diff --git a/app/llmops/Pipfile b/app/llmops/Pipfile
index 4e3238e..d311d66 100644
--- a/app/llmops/Pipfile
+++ b/app/llmops/Pipfile
@@ -16,6 +16,7 @@ docker = "*"
 ipywidgets = "*"
 ipykernel = "*"
 jupyter = "*"
+chromadb = "*"
 
 [dev-packages]
 pytest = "==8.0.0"
diff --git a/app/llmops/Pipfile.lock b/app/llmops/Pipfile.lock
index 5bccf18..30c3c68 100644
--- a/app/llmops/Pipfile.lock
+++ b/app/llmops/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "8196979508a2a2906e113099e80372ece76bc8fdc955944ed31a06756031ba56"
+            "sha256": "b0fbb8d1da313b41a4ec18f37b1bcf526d689f50a2c649b69c9907c90714aa59"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -89,6 +89,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==1.3.0"
         },
+        "asgiref": {
+            "hashes": [
+                "sha256:3e1e3ecc849832fe52ccf2cb6686b7a55f82bb1d6aee72a58826471390335e47",
+                "sha256:c343bd80a0bec947a9860adb4c432ffa7db769836c64238fc34bdc3fec84d590"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==3.8.1"
+        },
         "asttokens": {
             "hashes": [
                 "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7",
@@ -121,6 +129,71 @@
             "markers": "python_version >= '3.8'",
             "version": "==2.17.0"
         },
+        "backoff": {
+            "hashes": [
+                "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba",
+                "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8"
+            ],
+            "markers": "python_version >= '3.7' and python_version < '4.0'",
+            "version": "==2.2.1"
+        },
+        "bcrypt": {
+            "hashes": [
+                "sha256:0042b2e342e9ae3d2ed22727c1262f76cc4f345683b5c1715f0250cf4277294f",
+                "sha256:0142b2cb84a009f8452c8c5a33ace5e3dfec4159e7735f5afe9a4d50a8ea722d",
+                "sha256:08bacc884fd302b611226c01014eca277d48f0a05187666bca23aac0dad6fe24",
+                "sha256:0d3efb1157edebfd9128e4e46e2ac1a64e0c1fe46fb023158a407c7892b0f8c3",
+                "sha256:0e30e5e67aed0187a1764911af023043b4542e70a7461ad20e837e94d23e1d6c",
+                "sha256:107d53b5c67e0bbc3f03ebf5b030e0403d24dda980f8e244795335ba7b4a027d",
+                "sha256:12fa6ce40cde3f0b899729dbd7d5e8811cb892d31b6f7d0334a1f37748b789fd",
+                "sha256:17a854d9a7a476a89dcef6c8bd119ad23e0f82557afbd2c442777a16408e614f",
+                "sha256:191354ebfe305e84f344c5964c7cd5f924a3bfc5d405c75ad07f232b6dffb49f",
+                "sha256:2ef6630e0ec01376f59a006dc72918b1bf436c3b571b80fa1968d775fa02fe7d",
+                "sha256:3004df1b323d10021fda07a813fd33e0fd57bef0e9a480bb143877f6cba996fe",
+                "sha256:335a420cfd63fc5bc27308e929bee231c15c85cc4c496610ffb17923abf7f231",
+                "sha256:33752b1ba962ee793fa2b6321404bf20011fe45b9afd2a842139de3011898fef",
+                "sha256:3a3fd2204178b6d2adcf09cb4f6426ffef54762577a7c9b54c159008cb288c18",
+                "sha256:3b8d62290ebefd49ee0b3ce7500f5dbdcf13b81402c05f6dafab9a1e1b27212f",
+                "sha256:3e36506d001e93bffe59754397572f21bb5dc7c83f54454c990c74a468cd589e",
+                "sha256:41261d64150858eeb5ff43c753c4b216991e0ae16614a308a15d909503617732",
+                "sha256:50e6e80a4bfd23a25f5c05b90167c19030cf9f87930f7cb2eacb99f45d1c3304",
+                "sha256:531457e5c839d8caea9b589a1bcfe3756b0547d7814e9ce3d437f17da75c32b0",
