diff --git a/.gitignore b/.gitignore
index 563cf1be..2dc7b5de 100644
--- a/.gitignore
+++ b/.gitignore
@@ -9,6 +9,8 @@ frontend/yarn-error.log
 __pycache__/
 *.pyc
 
+.env
+
 # Distribution
 build/
 dist/
diff --git a/backend/Pipfile b/backend/Pipfile
index c35caae3..625292f9 100644
--- a/backend/Pipfile
+++ b/backend/Pipfile
@@ -20,7 +20,7 @@ dj-database-url = "*"
 djangorestframework = "*"
 psycopg2 = "*"
 sentry-sdk = "*"
-django = "==3.1.7"
+django = "==3.2.4"
 django-cors-headers = "*"
 pyyaml = "*"
 uritemplate = "*"
@@ -43,6 +43,7 @@ gunicorn = "*"
 django-scheduler = "*"
 typing-extensions = "*"
 drf-excel = "*"
+langchain = "*"
 
 [requires]
 python_version = "3"
diff --git a/backend/Pipfile.lock b/backend/Pipfile.lock
index 0e042284..5a2d6b44 100644
--- a/backend/Pipfile.lock
+++ b/backend/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "0121bd58a051c0e496c9742fa8d4eb5a80dadd42547eb69ac64907cc80c33d94"
+            "sha256": "c886d2be7bf129efb99f17213a2183df7b3d062af5b5ea1582be156937ea0033"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -18,96 +18,96 @@
     "default": {
         "aiohttp": {
             "hashes": [
-                "sha256:03543dcf98a6619254b409be2d22b51f21ec66272be4ebda7b04e6412e4b2e14",
-                "sha256:03baa76b730e4e15a45f81dfe29a8d910314143414e528737f8589ec60cf7391",
-                "sha256:0a63f03189a6fa7c900226e3ef5ba4d3bd047e18f445e69adbd65af433add5a2",
-                "sha256:10c8cefcff98fd9168cdd86c4da8b84baaa90bf2da2269c6161984e6737bf23e",
-                "sha256:147ae376f14b55f4f3c2b118b95be50a369b89b38a971e80a17c3fd623f280c9",
-                "sha256:176a64b24c0935869d5bbc4c96e82f89f643bcdf08ec947701b9dbb3c956b7dd",
-                "sha256:17b79c2963db82086229012cff93ea55196ed31f6493bb1ccd2c62f1724324e4",
-                "sha256:1a45865451439eb320784918617ba54b7a377e3501fb70402ab84d38c2cd891b",
-                "sha256:1b3ea7edd2d24538959c1c1abf97c744d879d4e541d38305f9bd7d9b10c9ec41",
-                "sha256:22f6eab15b6db242499a16de87939a342f5a950ad0abaf1532038e2ce7d31567",
-                "sha256:3032dcb1c35bc330134a5b8a5d4f68c1a87252dfc6e1262c65a7e30e62298275",
-                "sha256:33587f26dcee66efb2fff3c177547bd0449ab7edf1b73a7f5dea1e38609a0c54",
-                "sha256:34ce9f93a4a68d1272d26030655dd1b58ff727b3ed2a33d80ec433561b03d67a",
-                "sha256:3a80464982d41b1fbfe3154e440ba4904b71c1a53e9cd584098cd41efdb188ef",
-                "sha256:3b90467ebc3d9fa5b0f9b6489dfb2c304a1db7b9946fa92aa76a831b9d587e99",
-                "sha256:3d89efa095ca7d442a6d0cbc755f9e08190ba40069b235c9886a8763b03785da",
-                "sha256:3d8ef1a630519a26d6760bc695842579cb09e373c5f227a21b67dc3eb16cfea4",
-                "sha256:3f43255086fe25e36fd5ed8f2ee47477408a73ef00e804cb2b5cba4bf2ac7f5e",
-                "sha256:40653609b3bf50611356e6b6554e3a331f6879fa7116f3959b20e3528783e699",
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-                "sha256:493f5bc2f8307286b7799c6d899d388bbaa7dfa6c4caf4f97ef7521b9cb13719",
-                "sha256:4a6cadebe132e90cefa77e45f2d2f1a4b2ce5c6b1bfc1656c1ddafcfe4ba8131",
-                "sha256:4c745b109057e7e5f1848c689ee4fb3a016c8d4d92da52b312f8a509f83aa05e",
-                "sha256:4d347a172f866cd1d93126d9b239fcbe682acb39b48ee0873c73c933dd23bd0f",
-                "sha256:4dac314662f4e2aa5009977b652d9b8db7121b46c38f2073bfeed9f4049732cd",
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             "markers": "python_version >= '3.6'",
-            "version": "==3.8.4"
+            "version": "==3.8.6"
         },
         "aiohttp-retry": {
             "hashes": [
@@ -133,29 +133,37 @@
             "markers": "python_version >= '3.6'",
             "version": "==5.1.1"
         },
+        "annotated-types": {
+            "hashes": [
+                "sha256:0641064de18ba7a25dee8f96403ebc39113d0cb953a01429249d5c7564666a43",
+                "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==0.6.0"
+        },
         "anyio": {
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-            "markers": "python_full_version >= '3.6.2'",
-            "version": "==3.6.2"
+            "markers": "python_version >= '3.7'",
+            "version": "==3.7.1"
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         "asgiref": {
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             "markers": "python_version >= '3.7'",
-            "version": "==3.6.0"
+            "version": "==3.7.2"
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-                "sha256:8ca1e4fcf50d07413d66d1a5e416e42cfdf5851c981d679a09851a6853383b3c"
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-            "markers": "python_version <= '3.11.2'",
-            "version": "==4.0.2"
+            "markers": "python_version >= '3.7'",
+            "version": "==4.0.3"
         },
         "attrs": {
             "hashes": [
@@ -167,10 +175,10 @@
         },
         "autobahn": {
             "hashes": [
-                "sha256:c5ef8ca7422015a1af774a883b8aef73d4954c9fcd182c9b5244e08e973f7c3a"
+                "sha256:ec9421c52a2103364d1ef0468036e6019ee84f71721e86b36fe19ad6966c1181"
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-            "markers": "python_version >= '3.7'",
-            "version": "==23.1.2"
+            "markers": "python_version >= '3.9'",
+            "version": "==23.6.2"
         },
         "automat": {
             "hashes": [
@@ -179,127 +187,96 @@
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@@ -307,6 +284,7 @@
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+            "markers": "python_full_version >= '3.7.0'",
+            "version": "==3.3.0"
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         "click": {
             "hashes": [
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-            "version": "==8.1.3"
+            "version": "==8.1.7"
