From c773677b46572dc23ab5ca17c7bda4a140c144aa Mon Sep 17 00:00:00 2001
From: Stan Girard <girard.stanislas@gmail.com>
Date: Fri, 12 Apr 2024 09:06:50 -0700
Subject: [PATCH] feat: llamaparse & diff agent (#2427)

This pull request updates the dependencies in the Pipfile to their
latest versions.
---
 Pipfile                                       |   43 +-
 Pipfile.lock                                  | 3172 +++++++++--------
 .../assistant/controller/assistant_routes.py  |   11 +
 backend/modules/assistant/ito/difference.py   |  175 +
 backend/requirements.txt                      |  208 +-
 5 files changed, 2051 insertions(+), 1558 deletions(-)
 create mode 100644 backend/modules/assistant/ito/difference.py

diff --git a/Pipfile b/Pipfile
index 0d9b136b0..13d970769 100644
--- a/Pipfile
+++ b/Pipfile
@@ -4,30 +4,30 @@ verify_ssl = true
 name = "pypi"
 
 [packages]
-langchain = "==0.1.11"
+langchain = "*"
 litellm = "*"
-openai = "1.13.3"
-gitpython = "==3.1.36"
+openai = "*"
+gitpython = "*"
 pdf2image = "*"
-nest-asyncio = "==1.5.6"
-pypdf = "==3.9.0"
-supabase = "==2.4.0"
-tiktoken = "==0.6.0"
-fastapi = "==0.110.0"
-python-multipart = "==0.0.6"
+nest-asyncio = "*"
+pypdf = "*"
+supabase = "*"
+tiktoken = "*"
+fastapi = "*"
+python-multipart = "*"
 uvicorn = "*"
-pypandoc = "==1.11"
-docx2txt = "==0.8"
-python-jose = "==3.3.0"
-asyncpg = "==0.27.0"
-flake8 = "==7.0.0"
-flake8-black = "==0.3.6"
+pypandoc = "*"
+docx2txt = "*"
+python-jose = "*"
+asyncpg = "*"
+flake8 = "*"
+flake8-black = "*"
 sentry-sdk = {extras = ["fastapi"] }
-pyright = "==1.1.316"
+pyright = "*"
 resend = "*"
-html5lib = "==1.1"
+html5lib = "*"
 beautifulsoup4 = "*"
-newspaper3k = "==0.2.8"
+newspaper3k = "*"
 xlrd = "*"
 redis = "*"
 flower = "*"
@@ -38,8 +38,8 @@ pytest-mock = "*"
 pytest-celery = "*"
 pytesseract = "*"
 async-generator = "*"
-posthog = "==3.5.0"
-jq = "==1.6.0"
+posthog = "*"
+jq = "*"
 pytest = "*"
 watchdog = "*"
 langchain-community = "*"
@@ -52,6 +52,9 @@ psycopg2-binary = "*"
 psycopg2 = "*"
 celery = {extras = ["redis", "sqs"], version = "*"}
 unstructured = {extras = ["all-docs"], version = "*"}
+llama-parse = "*"
+llama-index = "*"
+lxml = {extras = ["html_clean"], version = "*"}
 
 [dev-packages]
 black = "*"
diff --git a/Pipfile.lock b/Pipfile.lock
index f2b65d52c..23e86cebd 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "7f3fe689298e4c6f37bf60441b2f23e2eb928811c678daff6a057f140d48a430"
+            "sha256": "3cd313bc27c5b87ecc1455049348b02b69e1d6d6b9a5499ed4d9779e30bc8fc2"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -18,85 +18,85 @@
     "default": {
         "aiohttp": {
             "hashes": [
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-                "sha256:055ce4f74b82551678291473f66dc9fb9048a50d8324278751926ff0ae7715e5",
-                "sha256:06a9b2c8837d9a94fae16c6223acc14b4dfdff216ab9b7202e07a9a09541168f",
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             "markers": "python_version >= '3.8'",
-            "version": "==3.9.3"
+            "version": "==3.9.4"
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         "aiosignal": {
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@@ -136,41 +136,6 @@
             "markers": "python_version >= '3.8'",
             "version": "==4.3.0"
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-        "argon2-cffi": {
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@@ -179,13 +144,6 @@
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@@ -195,48 +153,61 @@
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@@ -273,57 +244,49 @@
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@@ -507,13 +470,6 @@
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@@ -564,53 +520,53 @@
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@@ -674,6 +630,42 @@
             "markers": "python_version >= '3.7' and python_version < '4.0'",
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@@ -697,6 +689,13 @@
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@@ -705,6 +704,14 @@
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@@ -714,56 +721,64 @@
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@@ -774,11 +789,11 @@
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@@ -788,14 +803,6 @@
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@@ -806,12 +813,12 @@
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@@ -860,20 +867,12 @@
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@@ -1017,11 +1016,11 @@
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@@ -1033,20 +1032,83 @@
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@@ -1067,27 +1129,27 @@
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@@ -1107,19 +1169,19 @@
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@@ -1136,30 +1198,6 @@
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@@ -1184,91 +1222,91 @@
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@@ -1409,46 +1447,46 @@
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@@ -1467,20 +1505,20 @@
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@@ -1496,103 +1534,312 @@
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@@ -1845,19 +2084,19 @@
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@@ -1943,33 +2182,39 @@
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@@ -2002,12 +2247,12 @@
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@@ -2378,11 +2609,11 @@
         },
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         "posthog": {
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@@ -2410,20 +2641,42 @@
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@@ -2524,27 +2777,21 @@
