Change dependency to mem0ai (#1476)

embedchain/docs/api-reference/advanced/configuration.mdx

@@ -250,7 +250,6 @@ Alright, let's dive into what each key means in the yaml config above:
       - `similarity_threshold` (Float): The threshold for similarity evaluation. Defaults to `0.8`.
       - `auto_flush` (Integer): The number of queries after which the cache is flushed. Defaults to `20`.
 7. `memory` Section: (Optional)
-    - `api_key` (String): The API key of mem0.
     - `top_k` (Integer): The number of top-k results to return. Defaults to `10`.
     <Note>
     If you provide a cache section, the app will automatically configure and use a cache to store the results of the language model. This is useful if you want to speed up the response time and save inference cost of your app.

embedchain/docs/api-reference/app/chat.mdx

@@ -149,17 +149,15 @@ app.chat("What is the net worth of Elon Musk?", config=query_config)
 
 Mem0 is a cutting-edge long-term memory for LLMs to enable personalization for the GenAI stack. It enables LLMs to remember past interactions and provide more personalized responses.
 
-Follow these steps to use Mem0  to enable memory for personalization in your apps:
-- Install the [`mem0`](https://docs.mem0.ai/) package using `pip install memzero`. 
-- Get the api_key from [Mem0 Platform](https://app.mem0.ai/).
-- Provide api_key in config under `memory`, refer [Configurations](docs/api-reference/advanced/configuration.mdx).
+In order to use Mem0 to enable memory for personalization in your apps:
+- Install the [`mem0`](https://docs.mem0.ai/) package using `pip install mem0ai`. 
+- Prepare config for `memory`, refer [Configurations](docs/api-reference/advanced/configuration.mdx).
 
 ```python with mem0
 from embedchain import App
 
 config = {
   "memory": {
-    "api_key": "m0-xxx",
     "top_k": 5
   }
 }

embedchain/embedchain/app.py

@@ -9,7 +9,7 @@ import requests
 import yaml
 from tqdm import tqdm
 
-from mem0 import Mem0
+from mem0 import Memory
 from embedchain.cache import (
     Config,
     ExactMatchEvaluation,
@@ -131,9 +131,9 @@ class App(EmbedChain):
             self._init_cache()
 
         # If memory_config is provided, initializing the memory ...
-        self.mem0_client = None
+        self.mem0_memory = None
         if self.memory_config is not None:
-            self.mem0_client = Mem0(api_key=self.memory_config.api_key)
+            self.mem0_memory = Memory()
 
         # Send anonymous telemetry
         self._telemetry_props = {"class": self.__class__.__name__}

embedchain/embedchain/embedchain.py

@@ -53,7 +53,7 @@ class EmbedChain(JSONSerializable):
         self.config = config
         self.cache_config = None
         self.memory_config = None
-        self.mem0_client = None
+        self.mem0_memory = None
         # Llm
         self.llm = llm
         # Database has support for config assignment for backwards compatibility
@@ -598,8 +598,8 @@ class EmbedChain(JSONSerializable):
             contexts_data_for_llm_query = contexts
 
         memories = None
-        if self.mem0_client:
-            memories = self.mem0_client.search(
+        if self.mem0_memory:
+            memories = self.mem0_memory.search(
                 query=input_query, agent_id=self.config.id, session_id=session_id, limit=self.memory_config.top_k
             )
 
@@ -641,8 +641,8 @@ class EmbedChain(JSONSerializable):
         # Add to Mem0 memory if enabled
         # TODO: Might need to prepend with some text like: 
         # "Remember user preferences from following user query: {input_query}"
-        if self.mem0_client:
-            self.mem0_client.add(data=input_query, agent_id=self.config.id, session_id=session_id)
+        if self.mem0_memory:
+            self.mem0_memory.add(data=input_query, agent_id=self.config.id, session_id=session_id)
 
         # add conversation in memory
         self.llm.add_history(self.config.id, input_query, answer, session_id=session_id)

embedchain/poetry.lock

@@ -343,17 +343,17 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "boto3"
-version = "1.34.140"
+version = "1.34.144"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.34.140-py3-none-any.whl", hash = "sha256:23ca8d8f7a30c3bbd989808056b5fc5d68ff5121c02c722c6167b6b1bb7f8726"},
-    {file = "boto3-1.34.140.tar.gz", hash = "sha256:578bbd5e356005719b6b610d03edff7ea1b0824d078afe62d3fb8bea72f83a87"},
