Verion bump, chromadb_version change and doc update (#1407)

CONTRIBUTING.md

@@ -67,7 +67,9 @@ We use `pytest` to test our code. You can run the tests by running the following
 poetry run pytest
 ```
 
-Several packages have been removed from Poetry to make the package lighter. Therefore, it is recommended to install the missing libraries individually to ensure all tests pass.
+
+Several packages have been removed from Poetry to make the package lighter. Therefore, it is recommended to run `make install_all` to install the remaining packages and ensure all tests pass.
+
 
 Make sure that all tests pass before submitting a pull request.
 

poetry.lock

@@ -385,17 +385,17 @@ files = [
 
 [[package]]
 name = "boto3"
-version = "1.34.121"
+version = "1.34.122"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.34.121-py3-none-any.whl", hash = "sha256:4e79e400d6d44b4eee5deda6ac0ecd08a3f5a30c45a0d30712795cdc4459fd79"},
-    {file = "boto3-1.34.121.tar.gz", hash = "sha256:ec89f3e0b0dc959c418df29e14d3748c0b05ab7acf7c0b90c839e9f340a659fa"},
+    {file = "boto3-1.34.122-py3-none-any.whl", hash = "sha256:b2d7400ff84fa547e53b3d9acfa3c95d65d45b5886ba1ede1f7df4768d1cc0b1"},
+    {file = "boto3-1.34.122.tar.gz", hash = "sha256:56840d8ce91654d182f1c113f0791fa2113c3aa43230c50b4481f235348a6037"},
 ]
 
 [package.dependencies]
-botocore = ">=1.34.121,<1.35.0"
+botocore = ">=1.34.122,<1.35.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -404,13 +404,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.121"
+version = "1.34.122"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.34.121-py3-none-any.whl", hash = "sha256:25b05c7646a9f240cde1c8f839552a43f27e71e15c42600275dea93e219f7dd9"},
-    {file = "botocore-1.34.121.tar.gz", hash = "sha256:1a8f94b917c47dfd84a0b531ab607dc53570efb0d073d8686600f2d2be985323"},
+    {file = "botocore-1.34.122-py3-none-any.whl", hash = "sha256:6d75df3af831b62f0c7baa109728d987e0a8d34bfadf0476eb32e2f29a079a36"},
+    {file = "botocore-1.34.122.tar.gz", hash = "sha256:9374e16a36f1062c3e27816e8599b53eba99315dfac71cc84fc3aee3f5d3cbe3"},
 ]
 
 [package.dependencies]
@@ -815,13 +815,13 @@ numpy = "*"
 
 [[package]]
 name = "chromadb"
-version = "0.5.0"
+version = "0.4.24"
 description = "Chroma."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "chromadb-0.5.0-py3-none-any.whl", hash = "sha256:8193dc65c143b61d8faf87f02c44ecfa778d471febd70de517f51c5d88a06009"},
-    {file = "chromadb-0.5.0.tar.gz", hash = "sha256:7954af614a9ff7b2902ddbd0a162f33f7ec0669e2429903905c4f7876d1f766f"},
+    {file = "chromadb-0.4.24-py3-none-any.whl", hash = "sha256:3a08e237a4ad28b5d176685bd22429a03717fe09d35022fb230d516108da01da"},
+    {file = "chromadb-0.4.24.tar.gz", hash = "sha256:a5c80b4e4ad9b236ed2d4899a5b9e8002b489293f2881cb2cadab5b199ee1c72"},
 ]
 
 [package.dependencies]
@@ -842,6 +842,7 @@ opentelemetry-sdk = ">=1.2.0"
 orjson = ">=3.9.12"
 overrides = ">=7.3.1"
 posthog = ">=2.4.0"
+pulsar-client = ">=3.1.0"
 pydantic = ">=1.9"
 pypika = ">=0.48.9"
 PyYAML = ">=6.0.0"
@@ -891,13 +892,13 @@ files = [
 
 [[package]]
 name = "cohere"
-version = "5.5.5"
+version = "5.5.6"
 description = ""
 optional = false
 python-versions = "<4.0,>=3.8"
 files = [
-    {file = "cohere-5.5.5-py3-none-any.whl", hash = "sha256:b6adb5168781c8ad3fae06e56cb29d806f595a4cfee8cac3bf4b63d7c83d93c2"},
-    {file = "cohere-5.5.5.tar.gz", hash = "sha256:d8d882401d472c00133d8885d4ae83a174733e3ea6065421e61215eb3a4e1841"},
+    {file = "cohere-5.5.6-py3-none-any.whl", hash = "sha256:10b2e38489ea30493b1eae8851216bcdc2eaf9c96a7b413ed518489c845b39d9"},
+    {file = "cohere-5.5.6.tar.gz", hash = "sha256:d146b6c87a5f709912861c15bfcbc4fca11cefe5e9843dc90bad9662df65968f"},
 ]
 
 [package.dependencies]
@@ -905,6 +906,7 @@ boto3 = ">=1.34.0,<2.0.0"
 fastavro = ">=1.9.4,<2.0.0"
 httpx = ">=0.21.2"
 httpx-sse = ">=0.4.0,<0.5.0"
+parameterized = ">=0.9.0,<0.10.0"
 pydantic = ">=1.9.2"
 requests = ">=2.0.0,<3.0.0"
 tokenizers = ">=0.15,<0.16"
@@ -1073,13 +1075,13 @@ files = [
 
 [[package]]
 name = "dataclasses-json"
-version = "0.6.6"
+version = "0.6.7"
 description = "Easily serialize dataclasses to and from JSON."
