 14:40:56 +0900
Subject: [PATCH 09/22] =?UTF-8?q?refactor:=20=EB=8D=B0=EC=9D=B4=ED=84=B0?=
 =?UTF-8?q?=20=EC=88=98=EC=A0=95=EC=97=90=20=EB=8C=80=EC=9D=91?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

#41
---
 pages/3_gene_question.py           | 6 +++---
 pages/3_gene_question_no_resume.py | 4 ++--
 pages/4_show_questions_hint.py     | 4 ++--
 src/gene_question_2chain_ver.py    | 2 +-
 src/util.py                        | 2 +-
 5 files changed, 9 insertions(+), 9 deletions(-)

diff --git a/pages/3_gene_question.py b/pages/3_gene_question.py
index 05fd6d6..d3c889a 100644
--- a/pages/3_gene_question.py
+++ b/pages/3_gene_question.py
@@ -137,7 +137,7 @@
 
     ### JD 사용하여 JD 추출용 프롬프트 만들기
     st.session_state.logger.info("prompt JD start")
-    prompt_template_jd = read_prompt_from_txt(os.path.join(DATA_DIR, "test", "prompt_JD_template.txt"))
+    prompt_template_jd = read_prompt_from_txt(os.path.join(DATA_DIR, "prompts", "prompt_JD_template.txt"))
     st.session_state.prompt_JD = create_prompt_with_jd(prompt_template_jd)
     
     # prompt_JD 생성완료
@@ -163,7 +163,7 @@
     # prompt_qa_template #######################################
 
     st.session_state.logger.info("prompt resume start")
-    prompt_template_resume = read_prompt_from_txt(os.path.join(DATA_DIR, "test", "prompt_resume_template.txt"))
+    prompt_template_resume = read_prompt_from_txt(os.path.join(DATA_DIR, "prompts", "prompt_resume_template.txt"))
 
     st.session_state.logger.info("create prompt resume template")
     st.session_state.prompt_resume = create_prompt_with_resume(prompt_template_resume)
@@ -192,7 +192,7 @@
 
     ## step3 :
     st.session_state.logger.info("prompt question start")
-    prompt_template_question = read_prompt_from_txt(os.path.join(DATA_DIR, "test", "prompt_question_template.txt"))
+    prompt_template_question = read_prompt_from_txt(os.path.join(DATA_DIR, "prompts", "prompt_question_template.txt"))
 
     st.session_state.logger.info("create prompt question template")
     st.session_state.prompt_question = create_prompt_with_question(prompt_template_question)
diff --git a/pages/3_gene_question_no_resume.py b/pages/3_gene_question_no_resume.py
index bfeb6dc..5026277 100644
--- a/pages/3_gene_question_no_resume.py
+++ b/pages/3_gene_question_no_resume.py
@@ -128,7 +128,7 @@
 
     ### JD 사용하여 JD 추출용 프롬프트 만들기
     st.session_state.logger.info("prompt JD start")
-    prompt_template_jd = read_prompt_from_txt(os.path.join(DATA_DIR, "test", "prompt_JD_template.txt"))
+    prompt_template_jd = read_prompt_from_txt(os.path.join(DATA_DIR, "prompts", "prompt_JD_template.txt"))
     st.session_state.prompt_JD = create_prompt_with_jd(prompt_template_jd)
     
     # prompt_JD 생성완료
@@ -148,7 +148,7 @@
     
     ## step2 JD 만을 이용해 질문 6개를 생성합니다 :
     st.session_state.logger.info("prompt question start")
-    prompt_noResume_question_template = read_prompt_from_txt(os.path.join(DATA_DIR, "test", "prompt_noResume_question_template.txt"))
+    prompt_noResume_question_template = read_prompt_from_txt(os.path.join(DATA_DIR, "prompts", "prompt_noResume_question_template.txt"))
 
     st.session_state.logger.info("create no resume prompt question template")
     st.session_state.prompt_question = create_prompt_with_no_resume(prompt_noResume_question_template)
diff --git a/pages/4_show_questions_hint.py b/pages/4_show_questions_hint.py
index e644298..49eb567 100644
--- a/pages/4_show_questions_hint.py
+++ b/pages/4_show_questions_hint.py
@@ -48,8 +48,8 @@
 
 st.title(f"{st.session_state.user_name}님의 기술면접 예상 질문입니다.🤗 ")
 