             "markers": "python_version >= '3.7'",
             "version": "==2.9.9"
         },
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@@ -2582,10 +2829,11 @@
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@@ -2630,96 +2878,96 @@
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@@ -2820,20 +3109,29 @@
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@@ -3199,6 +3497,13 @@
             "markers": "python_version >= '3.7'",
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@@ -3333,52 +3638,52 @@
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@@ -3419,82 +3724,78 @@
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@@ -3503,22 +3804,29 @@
             ],
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@@ -3603,11 +3911,11 @@
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@@ -3727,63 +4035,63 @@
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@@ -3810,29 +4118,21 @@
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@@ -3854,27 +4154,27 @@
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@@ -3885,20 +4185,20 @@
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+                "sha256:3c6cc1360c10c17463aadd29dd3af332d4a1adaa8796f6b0e9f9df1fdb0bad62",
+                "sha256:3d829f975fc2e527a3ef2f9c8f25e553eb7bc779c6665e8e1d52aa22800bb38b",
+                "sha256:3e3aa8c468af01d70332a382350ee95f6986db479ce7af14d5e81ec52aa2b402",
+                "sha256:3f61726cae9f65b872502ff3c1496abc93ffbe31b278455c418492016e2afc8f",
+                "sha256:423fc1ed29f7512fceb727e2d2aecb952c46aa34895e9ed96071821309951123",
+                "sha256:46e71dbbd12850224243f5d2aeec90f0aaa0f2dde5aeeb8fc8df21e04d99eff9",
+                "sha256:4d87be612cbef86f994178d5186add3d94e9f31cc3cb499a0482b866ec477603",
+                "sha256:5693ef74233122f8ebab026817b1b37fe25c411ecfca084b29bc7d6efc548f45",
+                "sha256:5aa9348186d79a5f232115ed3fa9020eab66d6c3437d72f9d2c8ac0c6858c558",
+                "sha256:5d873c7de42dea355d73f170be0f23788cf3fa9f7bed718fd2830eefedce01b4",
+                "sha256:5f6ffe2c6598f7f7207eef9a1228b6f5c818f9f4d53ee920aacd35cec8110438",
+                "sha256:604428d1b87edbf02b233e2c207d7d528460fa978f9e391bd8aaf9c8311de137",
+                "sha256:6350b14a40c95ddd53e775dbdbbbc59b124a5c8ecd6fbb09c2e52029f7a9f480",
+                "sha256:6e2df67b8014767d0f785baa98393725739287684b9f8d8a1001eb2839031447",
+                "sha256:6e96f5ed1b83a8ddb07909b45bd94833b0710f738115751cdaa9da1fb0cb66e8",
+                "sha256:6e9e7db18b4539a29cc5ad8c8b252738a30e2b13f033c2d6e9d0549b45841c04",
+                "sha256:70ec754cc2a769bcd218ed8d7209055667b30860ffecb8633a834dde27d6307c",
+                "sha256:7b645f491f3c48d3f8a00d1fce07445fab7347fec54a3e65f0725d730d5b99cb",
+                "sha256:7fa3d25e81bfe6a89718e9791128398a50dec6d57faf23770787ff441d851967",
+                "sha256:81df9cbcbb6c260de1e007e58c011bfebe2dafc8435107b0537f393dd38c8b1b",
+                "sha256:8572132c7be52632201a35f5e08348137f658e5ffd21f51f94572ca6c05ea81d",
+                "sha256:87b4aafed34653e465eb77b7c93ef058516cb5acf3eb21e42f33928616172def",
+                "sha256:8e332c210b14b57904869ca9f9bf4ca32f5427a03eeb625da9b616c85a3a506c",
+                "sha256:9893d1aa45a7f8b3bc4510f6ccf8db8c3b62120917af15e3de247f0780294b92",
+                "sha256:9edf3fc590cc2ec20dc9d7a45108b5bbaf21c0d89f9fd3fd1685e223771dc0b2",
+                "sha256:9fdf06fd06c32205a07e47328ab49c40fc1407cdec801d698a7c41167ea45113",
+                "sha256:a02413bc474feda2849c59ed2dfb2cddb4cd3d2f03a2fedec51d6e959d9b608b",
+                "sha256:a1d9697f3337a89691e3bd8dc56dea45a6f6d975f92e7d5f773bc715c15dde28",
+                "sha256:a571f035a47212288e3b3519944f6bf4ac7bc7553243e41eac50dd48552b6df7",
+                "sha256:ab3d732ad50a4fbd04a4490ef08acd0517b6ae6b77eb967251f4c263011a990d",
+                "sha256:ae0a5da8f35a5be197f328d4727dbcfafa53d1824fac3d96cdd3a642fe09394f",
+                "sha256:b067cb952ce8bf40115f6c19f478dc71c5e719b7fbaa511359795dfd9d1a6468",
+                "sha256:b2ee7288b85959797970114deae81ab41b731f19ebcd3bd499ae9ca0e3f1d2c8",
+                "sha256:b81f90dcc6c85a9b7f29873beb56c94c85d6f0dac2ea8b60d995bd18bf3e2aae",
+                "sha256:ba0cab91b3956dfa9f512147860783a1829a8d905ee218a9837c18f683239611",
+                "sha256:baa386875b70cbd81798fa9f71be689c1bf484f65fd6fb08d051a0ee4e79924d",
+                "sha256:bbe6013f9f791944ed31ca08b077e26249309639313fff132bfbf3ba105673b9",
+                "sha256:bea88d71630c5900690fcb03161ab18f8f244805c59e2e0dc4ffadae0a7ee0ca",
+                "sha256:befe90632d66caaf72e8b2ed4d7f02b348913813c8b0a32fae1cc5fe3730902f",
+                "sha256:c3181df4583c4d3994d31fb235dc681d2aaad744fbdbf94c4802485ececdecf2",
+                "sha256:c4e37d36f0d19f0a4413d3e18c0d03d0c268ada2061868c1e6f5ab1a6d575077",
+                "sha256:c588f6abc13f78a67044c6b1273a99e1cf31038ad51815b3b016ce699f0d75c2",
+                "sha256:cbe83a6bbdf207ff0541de01e11904827540aa069293696dd528a6640bd6a5f6",
+                "sha256:d554236b2a2006e0ce16315c16eaa0d628dab009c33b63ea03f41c6107958374",
+                "sha256:dbcf72a37f0b3316e993e13ecf32f10c0e1259c28ffd0a85cee26e8549595fbc",
+                "sha256:dc284bbc8d7c78a6c69e0c7325ab46ee5e40bb4d50e494d8131a07ef47500e9e",
+                "sha256:dff6cdf35e31d1315790149fee351f9e52978130cef6c87c4b6c9b3baf78bc53",
+                "sha256:e469d01137942849cff40517c97a30a93ae79917752b34029f0ec72df6b46399",
+                "sha256:eb809e816916a3b210bed3c82fb88eaf16e8afcf9c115ebb2bacede1797d2547",