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         "click-didyoumean": {
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@@ -423,10 +417,11 @@
         },
         "click-repl": {
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-            "version": "==0.2.0"
+            "markers": "python_version >= '3.6'",
+            "version": "==0.3.0"
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         "constantly": {
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@@ -437,28 +432,32 @@
         },
         "cryptography": {
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-            "markers": "python_version >= '3.6'",
-            "version": "==40.0.2"
+            "markers": "python_version >= '3.7'",
+            "version": "==41.0.4"
         },
         "daphne": {
             "hashes": [
@@ -467,21 +466,30 @@
             ],
             "version": "==2.5.0"
         },
+        "dataclasses-json": {
+            "hashes": [
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+            "version": "==0.6.1"
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         "dj-database-url": {
             "hashes": [
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-                "sha256:851785365761ebe4994a921b433062309eb882fedd318e1b0fcecc607ed02da9"
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             "index": "pypi",
-            "version": "==0.5.0"
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         "django": {
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-                "sha256:baf099db36ad31f970775d0be5587cc58a6256a6771a44eb795b554d45f211b8"
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-            "version": "==3.1.7"
+            "markers": "python_version >= '3.6'",
+            "version": "==3.2.4"
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@@ -489,15 +497,17 @@
                 "sha256:b095748adcf2f5c2358301044959e5cffd38dce28943b86f5a95778fd62de52c"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.6'",
             "version": "==0.2.12"
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         "django-cors-headers": {
             "hashes": [
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-                "sha256:eb98389bf7a2afc5d374806af4a9149697e3a6955b5a2dc2bf049f7d33647456"
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             "index": "pypi",
-            "version": "==3.11.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==4.3.0"
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         "django-email-tools": {
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@@ -505,15 +515,17 @@
                 "sha256:2d14ab510dcb3f9b46865f6f55dcc171ff49b2e0406b5cf7a66efd58ee670aac"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.6'",
             "version": "==0.1.1"
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         "django-filter": {
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-                "sha256:f4a6737a30104c98d2e2a5fb93043f36dd7978e0c7ddc92f5998e85433ea5063"
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             "index": "pypi",
-            "version": "==21.1"
+            "markers": "python_version >= '3.7'",
+            "version": "==23.3"
         },
         "django-labs-accounts": {
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@@ -521,6 +533,7 @@
                 "sha256:4b0ab092773b00f4e8335f8310381c9d66aafb1d37d7b4aaa22b76339a6f0af0"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.6'",
             "version": "==0.7.1"
         },
         "django-phonenumber-field": {
@@ -528,11 +541,11 @@
                 "phonenumbers"
             ],
             "hashes": [
-                "sha256:188ca55b27ef1ac4d9b279d90ee3f1377ece6cd9ed8c63f0a66efd565bf9ad6f",
-                "sha256:668db2e61559908ce8dcd660ac716262c7922cc29ec76ede3f9b88772992dc28"
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-            "index": "pypi",
-            "version": "==6.3.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==7.2.0"
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         "django-rest-live": {
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@@ -540,14 +553,17 @@
                 "sha256:b3cc867a469700437e48960f6c20305e56a6d16afadc6425f74083e18a992d67"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.7'",
             "version": "==0.7.0"
         },
         "django-scheduler": {
             "hashes": [
-                "sha256:a4cdaaa30972ee04ae68ae201e215d98bc317ee18e58f254031186a586273858"
+                "sha256:b3eb31217cc2f29c582389ad3f69436176fee75088f477f81c68603fec063f95",
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             "index": "pypi",
-            "version": "==0.9.6"
+            "markers": "python_version >= '3.7'",
+            "version": "==0.10.1"
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         "djangorestframework": {
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@@ -555,6 +571,7 @@
                 "sha256:eb63f58c9f218e1a7d064d17a70751f528ed4e1d35547fdade9aaf4cd103fd08"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.6'",
             "version": "==3.14.0"
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         "djangorestframework-camel-case": {
@@ -562,15 +579,16 @@
                 "sha256:cdae75846648abb6585c7470639a1d2fb064dc45f8e8b62aaa50be7f1a7a61f4"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.5'",
             "version": "==1.4.2"
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         "drf-excel": {
             "hashes": [
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-                "sha256:3ef1ce054c52f9850c46f4d4d3344e7fc8e6a95d9d0e0fb666d0bb6c37c38666"
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-            "version": "==2.3.0"
+            "version": "==2.4.0"
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@@ -578,6 +596,7 @@