-st.session_state.prompt_template_fb = read_prompt_from_txt(os.path.join(DATA_DIR, "test", "prompt_feedback.txt"))
-st.session_state.prompt_template_ht = read_prompt_from_txt(os.path.join(DATA_DIR, "test", "prompt_hint.txt"))
+st.session_state.prompt_template_fb = read_prompt_from_txt(os.path.join(DATA_DIR, "prompts", "prompt_feedback.txt"))
+st.session_state.prompt_template_ht = read_prompt_from_txt(os.path.join(DATA_DIR, "prompts", "prompt_hint.txt"))
 
 
 # 각 질문에 대해 번호를 매기고 토글 위젯 생성
diff --git a/src/gene_question_2chain_ver.py b/src/gene_question_2chain_ver.py
index 1bc0b33..781f72b 100644
--- a/src/gene_question_2chain_ver.py
+++ b/src/gene_question_2chain_ver.py
@@ -179,7 +179,7 @@
             ### JD 사용하여 JD 추출용 프롬프트 만들기
             st.session_state.logger.info("prompt JD start")
 
-            prompt_template = read_prompt_from_txt(PATH + "data", "test", "prompt_JD_template.txt")
+            prompt_template = read_prompt_from_txt(DATA_DIR, "prompts", "prompt_JD_template.txt")
 
             prompt_JD = create_prompt_with_jd(prompt_template)
             # prompt_JD 생성완료
diff --git a/src/util.py b/src/util.py
index 38c8e88..e6c9788 100644
--- a/src/util.py
+++ b/src/util.py
@@ -214,7 +214,7 @@ def load_chain(question):
 
     # Load OpenAI chat model
     llm = ChatOpenAI(temperature=0)
-    template = read_prompt_from_txt(os.path.join(DATA_DIR, "test", "tail_question_template.txt"))
+    template = read_prompt_from_txt(os.path.join(DATA_DIR, "prompts", "tail_question_template.txt"))
 
     # Create memory 'chat_history'
     memory = ConversationBufferWindowMemory(human_prefix="면접자 답변", ai_prefix="answer")

From 45f2772a36d2845bc4a1bfdc9a93f0d479ce7ca8 Mon Sep 17 00:00:00 2001
From: kooqooo <koogmlcks@gmail.com>
Date: Thu, 8 Aug 2024 15:53:46 +0900
Subject: [PATCH 10/22] =?UTF-8?q?fix:=20=EC=9E=84=EB=B2=A0=EB=94=A9=20?=
 =?UTF-8?q?=EB=AA=A8=EB=8D=B8=20=ED=98=84=EC=9E=AC=20Faiss=20=EC=A0=80?=
 =?UTF-8?q?=EC=9E=A5=EC=86=8C=EC=99=80=20=EC=9D=BC=EC=B9=98=EC=8B=9C?=
 =?UTF-8?q?=ED=82=A4=EA=B8=B0?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 src/make_faiss_index.py | 2 +-
 src/semantic_search.py  | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/make_faiss_index.py b/src/make_faiss_index.py
index a5707ba..827d723 100644
--- a/src/make_faiss_index.py
+++ b/src/make_faiss_index.py
@@ -12,7 +12,7 @@
 data = pd.read_csv('hellojobits_tag.csv')
 data = data.iloc[:,0].tolist()
 
-model_name = "jhgan/ko-sroberta-multitask"
+model_name = "sentence-transformers/distiluse-base-multilingual-cased-v2"
 model_kwargs = {'device': 'cuda'}
 encode_kwargs = {'normalize_embeddings': True} # set True to compute cosine similarity
 model_norm = HuggingFaceEmbeddings(
diff --git a/src/semantic_search.py b/src/semantic_search.py
index 7185e71..3812a78 100644
--- a/src/semantic_search.py
+++ b/src/semantic_search.py
@@ -15,7 +15,7 @@ def faiss_inference(query):
     output으로는 (4 * 키워드 줄 개수 - 중복된 문장)개의 질문이 반환됩니다
     '''
     embeddings = HuggingFaceEmbeddings(
-            model_name = "jhgan/ko-sroberta-multitask",
+            model_name = "sentence-transformers/distiluse-base-multilingual-cased-v2",
             model_kwargs = {'device': 'cuda'}
         )
     store_name="./FAISS_INDEX_TAG"

From 1033e00d6cf6773202e4f54e3a689bc44184dc42 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=EA=B5=AC=ED=9D=AC=EC=B0=AC?= <koo9717@gmail.com>
Date: Thu, 8 Aug 2024 17:47:13 +0900
Subject: [PATCH 11/22] Update requirements.txt