+                "sha256:ed2fcf7a07334c77fc8a230755c2209223a7cc44fc27597729b8ef5425aa61a3",
+                "sha256:f44069528d45a933997a6fef143030d8ca8042f0dfaad753e2906398290e2870",
+                "sha256:f764ba54e33daf20e167915edc443b6f88956f37fb606449b4a5b10ba42235a5",
+                "sha256:fc4e7fa5414512b481a2483775a8e8be7803a35b30ca805afa4998a84f9fd9e8",
+                "sha256:ffefa1374cd508d633646d51a8e9277763a9b78ae71324183693959cf94635a7"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==3.0.1"
+            "version": "==12.0"
         },
         "wrapt": {
             "hashes": [
@@ -4233,41 +4527,41 @@
         },
         "zipp": {
             "hashes": [
-                "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31",
-                "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"
+                "sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b",
+                "sha256:2884ed22e7d8961de1c9a05142eb69a247f120291bc0206a00a7642f09b5b715"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==3.17.0"
+            "version": "==3.18.1"
         }
     },
     "develop": {
         "black": {
             "hashes": [
-                "sha256:057c3dc602eaa6fdc451069bd027a1b2635028b575a6c3acfd63193ced20d9c8",
-                "sha256:08654d0797e65f2423f850fc8e16a0ce50925f9337fb4a4a176a7aa4026e63f8",
-                "sha256:163baf4ef40e6897a2a9b83890e59141cc8c2a98f2dda5080dc15c00ee1e62cd",
-                "sha256:1e08fb9a15c914b81dd734ddd7fb10513016e5ce7e6704bdd5e1251ceee51ac9",
-                "sha256:4dd76e9468d5536abd40ffbc7a247f83b2324f0c050556d9c371c2b9a9a95e31",
-                "sha256:4f9de21bafcba9683853f6c96c2d515e364aee631b178eaa5145fc1c61a3cc92",
-                "sha256:61a0391772490ddfb8a693c067df1ef5227257e72b0e4108482b8d41b5aee13f",
-                "sha256:6981eae48b3b33399c8757036c7f5d48a535b962a7c2310d19361edeef64ce29",
-                "sha256:7e53a8c630f71db01b28cd9602a1ada68c937cbf2c333e6ed041390d6968faf4",
-                "sha256:810d445ae6069ce64030c78ff6127cd9cd178a9ac3361435708b907d8a04c693",
-                "sha256:93601c2deb321b4bad8f95df408e3fb3943d85012dddb6121336b8e24a0d1218",
-                "sha256:992e451b04667116680cb88f63449267c13e1ad134f30087dec8527242e9862a",
-                "sha256:9db528bccb9e8e20c08e716b3b09c6bdd64da0dd129b11e160bf082d4642ac23",
-                "sha256:a0057f800de6acc4407fe75bb147b0c2b5cbb7c3ed110d3e5999cd01184d53b0",
-                "sha256:ba15742a13de85e9b8f3239c8f807723991fbfae24bad92d34a2b12e81904982",
-                "sha256:bce4f25c27c3435e4dace4815bcb2008b87e167e3bf4ee47ccdc5ce906eb4894",
-                "sha256:ca610d29415ee1a30a3f30fab7a8f4144e9d34c89a235d81292a1edb2b55f540",
-                "sha256:d533d5e3259720fdbc1b37444491b024003e012c5173f7d06825a77508085430",
-                "sha256:d84f29eb3ee44859052073b7636533ec995bd0f64e2fb43aeceefc70090e752b",
-                "sha256:e37c99f89929af50ffaf912454b3e3b47fd64109659026b678c091a4cd450fb2",
-                "sha256:e8a6ae970537e67830776488bca52000eaa37fa63b9988e8c487458d9cd5ace6",
-                "sha256:faf2ee02e6612577ba0181f4347bcbcf591eb122f7841ae5ba233d12c39dcb4d"
+                "sha256:2818cf72dfd5d289e48f37ccfa08b460bf469e67fb7c4abb07edc2e9f16fb63f",
+                "sha256:41622020d7120e01d377f74249e677039d20e6344ff5851de8a10f11f513bf93",
+                "sha256:4acf672def7eb1725f41f38bf6bf425c8237248bb0804faa3965c036f7672d11",
+                "sha256:4be5bb28e090456adfc1255e03967fb67ca846a03be7aadf6249096100ee32d0",
+                "sha256:4f1373a7808a8f135b774039f61d59e4be7eb56b2513d3d2f02a8b9365b8a8a9",
+                "sha256:56f52cfbd3dabe2798d76dbdd299faa046a901041faf2cf33288bc4e6dae57b5",
+                "sha256:65b76c275e4c1c5ce6e9870911384bff5ca31ab63d19c76811cb1fb162678213",
+                "sha256:65c02e4ea2ae09d16314d30912a58ada9a5c4fdfedf9512d23326128ac08ac3d",
+                "sha256:6905238a754ceb7788a73f02b45637d820b2f5478b20fec82ea865e4f5d4d9f7",
+                "sha256:79dcf34b33e38ed1b17434693763301d7ccbd1c5860674a8f871bd15139e7837",
+                "sha256:7bb041dca0d784697af4646d3b62ba4a6b028276ae878e53f6b4f74ddd6db99f",
+                "sha256:7d5e026f8da0322b5662fa7a8e752b3fa2dac1c1cbc213c3d7ff9bdd0ab12395",
+                "sha256:9f50ea1132e2189d8dff0115ab75b65590a3e97de1e143795adb4ce317934995",
+                "sha256:a0c9c4a0771afc6919578cec71ce82a3e31e054904e7197deacbc9382671c41f",
+                "sha256:aadf7a02d947936ee418777e0247ea114f78aff0d0959461057cae8a04f20597",
+                "sha256:b5991d523eee14756f3c8d5df5231550ae8993e2286b8014e2fdea7156ed0959",
+                "sha256:bf21b7b230718a5f08bd32d5e4f1db7fc8788345c8aea1d155fc17852b3410f5",
+                "sha256:c45f8dff244b3c431b36e3224b6be4a127c6aca780853574c00faf99258041eb",
+                "sha256:c7ed6668cbbfcd231fa0dc1b137d3e40c04c7f786e626b405c62bcd5db5857e4",
+                "sha256:d7de8d330763c66663661a1ffd432274a2f92f07feeddd89ffd085b5744f85e7",
+                "sha256:e19cb1c6365fd6dc38a6eae2dcb691d7d83935c10215aef8e6c38edee3f77abd",
+                "sha256:e2af80566f43c85f5797365077fb64a393861a3730bd110971ab7a0c94e873e7"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==24.2.0"
+            "version": "==24.3.0"
         },
         "click": {
             "hashes": [
diff --git a/backend/modules/assistant/controller/assistant_routes.py b/backend/modules/assistant/controller/assistant_routes.py
index 677b2985b..62fc3464b 100644
--- a/backend/modules/assistant/controller/assistant_routes.py
+++ b/backend/modules/assistant/controller/assistant_routes.py