+    {file = "boto3-1.34.144-py3-none-any.whl", hash = "sha256:b8433d481d50b68a0162c0379c0dd4aabfc3d1ad901800beb5b87815997511c1"},
+    {file = "boto3-1.34.144.tar.gz", hash = "sha256:2f3e88b10b8fcc5f6100a9d74cd28230edc9d4fa226d99dd40a3ab38ac213673"},
 ]
 
 [package.dependencies]
-botocore = ">=1.34.140,<1.35.0"
+botocore = ">=1.34.144,<1.35.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -362,13 +362,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.140"
+version = "1.34.144"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.34.140-py3-none-any.whl", hash = "sha256:43940d3a67d946ba3301631ba4078476a75f1015d4fb0fb0272d0b754b2cf9de"},
-    {file = "botocore-1.34.140.tar.gz", hash = "sha256:86302b2226c743b9eec7915a4c6cfaffd338ae03989cd9ee181078ef39d1ab39"},
+    {file = "botocore-1.34.144-py3-none-any.whl", hash = "sha256:a2cf26e1bf10d5917a2285e50257bc44e94a1d16574f282f3274f7a5d8d1f08b"},
+    {file = "botocore-1.34.144.tar.gz", hash = "sha256:4215db28d25309d59c99507f1f77df9089e5bebbad35f6e19c7c44ec5383a3e8"},
 ]
 
 [package.dependencies]
@@ -681,49 +681,6 @@ typer = ">=0.9.0"
 typing-extensions = ">=4.5.0"
 uvicorn = {version = ">=0.18.3", extras = ["standard"]}
 
-[[package]]
-name = "clarifai"
-version = "10.5.3"
-description = "Clarifai Python SDK"
-optional = true
-python-versions = ">=3.8"
-files = [
-    {file = "clarifai-10.5.3-py3-none-any.whl", hash = "sha256:884a0d0ffc36b7e1513a3ebe054716e8f735cd1e6b8ee57397cfa42d81781b24"},
-    {file = "clarifai-10.5.3.tar.gz", hash = "sha256:1ed262e84a8a204be4525acfd101753dc1672bf1f2c86ba3302873741c527126"},
-]
-
-[package.dependencies]
-clarifai-grpc = ">=10.5.0"
-inquirerpy = "0.3.4"
-numpy = ">=1.22.0"
-Pillow = ">=9.5.0"
-PyYAML = ">=6.0.1"
-rich = ">=13.4.2"
-schema = "0.7.5"
-tabulate = ">=0.9.0"
-tqdm = ">=4.65.0"
-tritonclient = ">=2.34.0"
-
-[package.extras]
-all = ["pycocotools (==2.0.6)"]
-
-[[package]]
-name = "clarifai-grpc"
-version = "10.5.4"
-description = "Clarifai gRPC API Client"
-optional = true
-python-versions = ">=3.8"
-files = [
-    {file = "clarifai_grpc-10.5.4-py3-none-any.whl", hash = "sha256:ae4c4d8985fdd2bf326cec27ee834571e44d0e989fb12686dd681f9b553ae218"},
-    {file = "clarifai_grpc-10.5.4.tar.gz", hash = "sha256:c67ce0dde186e8bab0d42a9923d28ddb4a05017b826c8e52ac7a86ec6df5f12a"},
-]
-
-[package.dependencies]
-googleapis-common-protos = ">=1.53.0"
-grpcio = ">=1.44.0"
-protobuf = ">=3.20.3"
-requests = ">=2.25.1"
-
 [[package]]
 name = "click"
 version = "8.1.7"
@@ -791,63 +748,63 @@ cron = ["capturer (>=2.4)"]
 
 [[package]]
 name = "coverage"
-version = "7.5.4"
+version = "7.6.0"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -1000,53 +957,6 @@ files = [
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-optional = true
-python-versions = "*"
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-
-[[package]]
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-[package.dependencies]
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-six = ">=1.12.0"
-stone = ">=2"
-
-[[package]]
-name = "duckduckgo-search"
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-optional = true
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-
-[package.extras]
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-lxml = ["lxml (>=5.2.2)"]
-
 [[package]]
 name = "elastic-transport"
 version = "8.13.1"
@@ -1106,15 +1016,29 @@ django = ["dj-database-url", "dj-email-url", "django-cache-url"]
 lint = ["flake8 (==4.0.1)", "flake8-bugbear (==21.9.2)", "mypy (==0.910)", "pre-commit (>=2.4,<3.0)"]
 tests = ["dj-database-url", "dj-email-url", "django-cache-url", "pytest"]
 
+[[package]]
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+version = "0.2.0"
+description = "Like `typing._eval_type`, but lets older Python versions use newer typing features."
+optional = false
+python-versions = ">=3.8"
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+
+[package.extras]
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+
 [[package]]
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+version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
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 python-versions = ">=3.7"
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 ]
 
 [package.extras]
@@ -1141,42 +1065,42 @@ all = ["email_validator (>=2.0.0)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)"
 
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 python-versions = ">=3.8"