 optional = false
 python-versions = "<4.0,>=3.7"
 files = [
-    {file = "dataclasses_json-0.6.6-py3-none-any.whl", hash = "sha256:e54c5c87497741ad454070ba0ed411523d46beb5da102e221efb873801b0ba85"},
-    {file = "dataclasses_json-0.6.6.tar.gz", hash = "sha256:0c09827d26fffda27f1be2fed7a7a01a29c5ddcd2eb6393ad5ebf9d77e9deae8"},
+    {file = "dataclasses_json-0.6.7-py3-none-any.whl", hash = "sha256:0dbf33f26c8d5305befd61b39d2b3414e8a407bedc2834dea9b8d642666fb40a"},
+    {file = "dataclasses_json-0.6.7.tar.gz", hash = "sha256:b6b3e528266ea45b9535223bc53ca645f5208833c29229e847b3f26a1cc55fc0"},
 ]
 
 [package.dependencies]
@@ -1733,13 +1735,13 @@ tool = ["click (>=6.0.0)"]
 
 [[package]]
 name = "google-cloud-aiplatform"
-version = "1.54.0"
+version = "1.54.1"
 description = "Vertex AI API client library"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "google-cloud-aiplatform-1.54.0.tar.gz", hash = "sha256:6f5187d35a32951028465804fbb42b478362bf41e2b634ddd22b150299f6e1d8"},
-    {file = "google_cloud_aiplatform-1.54.0-py2.py3-none-any.whl", hash = "sha256:7b3ed849b9fb59a01bd6f44444ccbb7d18495b867a26f913542f6b2d4c3de252"},
+    {file = "google-cloud-aiplatform-1.54.1.tar.gz", hash = "sha256:01c231961cc1a1a3b049ea3ef71fb11e77b2d56d632d020ce09e419b27ff77f2"},
+    {file = "google_cloud_aiplatform-1.54.1-py2.py3-none-any.whl", hash = "sha256:43f70fcd572f15317d769e5a0e04cfb7c0e259ead3fe581d2fba4f203ace5617"},
 ]
 
 [package.dependencies]
@@ -3213,14 +3215,14 @@ files = [
 
 [[package]]
 name = "milvus-lite"
-version = "2.4.6"
+version = "2.4.7"
 description = "A lightweight version of Milvus wrapped with Python."