+                "sha256:55a935b8e9a1d2def0626c4269db3fcd26728cbff1e84f0341465c31c4ee56d8",
+                "sha256:57967b7a28d855313a963aaea51bf6df89f833db4320da458e5b3c5ab6d4c938",
+                "sha256:584027857bc2843772114717a7490a37f68da563b3620f78a849bcb54dc11e62",
+                "sha256:59e1aa0e2cd871b08ca146ed08445038f42ff75968c7ae50d2fdd7860ade2180",
+                "sha256:5bd3cca1f2aa5dbcf39e2aa13dd094ea181f48959e1071265de49cc2b82525af",
+                "sha256:5c1949bf259a388863ced887c7861da1df681cb2388645766c89fdfd9004c669",
+                "sha256:62f26585e8b219cdc909b6a0069efc5e4267e25d4a3770a364ac58024f62a761",
+                "sha256:67a561c4d9fb9465ec866177e7aebcad08fe23aaf6fbd692a6fab69088abfc51",
+                "sha256:6fb1fd3ab08c0cbc6826a2e0447610c6f09e983a281b919ed721ad32236b8b23",
+                "sha256:74a8d21a09f5e025a9a23e7c0fd2c7fe8e7503e4d356c0a2c1486ba010619f09",
+                "sha256:79e70b8342a33b52b55d93b3a59223a844962bef479f6a0ea318ebbcadf71505",
+                "sha256:7a4be4cbf241afee43f1c3969b9103a41b40bcb3a3f467ab19f891d9bc4642e4",
+                "sha256:7c03296b85cb87db865d91da79bf63d5609284fc0cab9472fdd8367bbd830753",
+                "sha256:842d08d75d9fe9fb94b18b071090220697f9f184d4547179b60734846461ed59",
+                "sha256:864f8f19adbe13b7de11ba15d85d4a428c7e2f344bac110f667676a0ff84924b",
+                "sha256:97eea7408db3a5bcce4a55d13245ab3fa566e23b4c67cd227062bb49e26c585d",
+                "sha256:a839320bf27d474e52ef8cb16449bb2ce0ba03ca9f44daba6d93fa1d8828e48a",
+                "sha256:afe327968aaf13fc143a56a3360cb27d4ad0345e34da12c7290f1b00b8fe9a8b",
+                "sha256:b4d4e57f0a63fd0b358eb765063ff661328f69a04494427265950c71b992a39a",
+                "sha256:b6354d3760fcd31994a14c89659dee887f1351a06e5dac3c1142307172a79f90",
+                "sha256:b693dbb82b3c27a1604a3dff5bfc5418a7e6a781bb795288141e5f80cf3a3492",
+                "sha256:bdc6a24e754a555d7316fa4774e64c6c3997d27ed2d1964d55920c7c227bc4ce",
+                "sha256:beeefe437218a65322fbd0069eb437e7c98137e08f22c4660ac2dc795c31f8bb",
+                "sha256:c5eeac541cefd0bb887a371ef73c62c3cd78535e4887b310626036a7c0a817bb",
+                "sha256:c950d682f0952bafcceaf709761da0a32a942272fad381081b51096ffa46cea1",
+                "sha256:d9af79d322e735b1fc33404b5765108ae0ff232d4b54666d46730f8ac1a43676",
+                "sha256:e53e074b120f2877a35cc6c736b8eb161377caae8925c17688bd46ba56daaa5b",
+                "sha256:e965a9c1e9a393b8005031ff52583cedc15b7884fce7deb8b0346388837d6cfe",
+                "sha256:f01e060f14b6b57bbb72fc5b4a83ac21c443c9a2ee708e04a10e9192f90a6281",
+                "sha256:f1e3ffa1365e8702dc48c8b360fef8d7afeca482809c5e45e653af82ccd088c1",
+                "sha256:f6746e6fec103fcd509b96bacdfdaa2fbde9a553245dbada284435173a6f1aef",
+                "sha256:f81b0ed2639568bf14749112298f9e4e2b28853dab50a8b357e31798686a036d"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==4.3.0"
+        },
         "beautifulsoup4": {
             "hashes": [
                 "sha256:1bd32405dacc920b42b83ba01644747ed77456a65760e285fbc47633ceddaf8b",
@@ -155,6 +228,14 @@
             "markers": "python_version >= '3.9'",
             "version": "==1.9.0"
         },
+        "build": {
+            "hashes": [
+                "sha256:1d61c0887fa860c01971625baae8bdd338e517b836a2f70dd1f7aa3a6b2fc5b5",