---
 requirements.txt | 222 ++++++++++++++++-------------------------------
 1 file changed, 77 insertions(+), 145 deletions(-)

diff --git a/requirements.txt b/requirements.txt
index 6dcb980..6b35cb0 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,205 +1,137 @@
-aiohttp==3.9.5
+aiohappyeyeballs==2.3.5
+aiohttp==3.10.1
 aiosignal==1.3.1
 altair==5.3.0
-annotated-types==0.6.0
-anyio==4.3.0
-asgiref==3.8.1
+annotated-types==0.7.0
+anyio==4.4.0
 async-timeout==4.0.3
-attrs==23.2.0
-backoff==2.2.1
-bcrypt==4.1.2
+attrs==24.2.0
 beautifulsoup4==4.12.3
-blinker==1.7.0
-build==1.2.1
-cachetools==5.3.3
-certifi==2024.2.2
-cffi==1.16.0
+blinker==1.8.2
+boto3==1.34.156
+botocore==1.34.156
+cachetools==5.4.0
+certifi==2024.7.4
+cffi==1.17.0
 charset-normalizer==3.3.2
-chroma-hnswlib==0.7.3
-chromadb==0.4.24
 click==8.1.7
-cohere==5.3.0
-coloredlogs==15.0.1
+cohere==5.6.2
 contourpy==1.2.1
-cryptography==42.0.5
+cryptography==43.0.0
 cycler==0.12.1
-dataclasses-json==0.6.4
-Deprecated==1.2.14
+dataclasses-json==0.6.7
 distro==1.9.0
 dnspython==2.6.1
 entrypoints==0.4
-exceptiongroup==1.2.0
-faiss-gpu==1.7.2
-Faker==24.9.0
-fastapi==0.110.1
-fastavro==1.9.4
+exceptiongroup==1.2.2
+Faker==26.2.0
+fastapi==0.112.0
+fastavro==1.9.5
 favicon==0.7.0
-filelock==3.13.4
-flatbuffers==24.3.25
-fonttools==4.51.0
+filelock==3.15.4
+fonttools==4.53.1
 frozenlist==1.4.1
-fsspec==2024.3.1
+fsspec==2024.6.1
 gitdb==4.0.11
 GitPython==3.1.43
-google-auth==2.29.0
-googleapis-common-protos==1.63.0
 greenlet==3.0.3
-grpcio==1.62.1
 h11==0.14.0
 htbuilder==0.6.2
 httpcore==1.0.5
-httptools==0.6.1
 httpx==0.27.0
-huggingface-hub==0.22.2
-humanfriendly==10.0
+httpx-sse==0.4.0
+huggingface-hub==0.24.5
 idna==3.7
-importlib-metadata==7.0.0
-importlib_resources==6.4.0
-Jinja2==3.1.3
-joblib==1.4.0
+Jinja2==3.1.4
+jiter==0.5.0
+jmespath==1.0.1
 jsonpatch==1.33
-jsonpointer==2.4
-jsonschema==4.21.1
+jsonpointer==3.0.0
+jsonschema==4.23.0
 jsonschema-specifications==2023.12.1
+jwt==1.3.1
 kiwisolver==1.4.5
-kubernetes==29.0.0
-langchain==0.1.16
-langchain-chroma==0.1.0
-langchain-community==0.0.33
-langchain-core==0.1.43
-langchain-openai==0.1.3
-langchain-text-splitters==0.0.1
-langsmith==0.1.48
+langchain==0.2.12
+langchain-community==0.2.11
+langchain-core==0.2.29
+langchain-openai==0.1.20
+langchain-text-splitters==0.2.2
+langsmith==0.1.98
 loguru==0.7.2
-lxml==5.2.1
+lxml==5.2.2
 Markdown==3.6
 markdown-it-py==3.0.0
 markdownlit==0.0.7
 MarkupSafe==2.1.5
-marshmallow==3.21.1
-matplotlib==3.8.4
+marshmallow==3.21.3
+matplotlib==3.9.1.post1
 mdurl==0.1.2
-mmh3==4.1.0
-monotonic==1.6
-more-itertools==10.2.0
-motor==3.4.0
-mpmath==1.3.0
+more-itertools==10.4.0
+motor==3.5.1
 multidict==6.0.5
 mypy-extensions==1.0.0
-networkx==3.3
 numpy==1.26.4
-nvidia-cublas-cu12==12.1.3.1
-nvidia-cuda-cupti-cu12==12.1.105
-nvidia-cuda-nvrtc-cu12==12.1.105
-nvidia-cuda-runtime-cu12==12.1.105
-nvidia-cudnn-cu12==8.9.2.26
-nvidia-cufft-cu12==11.0.2.54
-nvidia-curand-cu12==10.3.2.106
-nvidia-cusolver-cu12==11.4.5.107