                 "sha256:996b77f3f4dfaf64569e7b8f04e3919945f90f95366838ca5b8bed9dd709d6c5"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.5'",
             "version": "==0.93.4"
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         "et-xmlfile": {
@@ -590,91 +609,79 @@
         },
         "frozenlist": {
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@@ -686,49 +693,44 @@
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@@ -760,81 +762,116 @@
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@@ -916,6 +953,52 @@
             "markers": "python_version >= '3.7'",
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@@ -932,39 +1015,46 @@
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@@ -989,27 +1079,147 @@
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@@ -1098,33 +1320,33 @@
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@@ -1137,11 +1359,66 @@
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@@ -1151,24 +1428,33 @@
             "markers": "python_version >= '3.5'",
             "version": "==0.4.4"
         },
+        "tenacity": {
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-            "version": "==8.1.0"
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+            "version": "==8.10.0"
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             "extras": [
                 "tls"
             ],
             "hashes": [
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-            "version": "==22.10.0"
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         "txaio": {
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@@ -1180,11 +1466,27 @@
         },
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-            "version": "==4.5.0"
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+            "version": "==4.8.0"
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@@ -1192,68 +1494,75 @@
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@@ -1265,112 +1574,165 @@
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@@ -1547,62 +1893,69 @@
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+                "sha256:578695735c5a3f51569810dfebd05dd6f888147a34f0f98d4bb27e92b76e05c2",
+                "sha256:57aba1bbdf450b726d58b2aea5fe47c7875f5afb2c4a23784ed78f19a0462574",
+                "sha256:57d6ba0ca2b0c462f339640d22882acc711de224d769edf29962b09f77129cbf",
+                "sha256:5c245b783db29c4e4fbbbfc9c5a78be496c9fea25517f90606aa1f6b2b3d5f7b",
+                "sha256:5c31c7462abdf8f2ac0577d9f05279727e698f97ecbb02f17939ea99ae8daa98",
+                "sha256:64f479d719dc9f4c813ad9bb6b28f8390360660b73b2e4beb4cb0ae7104f1c12",
+                "sha256:65299ea57d82fb91c7f019300d24050c4ddeb7c5a190e076b5f48a2b43d19c42",
+                "sha256:6689a3d7fd13dc687e9102a27e98ef33730ac4fe37795d5036d18b4d527abd35",
+                "sha256:690dafd0b187ed38583a648076865d8c229661ed20e48f2335d68e2cf7dc829d",
+                "sha256:6fc3c450eaa0b56f815c7b62f2b7fba7266c4779adcf1cece9e6deb1de7305ce",
+                "sha256:704f61ba8c1283c71b16135caf697557f5ecf3e74d9e453233e4771d68a1f42d",
+                "sha256:71c52db65e4b56b8ddc5bb89fb2e66c558ed9d1a74a45ceb7dcb20c191c3df2f",
+                "sha256:71d66ee82e7417828af6ecd7db817913cb0cf9d4e61aa0ac1fde0583d84358db",
+                "sha256:7d298a1bd60c067ea75d9f684f5f3992c9d6766fadbc0bcedd39750bf344c2f4",
+                "sha256:8b77946fd508cbf0fccd8e400a7f71d4ac0e1595812e66025bac475a8e811694",
+                "sha256:8d7e43bd40f65f7d97ad8ef5c9b1778943d02f04febef12def25f7583d19baac",
+                "sha256:8df133a2ea5e74eef5e8fc6f19b9e085f758768a16e9877a60aec455ed2609b2",
+                "sha256:8ed74706b26ad100433da4b9d807eae371efaa266ffc3e9191ea436087a9d6a7",
+                "sha256:92af161ecbdb2883c4593d5ed4815ea71b31fafd7fd05789b23100d081ecac96",
+                "sha256:97047f0d25cd4bcae81f9ec9dc290ca3e15927c192df17331b53bebe0e3ff96d",
+                "sha256:9719fe17307a9e814580af1f5c6e05ca593b12fb7e44fe62450a5384dbf61b4b",
+                "sha256:9767e79108424fb6c3edf8f81e6730666a50feb01a328f4a016464a5893f835a",
+                "sha256:9a92d3faef50658dd2c5470af249985782bf754c4e18e15afb67d3ab06233f13",
+                "sha256:9bb6ad405121241e99a86efff22d3ef469024ce22875a7ae045896ad23ba2340",
+                "sha256:9e28c51fa0ce5674be9f560c6761c1b441631901993f76700b1b30ca6c8378d6",
+                "sha256:aca086dc5f9ef98c512bac8efea4483eb84abbf926eaeedf7b91479feb092458",
+                "sha256:ae8b9c6deb1e634ba4f1930eb67ef6e6bf6a44b6eb5ad605642b2d6d5ed9ce3c",
+                "sha256:b0a545b46b526d418eb91754565ba5b63b1c0b12f9bd2f808c852d9b4b2f9b5c",
+                "sha256:b4e4bc18382088514ebde9328da057775055940a1f2e18f6ad2d78aa0f3ec5b9",
+                "sha256:b6420a005548ad52154c8ceab4a1290ff78d757f9e5cbc68f8c77089acd3c432",
+                "sha256:b86164d2cff4d3aaa1f04a14685cbc072efd0b4f99ca5708b2ad1b9b5988a991",
+                "sha256:bb3bb49c7a6ad9d981d734ef7c7193bc349ac338776a0360cc671eaee89bcf69",
+                "sha256:bef4e656f7d98aaa3486d2627e7d2df1157d7e88e7efd43a65aa5dd4714916cf",
+                "sha256:c0781a98ff5e6586926293e59480b64ddd46282953203c76ae15dbbbf302e8bb",
+                "sha256:c2006f5c8d28dee289f7020f721354362fa304acbaaf9745751ac4006650254b",
+                "sha256:c41bfca0bd3532d53d16fd34d20806d5c2b1ace22a2f2e4c0008570bf2c58833",
+                "sha256:cd47b4a0d41d2afa3e58e5bf1f62069255aa2fd6ff5ee41604418ca925911d76",
+                "sha256:cdb650fc86227eba20de1a29d4b2c1bfe139dc75a0669270033cb2ea3d391b85",
+                "sha256:cef2502e7e8a96fe5ad686d60b49e1ab03e438bd9123987994528febd569868e",
+                "sha256:d27be7405547d1f958b60837dc4c1007da90b8b23f54ba1f8b728c78fdb19d50",
+                "sha256:d37017287a7adb6ab77e1c5bee9bcf9660f90ff445042b790402a654d2ad81d8",
+                "sha256:d3ff32724f98fbbbfa9f49d82852b159e9784d6094983d9a8b7f2ddaebb063d4",
