liuxiaocs7 commented on code in PR #29:
URL: 
https://github.com/apache/incubator-hugegraph-ai/pull/29#discussion_r1475631802


##########
hugegraph-llm/README.md:
##########
@@ -19,8 +19,64 @@ graph systems and large language models.
 
 ## Examples (knowledge graph construction by llm)
 
-1. Start the HugeGraph database, you can do it via Docker. Refer to this 
[link](https://hub.docker.com/r/hugegraph/hugegraph) for guidance
-2. Run example like `python hugegraph-llm/examples/build_kg_test.py`
+> 1. Start the HugeGraph database, you can do it via Docker. Refer to this 
[link](https://hub.docker.com/r/hugegraph/hugegraph) for guidance
+> 2. Run example like `python hugegraph-llm/examples/build_kg_test.py`
+> 
+> Note: If you need a proxy to access OpenAI's API, please set your HTTP proxy 
in `build_kg_test.py`.
 
-Note: If you need a proxy to access OpenAI's API, please set your HTTP proxy 
in `build_kg_test.py`.
+The `KgBuilder` class is used to construct a knowledge graph. Here is a brief 
usage guide:
 
+1. **Initialization**: The `KgBuilder` class is initialized with an instance 
of a language model. This can be obtained from the `LLMs` class.
+
+```python
+from hugegraph_llm.llms.init_llm import LLMs
+from hugegraph_llm.operators.kg_construction_task import KgBuilder
+
+TEXT = ""
+builder = KgBuilder(LLMs().get_llm())
+(
+    builder
+    .import_schema(from_hugegraph="talent_graph").print_result()
+    .extract_triples(TEXT).print_result()
+    .disambiguate_word_sense().print_result()
+    .commit_to_hugegraph()
+    .run()
+)
+```
+
+2. **Import Schema**: The `import_schema` method is used to import a schema 
from a source. The source can be a HugeGraph instance,a user-defined schema or 
an extraction result. The method `print_result` can be chained to print the 
result.

Review Comment:
   also expect blank line in next line



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