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 ]
 
 [package.extras]
@@ -1386,13 +1310,13 @@ grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
 [[package]]
 name = "google-api-python-client"
-version = "2.136.0"
+version = "2.137.0"
 description = "Google API Client Library for Python"
 optional = true
 python-versions = ">=3.7"
 files = [
-    {file = "google-api-python-client-2.136.0.tar.gz", hash = "sha256:161c722c8864e7ed39393e2b7eea76ef4e1c933a6a59f9d7c70409b6635f225d"},
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 ]
 
 [package.dependencies]
@@ -1404,13 +1328,13 @@ uritemplate = ">=3.0.1,<5"
 
 [[package]]
 name = "google-auth"
-version = "2.31.0"
+version = "2.32.0"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "google-auth-2.31.0.tar.gz", hash = "sha256:87805c36970047247c8afe614d4e3af8eceafc1ebba0c679fe75ddd1d575e871"},
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+    {file = "google_auth-2.32.0.tar.gz", hash = "sha256:49315be72c55a6a37d62819e3573f6b416aca00721f7e3e31a008d928bf64022"},
 ]
 
 [package.dependencies]
@@ -1442,13 +1366,13 @@ httplib2 = ">=0.19.0"
 
 [[package]]
 name = "google-auth-oauthlib"
-version = "1.2.0"
+version = "1.2.1"
 description = "Google Authentication Library"
 optional = true
 python-versions = ">=3.6"
 files = [
-    {file = "google-auth-oauthlib-1.2.0.tar.gz", hash = "sha256:292d2d3783349f2b0734a0a0207b1e1e322ac193c2c09d8f7c613fb7cc501ea8"},
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 ]
 
 [package.dependencies]
@@ -1460,13 +1384,13 @@ tool = ["click (>=6.0.0)"]
 
 [[package]]
 name = "google-cloud-aiplatform"
-version = "1.58.0"
+version = "1.59.0"
 description = "Vertex AI API client library"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "google-cloud-aiplatform-1.58.0.tar.gz", hash = "sha256:7a05aceac4a6c7eaa26e684e9f202b829cc7e57f82bffe7281684275a553fcad"},
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+    {file = "google-cloud-aiplatform-1.59.0.tar.gz", hash = "sha256:2bebb59c0ba3e3b4b568305418ca1b021977988adbee8691a5bed09b037e7e63"},
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 ]
 
 [package.dependencies]
@@ -1477,7 +1401,7 @@ google-cloud-bigquery = ">=1.15.0,<3.20.0 || >3.20.0,<4.0.0dev"
 google-cloud-resource-manager = ">=1.3.3,<3.0.0dev"
 google-cloud-storage = ">=1.32.0,<3.0.0dev"
 packaging = ">=14.3"
-proto-plus = ">=1.22.0,<2.0.0dev"
+proto-plus = ">=1.22.3,<2.0.0dev"
 protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0dev"
 pydantic = "<3"
 shapely = "<3.0.0dev"
@@ -1557,13 +1481,13 @@ grpc = ["grpcio (>=1.38.0,<2.0dev)", "grpcio-status (>=1.38.0,<2.0.dev0)"]
 
 [[package]]
 name = "google-cloud-resource-manager"
-version = "1.12.3"
+version = "1.12.4"
 description = "Google Cloud Resource Manager API client library"
 optional = true
 python-versions = ">=3.7"
 files = [
-    {file = "google-cloud-resource-manager-1.12.3.tar.gz", hash = "sha256:809851824119834e4f2310b2c4f38621c1d16b2bb14d5b9f132e69c79d355e7f"},
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+    {file = "google-cloud-resource-manager-1.12.4.tar.gz", hash = "sha256:3eda914a925e92465ef80faaab7e0f7a9312d486dd4e123d2c76e04bac688ff0"},
+    {file = "google_cloud_resource_manager-1.12.4-py2.py3-none-any.whl", hash = "sha256:0b6663585f7f862166c0fb4c55fdda721fce4dc2dc1d5b52d03ee4bf2653a85f"},
 ]
 
 [package.dependencies]
@@ -1571,7 +1495,7 @@ google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extr
 google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0dev"
 grpc-google-iam-v1 = ">=0.12.4,<1.0.0dev"
 proto-plus = ">=1.22.3,<2.0.0dev"
-protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0dev"
+protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0dev"
 
 [[package]]
 name = "google-cloud-storage"
@@ -1838,6 +1762,25 @@ files = [
 docs = ["Sphinx", "furo"]
 test = ["objgraph", "psutil"]
 
+[[package]]
+name = "groq"
+version = "0.9.0"
+description = "The official Python library for the groq API"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "groq-0.9.0-py3-none-any.whl", hash = "sha256:d0e46f4ad645504672bb09c8100af3ced3a7db0d5119dc13e4aca535fc455874"},
+    {file = "groq-0.9.0.tar.gz", hash = "sha256:130ed5e35d3acfaab46b9e7a078eeaebf91052f4a9d71f86f87fb319b5fec332"},
+]
+
+[package.dependencies]
+anyio = ">=3.5.0,<5"
+distro = ">=1.7.0,<2"
+httpx = ">=0.23.0,<1"
+pydantic = ">=1.9.0,<3"
+sniffio = "*"