 optional = true
 python-versions = ">=3.7"
 files = [
-    {file = "milvus_lite-2.4.6-py3-none-macosx_10_9_x86_64.whl", hash = "sha256:43ac9f36903b31455e50a8f1d9cb033e18971643029c89eb5c9610f01c1f2e26"},
-    {file = "milvus_lite-2.4.6-py3-none-macosx_11_0_arm64.whl", hash = "sha256:95afe2ee019c569713926747bbe18ab5944927797374fed796f00fbe564cccd6"},
-    {file = "milvus_lite-2.4.6-py3-none-manylinux2014_x86_64.whl", hash = "sha256:2f9116bfc6a0d95636d3aa144582486b622c492689f3c93c519101bd7158b7db"},
+    {file = "milvus_lite-2.4.7-py3-none-macosx_10_9_x86_64.whl", hash = "sha256:c828190118b104b05b8c8e0b5a4147811c86b54b8fb67bc2e726ad10fc0b544e"},
+    {file = "milvus_lite-2.4.7-py3-none-macosx_11_0_arm64.whl", hash = "sha256:e1537633c39879714fb15082be56a4b97f74c905a6e98e302ec01320561081af"},
+    {file = "milvus_lite-2.4.7-py3-none-manylinux2014_x86_64.whl", hash = "sha256:f016474d663045787dddf1c3aad13b7d8b61fd329220318f858184918143dcbf"},
 ]
 
 [[package]]
@@ -3916,13 +3918,13 @@ sympy = "*"
 
 [[package]]
 name = "openai"
-version = "1.32.0"
+version = "1.33.0"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.7.1"
 files = [
-    {file = "openai-1.32.0-py3-none-any.whl", hash = "sha256:953d57669f309002044fd2f678aba9f07a43256d74b3b00cd04afb5b185568ea"},
-    {file = "openai-1.32.0.tar.gz", hash = "sha256:a6df15a7ab9344b1bc2bc8d83639f68b7a7e2453c0f5e50c1666547eee86f0bd"},
+    {file = "openai-1.33.0-py3-none-any.whl", hash = "sha256:621163b56570897ab8389d187f686a53d4771fd6ce95d481c0a9611fe8bc4229"},
+    {file = "openai-1.33.0.tar.gz", hash = "sha256:1169211a7b326ecbc821cafb427c29bfd0871f9a3e0947dd9e51acb3b0f1df78"},
 ]
 
 [package.dependencies]
@@ -4125,57 +4127,57 @@ files = [
 
 [[package]]
 name = "orjson"
-version = "3.10.3"
+version = "3.10.4"
 description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "orjson-3.10.3-cp310-cp310-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:9fb6c3f9f5490a3eb4ddd46fc1b6eadb0d6fc16fb3f07320149c3286a1409dd8"},
-    {file = "orjson-3.10.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:252124b198662eee80428f1af8c63f7ff077c88723fe206a25df8dc57a57b1fa"},
-    {file = "orjson-3.10.3-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:9f3e87733823089a338ef9bbf363ef4de45e5c599a9bf50a7a9b82e86d0228da"},
-    {file = "orjson-3.10.3-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c8334c0d87103bb9fbbe59b78129f1f40d1d1e8355bbed2ca71853af15fa4ed3"},
-    {file = "orjson-3.10.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1952c03439e4dce23482ac846e7961f9d4ec62086eb98ae76d97bd41d72644d7"},
-    {file = "orjson-3.10.3-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:c0403ed9c706dcd2809f1600ed18f4aae50be263bd7112e54b50e2c2bc3ebd6d"},
-    {file = "orjson-3.10.3-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:382e52aa4270a037d41f325e7d1dfa395b7de0c367800b6f337d8157367bf3a7"},
-    {file = "orjson-3.10.3-cp310-none-win32.whl", hash = "sha256:be2aab54313752c04f2cbaab4515291ef5af8c2256ce22abc007f89f42f49109"},
-    {file = "orjson-3.10.3-cp310-none-win_amd64.whl", hash = "sha256:416b195f78ae461601893f482287cee1e3059ec49b4f99479aedf22a20b1098b"},
-    {file = "orjson-3.10.3-cp311-cp311-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:73100d9abbbe730331f2242c1fc0bcb46a3ea3b4ae3348847e5a141265479700"},
-    {file = "orjson-3.10.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:544a12eee96e3ab828dbfcb4d5a0023aa971b27143a1d35dc214c176fdfb29b3"},
-    {file = "orjson-3.10.3-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:520de5e2ef0b4ae546bea25129d6c7c74edb43fc6cf5213f511a927f2b28148b"},
-    {file = "orjson-3.10.3-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:ccaa0a401fc02e8828a5bedfd80f8cd389d24f65e5ca3954d72c6582495b4bcf"},