-nvidia-cusparse-cu12==12.1.0.106
-nvidia-nccl-cu12==2.19.3
-nvidia-nvjitlink-cu12==12.4.127
-nvidia-nvtx-cu12==12.1.105
-oauthlib==3.2.2
-onnxruntime==1.17.3
-openai==1.20.0
-opentelemetry-api==1.24.0
-opentelemetry-exporter-otlp-proto-common==1.24.0
-opentelemetry-exporter-otlp-proto-grpc==1.24.0
-opentelemetry-instrumentation==0.45b0
-opentelemetry-instrumentation-asgi==0.45b0
-opentelemetry-instrumentation-fastapi==0.45b0
-opentelemetry-proto==1.24.0
-opentelemetry-sdk==1.24.0
-opentelemetry-semantic-conventions==0.45b0
-opentelemetry-util-http==0.45b0
-orjson==3.10.1
-overrides==7.7.0
-packaging==23.2
+openai==1.40.1
+orjson==3.10.6
+packaging==24.1
 pandas==2.2.2
-passlib==1.7.4
-pillow==10.3.0
-plotly==5.20.0
-posthog==3.5.0
+parameterized==0.9.0
+pillow==10.4.0
+plotly==5.23.0
 prometheus_client==0.20.0
-protobuf==4.25.3
-pulsar-client==3.5.0
-pyarrow==15.0.2
+protobuf==5.27.3
+pyarrow==17.0.0
 pyasn1==0.6.0
-pyasn1_modules==0.4.0
 pycparser==2.22
-pydantic==2.7.0
-pydantic_core==2.18.1
-pydeck==0.8.1b0
-Pygments==2.17.2
-PyJWT==2.8.0
-pymdown-extensions==10.7.1
-pymongo==4.6.3
+pydantic==2.8.2
+pydantic_core==2.20.1
+pydeck==0.9.1
+Pygments==2.18.0
+pymdown-extensions==10.9
+pymongo==4.8.0
 pyparsing==3.1.2
-pypdf==4.2.0
-PyPika==0.48.9
-pyproject_hooks==1.0.0
 python-dateutil==2.9.0.post0
 python-dotenv==1.0.1
-python-multipart==0.0.9
 pytz==2024.1
-PyYAML==6.0.1
-referencing==0.34.0
-regex==2024.4.16
-requests==2.31.0
-requests-oauthlib==2.0.0
-requests-toolbelt==1.0.0
+PyYAML==6.0.2
+referencing==0.35.1
+regex==2024.7.24
+requests==2.32.3
 rich==13.7.1
-rpds-py==0.18.0
+rpds-py==0.20.0
 rsa==4.9
-safetensors==0.4.3
-scikit-learn==1.4.2
-scipy==1.13.0
-sentence-transformers==2.7.0
-shellingham==1.5.4
+s3transfer==0.10.2
 six==1.16.0
 smmap==5.0.1
 sniffio==1.3.1
 soupsieve==2.5
-SQLAlchemy==2.0.29
+SQLAlchemy==2.0.32
 st-annotated-text==4.0.1
+st-theme==1.2.3
 starlette==0.37.2
-streamlit==1.33.0
+streamlit==1.37.1
 streamlit-camera-input-live==0.2.0
-streamlit-card==1.0.0
+streamlit-card==1.0.2
 streamlit-embedcode==0.1.2
-streamlit-extras==0.4.2
+streamlit-extras==0.4.6
 streamlit-faker==0.0.3
-streamlit-image-coordinates==0.1.6
+streamlit-image-coordinates==0.1.9
 streamlit-keyup==0.2.4
 streamlit-toggle-switch==1.0.2
 streamlit-vertical-slider==2.5.5
-sympy==1.12
-tenacity==8.2.3
-threadpoolctl==3.4.0
-tiktoken==0.6.0
-tokenizers==0.15.2
+tenacity==8.5.0
+tiktoken==0.7.0
+tokenizers==0.19.1
 toml==0.10.2
-tomli==2.0.1
 toolz==0.12.1
-torch==2.2.2
-tornado==6.4
-tqdm==4.66.2
-transformers==4.39.3
-triton==2.2.0
-typer==0.12.3
-types-requests==2.31.0.20240406
+tornado==6.4.1
+tqdm==4.66.5
+types-requests==2.32.0.20240712
 typing-inspect==0.9.0
-typing_extensions==4.11.0
+typing_extensions==4.12.2
 tzdata==2024.1
-urllib3==2.2.1
-uvicorn==0.29.0
-uvloop==0.19.0
-validators==0.28.0
-watchdog==4.0.0
-watchfiles==0.21.0
-websocket-client==1.7.0
-websockets==12.0
-wrapt==1.16.0
+urllib3==2.2.2
+uvicorn==0.30.5
+validators==0.33.0
+watchdog==4.0.1
 yarl==1.9.4
-zipp==3.18.1