+                "sha256:d73d8ecf8ecf10a3bd007f2192725a34bd62898e8da27eb9d32a58084f93962b",
+                "sha256:dd708cf4ee4408cf46a48b108fb9427bfa00b9b85812a9262b5c668af2533ea5",
+                "sha256:e3cd95e10c2610c360154afdc2f1480aea394f4a4f1ea0a5eacce49640c9b190",
+                "sha256:e4da8ca0c0c0aea88fd46be8e44bd49716772358d648cce45fe387f7b92374a7",
+                "sha256:eadfbbbfb41b44034a4c757fd5d70baccd43296fb894dba0295606a7cf3124aa",
+                "sha256:ed667f49b11360951e201453fc3967344d0d0263aa415e1619e85ae7fd17b4e0",
+                "sha256:f3df3db1d336b9356dd3112eae5f5c2b8b377f3bc826848567f10bfddfee77e9",
+                "sha256:f6bdac493b949141b733c5345b6ba8f87a226029cbabc7e9e121a413e49441e0",
+                "sha256:fbf521479bcac1e25a663df882c46a641a9bff6b56dc8b0fafaebd2f66fb231b",
+                "sha256:fc9b106a1bf918db68619fdcd6d5ad4f972fdd19c01d19bdb6bf63f3589a9ec5",
+                "sha256:fcdd00edfd0a3001e0181eab3e63bd5c74ad3e67152c84f93f13769a40e073a7",
+                "sha256:fe4bda6bd4340caa6e5cf95e73f8fea5c4bfc55763dd42f1b50a94c1b4a2fbd4"
             ],
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==4.9.2"
+            "version": "==4.9.3"
         },
         "mccabe": {
             "hashes": [
@@ -1724,39 +2092,47 @@
                 "sha256:7fc905272cefa4f364c1a3429cbbe9c0f98b793988efb5bf90aac80f08db09b1"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.7'",
             "version": "==0.9.0"
         },
         "pathspec": {
             "hashes": [
-                "sha256:2798de800fa92780e33acca925945e9a19a133b715067cf165b8866c15a31687",
-                "sha256:d8af70af76652554bd134c22b3e8a1cc46ed7d91edcdd721ef1a0c51a84a5293"
+                "sha256:1d6ed233af05e679efb96b1851550ea95bbb64b7c490b0f5aa52996c11e92a20",
+                "sha256:e0d8d0ac2f12da61956eb2306b69f9469b42f4deb0f3cb6ed47b9cce9996ced3"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==0.11.1"
+            "version": "==0.11.2"
         },
         "platformdirs": {
             "hashes": [
-                "sha256:47692bc24c1958e8b0f13dd727307cff1db103fca36399f457da8e05f222fdc4",
-                "sha256:7954a68d0ba23558d753f73437c55f89027cf8f5108c19844d4b82e5af396335"
+                "sha256:cf8ee52a3afdb965072dcc652433e0c7e3e40cf5ea1477cd4b3b1d2eb75495b3",
+                "sha256:e9d171d00af68be50e9202731309c4e658fd8bc76f55c11c7dd760d023bda68e"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==3.5.0"
+            "version": "==3.11.0"
         },
         "pycodestyle": {
             "hashes": [
-                "sha256:347187bdb476329d98f695c213d7295a846d1152ff4fe9bacb8a9590b8ee7053",
-                "sha256:8a4eaf0d0495c7395bdab3589ac2db602797d76207242c17d470186815706610"
+                "sha256:41ba0e7afc9752dfb53ced5489e89f8186be00e599e712660695b7a75ff2663f",
+                "sha256:44fe31000b2d866f2e41841b18528a505fbd7fef9017b04eff4e2648a0fadc67"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==2.10.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==2.11.1"
         },
         "pyflakes": {
             "hashes": [
-                "sha256:ec55bf7fe21fff7f1ad2f7da62363d749e2a470500eab1b555334b67aa1ef8cf",
-                "sha256:ec8b276a6b60bd80defed25add7e439881c19e64850afd9b346283d4165fd0fd"
+                "sha256:4132f6d49cb4dae6819e5379898f2b8cce3c5f23994194c24b77d5da2e36f774",
+                "sha256:a0aae034c444db0071aa077972ba4768d40c830d9539fd45bf4cd3f8f6992efc"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==3.0.1"
+            "markers": "python_version >= '3.8'",
+            "version": "==3.1.0"
+        },
+        "pytz": {
+            "hashes": [
+                "sha256:7b4fddbeb94a1eba4b557da24f19fdf9db575192544270a9101d8509f9f43d7b",
+                "sha256:ce42d816b81b68506614c11e8937d3aa9e41007ceb50bfdcb0749b921bf646c7"
+            ],
+            "version": "==2023.3.post1"
         },
         "sqlparse": {
             "hashes": [
@@ -1768,27 +2144,12 @@
         },
         "tblib": {
             "hashes": [
-                "sha256:059bd77306ea7b419d4f76016aef6d7027cc8a0785579b5aad198803435f882c",
-                "sha256:289fa7359e580950e7d9743eab36b0691f0310fce64dee7d9c31065b8f723e23"
-            ],
-            "index": "pypi",
-            "version": "==1.7.0"
-        },
-        "tomli": {
-            "hashes": [
-                "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc",
-                "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"
-            ],
-            "markers": "python_version < '3.11'",
-            "version": "==2.0.1"
-        },
-        "typing-extensions": {
-            "hashes": [
-                "sha256:5cb5f4a79139d699607b3ef622a1dedafa84e115ab0024e0d9c044a9479ca7cb",
-                "sha256:fb33085c39dd998ac16d1431ebc293a8b3eedd00fd4a32de0ff79002c19511b4"
+                "sha256:9100bfa016b047d5b980d66e7efed952fbd20bd85b56110aaf473cb97d18709a",
+                "sha256:a6df30f272c08bf8be66e0775fad862005d950a6b8449b94f7c788731d70ecd7"
             ],
             "index": "pypi",
-            "version": "==4.5.0"
+            "markers": "python_version >= '3.7'",
+            "version": "==2.0.0"
         },
         "unittest-xml-reporting": {
             "hashes": [
@@ -1796,6 +2157,7 @@
                 "sha256:f3d7402e5b3ac72a5ee3149278339db1a8f932ee405f48bcb9c681372f2717d5"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.7'",
             "version": "==3.2.0"
         }
     }
diff --git a/backend/officehoursqueue/settings/base.py b/backend/officehoursqueue/settings/base.py
index 682960fb..0516f2fb 100644
--- a/backend/officehoursqueue/settings/base.py
+++ b/backend/officehoursqueue/settings/base.py
@@ -175,6 +175,14 @@
 TWILIO_AUTH_TOKEN = os.environ.get("TWILIO_TOKEN", "")
 TWILIO_NUMBER = os.environ.get("TWILIO_NUMBER", "")
 