+                "sha256:b36993e92ca9375a219c99e606a122ff365a760a2d4bba0caa09bd5278b608b7"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==1.2.2.post1"
+        },
         "cachetools": {
             "hashes": [
                 "sha256:1a661caa9175d26759571b2e19580f9d6393969e5dfca11fdb1f947a23e640d4",
@@ -350,6 +431,49 @@
             "markers": "python_version >= '3.7'",
             "version": "==3.4.1"
         },
+        "chroma-hnswlib": {
+            "hashes": [
+                "sha256:0540b0ac96e47d0aa39e88ea4714358ae05d64bbe6bf33c52f316c664190a6a3",
+                "sha256:2487201982241fb1581be26524145092c95902cb09fc2646ccfbc407de3328ec",
+                "sha256:2fe6ea949047beed19a94b33f41fe882a691e58b70c55fdaa90274ae78be046f",
+                "sha256:305ae491de9d5f3c51e8bd52d84fdf2545a4a2bc7af49765cda286b7bb30b1d4",
+                "sha256:3085402958dbdc9ff5626ae58d696948e715aef88c86d1e3f9285a88f1afd3bc",
+                "sha256:3a7af35bdd39a88bffa49f9bb4bf4f9040b684514a024435a1ef5cdff980579d",
+                "sha256:3e9796a4536b7de6c6d76a792ba03e08f5aaa53e97e052709568e50b4d20c04f",
+                "sha256:456fd88fa0d14e6b385358515aef69fc89b3c2191706fd9aee62087b62aad09c",
+                "sha256:4b4ab4e11f1083dd0a11ee4f0e0b183ca9f0f2ed63ededba1935b13ce2b3606f",
+                "sha256:4dce282543039681160259d29fcde6151cc9106c6461e0485f57cdccd83059b7",
+                "sha256:53db45cd9173d95b4b0bdccb4dbff4c54a42b51420599c32267f3abbeb795170",
+                "sha256:5c093f07a010b499c00a15bc9376036ee4800d335360570b14f7fe92badcdcf9",
+                "sha256:5dfaae825499c2beaa3b75a12d7ec713b64226df72a5c4097203e3ed532680da",
+                "sha256:6be47853d9a58dedcfa90fc846af202b071f028bbafe1d8711bf64fe5a7f6111",
+                "sha256:6f007b608c96362b8f0c8b6b2ac94f67f83fcbabd857c378ae82007ec92f4d82",
+                "sha256:77326f658a15adfb806a16543f7db7c45f06fd787d699e643642d6bde8ed49c4",
+                "sha256:81181d54a2b1e4727369486a631f977ffc53c5533d26e3d366dda243fb0998ca",
+                "sha256:822ede968d25a2c88823ca078a58f92c9b5c4142e38c7c8b4c48178894a0a3c5",
+                "sha256:93b056ab4e25adab861dfef21e1d2a2756b18be5bc9c292aa252fa12bb44e6ae",
+                "sha256:a53b1f1551f2b5ad94eb610207bde1bb476245fc5097a2bec2b476c653c58bde",
+                "sha256:a566abe32fab42291f766d667bdbfa234a7f457dcbd2ba19948b7a978c8ca624",
+                "sha256:bb0633b60e00a2b92314d0bf5bbc0da3d3320be72c7e3f4a9b19f4609dc2b2ab",
+                "sha256:d30e2db08e7ffdcc415bd072883a322de5995eb6ec28a8f8c054103bbd3ec1e0",
+                "sha256:e6c0e627476f0f4d9e153420d36042dd9c6c3671cfd1fe511c0253e38c2a1039",
+                "sha256:e87e9b616c281bfbe748d01705817c71211613c3b063021f7ed5e47173556cb7",
+                "sha256:ec5ca25bc7b66d2ecbf14502b5729cde25f70945d22f2aaf523c2d747ea68912",
+                "sha256:f35192fbbeadc8c0633f0a69c3d3e9f1a4eab3a46b65458bbcbcabdd9e895c36",
+                "sha256:fe91f018b30452c16c811fd6c8ede01f84e5a9f3c23e0758775e57f1c3778871",
+                "sha256:feceff971e2a2728c9ddd862a9dd6eb9f638377ad98438876c9aeac96c9482f5"
+            ],
+            "version": "==0.7.6"
+        },
+        "chromadb": {
+            "hashes": [
+                "sha256:4851258489a3612b558488d98d09ae0fe0a28d5cad6bd1ba64b96fdc419dc0e5",