+typing-extensions = ">=4.7,<5"
+
 [[package]]
 name = "grpc-google-iam-v1"
 version = "0.13.1"
@@ -1932,7 +1875,7 @@ protobuf = ">=4.21.6"
 name = "grpcio-tools"
 version = "1.62.2"
 description = "Protobuf code generator for gRPC"
-optional = true
+optional = false
 python-versions = ">=3.7"
 files = [
     {file = "grpcio-tools-1.62.2.tar.gz", hash = "sha256:5fd5e1582b678e6b941ee5f5809340be5e0724691df5299aae8226640f94e18f"},
@@ -2011,7 +1954,7 @@ files = [
 name = "h2"
 version = "4.1.0"
 description = "HTTP/2 State-Machine based protocol implementation"
-optional = true
+optional = false
 python-versions = ">=3.6.1"
 files = [
     {file = "h2-4.1.0-py3-none-any.whl", hash = "sha256:03a46bcf682256c95b5fd9e9a99c1323584c3eec6440d379b9903d709476bc6d"},
@@ -2026,7 +1969,7 @@ hyperframe = ">=6.0,<7"
 name = "hpack"
 version = "4.0.0"
 description = "Pure-Python HPACK header compression"
-optional = true
+optional = false
 python-versions = ">=3.6.1"
 files = [
     {file = "hpack-4.0.0-py3-none-any.whl", hash = "sha256:84a076fad3dc9a9f8063ccb8041ef100867b1878b25ef0ee63847a5d53818a6c"},
@@ -2204,7 +2147,7 @@ pyreadline3 = {version = "*", markers = "sys_platform == \"win32\" and python_ve
 name = "hyperframe"
 version = "6.0.1"
 description = "HTTP/2 framing layer for Python"
-optional = true
+optional = false
 python-versions = ">=3.6.1"
 files = [
     {file = "hyperframe-6.0.1-py3-none-any.whl", hash = "sha256:0ec6bafd80d8ad2195c4f03aacba3a8265e57bc4cff261e802bf39970ed02a15"},
@@ -2213,13 +2156,13 @@ files = [
 
 [[package]]
 name = "identify"
-version = "2.5.36"
+version = "2.6.0"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "identify-2.5.36-py2.py3-none-any.whl", hash = "sha256:37d93f380f4de590500d9dba7db359d0d3da95ffe7f9de1753faa159e71e7dfa"},
-    {file = "identify-2.5.36.tar.gz", hash = "sha256:e5e00f54165f9047fbebeb4a560f9acfb8af4c88232be60a488e9b68d122745d"},
+    {file = "identify-2.6.0-py2.py3-none-any.whl", hash = "sha256:e79ae4406387a9d300332b5fd366d8994f1525e8414984e1a59e058b2eda2dd0"},
+    {file = "identify-2.6.0.tar.gz", hash = "sha256:cb171c685bdc31bcc4c1734698736a7d5b6c8bf2e0c15117f4d469c8640ae5cf"},
 ]
 
 [package.extras]
@@ -2440,19 +2383,19 @@ tests = ["aiohttp", "boto3", "duckdb", "pandas (>=1.4)", "polars (>=0.19)", "pyt
 
 [[package]]
 name = "langchain"
-version = "0.2.6"
+version = "0.2.7"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain-0.2.6-py3-none-any.whl", hash = "sha256:f86e8a7afd3e56f8eb5ba47f01dd00144fb9fc2f1db9873bd197347be2857aa4"},
-    {file = "langchain-0.2.6.tar.gz", hash = "sha256:867f6add370c1e3911b0e87d3dd0e36aec1e8f513bf06131340fe8f151d89dc5"},
+    {file = "langchain-0.2.7-py3-none-any.whl", hash = "sha256:98e79e0b9a60a9c740b44d5b0135c85f649219308f30d373cf5f10d0efe18b87"},
+    {file = "langchain-0.2.7.tar.gz", hash = "sha256:8742f363d2890854501e0075af04fcb470600f201dec251c9bd5841e1990e73d"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
 async-timeout = {version = ">=4.0.0,<5.0.0", markers = "python_version < \"3.11\""}
-langchain-core = ">=0.2.10,<0.3.0"
+langchain-core = ">=0.2.12,<0.3.0"
 langchain-text-splitters = ">=0.2.0,<0.3.0"
 langsmith = ">=0.1.17,<0.2.0"
 numpy = [
@@ -2467,35 +2410,41 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
 
 [[package]]
 name = "langchain-cohere"
-version = "0.1.8"
+version = "0.1.9"
 description = "An integration package connecting Cohere and LangChain"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain_cohere-0.1.8-py3-none-any.whl", hash = "sha256:d3ef73d5050513ff3ca0f07c8f3f73b7773eec182312aae92138d3a0ad33e631"},
-    {file = "langchain_cohere-0.1.8.tar.gz", hash = "sha256:edbeca8d041186d2831b495d9a392a0a94d15b0e2c98863e0a0cd001fc888842"},
+    {file = "langchain_cohere-0.1.9-py3-none-any.whl", hash = "sha256:96d6a15125797319474ac84b54024e5024f3f5fc45032ebf228d95d6998c9b13"},
+    {file = "langchain_cohere-0.1.9.tar.gz", hash = "sha256:549620d23bc3d77f62d1045787095fe2c1cfa233dba69455139f9a2f65f952fa"},
 ]
 
 [package.dependencies]
 cohere = ">=5.5.6,<6.0"
-langchain-core = ">=0.2.0,<0.3"
+langchain-core = ">=0.2.2,<0.3"
+langchain-experimental = ">=0.0.6"
+pandas = ">=1.4.3"
+tabulate = ">=0.9.0,<0.10.0"
+
+[package.extras]
+langchain-community = ["langchain-community (>=0.2.4)"]
 
 [[package]]
 name = "langchain-community"
-version = "0.2.6"
+version = "0.2.7"
 description = "Community contributed LangChain integrations."