@@ -5,6 +5,7 @@ from logger import get_logger
 from middlewares.auth import AuthBearer, get_current_user
 from modules.assistant.dto.inputs import InputAssistant
 from modules.assistant.dto.outputs import AssistantOutput
+from modules.assistant.ito.difference import DifferenceAssistant, difference_inputs
 from modules.assistant.ito.summary import SummaryAssistant, summary_inputs
 from modules.assistant.service.assistant import Assistant
 from modules.user.entity.user_identity import UserIdentity
@@ -26,6 +27,7 @@ async def list_assistants(
     """
 
     summary = summary_inputs()
+    # difference = difference_inputs()
     # crawler = crawler_inputs()
     # audio_transcript = audio_transcript_inputs()
     return [summary]
@@ -50,4 +52,13 @@ async def process_assistant(
             return await summary_assistant.process_assistant()
         except ValueError as e:
             raise HTTPException(status_code=400, detail=str(e))
+    elif input.name == "difference":
+        difference_assistant = DifferenceAssistant(
+            input=input, files=files, current_user=current_user
+        )
+        try:
+            difference_assistant.check_input()
+            return await difference_assistant.process_assistant()
+        except ValueError as e:
+            raise HTTPException(status_code=400, detail=str(e))
     return {"message": "Assistant not found"}
diff --git a/backend/modules/assistant/ito/difference.py b/backend/modules/assistant/ito/difference.py
new file mode 100644
index 000000000..cd0179aa1
--- /dev/null
+++ b/backend/modules/assistant/ito/difference.py
@@ -0,0 +1,175 @@
+import os
+import tempfile
+from typing import List
+
+import nest_asyncio
+from fastapi import UploadFile
+from langchain.prompts import HumanMessagePromptTemplate, SystemMessagePromptTemplate
+from langchain_community.chat_models import ChatLiteLLM
+from langchain_core.output_parsers import StrOutputParser
+from langchain_core.prompts import ChatPromptTemplate, PromptTemplate
+from llama_parse import LlamaParse
+from logger import get_logger
+from modules.assistant.dto.inputs import InputAssistant
+from modules.assistant.dto.outputs import (
+    AssistantOutput,
+    InputFile,
+    Inputs,
+    OutputBrain,
+    OutputEmail,
+    Outputs,
+)
+from modules.assistant.ito.ito import ITO
+from modules.user.entity.user_identity import UserIdentity
+
+nest_asyncio.apply()
+
+
+logger = get_logger(__name__)
+
+
+class DifferenceAssistant(ITO):
+
+    def __init__(
+        self,
+        input: InputAssistant,
+        files: List[UploadFile] = None,
+        current_user: UserIdentity = None,
+        **kwargs,
+    ):
+        super().__init__(
+            input=input,
+            files=files,
+            current_user=current_user,
+            **kwargs,
+        )
+
+    def check_input(self):
+        if not self.files:
+            raise ValueError("No file was uploaded")
+        if len(self.files) != 2:
+            raise ValueError("Only two files can be uploaded")
+        if not self.input.inputs.files:
+            raise ValueError("No files key were given in the input")
+        if len(self.input.inputs.files) != 2:
+            raise ValueError("Only two files can be uploaded")
+        if not self.input.inputs.files[0].key == "doc_1":
+            raise ValueError("The key of the first file should be doc_1")
+        if not self.input.inputs.files[1].key == "doc_2":
+            raise ValueError("The key of the second file should be doc_2")
+        if not self.input.inputs.files[0].value:
+            raise ValueError("No file was uploaded")
+        if not (
+            self.input.outputs.brain.activated or self.input.outputs.email.activated
+        ):
+            raise ValueError("No output was selected")
+        return True
+
+    async def process_assistant(self):
+
+        document_1 = self.files[0]
+        document_2 = self.files[1]
+
+        # Get the file extensions
+        document_1_ext = os.path.splitext(document_1.filename)[1]
+        document_2_ext = os.path.splitext(document_2.filename)[1]
+
+        # Create temporary files with the same extension as the original files
+        document_1_tmp = tempfile.NamedTemporaryFile(
+            suffix=document_1_ext, delete=False
+        )
+        document_2_tmp = tempfile.NamedTemporaryFile(
+            suffix=document_2_ext, delete=False
+        )
+
+        document_1_tmp.write(document_1.file.read())
+        document_2_tmp.write(document_2.file.read())
+
+        parser = LlamaParse(
+            result_type="markdown"  # "markdown" and "text" are available
+        )
+
+        document_1_llama_parsed = parser.load_data(document_1_tmp.name)
+        document_2_llama_parsed = parser.load_data(document_2_tmp.name)
+
+        document_1_tmp.close()
+        document_2_tmp.close()
+
+        document_1_to_langchain = document_1_llama_parsed[0].to_langchain_format()
+        document_2_to_langchain = document_2_llama_parsed[0].to_langchain_format()
+
+        llm = ChatLiteLLM(model="gpt-4-turbo-2024-04-09")
+
+        human_prompt = """Given the following two documents, find the difference between them:
+
+        Document 1:
+        {document_1}
+        Document 2:
+        {document_2}
+        Difference:
+        """
+        CONDENSE_QUESTION_PROMPT = PromptTemplate.from_template(human_prompt)
+
+        system_message_template = """
+        You are an expert in finding the difference between two documents. You look deeply into what makes the two documents different and provide a detailed analysis if needed of the differences between the two documents.