+                "sha256:c8f34c0b704b9108b04491480a36d42e894a960429f87c6516027b5481d59ed3"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.9'",
+            "version": "==0.6.3"
+        },
         "click": {
             "hashes": [
                 "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2",
@@ -366,6 +490,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==3.1.1"
         },
+        "coloredlogs": {
+            "hashes": [
+                "sha256:612ee75c546f53e92e70049c9dbfcc18c935a2b9a53b66085ce9ef6a6e5c0934",
+                "sha256:7c991aa71a4577af2f82600d8f8f3a89f936baeaf9b50a9c197da014e5bf16b0"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
+            "version": "==15.0.1"
+        },
         "comm": {
             "hashes": [
                 "sha256:3fd7a84065306e07bea1773df6eb8282de51ba82f77c72f9c85716ab11fe980e",
@@ -514,6 +646,14 @@
             ],
             "version": "==0.3.9"
         },
+        "distro": {
+            "hashes": [
+                "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed",
+                "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==1.9.0"
+        },
         "docker": {
             "hashes": [
                 "sha256:ad8c70e6e3f8926cb8a92619b832b4ea5299e2831c14284663184e200546fa6c",
@@ -530,6 +670,13 @@
             ],
             "version": "==0.4.0"
         },
+        "durationpy": {
+            "hashes": [
+                "sha256:e65359a7af5cedad07fb77a2dd3f390f8eb0b74cb845589fa6c057086834dd38",
+                "sha256:fd3feb0a69a0057d582ef643c355c40d2fa1c942191f914d12203b1a01ac722a"
+            ],
+            "version": "==0.9"
+        },
         "entrypoints": {
             "hashes": [
                 "sha256:b706eddaa9218a19ebcd67b56818f05bb27589b1ca9e8d797b74affad4ccacd4",
@@ -546,6 +693,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==2.2.0"
         },
+        "fastapi": {
+            "hashes": [
+                "sha256:4a439d7923e4de796bcc88b64e9754340fcd1574673cbd865ba8a99fe0d28c56",
+                "sha256:9d7da3b196c5eed049bc769f9475cd55509a112fbe031c0ef2f53768ae68d13f"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==0.115.9"
+        },
         "fastjsonschema": {
             "hashes": [
                 "sha256:794d4f0a58f848961ba16af7b9c85a3e88cd360df008c59aac6fc5ae9323b5d4",
@@ -569,6 +724,13 @@
             "markers": "python_version >= '3.9'",
             "version": "==3.1.0"
         },
+        "flatbuffers": {
+            "hashes": [
+                "sha256:97e451377a41262f8d9bd4295cc836133415cc03d8cb966410a4af92eb00d26e",
+                "sha256:ebba5f4d5ea615af3f7fd70fc310636fbb2bbd1f566ac0a23d98dd412de50051"
+            ],
+            "version": "==25.2.10"
+        },
         "fonttools": {
             "hashes": [
                 "sha256:003548eadd674175510773f73fb2060bb46adb77c94854af3e0cc5bc70260049",
@@ -633,6 +795,14 @@
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4' and python_version < '4'",
             "version": "==1.5.1"
         },
+        "fsspec": {
+            "hashes": [
+                "sha256:1c24b16eaa0a1798afa0337aa0db9b256718ab2a89c425371f5628d22c3b6afd",
+                "sha256:9de2ad9ce1f85e1931858535bc882543171d197001a0a5eb2ddc04f1781ab95b"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==2025.2.0"
+        },
         "gitdb": {
             "hashes": [
