From 0d14a58f0cbc606dcee46a0d417b32834caf2e8a Mon Sep 17 00:00:00 2001
From: groupuser <groupuser@aifrica.co.kr>
Date: Tue, 22 Apr 2025 23:57:11 +0000
Subject: [PATCH] Upload llm.py

---
 app/llm.py | 66 ++++++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 66 insertions(+)
 create mode 100644 app/llm.py

diff --git a/app/llm.py b/app/llm.py
new file mode 100644
index 0000000..735aa1b
--- /dev/null
+++ b/app/llm.py
@@ -0,0 +1,66 @@
+from langchain_core.language_models.llms import LLM
+from langchain_core.callbacks.manager import CallbackManagerForLLMRun
+from typing import Any, Dict, List, Optional
+import uuid
+from typing import List
+import requests
+import os
+
+triton_host: str = os.getenv("TRITON_LLM_ENDPOINT", "http://183.111.96.67:8000/v2/models/llama-3-3b/versions/1/infer")
+model_api_key: str = os.getenv("MODEL_API_KEY", "01jsdesqtp4w81b8hydysxa1k2")
+
+class TritonLLM(LLM):
+    """Triton Inference Server를 사용하는 LLM"""
+
+    @property
+    def _llm_type(self) -> str:
+        return "tritonllm"
+
+    def _call(
+            self,
+            prompt: str,
+            stop: Optional[List[str]] = None,
+            run_manager: Optional[CallbackManagerForLLMRun] = None,
+            **kwargs: Any,
+    ) -> str:
+        if stop is not None:
+            raise ValueError("stop kwargs are not permitted.")
+        trace_id: str = str(run_manager.parent_run_id)
+        span_id: str = str(run_manager.run_id)
+
+        payload = {
+            "id": trace_id,
+            "inputs": [
+                {
+                    "name": "text_input",
+                    "datatype": "BYTES",
+                    "shape": [1],
+                    "data": [prompt],
+                }
+            ]
+        }
+        uuid_trace_id_hex = uuid.UUID(trace_id).hex
+        uuid_span_id_hex = uuid.UUID(span_id).hex
+
+        # eg. 00-80e1afed08e019fc1110464cfa66635c-00085853722dc6d2-00
+        # The traceparent header uses the version-trace_id-parent_id-trace_flags format
+        header_trace = {
+            "traceparent": f"00-{uuid_trace_id_hex}-00{uuid_span_id_hex[:14]}-00",
+            "Content-Type": "application/json",
+            "model-api-key": "01jsdesqtp4w81b8hydysxa1k2"
+        }
+
+        ret = requests.post(
+            triton_host,
+            json=payload,
+            timeout=10,
+            headers=header_trace,
+        )
+
+        print(ret.status_code)
+        print(ret.text)
+
+        res = ret.json()
+        query_response = res["outputs"][0]["data"][0]
+
+        return query_response