-    {file = "orjson-3.10.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9a7bc9e8bc11bac40f905640acd41cbeaa87209e7e1f57ade386da658092dc16"},
-    {file = "orjson-3.10.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:3582b34b70543a1ed6944aca75e219e1192661a63da4d039d088a09c67543b08"},
-    {file = "orjson-3.10.3-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:1c23dfa91481de880890d17aa7b91d586a4746a4c2aa9a145bebdbaf233768d5"},
-    {file = "orjson-3.10.3-cp311-none-win32.whl", hash = "sha256:1770e2a0eae728b050705206d84eda8b074b65ee835e7f85c919f5705b006c9b"},
-    {file = "orjson-3.10.3-cp311-none-win_amd64.whl", hash = "sha256:93433b3c1f852660eb5abdc1f4dd0ced2be031ba30900433223b28ee0140cde5"},
-    {file = "orjson-3.10.3-cp312-cp312-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:a39aa73e53bec8d410875683bfa3a8edf61e5a1c7bb4014f65f81d36467ea098"},
-    {file = "orjson-3.10.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0943a96b3fa09bee1afdfccc2cb236c9c64715afa375b2af296c73d91c23eab2"},
-    {file = "orjson-3.10.3-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e852baafceff8da3c9defae29414cc8513a1586ad93e45f27b89a639c68e8176"},
-    {file = "orjson-3.10.3-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:18566beb5acd76f3769c1d1a7ec06cdb81edc4d55d2765fb677e3eaa10fa99e0"},
-    {file = "orjson-3.10.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1bd2218d5a3aa43060efe649ec564ebedec8ce6ae0a43654b81376216d5ebd42"},
-    {file = "orjson-3.10.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:cf20465e74c6e17a104ecf01bf8cd3b7b252565b4ccee4548f18b012ff2f8069"},
-    {file = "orjson-3.10.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:ba7f67aa7f983c4345eeda16054a4677289011a478ca947cd69c0a86ea45e534"},
-    {file = "orjson-3.10.3-cp312-none-win32.whl", hash = "sha256:17e0713fc159abc261eea0f4feda611d32eabc35708b74bef6ad44f6c78d5ea0"},
-    {file = "orjson-3.10.3-cp312-none-win_amd64.whl", hash = "sha256:4c895383b1ec42b017dd2c75ae8a5b862fc489006afde06f14afbdd0309b2af0"},
-    {file = "orjson-3.10.3-cp38-cp38-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:be2719e5041e9fb76c8c2c06b9600fe8e8584e6980061ff88dcbc2691a16d20d"},
-    {file = "orjson-3.10.3-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cb0175a5798bdc878956099f5c54b9837cb62cfbf5d0b86ba6d77e43861bcec2"},
-    {file = "orjson-3.10.3-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:978be58a68ade24f1af7758626806e13cff7748a677faf95fbb298359aa1e20d"},
-    {file = "orjson-3.10.3-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:16bda83b5c61586f6f788333d3cf3ed19015e3b9019188c56983b5a299210eb5"},
-    {file = "orjson-3.10.3-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4ad1f26bea425041e0a1adad34630c4825a9e3adec49079b1fb6ac8d36f8b754"},
-    {file = "orjson-3.10.3-cp38-cp38-musllinux_1_2_aarch64.whl", hash = "sha256:9e253498bee561fe85d6325ba55ff2ff08fb5e7184cd6a4d7754133bd19c9195"},
-    {file = "orjson-3.10.3-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:0a62f9968bab8a676a164263e485f30a0b748255ee2f4ae49a0224be95f4532b"},
-    {file = "orjson-3.10.3-cp38-none-win32.whl", hash = "sha256:8d0b84403d287d4bfa9bf7d1dc298d5c1c5d9f444f3737929a66f2fe4fb8f134"},
-    {file = "orjson-3.10.3-cp38-none-win_amd64.whl", hash = "sha256:8bc7a4df90da5d535e18157220d7915780d07198b54f4de0110eca6b6c11e290"},
-    {file = "orjson-3.10.3-cp39-cp39-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:9059d15c30e675a58fdcd6f95465c1522b8426e092de9fff20edebfdc15e1cb0"},
-    {file = "orjson-3.10.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8d40c7f7938c9c2b934b297412c067936d0b54e4b8ab916fd1a9eb8f54c02294"},
-    {file = "orjson-3.10.3-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d4a654ec1de8fdaae1d80d55cee65893cb06494e124681ab335218be6a0691e7"},