From 524edb53c94fe052cad2a611fe3887c887ce36d5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=EA=B5=AC=ED=9D=AC=EC=B0=AC?= <koo9717@gmail.com>
Date: Thu, 8 Aug 2024 17:50:22 +0900
Subject: [PATCH 12/22] Update requirements.txt

---
 requirements.txt | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/requirements.txt b/requirements.txt
index 6b35cb0..88c7703 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -14,6 +14,7 @@ cachetools==5.4.0
 certifi==2024.7.4
 cffi==1.17.0
 charset-normalizer==3.3.2
+Chroma==0.2.0
 click==8.1.7
 cohere==5.6.2
 contourpy==1.2.1
@@ -24,6 +25,7 @@ distro==1.9.0
 dnspython==2.6.1
 entrypoints==0.4
 exceptiongroup==1.2.2
+faiss-cpu==1.8.0.post1
 Faker==26.2.0
 fastapi==0.112.0
 fastavro==1.9.5

From 56bb7ac279b022c5b3d682a75cff0d57ce4a0328 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=EA=B5=AC=ED=9D=AC=EC=B0=AC?= <koo9717@gmail.com>
Date: Fri, 9 Aug 2024 02:08:27 +0900
Subject: [PATCH 13/22] Update requirements.txt

---
 requirements.txt | 52 +++++++++++++++++++++++++++++++++++++++++++++++-
 1 file changed, 51 insertions(+), 1 deletion(-)

