[WEAVIATE]

docs/swarms/memory/weaviate.md

@@ -20,10 +20,10 @@ This documentation provides a comprehensive guide on how to use the Weaviate API
 
 ## Installation
 
-Before using the Weaviate API Client, make sure to install the `weaviate-client` library. You can install it using pip:
+Before using the Weaviate API Client, make sure to install the `swarms` library. You can install it using pip:
 
 ```bash
-pip install weaviate-client
+pip install swarms
 ```
 
 ## Initialization
@@ -46,7 +46,7 @@ To use the Weaviate API Client, you need to initialize an instance of the `Weavi
 Here's an example of how to initialize a WeaviateClient:
 
 ```python
-from weaviate_client import WeaviateClient
+from swarms.memory import WeaviateClient
 
 weaviate_client = WeaviateClient(
     http_host="YOUR_HTTP_HOST",

playground/demos/optimize_llm_stack/vllm.py

@@ -0,0 +1,15 @@
+from swarms.models import vLLM
+
+# Initialize vLLM with custom model and parameters
+custom_vllm = vLLM(
+    model_name="custom/model",
+    tensor_parallel_size=8,
+    trust_remote_code=True,
+    revision="abc123",
+    temperature=0.7,
+    top_p=0.8
+)
+
+# Generate text with custom configuration
+generated_text = custom_vllm.run("Create a poem about nature.")
+print(generated_text)

playground/demos/optimize_llm_stack/weaviate.py

@@ -0,0 +1,14 @@
+from swarms.memory import WeaviateClient
+
+weaviate_client = WeaviateClient(
+    http_host="YOUR_HTTP_HOST",
+    http_port="YOUR_HTTP_PORT",
+    http_secure=True,
+    grpc_host="YOUR_gRPC_HOST",
+    grpc_port="YOUR_gRPC_PORT",
+    grpc_secure=True,
+    auth_client_secret="YOUR_APIKEY",
+    additional_headers={"X-OpenAI-Api-Key": "YOUR_OPENAI_APIKEY"},
+    additional_config=None,  # You can pass additional configuration here
+)
+

swarms/memory/__init__.py

@@ -1,3 +1,10 @@
 # from swarms.memory.pinecone import PineconeVector
 # from swarms.memory.base import BaseVectorStore
 # from swarms.memory.pg import PgVectorVectorStore
+from swarms.memory.weaviate import WeaviateClient
+from swarms.memory.base_vectordb import VectorDatabase
+
+__all__ = [
+    "WeaviateClient",
+    "VectorDatabase",
+]

swarms/models/__init__.py

@@ -8,7 +8,7 @@ from swarms.models.openai_models import (
     AzureOpenAI,
     OpenAIChat,
 )  # noqa: E402
-
+from swarms.models.vllm import vLLM  # noqa: E402
 # from swarms.models.zephyr import Zephyr  # noqa: E402
 from swarms.models.biogpt import BioGPT  # noqa: E402
 from swarms.models.huggingface import HuggingfaceLLM  # noqa: E402
@@ -29,6 +29,7 @@ from swarms.models.layoutlm_document_qa import (
 )  # noqa: E402
 from swarms.models.gpt4_vision_api import GPT4VisionAPI  # noqa: E402
 
+
 # from swarms.models.gpt4v import GPT4Vision
 # from swarms.models.dalle3 import Dalle3
 # from swarms.models.distilled_whisperx import DistilWhisperModel # noqa: E402