-    {file = "orjson-3.10.3-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:831c6ef73f9aa53c5f40ae8f949ff7681b38eaddb6904aab89dca4d85099cb78"},
-    {file = "orjson-3.10.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:99b880d7e34542db89f48d14ddecbd26f06838b12427d5a25d71baceb5ba119d"},
-    {file = "orjson-3.10.3-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:2e5e176c994ce4bd434d7aafb9ecc893c15f347d3d2bbd8e7ce0b63071c52e25"},
-    {file = "orjson-3.10.3-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:b69a58a37dab856491bf2d3bbf259775fdce262b727f96aafbda359cb1d114d8"},
-    {file = "orjson-3.10.3-cp39-none-win32.whl", hash = "sha256:b8d4d1a6868cde356f1402c8faeb50d62cee765a1f7ffcfd6de732ab0581e063"},
-    {file = "orjson-3.10.3-cp39-none-win_amd64.whl", hash = "sha256:5102f50c5fc46d94f2033fe00d392588564378260d64377aec702f21a7a22912"},
-    {file = "orjson-3.10.3.tar.gz", hash = "sha256:2b166507acae7ba2f7c315dcf185a9111ad5e992ac81f2d507aac39193c2c818"},
+    {file = "orjson-3.10.4-cp310-cp310-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:afca963f19ca60c7aedadea9979f769139127288dd58ccf3f7c5e8e6dc62cabf"},
+    {file = "orjson-3.10.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:42b112eff36ba7ccc7a9d6b87e17b9d6bde4312d05e3ddf66bf5662481dee846"},
+    {file = "orjson-3.10.4-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:02b192eaba048b1039eca9a0cef67863bd5623042f5c441889a9957121d97e14"},
+    {file = "orjson-3.10.4-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:827c3d0e4fc44242c82bfdb1a773235b8c0575afee99a9fa9a8ce920c14e440f"},
+    {file = "orjson-3.10.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ca8ec09724f10ec209244caeb1f9f428b6bb03f2eda9ed5e2c4dd7f2b7fabd44"},
+    {file = "orjson-3.10.4-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:8eaa5d531a8fde11993cbcb27e9acf7d9c457ba301adccb7fa3a021bfecab46c"},
+    {file = "orjson-3.10.4-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:e112aa7fc4ea67367ec5e86c39a6bb6c5719eddc8f999087b1759e765ddaf2d4"},
+    {file = "orjson-3.10.4-cp310-none-win32.whl", hash = "sha256:1538844fb88446c42da3889f8c4ecce95a630b5a5ba18ecdfe5aea596f4dff21"},
+    {file = "orjson-3.10.4-cp310-none-win_amd64.whl", hash = "sha256:de02811903a2e434127fba5389c3cc90f689542339a6e52e691ab7f693407b5a"},
+    {file = "orjson-3.10.4-cp311-cp311-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:358afaec75de7237dfea08e6b1b25d226e33a1e3b6dc154fc99eb697f24a1ffa"},
+    {file = "orjson-3.10.4-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bb4e292c3198ab3d93e5f877301d2746be4ca0ba2d9c513da5e10eb90e19ff52"},
+    {file = "orjson-3.10.4-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5c39e57cf6323a39238490092985d5d198a7da4a3be013cc891a33fef13a536e"},
+    {file = "orjson-3.10.4-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:f86df433fc01361ff9270ad27455ce1ad43cd05e46de7152ca6adb405a16b2f6"},
+    {file = "orjson-3.10.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0c9966276a2c97e93e6cbe8286537f88b2a071827514f0d9d47a0aefa77db458"},
+    {file = "orjson-3.10.4-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:c499a14155a1f5a1e16e0cd31f6cf6f93965ac60a0822bc8340e7e2d3dac1108"},
+    {file = "orjson-3.10.4-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:3087023ce904a327c29487eb7e1f2c060070e8dbb9a3991b8e7952a9c6e62f38"},
+    {file = "orjson-3.10.4-cp311-none-win32.whl", hash = "sha256:f965893244fe348b59e5ce560693e6dd03368d577ce26849b5d261ce31c70101"},
+    {file = "orjson-3.10.4-cp311-none-win_amd64.whl", hash = "sha256:c212f06fad6aa6ce85d5665e91a83b866579f29441a47d3865c57329c0857357"},
+    {file = "orjson-3.10.4-cp312-cp312-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:d0965a8b0131959833ca8a65af60285995d57ced0de2fd8f16fc03235975d238"},