+        If no differences are found, simply say that there are no differences.
+        """
+
+        ANSWER_PROMPT = ChatPromptTemplate.from_messages(
+            [
+                SystemMessagePromptTemplate.from_template(system_message_template),
+                HumanMessagePromptTemplate.from_template(human_prompt),
+            ]
+        )
+
+        final_inputs = {
+            "document_1": document_1_to_langchain.page_content,
+            "document_2": document_2_to_langchain.page_content,
+        }
+
+        output_parser = StrOutputParser()
+
+        chain = ANSWER_PROMPT | llm | output_parser
+        result = chain.invoke(final_inputs)
+
+        return result
+
+
+def difference_inputs():
+    output = AssistantOutput(
+        name="difference",
+        description="Finds the difference between two sets of documents",
+        tags=["new"],
+        input_description="Two documents to compare",
+        output_description="The difference between the two documents",
+        icon_url="https://quivr-cms.s3.eu-west-3.amazonaws.com/assistant_summary_434446a2aa.png",
+        inputs=Inputs(
+            files=[
+                InputFile(
+                    key="doc_1",
+                    allowed_extensions=["pdf"],
+                    required=True,
+                    description="The first document to compare",
+                ),
+                InputFile(
+                    key="doc_2",
+                    allowed_extensions=["pdf"],
+                    required=True,
+                    description="The second document to compare",
+                ),
+            ]
+        ),
+        outputs=Outputs(
+            brain=OutputBrain(
+                required=True,
+                description="The brain to which upload the document",
+                type="uuid",
+            ),
+            email=OutputEmail(
+                required=True,
+                description="Send the document by email",
+                type="str",
+            ),
+        ),
+    )
+    return output
diff --git a/backend/requirements.txt b/backend/requirements.txt
index f6ff3eed0..77ff7443d 100644
--- a/backend/requirements.txt
+++ b/backend/requirements.txt
@@ -1,240 +1,250 @@
 -i https://pypi.org/simple
 # Ensure PyTorch, along with its required dependencies, is explicitly installed in 'CPU-only' mode to optimize compatibility and performance for systems without GPU support.
 --extra-index-url https://download.pytorch.org/whl/cpu
-aiohttp==3.9.3; python_version >= '3.8'
+aiohttp==3.9.4; python_version >= '3.8'
 aiosignal==1.3.1; python_version >= '3.7'
 amqp==5.2.0; python_version >= '3.6'
 annotated-types==0.6.0; python_version >= '3.8'
 antlr4-python3-runtime==4.9.3
 anyio==4.3.0; python_version >= '3.8'
-argon2-cffi==23.1.0; python_version >= '3.7'
-argon2-cffi-bindings==21.2.0; python_version >= '3.6'
 astor==0.8.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
-asttokens==2.4.1
 async-generator==1.10; python_version >= '3.5'
-asyncpg==0.27.0; python_full_version >= '3.7.0'
+async-timeout==4.0.3; python_full_version < '3.12.0'
+asyncpg==0.29.0; python_full_version >= '3.8.0'
 attrs==23.2.0; python_version >= '3.7'
 backoff==2.2.1; python_version >= '3.7' and python_version < '4.0'
 beautifulsoup4==4.12.3; python_full_version >= '3.6.0'
 billiard==4.2.0; python_version >= '3.7'
-black==24.2.0; python_version >= '3.8'
-blinker==1.7.0; python_version >= '3.8'
-boto3==1.34.60; python_version >= '3.8'
-botocore==1.34.60; python_version >= '3.8'
+black==24.3.0; python_version >= '3.8'
+boto3==1.34.83; python_version >= '3.8'
+botocore==1.34.83; python_version >= '3.8'
 celery[redis,sqs]==5.3.6; python_version >= '3.8'
 certifi==2024.2.2; python_version >= '3.6'
 cffi==1.16.0; platform_python_implementation != 'PyPy'
 chardet==5.2.0; python_version >= '3.7'
 charset-normalizer==3.3.2; python_full_version >= '3.7.0'
-chevron==0.14.0
 click==8.1.7; python_version >= '3.7'
-click-didyoumean==0.3.0; python_full_version >= '3.6.2' and python_full_version < '4.0.0'
+click-didyoumean==0.3.1; python_full_version >= '3.6.2'
 click-plugins==1.1.1
 click-repl==0.3.0; python_version >= '3.6'
 coloredlogs==15.0.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
 colorlog==6.8.2; python_version >= '3.6'
-contourpy==1.2.0; python_version >= '3.9'
+contourpy==1.2.1; python_version >= '3.9'
 cryptography==42.0.5; python_version >= '3.7'
 cssselect==1.2.0; python_version >= '3.7'
 cycler==0.12.1; python_version >= '3.8'
 dataclasses-json==0.6.4; python_version >= '3.7' and python_version < '4.0'
+dataclasses-json-speakeasy==0.5.11; python_version >= '3.7' and python_version < '4.0'
+debugpy==1.8.1; python_version >= '3.8'