+# Pinecone Settings
+
+PINECONE_API_KEY=os.environ.get("PINECONE_API_KEY", "")
+
+# OpenAI Settings
+
+OPENAI_API_KEY=os.environ.get("OPENAI_API_KEY", "")
+
 # Redis URL used for celery, channels and general caching.
 REDIS_URL = os.environ.get("REDIS_URL", "redis://localhost")
 
diff --git a/backend/ohq/admin.py b/backend/ohq/admin.py
index ac8c5d60..1ec7b9cc 100644
--- a/backend/ohq/admin.py
+++ b/backend/ohq/admin.py
@@ -4,6 +4,7 @@
     Announcement,
     Course,
     CourseStatistic,
+    Document,
     Membership,
     MembershipInvite,
     Profile,
@@ -12,11 +13,13 @@
     QueueStatistic,
     Semester,
     Tag,
+    VectorDB,
 )
 
 
 admin.site.register(Course)
 admin.site.register(CourseStatistic)
+admin.site.register(Document)
 admin.site.register(Membership)
 admin.site.register(MembershipInvite)
 admin.site.register(Profile)
@@ -26,3 +29,4 @@
 admin.site.register(QueueStatistic)
 admin.site.register(Announcement)
 admin.site.register(Tag)
+admin.site.register(VectorDB)
diff --git a/backend/ohq/migrations/0020_auto_20231008_1655.py b/backend/ohq/migrations/0020_auto_20231008_1655.py
new file mode 100644
index 00000000..bd8e379f
--- /dev/null
+++ b/backend/ohq/migrations/0020_auto_20231008_1655.py
@@ -0,0 +1,40 @@
+# Generated by Django 3.2.4 on 2023-10-08 16:55
+
+from django.db import migrations, models
+import django.db.models.deletion
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('ohq', '0019_auto_20211114_1800'),
+    ]
+
+    operations = [
+        migrations.CreateModel(
+            name='VectorDB',
+            fields=[
+                ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('name', models.CharField(max_length=255)),
+                ('time_updated', models.DateTimeField(auto_now=True)),
+                ('top_k', models.IntegerField(blank=True, null=True)),
+                ('course', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='ohq.course')),
+            ],
+        ),
+        migrations.CreateModel(
+            name='Document',
+            fields=[
+                ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('name', models.CharField(max_length=255)),
+                ('vector_db', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='ohq.vectordb')),
+            ],
+        ),
+        migrations.AddConstraint(
+            model_name='vectordb',
+            constraint=models.UniqueConstraint(fields=('name', 'course'), name='unique_VectorDB'),
+        ),
+        migrations.AddConstraint(
+            model_name='document',
+            constraint=models.UniqueConstraint(fields=('name',), name='unique_document'),
+        ),
+    ]
diff --git a/backend/ohq/models.py b/backend/ohq/models.py
index a3284c0a..10508142 100644
--- a/backend/ohq/models.py
+++ b/backend/ohq/models.py
@@ -411,3 +411,27 @@ class Announcement(models.Model):
     author = models.ForeignKey(User, related_name="announcements", on_delete=models.CASCADE)
     time_updated = models.DateTimeField(auto_now=True)
     course = models.ForeignKey(Course, related_name="announcements", on_delete=models.CASCADE)
+
+
+class VectorDB(models.Model):
+
+    name = models.CharField(max_length=255)
+    course = models.ForeignKey(Course, on_delete=models.CASCADE)
+    time_updated = models.DateTimeField(auto_now=True)
+    top_k = models.IntegerField(blank=True, null=True)
+
+    class Meta:
+        constraints = [models.UniqueConstraint(fields=["name", "course"], name="unique_VectorDB")]
+    
+    def __str__(self):
+      return f"{self.course}: {self.name} Vector DB"
+
+class Document(models.Model):
+    name = models.CharField(max_length=255)
+    vector_db = models.ForeignKey(VectorDB, on_delete=models.CASCADE)
+
+    class Meta:
+        constraints = [models.UniqueConstraint(fields=["name"], name="unique_document")]
+
+    def __str__(self):
+        return f"{self.course}: {self.name}"
\ No newline at end of file
diff --git a/backend/ohq/permissions.py b/backend/ohq/permissions.py
index eb026aba..7c97eade 100644
--- a/backend/ohq/permissions.py
+++ b/backend/ohq/permissions.py
@@ -503,3 +503,111 @@ def has_permission(self, request, view):
             return True
 
         return True
+
+class DocumentCreatePermission(permissions.BasePermission):
+    def has_permission(self, request, view):
+        if not request.user.is_authenticated:
+            return False
+
+        membership = Membership.objects.filter(
+            course=view.kwargs["course_pk"], user=request.user
+        ).first()
+
+        return membership.is_leadership
+
+        # # Non-Students can't do anything
+        # if membership is None:
+        #     return False
+
+        # if view.action == "retrieve":
+        #     return membership.is_ta or membership.is_leadership
+
+        # # Head TAs+ can make changes
+        # if view.action in ["create", "destroy", "update", "partial_update"]:
+        #     return membership.is_leadership
+
+class DocumentPermission(permissions.BasePermission):
+    def has_object_permission(self, request, view, obj):
+        
+        membership = Membership.objects.get(course=view.kwargs["course_pk"], user=request.user)
+
+        if view.action == "retrieve":
+            return membership.is_ta or membership.is_leadership
+
+        if view.action in ["create", "destroy", "partial_update", "update"]:
+            return membership.is_leadership
+        
+        return False
+
+    def has_permission(self, request, view):
+        if not request.user.is_authenticated:
+            return False
+
+        membership = Membership.objects.filter(
+            course=view.kwargs["course_pk"], user=request.user
+        ).first()
+
+        # Non-Students can't do anything
+        if membership is None:
+            return False
+
+        if view.action == "retrieve":
+            return membership.is_ta or membership.is_leadership
+
+        # Head TAs+ can make changes
+        if view.action in ["create", "destroy", "update", "partial_update"]:
+            return membership.is_leadership
+        
+class VectorSearchPermission(permissions.BasePermission):
+    def has_permission(self, request, view):
+        if not request.user.is_authenticated:
+            return False
+
+        membership = Membership.objects.filter(
+            course=view.kwargs["course_pk"], user=request.user
+        ).first()
+
+        return membership.is_ta or membership.is_leadership
+
+        # # Non-Students can't do anything
+        # if membership is None:
+        #     return False
+
+        # if view.action == "retrieve":
+        #     return membership.is_ta or membership.is_leadership
+
+        # # Head TAs+ can make changes
+        # if view.action in ["create", "destroy", "update", "partial_update"]:
+        #     return membership.is_leadership
+    
+class VectorDBPermission(permissions.BasePermission):
+    def has_object_permission(self, request, view, obj):
+
+        membership = Membership.objects.get(course=view.kwargs["course_pk"], user=request.user)
+
+        if view.action == "retrieve":
+            return membership.is_ta or membership.is_leadership
+
+        if view.action in ["create", "destroy", "partial_update", "update"]:
+            return membership.is_leadership
+        
+        return False
+
+    def has_permission(self, request, view):
+        if not request.user.is_authenticated:
+            return False
+
+        membership = Membership.objects.filter(
+            course=view.kwargs["course_pk"], user=request.user
+        ).first()
+
+        # Non-Students can't do anything
+        if membership is None:
+            return False
+
+        if view.action == "retrieve":
+            return membership.is_ta or membership.is_leadership
+
+        # Head TAs+ can make changes
+        if view.action in ["create", "destroy", "update", "partial_update"]:
+            return membership.is_leadership
\ No newline at end of file
diff --git a/backend/ohq/serializers.py b/backend/ohq/serializers.py
index 0b704ed0..c242bdc9 100644
--- a/backend/ohq/serializers.py
+++ b/backend/ohq/serializers.py
@@ -14,6 +14,7 @@
     Announcement,
     Course,
     CourseStatistic,
+    Document,
     Membership,
     MembershipInvite,
     Profile,
@@ -22,6 +23,7 @@
     QueueStatistic,
     Semester,
     Tag,
+    VectorDB,
 )
 from ohq.sms import sendSMSVerification
 from ohq.tasks import sendUpNextNotificationTask
@@ -574,3 +576,13 @@ class OccurrenceSerializer(serializers.ModelSerializer):
     class Meta:
         model = Occurrence
         fields = ("id", "title", "description", "start", "end", "cancelled", "event")
+
+class DocumentSerializer(serializers.ModelSerializer):
+    class Meta:
+        model = Document
+        fields = ("id", "name", "vector_db")
+
+class VectorDBSerializer(serializers.ModelSerializer):
+    class Meta:
+        model = VectorDB
+        fields = ("id", "name", "course", "time_updated", "top_k")
\ No newline at end of file
diff --git a/backend/ohq/urls.py b/backend/ohq/urls.py
index cfef9d39..5ccbbdaa 100644
--- a/backend/ohq/urls.py
+++ b/backend/ohq/urls.py
@@ -6,6 +6,8 @@
     AnnouncementViewSet,
     CourseStatisticView,
     CourseViewSet,
+    DocumentViewSet,
+    DocumentCreateView,
     EventViewSet,
     MassInviteView,
     MembershipInviteViewSet,
@@ -19,6 +21,8 @@
     SemesterViewSet,
     TagViewSet,
     UserView,
+    VectorDBViewSet,
+    VectorSearchView,
 )
 