+    {file = "orjson-3.10.4-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:27b64695d9f2aef3ae15a0522e370ec95c946aaea7f2c97a1582a62b3bdd9169"},
+    {file = "orjson-3.10.4-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:867d882ddee6a20be4c8b03ae3d2b0333894d53ad632d32bd9b8123649577171"},
+    {file = "orjson-3.10.4-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a0667458f8a8ceb6dee5c08fec0b46195f92c474cbbec71dca2a6b7fd5b67b8d"},
+    {file = "orjson-3.10.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a3eac9befc4eaec1d1ff3bba6210576be4945332dde194525601c5ddb5c060d3"},
+    {file = "orjson-3.10.4-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:4343245443552eae240a33047a6d1bcac7a754ad4b1c57318173c54d7efb9aea"},
+    {file = "orjson-3.10.4-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:30153e269eea43e98918d4d462a36a7065031d9246407dfff2579a4e457515c1"},
+    {file = "orjson-3.10.4-cp312-none-win32.whl", hash = "sha256:1a7d092ee043abf3db19c2183115e80676495c9911843fdb3ebd48ca7b73079e"},
+    {file = "orjson-3.10.4-cp312-none-win_amd64.whl", hash = "sha256:07a2adbeb8b9efe6d68fc557685954a1f19d9e33f5cc018ae1a89e96647c1b65"},
+    {file = "orjson-3.10.4-cp38-cp38-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:f5a746f3d908bce1a1e347b9ca89864047533bdfab5a450066a0315f6566527b"},
+    {file = "orjson-3.10.4-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:465b4a8a3e459f8d304c19071b4badaa9b267c59207a005a7dd9dfe13d3a423f"},
+    {file = "orjson-3.10.4-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:35858d260728c434a3d91b60685ab32418318567e8902039837e1c2af2719e0b"},
+    {file = "orjson-3.10.4-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:8a5ba090d40c4460312dd69c232b38c2ff67a823185cfe667e841c9dd5c06841"},
+    {file = "orjson-3.10.4-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5dde86755d064664e62e3612a166c28298aa8dfd35a991553faa58855ae739cc"},
+    {file = "orjson-3.10.4-cp38-cp38-musllinux_1_2_aarch64.whl", hash = "sha256:020a9e9001cfec85c156ef3b185ff758b62ef986cefdb8384c4579facd5ce126"},
+    {file = "orjson-3.10.4-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:3bf8e6e3388a2e83a86466c912387e0f0a765494c65caa7e865f99969b76ba0d"},
+    {file = "orjson-3.10.4-cp38-none-win32.whl", hash = "sha256:c5a1cca6a4a3129db3da68a25dc0a459a62ae58e284e363b35ab304202d9ba9e"},
+    {file = "orjson-3.10.4-cp38-none-win_amd64.whl", hash = "sha256:ecd97d98d7bee3e3d51d0b51c92c457f05db4993329eea7c69764f9820e27eb3"},
+    {file = "orjson-3.10.4-cp39-cp39-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:71362daa330a2fc85553a1469185ac448547392a8f83d34e67779f8df3a52743"},
+    {file = "orjson-3.10.4-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d24b59d1fecb0fd080c177306118a143f7322335309640c55ed9580d2044e363"},
+    {file = "orjson-3.10.4-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e906670aea5a605b083ebb58d575c35e88cf880fa372f7cedaac3d51e98ff164"},
+    {file = "orjson-3.10.4-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:7ce32ed4bc4d632268e4978e595fe5ea07e026b751482b4a0feec48f66a90abc"},
+    {file = "orjson-3.10.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1dcd34286246e0c5edd0e230d1da2daab2c1b465fcb6bac85b8d44057229d40a"},
+    {file = "orjson-3.10.4-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:c45d4b8c403e50beedb1d006a8916d9910ed56bceaf2035dc253618b44d0a161"},
+    {file = "orjson-3.10.4-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:aaed3253041b5002a4f5bfdf6f7b5cce657d974472b0699a469d439beba40381"},
+    {file = "orjson-3.10.4-cp39-none-win32.whl", hash = "sha256:9a4f41b7dbf7896f8dbf559b9b43dcd99e31e0d49ac1b59d74f52ce51ab10eb9"},