 decorator==5.1.1; python_version >= '3.5'
 deprecated==1.2.14; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
 deprecation==2.1.0
+dirtyjson==1.0.8
 distro==1.9.0; python_version >= '3.6'
+docker==7.0.0; python_version >= '3.8'
 docx2txt==0.8
-duckdb==0.9.2; python_full_version >= '3.7.0'
-ecdsa==0.18.0; python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'
+duckdb==0.10.1; python_full_version >= '3.7.0'
+ecdsa==0.19.0; python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
 effdet==0.4.1
-emoji==2.10.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+emoji==2.11.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
 et-xmlfile==1.1.0; python_version >= '3.6'
-executing==2.0.1; python_version >= '3.5'
 faker==19.13.0; python_version >= '3.8'
-fastapi==0.110.0; python_version >= '3.8'
+fastapi==0.110.1; python_version >= '3.8'
 feedfinder2==0.0.4
 feedparser==6.0.11; python_version >= '3.6'
-filelock==3.13.1; python_version >= '3.8'
+filelock==3.13.4; python_version >= '3.8'
 filetype==1.2.0
 flake8==7.0.0; python_full_version >= '3.8.1'
 flake8-black==0.3.6; python_version >= '3.7'
-flask==3.0.2; python_version >= '3.8'
-flatbuffers==24.3.7
+flatbuffers==24.3.25
 flower==2.0.1; python_version >= '3.7'
-fonttools==4.49.0; python_version >= '3.8'
+fonttools==4.51.0; python_version >= '3.8'
 frozenlist==1.4.1; python_version >= '3.8'
-fsspec==2024.2.0; python_version >= '3.8'
+fsspec==2024.3.1; python_version >= '3.8'
 gitdb==4.0.11; python_version >= '3.7'
-gitpython==3.1.36; python_version >= '3.7'
-gotrue==2.4.1; python_version >= '3.8' and python_version < '4.0'
+gitpython==3.1.43; python_version >= '3.7'
+gotrue==2.4.2; python_version >= '3.8' and python_version < '4.0'
+greenlet==3.0.3
 h11==0.14.0; python_version >= '3.7'
 html5lib==1.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
-httpcore==1.0.4; python_version >= '3.8'
-httpx==0.25.2; python_version >= '3.8'
-huggingface-hub==0.21.4; python_full_version >= '3.8.0'
+httpcore==1.0.5; python_version >= '3.8'
+httpx==0.27.0; python_version >= '3.8'
+huggingface-hub==0.22.2; python_full_version >= '3.8.0'
 humanfriendly==10.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
 humanize==4.9.0; python_version >= '3.8'
-idna==3.6; python_version >= '3.5'
-importlib-metadata==7.0.2; python_version >= '3.8'
+idna==3.7; python_version >= '3.5'
+importlib-metadata==7.1.0; python_version >= '3.8'
 iniconfig==2.0.0; python_version >= '3.7'
 iopath==0.1.10; python_version >= '3.6'
-ipython==8.22.2; python_version >= '3.10'
-itsdangerous==2.1.2; python_version >= '3.7'
-jedi==0.19.1; python_version >= '3.6'
 jieba3k==0.35.1
 jinja2==3.1.3; python_version >= '3.7'
 jmespath==1.0.1; python_version >= '3.7'
-joblib==1.3.2; python_version >= '3.7'
-jq==1.6.0; python_version >= '3.5'
+joblib==1.4.0; python_version >= '3.8'
+jq==1.7.0; python_version >= '3.5'
 jsonpatch==1.33; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5, 3.6'
 jsonpath-python==1.0.6; python_version >= '3.6'
 jsonpointer==2.4; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5, 3.6'
 kiwisolver==1.4.5; python_version >= '3.7'
-kombu[sqs]==5.3.5; python_version >= '3.8'
-langchain==0.1.11; python_version < '4.0' and python_full_version >= '3.8.1'
-langchain-community==0.0.27; python_version < '4.0' and python_full_version >= '3.8.1'
-langchain-core==0.1.30; python_version < '4.0' and python_full_version >= '3.8.1'
-langchain-openai==0.0.8; python_version < '4.0' and python_full_version >= '3.8.1'
+kombu[sqs]==5.3.7; python_version >= '3.8'
+langchain==0.1.16; python_version < '4.0' and python_full_version >= '3.8.1'
+langchain-community==0.0.32; python_version < '4.0' and python_full_version >= '3.8.1'
+langchain-core==0.1.42; python_version < '4.0' and python_full_version >= '3.8.1'
+langchain-openai==0.1.3; python_version < '4.0' and python_full_version >= '3.8.1'
 langchain-text-splitters==0.0.1; python_version < '4.0' and python_full_version >= '3.8.1'
 langdetect==1.0.9
-langfuse==2.20.1; python_version < '4.0' and python_full_version >= '3.8.1'
-langsmith==0.1.23; python_version < '4.0' and python_full_version >= '3.8.1'
+langfuse==2.25.0; python_version < '4.0' and python_full_version >= '3.8.1'
+langsmith==0.1.45; python_version < '4.0' and python_full_version >= '3.8.1'
 layoutparser[layoutmodels,tesseract]==0.3.4; python_version >= '3.6'
-litellm==1.31.2; python_version not in '2.7, 3.0, 3.1, 3.2, 3.3, 3.4, 3.5, 3.6, 3.7' and python_version >= '3.8'
-lxml==5.1.0; python_version >= '3.6'
-markdown==3.5.2
+litellm==1.35.2; python_version not in '2.7, 3.0, 3.1, 3.2, 3.3, 3.4, 3.5, 3.6, 3.7' and python_version >= '3.8'
+llama-index==0.10.28; python_version < '4.0' and python_full_version >= '3.8.1'