diff --git a/requirements.txt b/requirements.txt
index 88c7703..f2c119a 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -4,23 +4,31 @@ aiosignal==1.3.1
 altair==5.3.0
 annotated-types==0.7.0
 anyio==4.4.0
+asgiref==3.8.1
 async-timeout==4.0.3
 attrs==24.2.0
+backoff==2.2.1
+bcrypt==4.2.0
 beautifulsoup4==4.12.3
 blinker==1.8.2
 boto3==1.34.156
 botocore==1.34.156
+build==1.2.1
 cachetools==5.4.0
 certifi==2024.7.4
 cffi==1.17.0
 charset-normalizer==3.3.2
 Chroma==0.2.0
+chroma-hnswlib==0.7.6
+chromadb==0.5.5
 click==8.1.7
 cohere==5.6.2
+coloredlogs==15.0.1
 contourpy==1.2.1
 cryptography==43.0.0
 cycler==0.12.1
 dataclasses-json==0.6.7
+Deprecated==1.2.14
 distro==1.9.0
 dnspython==2.6.1
 entrypoints==0.4
@@ -31,19 +39,27 @@ fastapi==0.112.0
 fastavro==1.9.5
 favicon==0.7.0
 filelock==3.15.4
+flatbuffers==24.3.25
 fonttools==4.53.1
 frozenlist==1.4.1
 fsspec==2024.6.1
 gitdb==4.0.11
 GitPython==3.1.43
+google-auth==2.33.0
+googleapis-common-protos==1.63.2
 greenlet==3.0.3
+grpcio==1.65.4
 h11==0.14.0
 htbuilder==0.6.2
 httpcore==1.0.5
+httptools==0.6.1
 httpx==0.27.0
 httpx-sse==0.4.0
 huggingface-hub==0.24.5
+humanfriendly==10.0
 idna==3.7
+importlib_metadata==8.0.0
+importlib_resources==6.4.0
 Jinja2==3.1.4
 jiter==0.5.0
 jmespath==1.0.1
@@ -53,7 +69,9 @@ jsonschema==4.23.0
 jsonschema-specifications==2023.12.1
 jwt==1.3.1
 kiwisolver==1.4.5
+kubernetes==30.1.0
 langchain==0.2.12
+langchain-chroma==0.1.2
 langchain-community==0.2.11
 langchain-core==0.2.29
 langchain-openai==0.1.20
@@ -68,22 +86,40 @@ MarkupSafe==2.1.5
 marshmallow==3.21.3
 matplotlib==3.9.1.post1
 mdurl==0.1.2
+mmh3==4.1.0
+monotonic==1.6
 more-itertools==10.4.0
 motor==3.5.1
+mpmath==1.3.0
 multidict==6.0.5
 mypy-extensions==1.0.0
 numpy==1.26.4
+oauthlib==3.2.2
+onnxruntime==1.18.1
 openai==1.40.1
+opentelemetry-api==1.26.0
+opentelemetry-exporter-otlp-proto-common==1.26.0
+opentelemetry-exporter-otlp-proto-grpc==1.26.0
+opentelemetry-instrumentation==0.47b0
+opentelemetry-instrumentation-asgi==0.47b0
+opentelemetry-instrumentation-fastapi==0.47b0
+opentelemetry-proto==1.26.0
+opentelemetry-sdk==1.26.0
+opentelemetry-semantic-conventions==0.47b0
+opentelemetry-util-http==0.47b0
 orjson==3.10.6
+overrides==7.7.0
 packaging==24.1
 pandas==2.2.2
 parameterized==0.9.0
 pillow==10.4.0
 plotly==5.23.0
+posthog==3.5.0
 prometheus_client==0.20.0
-protobuf==5.27.3
+protobuf==4.25.4
 pyarrow==17.0.0
 pyasn1==0.6.0
+pyasn1_modules==0.4.0
 pycparser==2.22
 pydantic==2.8.2
 pydantic_core==2.20.1
@@ -92,17 +128,22 @@ Pygments==2.18.0
 pymdown-extensions==10.9
 pymongo==4.8.0
 pyparsing==3.1.2
+PyPika==0.48.9
+pyproject_hooks==1.1.0
 python-dateutil==2.9.0.post0
 python-dotenv==1.0.1
+python-multipart==0.0.9
 pytz==2024.1
 PyYAML==6.0.2
 referencing==0.35.1
 regex==2024.7.24
 requests==2.32.3
+requests-oauthlib==2.0.0
 rich==13.7.1
 rpds-py==0.20.0
 rsa==4.9
 s3transfer==0.10.2
+shellingham==1.5.4
 six==1.16.0
 smmap==5.0.1
 sniffio==1.3.1
@@ -121,19 +162,28 @@ streamlit-image-coordinates==0.1.9
 streamlit-keyup==0.2.4
 streamlit-toggle-switch==1.0.2
 streamlit-vertical-slider==2.5.5
+sympy==1.13.1
 tenacity==8.5.0
 tiktoken==0.7.0
 tokenizers==0.19.1
 toml==0.10.2
+tomli==2.0.1
 toolz==0.12.1
 tornado==6.4.1
 tqdm==4.66.5
+typer==0.12.3
 types-requests==2.32.0.20240712
 typing-inspect==0.9.0
 typing_extensions==4.12.2
 tzdata==2024.1
 urllib3==2.2.2
 uvicorn==0.30.5
+uvloop==0.19.0
 validators==0.33.0
 watchdog==4.0.1
+watchfiles==0.23.0
+websocket-client==1.8.0
+websockets==12.0
+wrapt==1.16.0
 yarl==1.9.4
+zipp==3.19.2

From 48a70a49ab776142ccdcea22dfea94d6ef5cc6e8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=EA=B5=AC=ED=9D=AC=EC=B0=AC?= <koo9717@gmail.com>
Date: Fri, 9 Aug 2024 02:23:44 +0900
Subject: [PATCH 14/22] =?UTF-8?q?fix:=20=EB=B9=A0=EC=A7=84=20import=20?=
 =?UTF-8?q?=EC=B6=94=EA=B0=80?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 src/util.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/util.py b/src/util.py
index e6c9788..7667b0b 100644
--- a/src/util.py
+++ b/src/util.py
@@ -13,6 +13,7 @@
 from langchain.prompts.prompt import PromptTemplate
 from PIL import Image
 from config import DATA_DIR
+from dotenv import load_env()
 
 sys.path.append("./")
 load_dotenv() # OPENAI_API_KEY 불러오기

From a9d75a4f44f674de4aba7efe788347ea6626ec0d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=EA=B5=AC=ED=9D=AC=EC=B0=AC?= <koo9717@gmail.com>
Date: Fri, 9 Aug 2024 02:36:49 +0900
Subject: [PATCH 15/22] Update mongo_config.py