+    {file = "orjson-3.10.4-cp39-none-win_amd64.whl", hash = "sha256:6c4eb7d867ed91cb61e6514cb4f457aa01d7b0fd663089df60a69f3d38b69d4c"},
+    {file = "orjson-3.10.4.tar.gz", hash = "sha256:c912ed25b787c73fe994a5decd81c3f3b256599b8a87d410d799d5d52013af2a"},
 ]
 
 [[package]]
@@ -4273,6 +4275,20 @@ sql-other = ["SQLAlchemy (>=2.0.0)", "adbc-driver-postgresql (>=0.8.0)", "adbc-d
 test = ["hypothesis (>=6.46.1)", "pytest (>=7.3.2)", "pytest-xdist (>=2.2.0)"]
 xml = ["lxml (>=4.9.2)"]
 
+[[package]]
+name = "parameterized"
+version = "0.9.0"
+description = "Parameterized testing with any Python test framework"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "parameterized-0.9.0-py2.py3-none-any.whl", hash = "sha256:4e0758e3d41bea3bbd05ec14fc2c24736723f243b28d702081aef438c9372b1b"},
+    {file = "parameterized-0.9.0.tar.gz", hash = "sha256:7fc905272cefa4f364c1a3429cbbe9c0f98b793988efb5bf90aac80f08db09b1"},
+]
+
+[package.extras]
+dev = ["jinja2"]
+
 [[package]]
 name = "pathspec"
 version = "0.12.1"
@@ -4618,6 +4634,53 @@ files = [
 [package.dependencies]
 typing-extensions = ">=4.4"
 
+[[package]]
+name = "pulsar-client"
+version = "3.5.0"
+description = "Apache Pulsar Python client library"
+optional = false
+python-versions = "*"
+files = [
+    {file = "pulsar_client-3.5.0-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:c18552edb2f785de85280fe624bc507467152bff810fc81d7660fa2dfa861f38"},
+    {file = "pulsar_client-3.5.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:18d438e456c146f01be41ef146f649dedc8f7bc714d9eaef94cff2e34099812b"},
+    {file = "pulsar_client-3.5.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:18a26a0719841103c7a89eb1492c4a8fedf89adaa386375baecbb4fa2707e88f"},
+    {file = "pulsar_client-3.5.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:ab0e1605dc5f44a126163fd06cd0a768494ad05123f6e0de89a2c71d6e2d2319"},
+    {file = "pulsar_client-3.5.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:cdef720891b97656fdce3bf5913ea7729b2156b84ba64314f432c1e72c6117fa"},
+    {file = "pulsar_client-3.5.0-cp310-cp310-win_amd64.whl", hash = "sha256:a42544e38773191fe550644a90e8050579476bb2dcf17ac69a4aed62a6cb70e7"},
+    {file = "pulsar_client-3.5.0-cp311-cp311-macosx_10_15_universal2.whl", hash = "sha256:fd94432ea5d398ea78f8f2e09a217ec5058d26330c137a22690478c031e116da"},
+    {file = "pulsar_client-3.5.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d6252ae462e07ece4071213fdd9c76eab82ca522a749f2dc678037d4cbacd40b"},
+    {file = "pulsar_client-3.5.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:03b4d440b2d74323784328b082872ee2f206c440b5d224d7941eb3c083ec06c6"},
+    {file = "pulsar_client-3.5.0-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:f60af840b8d64a2fac5a0c1ce6ae0ddffec5f42267c6ded2c5e74bad8345f2a1"},
+    {file = "pulsar_client-3.5.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:2277a447c3b7f6571cb1eb9fc5c25da3fdd43d0b2fb91cf52054adfadc7d6842"},
+    {file = "pulsar_client-3.5.0-cp311-cp311-win_amd64.whl", hash = "sha256:f20f3e9dd50db2a37059abccad42078b7a4754b8bc1d3ae6502e71c1ad2209f0"},
+    {file = "pulsar_client-3.5.0-cp312-cp312-macosx_10_15_universal2.whl", hash = "sha256:d61f663d85308e12f44033ba95af88730f581a7e8da44f7a5c080a3aaea4878d"},
+    {file = "pulsar_client-3.5.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2a1ba0be25b6f747bcb28102b7d906ec1de48dc9f1a2d9eacdcc6f44ab2c9e17"},
+    {file = "pulsar_client-3.5.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a181e3e60ac39df72ccb3c415d7aeac61ad0286497a6e02739a560d5af28393a"},
+    {file = "pulsar_client-3.5.0-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:3c72895ff7f51347e4f78b0375b2213fa70dd4790bbb78177b4002846f1fd290"},
+    {file = "pulsar_client-3.5.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:547dba1b185a17eba915e51d0a3aca27c80747b6187e5cd7a71a3ca33921decc"},