+llama-index-agent-openai==0.2.2; python_version < '4.0' and python_full_version >= '3.8.1'
+llama-index-cli==0.1.11; python_version < '4.0' and python_full_version >= '3.8.1'
+llama-index-core==0.10.28; python_version < '4.0' and python_full_version >= '3.8.1'
+llama-index-embeddings-openai==0.1.7; python_version < '4.0' and python_full_version >= '3.8.1'
+llama-index-indices-managed-llama-cloud==0.1.5; python_version < '4.0' and python_full_version >= '3.8.1'
+llama-index-legacy==0.9.48; python_version < '4.0' and python_full_version >= '3.8.1'
+llama-index-llms-openai==0.1.15; python_version < '4.0' and python_full_version >= '3.8.1'
+llama-index-multi-modal-llms-openai==0.1.5; python_version < '4.0' and python_full_version >= '3.8.1'
+llama-index-program-openai==0.1.5; python_version < '4.0' and python_full_version >= '3.8.1'
+llama-index-question-gen-openai==0.1.3; python_version < '4.0' and python_full_version >= '3.8.1'
+llama-index-readers-file==0.1.16; python_version < '4.0' and python_full_version >= '3.8.1'
+llama-index-readers-llama-parse==0.1.4; python_version < '4.0' and python_full_version >= '3.8.1'
+llama-parse==0.4.0; python_version < '4.0' and python_full_version >= '3.8.1'
+llamaindex-py-client==0.1.17; python_version >= '3.8' and python_version < '4'
+lxml[html_clean]==5.2.1; python_version >= '3.6'
+lxml-html-clean==0.1.1
+markdown==3.6
 markupsafe==2.1.5; python_version >= '3.7'
 marshmallow==3.21.1; python_version >= '3.8'
-matplotlib==3.8.3; python_version >= '3.9'
-matplotlib-inline==0.1.6; python_version >= '3.5'
+matplotlib==3.8.4; python_version >= '3.9'
 mccabe==0.7.0; python_version >= '3.6'
 monotonic==1.6
 mpmath==1.3.0
 msg-parser==1.2.0
 multidict==6.0.5; python_version >= '3.7'
 mypy-extensions==1.0.0; python_version >= '3.5'
-nest-asyncio==1.5.6; python_version >= '3.5'
-networkx==3.2.1
+nest-asyncio==1.6.0; python_version >= '3.5'
+networkx==3.3
 newspaper3k==0.2.8
 nltk==3.8.1; python_version >= '3.7'
 nodeenv==1.8.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5, 3.6'
 numpy==1.26.4; python_version >= '3.9'
 olefile==0.47; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
 omegaconf==2.3.0; python_version >= '3.6'
-onnx==1.15.0
+onnx==1.16.0
 onnxruntime==1.15.1
-openai==1.13.3; python_full_version >= '3.7.1'
+openai==1.17.0; python_full_version >= '3.7.1'
 opencv-python==4.9.0.80; python_version >= '3.6'
 openpyxl==3.1.2
-orjson==3.9.15; python_version >= '3.8'
+orjson==3.10.0; python_version >= '3.8'
 packaging==23.2; python_version >= '3.7'
 pandas==1.5.3; python_version >= '3.8'
-pandasai==2.0.7; python_version not in '2.7, 3.0, 3.1, 3.2, 3.3, 3.4, 3.5, 3.6, 3.7, 3.8' and python_version >= '3.9'
-parso==0.8.3; python_version >= '3.6'
+pandasai==2.0.32; python_version not in '2.7, 3.0, 3.1, 3.2, 3.3, 3.4, 3.5, 3.6, 3.7, 3.8' and python_version >= '3.9'
 pathspec==0.12.1; python_version >= '3.8'
 pdf2image==1.17.0
 pdfminer.six==20231228
 pdfplumber==0.11.0; python_version >= '3.8'
-pexpect==4.9.0; sys_platform != 'win32' and sys_platform != 'emscripten'
-pikepdf==8.13.0
-pillow==10.2.0; python_version >= '3.8'
-pillow-heif==0.15.0
+pikepdf==8.15.0
+pillow==10.3.0; python_version >= '3.8'
+pillow-heif==0.16.0
 platformdirs==4.2.0; python_version >= '3.8'
 pluggy==1.4.0; python_version >= '3.8'
 portalocker==2.8.2; python_version >= '3.8'
-postgrest==0.16.1; python_version >= '3.8' and python_version < '4.0'
+postgrest==0.16.2; python_version >= '3.8' and python_version < '4.0'
 posthog==3.5.0
 prometheus-client==0.20.0; python_version >= '3.8'
 prompt-toolkit==3.0.43; python_full_version >= '3.7.0'
-protobuf==4.25.3; python_version >= '3.8'
+protobuf==5.26.1; python_version >= '3.8'
+psutil==5.9.8; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'
 psycopg2==2.9.9; python_version >= '3.7'
 psycopg2-binary==2.9.9; python_version >= '3.7'
-ptyprocess==0.7.0
-pure-eval==0.2.2
-pyasn1==0.5.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'
+py==1.11.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
+pyasn1==0.6.0; python_version >= '3.8'
 pycocotools==2.0.7; python_version >= '3.5'
 pycodestyle==2.11.1; python_version >= '3.8'
-pycparser==2.21
+pycparser==2.22; python_version >= '3.8'
 pycurl==7.45.3
-pydantic==2.6.3; python_version >= '3.8'
-pydantic-core==2.16.3; python_version >= '3.8'
+pydantic==2.7.0; python_version >= '3.8'
+pydantic-core==2.18.1; python_version >= '3.8'
 pydantic-settings==2.2.1; python_version >= '3.8'
 pyflakes==3.2.0; python_version >= '3.8'
-pygments==2.17.2; python_version >= '3.7'
-pypandoc==1.11; python_version >= '3.6'
+pymupdf==1.24.1; python_version >= '3.8'
+pymupdfb==1.24.1; python_version >= '3.8'
+pypandoc==1.13; python_version >= '3.6'