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain_community-0.2.6-py3-none-any.whl", hash = "sha256:758cc800acfe5dd396bf8ba1b57c4792639ead0eab48ed0367f0732ec6ee1f68"},
-    {file = "langchain_community-0.2.6.tar.gz", hash = "sha256:40ce09a50ed798aa651ddb34c8978200fa8589b9813c7a28ce8af027bbf249f0"},
+    {file = "langchain_community-0.2.7-py3-none-any.whl", hash = "sha256:c236e74249ab68a318c94c95327cbe75a76489b61f7bf93f14117d9233ce70b1"},
+    {file = "langchain_community-0.2.7.tar.gz", hash = "sha256:f52659dbb8a8f0c011cc7d634247686d11d768843cc3e5fe9e6f52321cde82c0"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
 dataclasses-json = ">=0.5.7,<0.7"
-langchain = ">=0.2.6,<0.3.0"
-langchain-core = ">=0.2.10,<0.3.0"
+langchain = ">=0.2.7,<0.3.0"
+langchain-core = ">=0.2.12,<0.3.0"
 langsmith = ">=0.1.0,<0.2.0"
 numpy = [
     {version = ">=1,<2", markers = "python_version < \"3.12\""},
@@ -2508,13 +2457,13 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
 
 [[package]]
 name = "langchain-core"
-version = "0.2.11"
+version = "0.2.17"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain_core-0.2.11-py3-none-any.whl", hash = "sha256:c7ca4dc4d88e3c69fd7916c95a7027c2b1a11c2db5a51141c3ceb8afac212208"},
-    {file = "langchain_core-0.2.11.tar.gz", hash = "sha256:7a4661b50604eeb20c3373fbfd8a4f1b74482a6ab4e0f9df11e96821ead8ef0c"},
+    {file = "langchain_core-0.2.17-py3-none-any.whl", hash = "sha256:f8b4f64c95b381bd3ac4322bafa9ecee3ca3970aa0aa2829ef11175bcad27249"},
+    {file = "langchain_core-0.2.17.tar.gz", hash = "sha256:f9b8d0f7b5f339ac62e11c417181e87f54e9282af82d1a64c8a7427f3d5d9118"},
 ]
 
 [package.dependencies]
@@ -2528,6 +2477,21 @@ pydantic = [
 PyYAML = ">=5.3"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
 
+[[package]]
+name = "langchain-experimental"
+version = "0.0.62"
+description = "Building applications with LLMs through composability"
+optional = false
+python-versions = "<4.0,>=3.8.1"
+files = [
+    {file = "langchain_experimental-0.0.62-py3-none-any.whl", hash = "sha256:9240f9e3490e819976f20a37863970036e7baacb7104b9eb6833d19ab6d518c9"},
+    {file = "langchain_experimental-0.0.62.tar.gz", hash = "sha256:9737fbc8429d24457ea4d368e3c9ba9ed1cace0564fb5f1a96a3027a588bd0ac"},
+]
+
+[package.dependencies]
+langchain-community = ">=0.2.6,<0.3.0"
+langchain-core = ">=0.2.10,<0.3.0"
+
 [[package]]
 name = "langchain-google-vertexai"
 version = "1.0.6"
@@ -2549,34 +2513,34 @@ anthropic = ["anthropic[vertexai] (>=0.29.0,<1)"]
 
 [[package]]
 name = "langchain-mistralai"
-version = "0.1.9"
+version = "0.1.10"
 description = "An integration package connecting Mistral and LangChain"
 optional = true
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain_mistralai-0.1.9-py3-none-any.whl", hash = "sha256:f134b60f489b8682dc79bc224a304a6a26d7f15253f8ef8e3d858707b431f238"},
-    {file = "langchain_mistralai-0.1.9.tar.gz", hash = "sha256:aba9547f7a9cd45597fc5306068212ddf90db5b941c4541fcee8b6e5e2a3e980"},
+    {file = "langchain_mistralai-0.1.10-py3-none-any.whl", hash = "sha256:c0507f744cbb8d46b34b62170f977e3afe9c71606483a45b50c4b88f00cb0be5"},
+    {file = "langchain_mistralai-0.1.10.tar.gz", hash = "sha256:fbee929b891b3b6f4aa622fbe4b23f750447a831c823d459974787d825e16eaf"},
 ]
 
 [package.dependencies]
 httpx = ">=0.25.2,<1"
 httpx-sse = ">=0.3.1,<1"
-langchain-core = ">=0.2.2,<0.3"
+langchain-core = ">=0.2.17,<0.3"
 tokenizers = ">=0.15.1,<1"
 
 [[package]]
 name = "langchain-openai"
-version = "0.1.14"
+version = "0.1.16"
 description = "An integration package connecting OpenAI and LangChain"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain_openai-0.1.14-py3-none-any.whl", hash = "sha256:fcd34cc5b5713798908a5828d364b4426e3b1afccbd564d344e5477acb86634a"},
-    {file = "langchain_openai-0.1.14.tar.gz", hash = "sha256:1f13d6041e8bedddf6eb47ccad7416e05af38fa169324f7f1bdf4f385780f8d8"},
+    {file = "langchain_openai-0.1.16-py3-none-any.whl", hash = "sha256:bff90e9d0be786495920a7851ae4d55247fb084d3a11d1b15bfe91904ce1cb0f"},
+    {file = "langchain_openai-0.1.16.tar.gz", hash = "sha256:3dedcc785a64a488ad6a313cc59b0dccea025d27413b55cec73a20dcf3ded4da"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.2.2,<0.3"
