Update README.md

README.md

@@ -61,25 +61,27 @@ from bulk_chain.api import iter_content
 from bulk_chain.core.utils import dynamic_init
 
 content_it = iter_content(
-        schema={"schema": [
-            {"prompt": "Summarize: {input}", "out": "summary"}]
-        },
-        llm=dynamic_init(class_filepath="providers/huggingface_qwen.py", class_name="Qwen2")(
-            api_token="YOUR_HF_API_KEY_GOES_HERE",
-            model_name="nicolay-r/qwen25-05b-multiclinsum-standard",
-            temp=0.1,
-            use_bf16=True,
-            max_new_tokens=args.max_tokens,
-            device=args.device
-        ),
-        infer_mode="batch",
-        batch_size=4,
-        return_mode="record",
-        // INPUT TEXTS:
-        input_dicts_it=[
-           {"input": "A patient 62 years old with ..."}
-        ],
-    )
+  schema={"schema": [
+      {"prompt": "Summarize: {input}", "out": "summary"}]
+  },
+  llm=dynamic_init(
+    class_filepath="providers/huggingface_qwen.py",
+    class_name="Qwen2")(
+      api_token="YOUR_HF_API_KEY_GOES_HERE",
+      model_name="nicolay-r/qwen25-05b-multiclinsum-standard",
+      temp=0.1,
+      use_bf16=True,
+      max_new_tokens=args.max_tokens,
+      device=args.device
+  ),
+  infer_mode="batch",
+  batch_size=4,
+  return_mode="record",
+  # INPUT TEXTS:
+  input_dicts_it=[
+     {"input": "A patient 62 years old with ..."}
+  ],
+)
 
 for record in content_it:
   # here is the result dictionary that includes summary.