 pyparsing==3.1.2; python_full_version >= '3.6.8'
-pypdf==3.9.0; python_version >= '3.6'
-pypdfium2==4.28.0; python_version >= '3.6'
-pyright==1.1.316; python_version >= '3.7'
+pypdf==4.2.0; python_version >= '3.6'
+pypdfium2==4.29.0; python_version >= '3.6'
+pyright==1.1.358; python_version >= '3.7'
 pytesseract==0.3.10; python_version >= '3.7'
 pytest==8.1.1; python_version >= '3.8'
-pytest-celery==0.0.0
-pytest-mock==3.12.0; python_version >= '3.8'
+pytest-celery==1.0.0; python_version >= '3.8' and python_version < '4.0'
+pytest-docker-tools==3.1.3; python_full_version >= '3.7.0' and python_full_version < '4.0.0'
+pytest-mock==3.14.0; python_version >= '3.8'
 python-dateutil==2.9.0.post0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
 python-docx==1.1.0
 python-dotenv==1.0.1; python_version >= '3.8'
 python-iso639==2024.2.7; python_version >= '3.8'
 python-jose==3.3.0
 python-magic==0.4.27; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
-python-multipart==0.0.6; python_version >= '3.7'
+python-multipart==0.0.9; python_version >= '3.8'
 python-pptx==0.6.23
 pytz==2024.1
 pyyaml==6.0.1; python_version >= '3.6'
-rapidfuzz==3.6.2; python_version >= '3.8'
-realtime==1.0.2; python_version >= '3.8' and python_version < '4.0'
+rapidfuzz==3.8.1; python_version >= '3.8'
+realtime==1.0.3; python_version >= '3.8' and python_version < '4.0'
 redis==5.0.3; python_version >= '3.7'
 regex==2023.12.25; python_version >= '3.7'
 requests==2.31.0; python_version >= '3.7'
 requests-file==2.0.0
 resend==0.8.0; python_version >= '3.7'
+retry==0.9.2
 rsa==4.9; python_version >= '3.6' and python_version < '4'
-s3transfer==0.10.0; python_version >= '3.8'
+s3transfer==0.10.1; python_version >= '3.8'
 safetensors==0.4.2; python_version >= '3.7'
-scipy==1.12.0; python_version >= '3.9'
-sentry-sdk[fastapi]==1.41.0
-setuptools==69.1.1; python_version >= '3.8'
+scipy==1.13.0; python_version >= '3.9'
+sentry-sdk[fastapi]==1.45.0
+setuptools==69.2.0; python_version >= '3.8'
 sgmllib3k==1.0.0
 six==1.16.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
 smmap==5.0.1; python_version >= '3.7'
 sniffio==1.3.1; python_version >= '3.7'
 soupsieve==2.5; python_version >= '3.8'
-sqlalchemy==2.0.28; python_version >= '3.7'
-stack-data==0.6.3
-starlette==0.36.3; python_version >= '3.8'
-storage3==0.7.3; python_version >= '3.8' and python_version < '4.0'
+sqlalchemy[asyncio]==2.0.29; python_version >= '3.7'
+starlette==0.37.2; python_version >= '3.8'
+storage3==0.7.4; python_version >= '3.8' and python_version < '4.0'
 strenum==0.4.15
-supabase==2.4.0; python_version >= '3.8' and python_version < '4.0'
-supafunc==0.3.3; python_version >= '3.8' and python_version < '4.0'
+striprtf==0.0.26
+supabase==2.4.1; python_version >= '3.8' and python_version < '4.0'
+supafunc==0.4.5; python_version >= '3.8' and python_version < '4.0'
 sympy==1.12; python_version >= '3.8'
 tabulate==0.9.0; python_version >= '3.7'
 tenacity==8.2.3; python_version >= '3.7'
 tiktoken==0.6.0; python_version >= '3.8'
 timm==0.9.16; python_version >= '3.8'
 tinysegmenter==0.3
-tldextract==5.1.1; python_version >= '3.8'
+tldextract==5.1.2; python_version >= '3.8'
 tokenizers==0.15.2; python_version >= '3.7'
-torch==2.2.1
-torchvision==0.17.1
+torch==2.2.2
+torchvision==0.17.2
 tornado==6.4; python_version >= '3.8'
 tqdm==4.66.2; python_version >= '3.7'
-traitlets==5.14.1; python_version >= '3.8'
-transformers==4.38.2; python_full_version >= '3.8.0'
-typing-extensions==4.10.0; python_version >= '3.8'
+transformers==4.39.3; python_full_version >= '3.8.0'
+typing-extensions==4.11.0; python_version >= '3.8'
 typing-inspect==0.9.0
 tzdata==2024.1; python_version >= '2'
-unstructured[all-docs]==0.12.5; python_version < '3.12' and python_full_version >= '3.9.0'
-unstructured-client==0.21.0; python_version >= '3.8'
-unstructured-inference==0.7.23
+unstructured[all-docs]==0.13.2; python_version < '3.12' and python_full_version >= '3.9.0'
+unstructured-client==0.18.0; python_version >= '3.8'
+unstructured-inference==0.7.25
 unstructured.pytesseract==0.3.12
-urllib3==2.0.7; python_version >= '3.10'
-uvicorn==0.28.0; python_version >= '3.8'
+urllib3==2.2.1; python_version >= '3.8'
+uvicorn==0.29.0; python_version >= '3.8'
 vine==5.1.0; python_version >= '3.6'
 watchdog==4.0.0; python_version >= '3.8'
 wcwidth==0.2.13
 webencodings==0.5.1
-websockets==11.0.3; python_version >= '3.7'
-werkzeug==3.0.1; python_version >= '3.8'
+websockets==12.0; python_version >= '3.8'
 wrapt==1.16.0; python_version >= '3.6'
 xlrd==2.0.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'
 xlsxwriter==3.2.0; python_version >= '3.6'
 yarl==1.9.4; python_version >= '3.7'
-zipp==3.17.0; python_version >= '3.8'
+zipp==3.18.1; python_version >= '3.8'