 
@@ -36,10 +40,14 @@
 course_router.register("invites", MembershipInviteViewSet, basename="invite")
 course_router.register("announcements", AnnouncementViewSet, basename="announcement")
 course_router.register("tags", TagViewSet, basename="tag")
+course_router.register("vector_dbs", VectorDBViewSet, basename="vector_dbs")
 
 queue_router = routers.NestedSimpleRouter(course_router, "queues", lookup="queue")
 queue_router.register("questions", QuestionViewSet, basename="question")
 
+vector_db_router = routers.NestedSimpleRouter(course_router, "vector_dbs", lookup="vector_dbs")
+vector_db_router.register("documents", DocumentViewSet, basename="documents")
+
 realtime_router = RealtimeRouter()
 realtime_router.register(QuestionViewSet)
 realtime_router.register(AnnouncementViewSet)
@@ -61,6 +69,16 @@
         CourseStatisticView.as_view(),
         name="course-statistic",
     ),
+    path(
+        "courses/<slug:course_pk>/vector_dbs/create",
+        DocumentCreateView.as_view(),
+        name="vectordb-create-documents",
+    ),
+    path(
+        "courses/<slug:course_pk>/vector_dbs/search",
+        VectorSearchView.as_view(),
+        name="document-search",
+    )
 ]
 
-urlpatterns = router.urls + course_router.urls + queue_router.urls + additional_urls
+urlpatterns = router.urls + course_router.urls + queue_router.urls + vector_db_router.urls + additional_urls
diff --git a/backend/ohq/vector_db.py b/backend/ohq/vector_db.py
new file mode 100644
index 00000000..6d0ea169
--- /dev/null
+++ b/backend/ohq/vector_db.py
@@ -0,0 +1,130 @@
+from django.conf import settings
+import json
+import pinecone
+import openai
+import time
+import tiktoken
+import unidecode
+
+from langchain.text_splitter import RecursiveCharacterTextSplitter
+
+from ohq.models import Document
+
+openai.api_key = settings.OPENAI_API_KEY
+pinecone.init(api_key=settings.PINECONE_API_KEY, environment='gcp-starter')
+index_name = 'ohq-test'
+
+index = pinecone.Index(index_name)
+
+"""
+decide which chunking method to use
+"""
+def chunk_text(text):
+    text_splitter = RecursiveCharacterTextSplitter.from_tiktoken_encoder(
+            chunk_size = 256,
+            chunk_overlap  = 20,
+        )
+    texts = []
+    for document in text_splitter.create_documents([text]):
+        texts.append(document.page_content)
+    return texts
+
+def chunk_text_by_token_count(text, max_tokens=8192):
+    # Initialize the OpenAI GPT tokenizer - this is the one for GPT 3.5
+    tokenizer = tiktoken.get_encoding("cl100k_base")
+
+    current_chunk = ""
+    current_tokens = 0
+
+    for word in text.split(" "):
+        word_tokens = len(list(tokenizer.encode(word)))
+        if current_tokens + word_tokens > max_tokens:
+            yield current_chunk
+            current_chunk = ""
+            current_tokens = 0
+        current_chunk += word + " "
+        current_tokens += word_tokens
+
+    yield current_chunk
+
+def embed_vectors(chunk):
+    response = openai.Embedding.create(model="text-embedding-ada-002", input=chunk)
+    return response["data"][0]["embedding"]
+
+def embed_vector_with_metadata(chunk, metadata):
+    embedding = embed_vectors(chunk)
+    return embedding, metadata
+
+def sanitize_to_ascii(text):
+    ascii_text = unidecode.unidecode(text)
+    # Replace spaces with underscores
+    ascii_text = ascii_text.replace(' ', '_')
+    return ascii_text
+
+def search_index(term, top_k=5):
+    embedded_term = embed_vectors(term)
+
+    pinecone.init(api_key=settings.PINECONE_API_KEY, environment='gcp-starter')
+    index = pinecone.Index(index_name)
+
+    query_response = index.query(vector=[embedded_term], top_k=top_k)
+
+    matches = query_response.get('matches', [])
+
+    results = []
+    for match in matches:
+        vector_id = match.get('id')
+        score = match.get('score')
+        results.append(f"Vector ID: {vector_id}, Score: {score}")
+
+    return results, len(matches)
+
+def search_index_with_metadata(term, metadata, top_k=5):
+    embedded_term = embed_vectors(term)
+
+    pinecone.init(api_key=settings.PINECONE_API_KEY, environment='gcp-starter')
+    index = pinecone.Index(index_name)
+
+    metadata = json.loads(metadata)
+    query_response = index.query(vector=[embedded_term], filter=metadata, top_k=top_k, include_metadata=True)
+
+    matches = query_response.get('matches', [])
+
+    results = []
+    for match in matches:
+        vector_id = match.get('id')
+        score = match.get('score')
+        m = match.get('metadata')
+        results.append(f"Vector ID: {vector_id}, Score: {score}, Metadata: {m}")
+    
+    return results, len(matches)
+
+def upload_vectors(vector):
+    index.upsert(vectors=[vector])
+
+def upload_vectors_with_metadata(embeddings_with_metadata, batch_size):
+    # Separate embeddings and metadata
+    embeddings = {key: value[0] for key, value in embeddings_with_metadata.items()}
+    metadata = {key: {"course": value[1]["course"], 
+                      "document_name": value[1]["document_name"], 
+                      } 
+                for key, value in embeddings_with_metadata.items()}
+    
+    # Prepare data for batching
+    ids_and_embeddings_batches = [dict(list(embeddings.items())[i:i + batch_size]) for i in range(0, len(embeddings), batch_size)]
+    metadata_batches = [dict(list(metadata.items())[i:i + batch_size]) for i in range(0, len(metadata), batch_size)]
+
+    # Perform the upsert operation in batches
+    for e, m in zip(ids_and_embeddings_batches, metadata_batches):
+        # Create a list of IDs and a list of vectors from the embeddings
+        ids = list(e.keys())
+        vectors = list(e.values())
+
+        for id, vector in zip(ids, vectors):
+
+            vector_obj = {
+                'id': str(id),
+                'values': vector,
+                'metadata': m[id]
+            }
+            index.upsert(vectors=[vector_obj])
diff --git a/backend/ohq/views.py b/backend/ohq/views.py
index 7c234099..80fb6f00 100644
--- a/backend/ohq/views.py
+++ b/backend/ohq/views.py
@@ -1,7 +1,14 @@
 import math
 import re
+import PyPDF2
+import tiktoken
+import os
 from datetime import datetime, timedelta
 