+    {file = "pulsar_client-3.5.0-cp312-cp312-win_amd64.whl", hash = "sha256:443b786eed96bc86d2297a6a42e79f39d1abf217ec603e0bd303f3488c0234af"},
+    {file = "pulsar_client-3.5.0-cp38-cp38-macosx_10_15_universal2.whl", hash = "sha256:15b58f5d759dd6166db8a2d90ed05a38063b05cda76c36d190d86ef5c9249397"},
+    {file = "pulsar_client-3.5.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:af34bfe813dddf772a8a298117fa0a036ee963595d8bc8f00d969a0329ae6ed9"},
+    {file = "pulsar_client-3.5.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:27a0fec1dd74e1367d3742ce16679c1807994df60f5e666f440cf39323938fad"},
+    {file = "pulsar_client-3.5.0-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:dbcd26ef9c03f96fb9cd91baec3bbd3c4b997834eb3556670d31f41cc25b5f64"},
+    {file = "pulsar_client-3.5.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:afea1d0b6e793fd56e56463145751ff3aa79fdcd5b26e90d0da802a1bbabe07e"},
+    {file = "pulsar_client-3.5.0-cp38-cp38-win_amd64.whl", hash = "sha256:da1ab2fb1bef64b966e9403a0a186ebc90368d99e054ce2cae5b1128478f4ef4"},
+    {file = "pulsar_client-3.5.0-cp39-cp39-macosx_10_15_universal2.whl", hash = "sha256:9ad5dcc0eb8d2a7c0fb8e1fa146a0c6d4bdaf934f1169080b2c64b2f0573e086"},
+    {file = "pulsar_client-3.5.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e5870c6805b1a57962ed908d1173e97e13470415998393925c86a43694420389"},
+    {file = "pulsar_client-3.5.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:29cb5fedb969895b78301dc00a979133e69940812b8332e4de948bb0ad3db7cb"},
+    {file = "pulsar_client-3.5.0-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:e53c74bfa59b20c66adea95023169060f5048dd8d843e6ef9cd3b8ee2d23e93b"},
+    {file = "pulsar_client-3.5.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:99dbadb13967f1add57010971ed36b5a77d24afcdaea01960d0e55e56cf4ba6f"},
+    {file = "pulsar_client-3.5.0-cp39-cp39-win_amd64.whl", hash = "sha256:058887661d438796f42307dcc8054c84dea88a37683dae36498b95d7e1c39b37"},
+]
+
+[package.dependencies]
+certifi = "*"
+
+[package.extras]
+all = ["apache-bookkeeper-client (>=4.16.1)", "fastavro (>=1.9.2)", "grpcio (>=1.60.0)", "prometheus-client", "protobuf (>=3.6.1,<=3.20.3)", "ratelimit"]
+avro = ["fastavro (>=1.9.2)"]
+functions = ["apache-bookkeeper-client (>=4.16.1)", "grpcio (>=1.60.0)", "prometheus-client", "protobuf (>=3.6.1,<=3.20.3)", "ratelimit"]
+
 [[package]]
 name = "pyasn1"
 version = "0.6.0"
@@ -6721,13 +6784,13 @@ files = [
 
 [[package]]
 name = "typing-extensions"
-version = "4.12.1"
+version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.12.1-py3-none-any.whl", hash = "sha256:6024b58b69089e5a89c347397254e35f1bf02a907728ec7fee9bf0fe837d203a"},
-    {file = "typing_extensions-4.12.1.tar.gz", hash = "sha256:915f5e35ff76f56588223f15fdd5938f9a1cf9195c0de25130c627e4d597f6d1"},
+    {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
+    {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
 ]
 
 [[package]]
@@ -7457,4 +7520,4 @@ youtube = ["youtube-transcript-api", "yt_dlp"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<=3.13"
-content-hash = "625c803e4c73c2560c722d60d39258084e322ed0d9ad39c69510eed012731236"
+content-hash = "c63e9ce659b1148ca8685bbd81ac65adc07d8cc75abe28856525f6a247ce7856"

pyproject.toml

@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "embedchain"
-version = "0.1.108"
+version = "0.1.109"
 description = "Simplest open source retrieval (RAG) framework"
 authors = [
     "Taranjeet Singh <taranjeet@embedchain.ai>",
@@ -96,7 +96,7 @@ python-dotenv = "^1.0.0"
 langchain = "^0.1.4"
 requests = "^2.31.0"
 openai = ">=1.1.1"
-chromadb = "^0.5.0"
+chromadb = "^0.4.24"
 posthog = "^3.0.2"
 rich = "^13.7.0"
 beautifulsoup4 = "^4.12.2"