+langchain-core = ">=0.2.17,<0.3.0"
 openai = ">=1.32.0,<2.0.0"
 tiktoken = ">=0.7,<1"
 
@@ -2596,13 +2560,13 @@ langchain-core = ">=0.2.10,<0.3.0"
 
 [[package]]
 name = "langsmith"
-version = "0.1.83"
+version = "0.1.85"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langsmith-0.1.83-py3-none-any.whl", hash = "sha256:f54d8cd8479b648b6339f3f735d19292c3516d080f680933ecdca3eab4b67ed3"},
-    {file = "langsmith-0.1.83.tar.gz", hash = "sha256:5cdd947212c8ad19adb992c06471c860185a777daa6859bb47150f90daf64bf3"},
+    {file = "langsmith-0.1.85-py3-none-any.whl", hash = "sha256:c1f94384f10cea96f7b4d33fd3db7ec180c03c7468877d50846f881d2017ff94"},
+    {file = "langsmith-0.1.85.tar.gz", hash = "sha256:acff31f9e53efa48586cf8e32f65625a335c74d7c4fa306d1655ac18452296f6"},
 ]
 
 [package.dependencies]
@@ -2756,20 +2720,24 @@ files = [
 ]
 
 [[package]]
-name = "memzero"
-version = "0.0.7"
+name = "mem0ai"
+version = "0.0.5"
 description = "Long-term memory for AI Agents"
 optional = false
-python-versions = "<4.0,>=3.9"
+python-versions = "<4.0,>=3.8"
 files = [
-    {file = "memzero-0.0.7-py3-none-any.whl", hash = "sha256:65f6da88d46263dbc05621fcd01bd09616d0e7f082d55ed9899dc2152491ffd2"},
-    {file = "memzero-0.0.7.tar.gz", hash = "sha256:0c1f413d8ee0ade955fe9f8b8f5aff2cf58bc94869537aca62139db3d9f50725"},
+    {file = "mem0ai-0.0.5-py3-none-any.whl", hash = "sha256:6f6e5356fd522adf0510322cd581476ea456fd7ccefca11b5ac050e9a6f00f36"},
+    {file = "mem0ai-0.0.5.tar.gz", hash = "sha256:f2ac35d15e4e620becb8d06b8ebeb1ffa85fac0b7cb2d3138056babec48dd5dd"},
 ]
 
 [package.dependencies]
-httpx = ">=0.27.0,<0.28.0"
+boto3 = ">=1.34.144,<2.0.0"
+groq = ">=0.9.0,<0.10.0"
+openai = ">=1.33.0,<2.0.0"
 posthog = ">=3.5.0,<4.0.0"
 pydantic = ">=2.7.3,<3.0.0"
+qdrant-client = ">=1.9.1,<2.0.0"
+together = ">=1.2.1,<2.0.0"
 
 [[package]]
 name = "milvus-lite"
@@ -3367,13 +3335,13 @@ sympy = "*"
 
 [[package]]
 name = "openai"
-version = "1.35.10"
+version = "1.35.13"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.7.1"
 files = [
-    {file = "openai-1.35.10-py3-none-any.whl", hash = "sha256:962cb5c23224b5cbd16078308dabab97a08b0a5ad736a4fdb3dc2ffc44ac974f"},
-    {file = "openai-1.35.10.tar.gz", hash = "sha256:85966949f4f960f3e4b239a659f9fd64d3a97ecc43c44dc0a044b5c7f11cccc6"},
+    {file = "openai-1.35.13-py3-none-any.whl", hash = "sha256:36ec3e93e0d1f243f69be85c89b9221a471c3e450dfd9df16c9829e3cdf63e60"},
+    {file = "openai-1.35.13.tar.gz", hash = "sha256:c684f3945608baf7d2dcc0ef3ee6f3e27e4c66f21076df0b47be45d57e6ae6e4"},
 ]
 
 [package.dependencies]
@@ -3660,7 +3628,7 @@ files = [
 name = "pandas"
 version = "2.2.2"
 description = "Powerful data structures for data analysis, time series, and statistics"
-optional = true
+optional = false
 python-versions = ">=3.9"
 files = [
     {file = "pandas-2.2.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:90c6fca2acf139569e74e8781709dccb6fe25940488755716d1d354d6bc58bce"},
@@ -3758,7 +3726,7 @@ files = [
 name = "pillow"
 version = "10.4.0"
 description = "Python Imaging Library (Fork)"
-optional = true
+optional = false
 python-versions = ">=3.8"
 files = [
     {file = "pillow-10.4.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:4d9667937cfa347525b319ae34375c37b9ee6b525440f3ef48542fcf66f2731e"},
@@ -3886,7 +3854,7 @@ testing = ["pytest", "pytest-benchmark"]
 name = "portalocker"
 version = "2.10.0"
 description = "Wraps the portalocker recipe for easy usage"
-optional = true
+optional = false
 python-versions = ">=3.8"
 files = [
     {file = "portalocker-2.10.0-py3-none-any.whl", hash = "sha256:48944147b2cd42520549bc1bb8fe44e220296e56f7c3d551bc6ecce69d9b0de1"},
@@ -4140,7 +4108,7 @@ files = [
 name = "pyarrow"
 version = "15.0.0"
 description = "Python library for Apache Arrow"
-optional = true
+optional = false
 python-versions = ">=3.8"
 files = [
     {file = "pyarrow-15.0.0-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:0a524532fd6dd482edaa563b686d754c70417c2f72742a8c990b322d4c03a15d"},
@@ -4609,7 +4577,7 @@ cli = ["click (>=5.0)"]