+encoding = tiktoken.get_encoding("cl100k_base") # ideal encoding for gpt3.5-turbo
+
+from ohq import vector_db
+
 from django.contrib.auth import get_user_model
 from django.core.validators import ValidationError
 from django.db.models import (
@@ -38,6 +45,7 @@
     Announcement,
     Course,
     CourseStatistic,
+    Document,
     Membership,
     MembershipInvite,
     Question,
@@ -45,12 +53,15 @@
     QueueStatistic,
     Semester,
     Tag,
+    VectorDB,
 )
 from ohq.pagination import QuestionSearchPagination
 from ohq.permissions import (
     AnnouncementPermission,
     CoursePermission,
     CourseStatisticPermission,
+    DocumentPermission,
+    DocumentCreatePermission,
     EventPermission,
     IsSuperuser,
     MassInvitePermission,
@@ -62,6 +73,8 @@
     QueuePermission,
     QueueStatisticPermission,
     TagPermission,
+    VectorDBPermission,
+    VectorSearchPermission,
 )
 from ohq.schemas import EventSchema, MassInviteSchema, OccurrenceSchema
 from ohq.serializers import (
@@ -69,6 +82,7 @@
     CourseCreateSerializer,
     CourseSerializer,
     CourseStatisticSerializer,
+    DocumentSerializer,
     EventSerializer,
     MembershipInviteSerializer,
     MembershipSerializer,
@@ -80,6 +94,7 @@
     SemesterSerializer,
     TagSerializer,
     UserPrivateSerializer,
+    VectorDBSerializer,
 )
 from ohq.sms import sendSMSVerification
 
@@ -774,3 +789,109 @@ def list(self, request, *args, **kwargs):
 