---
 back/managers/mongo_config.py | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/back/managers/mongo_config.py b/back/managers/mongo_config.py
index c30cd0d..c40dc1e 100644
--- a/back/managers/mongo_config.py
+++ b/back/managers/mongo_config.py
@@ -1,6 +1,9 @@
 import os
 from pymongo import MongoClient
 from gridfs import GridFSBucket
+from dotenv import load_env
+
+load_env(overide=True)
 
 # 환경 변수로부터 MongoDB 설정 읽기
 username = os.getenv("MONGO_USERNAME", "admin")
@@ -11,4 +14,4 @@
 client = MongoClient(MONGO_URL)
 database = client["database"]
 collection = database["users"]
-fs_bucket = GridFSBucket(database)
\ No newline at end of file
+fs_bucket = GridFSBucket(database)

From 1bf3aa5b36364bbc77968eb0cf4df95257022c70 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=EA=B5=AC=ED=9D=AC=EC=B0=AC?= <koo9717@gmail.com>
Date: Sat, 10 Aug 2024 16:44:41 +0900
Subject: [PATCH 16/22] Create .dockerignore

---
 .dockerignore | 97 +++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 97 insertions(+)
 create mode 100644 .dockerignore

diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 0000000..435b1fd
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,97 @@
+# 가상환경
+poetry.lock
+pyproject.toml
+
+# Data
+data/
+
+# Git
+.git
+.github
+.gitignore
+.gitattributes
+*,md
+
+# CI
+.codeclimate.yml
+.travis.yml
+.taskcluster.yml
+
+# Docker
+docker-compose.yml
+Dockerfile
+.docker
+.dockerignore
+
+# Byte-compiled / optimized / DLL files
+**/__pycache__/
+**/*.py[cod]
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+env/
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+*.egg-info/
+.installed.cfg
+*.egg
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.coverage
+.cache
+nosetests.xml
+coverage.xml
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Virtual environment
+.env
+.venv/
+venv/
+
+# PyCharm
+.idea
+
+# Python mode for VIM
+.ropeproject
+**/.ropeproject
+
+# Vim swap files
+**/*.swp
+
+# VS Code
+.vscode/

From 69c3505c116183bb31464ef26cd587051cd5b5fc Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=EA=B5=AC=ED=9D=AC=EC=B0=AC?= <koo9717@gmail.com>
Date: Sat, 10 Aug 2024 16:46:43 +0900
Subject: [PATCH 17/22] =?UTF-8?q?fix:=20=EC=98=A4=ED=83=80=20=EC=88=98?=
 =?UTF-8?q?=EC=A0=95?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 back/managers/mongo_config.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/back/managers/mongo_config.py b/back/managers/mongo_config.py
index c40dc1e..18997f3 100644
--- a/back/managers/mongo_config.py
+++ b/back/managers/mongo_config.py
@@ -3,7 +3,7 @@
 from gridfs import GridFSBucket
 from dotenv import load_env
 
-load_env(overide=True)
+load_env(override=True)
 
 # 환경 변수로부터 MongoDB 설정 읽기
 username = os.getenv("MONGO_USERNAME", "admin")

From 71c0718ba74e6e23308b612bf9a5aa5e1e1d1410 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=EA=B5=AC=ED=9D=AC=EC=B0=AC?= <koo9717@gmail.com>
Date: Sat, 10 Aug 2024 20:18:35 +0900
Subject: [PATCH 18/22] Update util.py

---
 src/util.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/util.py b/src/util.py
index 7667b0b..891da70 100644
--- a/src/util.py
+++ b/src/util.py
@@ -13,7 +13,7 @@
 from langchain.prompts.prompt import PromptTemplate
 from PIL import Image
 from config import DATA_DIR
-from dotenv import load_env()
+from dotenv import load_env
 
 sys.path.append("./")
 load_dotenv() # OPENAI_API_KEY 불러오기

From 905c54618100da785f79b629c79d61e5882c16d4 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=EA=B5=AC=ED=9D=AC=EC=B0=AC?= <koo9717@gmail.com>
Date: Sat, 10 Aug 2024 20:27:01 +0900
Subject: [PATCH 19/22] Create Dockerfile