                 "sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571",
@@ -649,6 +819,22 @@
             "markers": "python_version >= '3.7'",
             "version": "==3.1.44"
         },
+        "google-auth": {
+            "hashes": [
+                "sha256:8285113607d3b80a3f1543b75962447ba8a09fe85783432a784fdeef6ac094c4",
+                "sha256:e7dae6694313f434a2727bf2906f27ad259bae090d7aa896590d86feec3d9d4a"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==2.38.0"
+        },
+        "googleapis-common-protos": {
+            "hashes": [
+                "sha256:95d38161f4f9af0d9423eed8fb7b64ffd2568c3464eb542ff02c5bfa1953ab3c",
+                "sha256:aaf179b2f81df26dfadac95def3b16a95064c76a5f45f07e4c68a21bb371c4ac"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==1.68.0"
+        },
         "graphene": {
             "hashes": [
                 "sha256:2a3786948ce75fe7e078443d37f609cbe5bb36ad8d6b828740ad3b95ed1a0aaa",
@@ -672,6 +858,67 @@
             "markers": "python_version >= '3.6' and python_version < '4'",
             "version": "==3.2.0"
         },
+        "grpcio": {
+            "hashes": [
+                "sha256:0495c86a55a04a874c7627fd33e5beaee771917d92c0e6d9d797628ac40e7655",
+                "sha256:07269ff4940f6fb6710951116a04cd70284da86d0a4368fd5a3b552744511f5a",
+                "sha256:0a5c78d5198a1f0aa60006cd6eb1c912b4a1520b6a3968e677dbcba215fabb40",
+                "sha256:0ba0a173f4feacf90ee618fbc1a27956bfd21260cd31ced9bc707ef551ff7dc7",
+                "sha256:0cd430b9215a15c10b0e7d78f51e8a39d6cf2ea819fd635a7214fae600b1da27",
+                "sha256:0de706c0a5bb9d841e353f6343a9defc9fc35ec61d6eb6111802f3aa9fef29e1",
+                "sha256:17325b0be0c068f35770f944124e8839ea3185d6d54862800fc28cc2ffad205a",
+                "sha256:2394e3381071045a706ee2eeb6e08962dd87e8999b90ac15c55f56fa5a8c9597",
+                "sha256:27cc75e22c5dba1fbaf5a66c778e36ca9b8ce850bf58a9db887754593080d839",
+                "sha256:2b0d02e4b25a5c1f9b6c7745d4fa06efc9fd6a611af0fb38d3ba956786b95199",
+                "sha256:374d014f29f9dfdb40510b041792e0e2828a1389281eb590df066e1cc2b404e5",
+                "sha256:3b0f01f6ed9994d7a0b27eeddea43ceac1b7e6f3f9d86aeec0f0064b8cf50fdb",
+                "sha256:4119fed8abb7ff6c32e3d2255301e59c316c22d31ab812b3fbcbaf3d0d87cc68",
+                "sha256:412faabcc787bbc826f51be261ae5fa996b21263de5368a55dc2cf824dc5090e",
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@@ -696,6 +943,55 @@
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@@ -704,6 +1000,22 @@
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@@ -728,6 +1040,14 @@
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@@ -1175,6 +1503,107 @@
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+            ],
+            "markers": "python_version >= '3.9'",
+            "version": "==5.1.0"
+        },
+        "monotonic": {
+            "hashes": [
+                "sha256:3a55207bcfed53ddd5c5bae174524062935efed17792e9de2ad0205ce9ad63f7",
+                "sha256:68687e19a14f11f26d140dd5c86f3dba4bf5df58003000ed467e0e2a69bca96c"
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+            "version": "==1.6"
+        },
+        "mpmath": {
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                 "sha256:4ffee11e788b4a27fabeb7955547e4318a5298f34342a4bfd01f2e1faaeadc3d",