     def get_queryset(self):
         return Occurrence.objects.filter(pk=self.kwargs["pk"])
+    
+class DocumentCreateView(generics.CreateAPIView):
+
+    # permission_classes = [DocumentCreatePermission | IsSuperuser]
+    serializer_class = DocumentSerializer
+
+    def post(self, request, *args, **kwargs):
+
+        file = request.FILES['file']
+
+        file_name, file_extension = os.path.splitext(file.name)
+        file_type = file_extension[1:]
+        cleaned_file_name = vector_db.sanitize_to_ascii(file_name)
+
+        course = Course.objects.get(id=self.kwargs["course_pk"])
+        
+        if file_type == 'pdf':
+            pdfReader = PyPDF2.PdfReader(file)
+            count = len(pdfReader.pages)
+            text = ""
+            for i in range(count):
+                page = pdfReader.pages[i]
+                output = page.extract_text()
+                text += output
+        elif file_type == 'txt':
+            try:
+                text = file.read().decode('utf-8')
+            except UnicodeDecodeError:
+                text = file.read().decode('latin-1')
+        else:
+            text = request.data.get('text', '')
+        
+        chunks = vector_db.chunk_text(text)
+
+        # attach metadata to each chunk
+        chunks_with_metadata = []
+        for chunk in chunks:
+            metadata = {
+                "course": str(course),
+                "document_name": cleaned_file_name,
+                "text": chunk,
+            }
+            chunks_with_metadata.append((chunk, metadata))
+
+        embeddings_with_metadata = {
+            f"{cleaned_file_name}_{i}": (vector_db.embed_vectors(chunk), metadata)
+            for i, (chunk, metadata) in enumerate(chunks_with_metadata)
+        }
+        vector_db.upload_vectors_with_metadata(embeddings_with_metadata, 100)
+
+        return Response(
+            data={
+                "detail": "success",
+            },
+            status=201,
+        )
+
+class DocumentViewSet(viewsets.ModelViewSet):
+
+    # permission_classes = [DocumentPermission | IsSuperuser]
+    serializer_class = DocumentSerializer
+
+    def get_queryset(self):
+        qs = Document.objects.filter(course=self.kwargs["course_pk"])
+        return prefetch(qs, self.serializer_class)
+
+class VectorSearchView(generics.ListAPIView):
+
+    # permission_classes = [VectorSearchPermission | IsSuperuser]
+    serializer_class = VectorDBSerializer
+
+    def get(self, request, course_pk=None):
+        query_term = request.GET.get('query_term')
+        metadata_query = request.GET.get('metadata_query')
+
+        if query_term is None:
+            return Response({"error": "A vector must be provided."}, status=400)
+        
+        if metadata_query is None:
+            query_response, vector_count = vector_db.search_index(query_term)
+        else:
+            query_response, vector_count = vector_db.search_index_with_metadata(query_term, metadata_query)
+
+        return Response(
+            data={
+                "detail": "success",
+                "vector_count": vector_count,
+                "query_response": query_response
+            },
+        )
+    
+    def get_queryset(self):
+        qs = VectorDB.objects.filter(
+            vector__in=Document.objects.filter(course=self.kwargs["course_pk"])
+        )
+        return prefetch(qs, self.serializer_class)
+
+
+class VectorDBViewSet(viewsets.ModelViewSet):
+
+    # permission_classes = [VectorDBPermission | IsSuperuser]
+    serializer_class = VectorDBSerializer
+
+    def get_queryset(self):
+        qs = VectorDB.objects.filter(course=self.kwargs["course_pk"])
+        return prefetch(qs, self.serializer_class)
diff --git a/backend/tests/ohq/test_vectordb.py b/backend/tests/ohq/test_vectordb.py
new file mode 100644
index 00000000..714fca4e
--- /dev/null
+++ b/backend/tests/ohq/test_vectordb.py
@@ -0,0 +1,80 @@
+from unittest.mock import patch
+
+from django.contrib.auth import get_user_model
+from django.test import TestCase
+from django.core.files.uploadedfile import SimpleUploadedFile
+
+from rest_framework.test import APIClient
+
+
+from ohq.models import Course, Document, Semester, Membership
+
+from ohq import vector_db
+
+User = get_user_model()
+
+class FileUploadAndVectorTestCase(TestCase):
+    def setUp(self):
+        self.client = APIClient()
+        self.semester = Semester.objects.create(year=2020, term=Semester.TERM_SUMMER)
+        self.course = Course.objects.create(
+            course_code="000", department="Penn Labs", semester=self.semester
+        )
+        self.ta = User.objects.create(username="head_ta")
+        Membership.objects.create(course=self.course, user=self.ta, kind=Membership.KIND_HEAD_TA)
+
+    def test_file_upload_and_vector_creation(self, mock_upsert):
+        self.client.force_authenticate(user=self.user)
+        file_content = b"This is a test document content."
+        uploaded_file = SimpleUploadedFile("test.txt", file_content)
+
+        response = self.client.post(
+            f"/api/courses/{self.course.id}/vector_dbs/create",
+            {"file": uploaded_file},
+        )
+
+        # Check if the document was created successfully
+        self.assertEqual(response.status_code, 201)
+        self.assertEqual(Document.objects.count(), 1)
+
+        document = Document.objects.first()
+
+        # Test chunking and embedding
+        chunks = vector_db.chunk_text(file_content.decode("utf-8"))
+        self.assertEqual(len(chunks), 1)  # In this test, entire content is one chunk
+
+        expected_embeddings = [vector_db.embed_vectors(chunk) for chunk in chunks]
+
+        # Prepare metadata for chunks
+        metadata = {
+            "course": str(self.course),
+            "document_name": vector_db.sanitize_to_ascii("test.txt"),
+        }
+        chunks_with_metadata = [(chunk, metadata) for chunk in chunks]
+
+        vector_db.upload_vectors_with_metadata(chunks_with_metadata, batch_size=1)
+
+        # Verify that upsert was called with the expected vectors and metadata
+        mock_upsert.assert_called_once_with(
+            vectors=[
+                {
+                    "id": f"test.txt_{i}",
+                    "values": expected_embeddings[i],
+                    "metadata": metadata,
+                }
+                for i in range(len(chunks))
+            ]
+        )
+
+    def test_file_upload_empty_file(self):
+        self.client.force_authenticate(user=self.user)
+        
+        uploaded_file = SimpleUploadedFile("empty.txt", b"")
+
+        response = self.client.post(
+            f"/api/courses/{self.course.id}/vector_dbs/create",
+            {"file": uploaded_file},
+        )
+
+        self.assertEqual(response.status_code, 400)
+        self.assertEqual(Document.objects.count(), 0)
diff --git a/backend/tests/ohq/test_views.py b/backend/tests/ohq/test_views.py
index 06a4a3b5..87fd3c55 100644
--- a/backend/tests/ohq/test_views.py
+++ b/backend/tests/ohq/test_views.py
@@ -8,9 +8,11 @@
 from djangorestframework_camel_case.util import camelize
 from rest_framework.test import APIClient
 from schedule.models import Event, Occurrence
+from django.core.files.uploadedfile import SimpleUploadedFile
 
-from ohq.models import Course, Membership, MembershipInvite, Question, Queue, Semester
+from ohq.models import Course, Document, Membership, MembershipInvite, Question, Queue, Semester
 from ohq.serializers import UserPrivateSerializer
+from ohq import vector_db
 
 
 User = get_user_model()
@@ -444,3 +446,55 @@ def test_update_start(self):
         occurrences = json.loads(response.content)
         self.assertEquals(1, len(occurrences))
         self.assertEquals(occurrences[0]["start"], new_start_date)
+
+class VectorDBTestCase(TestCase):
+    def setUp(self):
+        self.client = APIClient()
+        self.semester = Semester.objects.create(year=2020, term=Semester.TERM_SUMMER)
+        self.course = Course.objects.create(
+            course_code="000", department="Penn Labs", semester=self.semester
+        )
+        self.head_ta = User.objects.create(username="head_ta")
+        self.ta = User.objects.create(username="ta")
+        self.student = User.objects.create(username="student")
+        Membership.objects.create(
+            course=self.course, user=self.head_ta, kind=Membership.KIND_HEAD_TA
+        )
+        Membership.objects.create(course=self.course, user=self.ta, kind=Membership.KIND_TA)
+        Membership.objects.create(
+            course=self.course, user=self.student, kind=Membership.KIND_STUDENT
+        )
+    
+    def test_file_upload_and_vector_creation(self):
+        self.client.force_authenticate(user=self.head_ta)
+
+        file_content = b"This is a test document content."
+        uploaded_file = SimpleUploadedFile("test", file_content, content_type="pdf")
+
+        response = self.client.post(
+            reverse("ohq:vectordb-create-documents", kwargs={"course_pk": self.course.id}),
+            data={"file": uploaded_file},
+        )
+
+        print(response)
+
+        #  # Check if the document was created successfully
+        # self.assertEqual(response.status_code, 201)
+        # self.assertEqual(Document.objects.count(), 1)
+
+        # # document = Document.objects.first()
+
+        # # Test chunking and embedding
+        # chunks = vector_db.chunk_text(file_content.decode("utf-8"))
+        # self.assertEqual(len(chunks), 1)  # In this test, entire content is one chunk
+
+        # expected_embeddings = [vector_db.embed_vectors(chunk) for chunk in chunks]
+
+        # # Prepare metadata for chunks
+        # metadata = {
+        #     "course": str(self.course),
+        #     "document_name": vector_db.sanitize_to_ascii("test.txt"),
+        # }
+        # chunks_with_metadata = [(chunk, metadata) for chunk in chunks]
+
+        # vector_db.upload_vectors_with_metadata(chunks_with_metadata, batch_size=1)
\ No newline at end of file