 name = "pytz"
 version = "2024.1"
 description = "World timezone definitions, modern and historical"
-optional = true
+optional = false
 python-versions = "*"
 files = [
     {file = "pytz-2024.1-py2.py3-none-any.whl", hash = "sha256:328171f4e3623139da4983451950b28e95ac706e13f3f2630a879749e7a8b319"},
@@ -4620,7 +4588,7 @@ files = [
 name = "pywin32"
 version = "306"
 description = "Python for Window Extensions"
-optional = true
+optional = false
 python-versions = "*"
 files = [
     {file = "pywin32-306-cp310-cp310-win32.whl", hash = "sha256:06d3420a5155ba65f0b72f2699b5bacf3109f36acbe8923765c22938a69dfc8d"},
@@ -4701,13 +4669,13 @@ files = [
 
 [[package]]
 name = "qdrant-client"
-version = "1.10.0"
+version = "1.10.1"
 description = "Client library for the Qdrant vector search engine"
-optional = true
+optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "qdrant_client-1.10.0-py3-none-any.whl", hash = "sha256:423c2586709ccf3db20850cd85c3d18954692a8faff98367dfa9dc82ab7f91d9"},
-    {file = "qdrant_client-1.10.0.tar.gz", hash = "sha256:47c4f7abfab152fb7e5e4902ab0e2e9e33483c49ea5e80128ccd0295f342cf9b"},
+    {file = "qdrant_client-1.10.1-py3-none-any.whl", hash = "sha256:b9fb8fe50dd168d92b2998be7c6135d5a229b3a3258ad158cc69c8adf9ff1810"},
+    {file = "qdrant_client-1.10.1.tar.gz", hash = "sha256:2284c8c5bb1defb0d9dbacb07d16f344972f395f4f2ed062318476a7951fd84c"},
 ]
 
 [package.dependencies]
@@ -5253,13 +5221,13 @@ dev = ["pre-commit", "pytest", "ruff (>=0.3.0)"]
 
 [[package]]
 name = "setuptools"
-version = "70.2.0"
+version = "70.3.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "setuptools-70.2.0-py3-none-any.whl", hash = "sha256:b8b8060bb426838fbe942479c90296ce976249451118ef566a5a0b7d8b78fb05"},
-    {file = "setuptools-70.2.0.tar.gz", hash = "sha256:bd63e505105011b25c3c11f753f7e3b8465ea739efddaccef8f0efac2137bac1"},
+    {file = "setuptools-70.3.0-py3-none-any.whl", hash = "sha256:fe384da74336c398e0d956d1cae0669bc02eed936cdb1d49b57de1990dc11ffc"},
+    {file = "setuptools-70.3.0.tar.gz", hash = "sha256:f171bab1dfbc86b132997f26a119f6056a57950d058587841a0082e8830f9dc5"},
 ]
 
 [package.extras]
@@ -5443,17 +5411,6 @@ postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
 pymysql = ["pymysql"]
 sqlcipher = ["sqlcipher3_binary"]
 
-[[package]]
-name = "sseclient-py"
-version = "1.8.0"
-description = "SSE client for Python"
-optional = true
-python-versions = "*"
-files = [
-    {file = "sseclient-py-1.8.0.tar.gz", hash = "sha256:c547c5c1a7633230a38dc599a21a2dc638f9b5c297286b48b46b935c71fac3e8"},
-    {file = "sseclient_py-1.8.0-py2.py3-none-any.whl", hash = "sha256:4ecca6dc0b9f963f8384e9d7fd529bf93dd7d708144c4fb5da0e0a1a926fee83"},
-]
-
 [[package]]
 name = "starlette"
 version = "0.37.2"
@@ -5474,23 +5431,26 @@ full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.7
 
 [[package]]
 name = "sympy"
-version = "1.12.1"
+version = "1.13.0"
 description = "Computer algebra system (CAS) in Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "sympy-1.12.1-py3-none-any.whl", hash = "sha256:9b2cbc7f1a640289430e13d2a56f02f867a1da0190f2f99d8968c2f74da0e515"},
-    {file = "sympy-1.12.1.tar.gz", hash = "sha256:2877b03f998cd8c08f07cd0de5b767119cd3ef40d09f41c30d722f6686b0fb88"},
+    {file = "sympy-1.13.0-py3-none-any.whl", hash = "sha256:6b0b32a4673fb91bd3cac3b55406c8e01d53ae22780be467301cc452f6680c92"},
+    {file = "sympy-1.13.0.tar.gz", hash = "sha256:3b6af8f4d008b9a1a6a4268b335b984b23835f26d1d60b0526ebc71d48a25f57"},
 ]
 
 [package.dependencies]
-mpmath = ">=1.1.0,<1.4.0"
+mpmath = ">=1.1.0,<1.4"
+
+[package.extras]
+dev = ["hypothesis (>=6.70.0)", "pytest (>=7.1.0)"]
 
 [[package]]
 name = "tabulate"
 version = "0.9.0"
 description = "Pretty-print tabular data"
-optional = true
+optional = false
 python-versions = ">=3.7"
 files = [
     {file = "tabulate-0.9.0-py3-none-any.whl", hash = "sha256:024ca478df22e9340661486f85298cff5f6dcdba14f3813e8830015b9ed1948f"},
@@ -5593,23 +5553,31 @@ blobfile = ["blobfile (>=2)"]
 
 [[package]]
 name = "together"
-version = "0.2.11"
+version = "1.2.1"
 description = "Python client for Together's Cloud Platform!"