---
 Dockerfile | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)
 create mode 100644 Dockerfile

diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..c17c09d
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,17 @@
+FROM python:3.10-slim
+
+WORKDIR /app
+
+COPY requirements.txt .
+RUN pip install --no-cache-dir -r requirements.txt
+
+COPY . .
+
+# Create a startup script
+RUN echo '#!/bin/bash\n\
+python main.py &\n\
+streamlit run app.py' > start.sh
+
+RUN chmod +x start.sh
+
+CMD ["/bin/bash", "start.sh"]

From 505e809cf76354e385f4c4e536297bbeaf588dd4 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=EA=B5=AC=ED=9D=AC=EC=B0=AC?= <koo9717@gmail.com>
Date: Sat, 10 Aug 2024 20:28:26 +0900
Subject: [PATCH 20/22] Create docker-compose.yml

---
 docker-compose.yml | 56 ++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 56 insertions(+)
 create mode 100644 docker-compose.yml

diff --git a/docker-compose.yml b/docker-compose.yml
new file mode 100644
index 0000000..cd6ac5d
--- /dev/null
+++ b/docker-compose.yml
@@ -0,0 +1,56 @@
+version: '3.10'
+
+services:
+  # nginx:
+  #   image: nginx:alpine
+  #   ports:
+  #     - "8080:80"
+  #     - "443:443"
+  #   volumes:
+  #     - /etc/nginx/nginx.conf:/etc/nginx/nginx.conf:ro
+  #     - /etc/ssl/merged_certificate.crt:/etc/ssl/merged_certificate.crt:ro
+  #     - /etc/ssl/private/private.key:/etc/ssl/private/private.key:ro
+  #   depends_on:
+  #     - app
+  #   networks:
+  #     - app-network
+
+  app:
+    image: kooqooo/hello-jobits:latest
+    ports:
+      - "8501:8501"
+      - "8001:8001"
+    volumes:
+      - ~/data:/app/data
+    environment:
+      - CLIENT_ID=${CLIENT_ID}
+      - CLIENT_SECRET=${CLIENT_SECRET}
+      - OPENAI_API_KEY=${OPENAI_API_KEY}
+      - COHERE_API_KEY=${COHERE_API_KEY}
+      - MODEL_NAME=${MODEL_NAME}
+      - MONGO_USERNAME=${MONGO_USERNAME}
+      - MONGO_PASSWORD=${MONGO_PASSWORD}
+    depends_on:
+      - mongo
+    networks:
+      - app-network
+
+  mongo:
+    image: mongo:latest
+    ports:
+      - "27017:27017"
+    volumes:
+      - mongo-data:/data/db
+    environment:
+      - MONGO_INITDB_ROOT_USERNAME=${MONGO_USERNAME}
+      - MONGO_INITDB_ROOT_PASSWORD=${MONGO_PASSWORD}
+    networks:
+      - app-network
+
+networks:
+  app-network:
+    driver: bridge
+
+volumes:
+  mongo-data:
+    driver: local

From e3bc293af6fad5164ce634ce1b55c779286e51fb Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=EA=B5=AC=ED=9D=AC=EC=B0=AC?= <koo9717@gmail.com>
Date: Sat, 10 Aug 2024 20:43:24 +0900
Subject: [PATCH 21/22] Update util.py

---
 src/util.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/util.py b/src/util.py
index 891da70..f6b1d0d 100644
--- a/src/util.py
+++ b/src/util.py
@@ -13,7 +13,7 @@
 from langchain.prompts.prompt import PromptTemplate
 from PIL import Image
 from config import DATA_DIR
-from dotenv import load_env
+from dotenv import load_dotenv
 
 sys.path.append("./")
 load_dotenv() # OPENAI_API_KEY 불러오기

From 72112bc24da5a76f79de84aee321374043e5171c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=EA=B5=AC=ED=9D=AC=EC=B0=AC?= <koo9717@gmail.com>
Date: Sat, 10 Aug 2024 22:45:03 +0900
Subject: [PATCH 22/22] Update mongo_config.py

---
 back/managers/mongo_config.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/back/managers/mongo_config.py b/back/managers/mongo_config.py
index 18997f3..c8a55e9 100644
--- a/back/managers/mongo_config.py
+++ b/back/managers/mongo_config.py
@@ -1,9 +1,9 @@
 import os
 from pymongo import MongoClient
 from gridfs import GridFSBucket
-from dotenv import load_env
+from dotenv import load_dotenv
 
-load_env(override=True)
+load_dotenv(override=True)
 
 # 환경 변수로부터 MongoDB 설정 읽기
 username = os.getenv("MONGO_USERNAME", "admin")