@@ -1265,6 +1694,14 @@
             "markers": "python_version >= '3.9'",
             "version": "==1.26.4"
         },
+        "oauthlib": {
+            "hashes": [
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         "omegaconf": {
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@@ -1273,29 +1710,196 @@
             "markers": "python_version >= '3.6'",
             "version": "==2.3.0"
         },
+        "onnxruntime": {
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-            "version": "==1.30.0"
+            "version": "==1.27.0"
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@@ -1479,6 +2083,13 @@
             "markers": "python_version >= '3.8'",
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@@ -1584,6 +2195,22 @@
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@@ -1651,6 +2278,20 @@
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@@ -1659,6 +2300,14 @@
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@@ -1878,6 +2527,14 @@
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@@ -2011,6 +2668,14 @@
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@@ -2214,6 +2879,14 @@
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@@ -2324,6 +2997,30 @@
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@@ -2355,6 +3052,27 @@
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@@ -2372,6 +3090,14 @@
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@@ -2420,6 +3154,60 @@
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+            "markers": "python_version >= '3.9'",
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         "wcwidth": {
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@@ -2476,6 +3341,81 @@
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+            ],
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+        },
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diff --git a/app/llmops/tests/src/chain_of_thought/test_run.py b/app/llmops/tests/src/chain_of_thought/test_run.py
new file mode 100644
index 0000000..fb0a73e
--- /dev/null
+++ b/app/llmops/tests/src/chain_of_thought/test_run.py
@@ -0,0 +1,31 @@
+import pytest
+from unittest.mock import patch, MagicMock
+import sys
+sys.path.append("/Users/leehongkai/projects/aimingmed/aimingmed-ai/app/llmops")
+from src.chain_of_thought import run
+
+def test_go():
+    # Create mock arguments
+    args = MagicMock()
+    args.query = "test_query"
+    args.input_chromadb_artifact = "test_artifact"
+    args.embedding_model = "test_embedding_model"
+    args.chat_model_provider = "gemini"
+
+    # Mock wandb.init and other external dependencies
+    with patch("wandb.init") as mock_wandb_init, \
+         patch("chromadb.PersistentClient") as mock_chromadb_client, \
+         patch("sentence_transformers.SentenceTransformer") as mock_sentence_transformer, \
+         patch("langchain_google_genai.ChatGoogleGenerativeAI") as mock_chat_google_generative_ai:
+
+        # Configure the mocks
+        mock_wandb_init.return_value = MagicMock()
+        mock_chromadb_client.return_value = MagicMock()
+        mock_sentence_transformer.return_value = MagicMock()
+        mock_chat_google_generative_ai.return_value = MagicMock()
+
+        # Call the go function
+        run.go(args)
+
+        # Add assertions to validate the behavior of the go function
+        assert mock_wandb_init.called