-optional = true
-python-versions = ">=3.7,<4.0"
+optional = false
+python-versions = "<4.0,>=3.8"
 files = [
-    {file = "together-0.2.11-py3-none-any.whl", hash = "sha256:0760aafe1b53cf41cb58592086a2b5edef956a2536b52daecfc2f9ef0fc736d5"},
-    {file = "together-0.2.11.tar.gz", hash = "sha256:906ae626b0ec49f7ea90d5660fb4c28664a1f55719f998e868d035f417316e24"},
+    {file = "together-1.2.1-py3-none-any.whl", hash = "sha256:a94408074e0e50b3dab1d4001cb36a3fdbd0e4d6a0e659ecaae6b7b6355f5369"},
+    {file = "together-1.2.1.tar.gz", hash = "sha256:c67f724f4612fc76283c92beaf0cc0cc076543021d19dae04fb4e950d9bf0e68"},
 ]
 
 [package.dependencies]
-aiohttp = ">=3.7.4,<4.0.0"
-pydantic = ">=2.5.0,<3.0.0"
+aiohttp = ">=3.9.3,<4.0.0"
+click = ">=8.1.7,<9.0.0"
+eval-type-backport = ">=0.1.3,<0.3.0"
+filelock = ">=3.13.1,<4.0.0"
+numpy = [
+    {version = ">=1.23.5", markers = "python_version < \"3.12\""},
+    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
+]
+pillow = ">=10.3.0,<11.0.0"
+pyarrow = ">=10.0.1"
+pydantic = ">=2.6.3,<3.0.0"
 requests = ">=2.31.0,<3.0.0"
-sseclient-py = ">=1.7.2,<2.0.0"
 tabulate = ">=0.9.0,<0.10.0"
-tqdm = ">=4.66.1,<5.0.0"
-typer = ">=0.9.0,<0.10.0"
+tqdm = ">=4.66.2,<5.0.0"
+typer = ">=0.9,<0.13"
 
 [[package]]
 name = "tokenizers"
@@ -5815,13 +5783,13 @@ telegram = ["requests"]
 
 [[package]]
 name = "transformers"
-version = "4.42.3"
+version = "4.42.4"
 description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
 optional = true
 python-versions = ">=3.8.0"
 files = [
-    {file = "transformers-4.42.3-py3-none-any.whl", hash = "sha256:a61a0df9609b7d69229d941b2fd857c841ba3043d6da503d0da1a4b133f65b92"},
-    {file = "transformers-4.42.3.tar.gz", hash = "sha256:7539873ff45809145265cbc94ea4619d2713c41ceaa277b692d8b0be3430f7eb"},
+    {file = "transformers-4.42.4-py3-none-any.whl", hash = "sha256:6d59061392d0f1da312af29c962df9017ff3c0108c681a56d1bc981004d16d24"},
+    {file = "transformers-4.42.4.tar.gz", hash = "sha256:f956e25e24df851f650cb2c158b6f4352dfae9d702f04c113ed24fc36ce7ae2d"},
 ]
 
 [package.dependencies]
@@ -5991,7 +5959,7 @@ typing-extensions = ">=3.7.4"
 name = "tzdata"
 version = "2024.1"
 description = "Provider of IANA time zone data"
-optional = true
+optional = false
 python-versions = ">=2"
 files = [
     {file = "tzdata-2024.1-py2.py3-none-any.whl", hash = "sha256:9068bc196136463f5245e51efda838afa15aaeca9903f49050dfa2679db4d252"},
@@ -6184,13 +6152,13 @@ test = ["Cython (>=0.29.36,<0.30.0)", "aiohttp (==3.9.0b0)", "aiohttp (>=3.8.1)"
 
 [[package]]
 name = "validators"
-version = "0.30.0"
+version = "0.32.0"
 description = "Python Data Validation for Humans™"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "validators-0.30.0-py3-none-any.whl", hash = "sha256:0f2387a9fe76d26c151ab716de18e34467413800abced256fd3a506f4f51cbdc"},
-    {file = "validators-0.30.0.tar.gz", hash = "sha256:c2dc5ffef052040bc11b62677429a904f9e04abaf35e0196ac509237cd3c9961"},
+    {file = "validators-0.32.0-py3-none-any.whl", hash = "sha256:e9ce1703afb0adf7724b0f98e4081d9d10e88fa5d37254d21e41f27774c020cd"},
+    {file = "validators-0.32.0.tar.gz", hash = "sha256:9ee6e6d7ac9292b9b755a3155d7c361d76bb2dce23def4f0627662da1e300676"},
 ]
 
 [package.extras]
@@ -6637,4 +6605,4 @@ weaviate = ["weaviate-client"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<=3.13"
-content-hash = "afc88f00bafd2b76a954c758a0556cba6d3854e98c444bc5e720319bf472caa8"
+content-hash = "7857242f71bf8dd9374a9b244a2c0ca88ff455c5b83b478f65ed59b1958a69e6"

embedchain/pyproject.toml

@@ -103,7 +103,7 @@ beautifulsoup4 = "^4.12.2"
 pypdf = "^4.0.1"
 gptcache = "^0.1.43"
 pysbd = "^0.3.4"
-memzero = "^0.0.7"
+mem0ai = "^0.0.5"
 tiktoken = { version = "^0.7.0", optional = true }
 sentence-transformers = { version = "^2.2.2", optional = true }
 torch = { version = "2.3.0", optional = true }
@@ -113,7 +113,7 @@ gpt4all = { version = "2.0.2", optional = true }
 opensearch-py = { version = "2.3.1", optional = true }
 elasticsearch = { version = "^8.9.0", optional = true }
 cohere = { version = "^5.3", optional = true }
-together = { version = "^0.2.8", optional = true }
+together = { version = "^1.2.1", optional = true }
 lancedb = { version = "^0.6.2", optional = true }
 weaviate-client = { version = "^3.24.1", optional = true }
 qdrant-client = { version = "^1.6.3", optional = true }

pyproject.toml

@@ -7,7 +7,7 @@ exclude = [
     "db",
     "configs",
     "notebooks",
-    "mem0-rag",
+    "embedchain",
 ]
 packages = [
     { include = "mem0" },