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refine readme (#170)

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24
README.md
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@ -47,19 +47,19 @@
## 🤺RagFlow vs. other RAG applications
| Feature | RagFlow | Langchain-Chatchat | Dify.AI | Assistants API | QAnythig | LangChain |
|---------|:---------:|:----------------:|:-----------:|:-----------:|:-----------:|:-----------:|
| **Well-Founded Answer** | :white_check_mark: | :x: | :x: | :x: | :x: | :x: |
| **Trackable Chunking** | :white_check_mark: | :x: | :x: | :x: | :x: | :x: |
| **Chunking Method** | Rich Variety | Naive | Naive | Naive | Naive | Naive |
| **Table Structure Recognition** | :white_check_mark: | :x: | :x: | :x: | :x: | :x: |
| Feature | RagFlow | Langchain-Chatchat | Assistants API | QAnythig | LangChain |
|---------|:---------:|:----------------:|:-----------:|:-----------:|:-----------:|
| **Well-Founded Answer** | :white_check_mark: | :x: | :x: | :x: | :x: |
| **Trackable Chunking** | :white_check_mark: | :x: | :x: | :x: | :x: |
| **Chunking Method** | Rich Variety | Naive | Naive | | Naive | Naive |
| **Table Structure Recognition** | :white_check_mark: | :x: | | :x: | :x: | :x: |
| **Structured Data Lookup** | :white_check_mark: | :x: | :x: | :x: | :x: | :x: |
| **Programming Approach** | API-oriented | API-oriented | API-oriented | API-oriented | API-oriented | Python Code-oriented |
| **RAG Engine** | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: | :x: | :x: |
| **Prompt IDE** | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: | :x: | :x: |
| **Supported LLMs** | Rich Variety | Rich Variety | Rich Variety | OpenAI-only | QwenLLM | Rich Variety |
| **Local Deployment** | :white_check_mark: | :white_check_mark: | :white_check_mark: | :x: | :x: | :x: |
| **Ecosystem Strategy** | Open Source | Open Source | Open Source | Close Source | Open Source | Open Source |
| **Programming Approach** | API-oriented | API-oriented | API-oriented | API-oriented | Python Code-oriented |
| **RAG Engine** | :white_check_mark: | :white_check_mark: | :white_check_mark: | :x: | :x: |
| **Prompt IDE** | :white_check_mark: | :white_check_mark: | :white_check_mark: | :x: | :x: |
| **Supported LLMs** | Rich Variety | Rich Variety | OpenAI-only | QwenLLM | Rich Variety |
| **Local Deployment** | :white_check_mark: | :white_check_mark: | :x: | :x: | :x: |
| **Ecosystem Strategy** | Open Source | Open Source | Close Source | Open Source | Open Source |
## 🔎 System Architecture

4
api/db/services/llm_service.py
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@ -84,7 +84,7 @@ class TenantLLMService(CommonService):
if model_config["llm_factory"] not in EmbeddingModel:
return
return EmbeddingModel[model_config["llm_factory"]](
model_config["api_key"], model_config["llm_name"], model_config["api_base"])
model_config["api_key"], model_config["llm_name"], base_url=model_config["api_base"])
if llm_type == LLMType.IMAGE2TEXT.value:
if model_config["llm_factory"] not in CvModel:
@ -98,7 +98,7 @@ class TenantLLMService(CommonService):
if model_config["llm_factory"] not in ChatModel:
return
return ChatModel[model_config["llm_factory"]](
model_config["api_key"], model_config["llm_name"], model_config["api_base"])
model_config["api_key"], model_config["llm_name"], base_url=model_config["api_base"])
@classmethod
@DB.connection_context()

2
rag/llm/embedding_model.py
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@ -51,7 +51,7 @@ class Base(ABC):
class HuEmbedding(Base):
def __init__(self, **kwargs):
def __init__(self, *args, **kwargs):
"""
If you have trouble downloading HuggingFace models, -_^ this might help!!