updated vllm batch inference

src/None/inference_results.json

@@ -0,0 +1,306 @@
+{
+  "model_path": "/home/yashkhare/workspace/medgemma-4b-it",
+  "params": {
+    "temperature": 0.0,
+    "top_p": 1.0,
+    "max_tokens": 100
+  },
+  "outputs": [
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician needs to review the image to provide an accurate assessment.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n",
+    "I am unable to provide a medical diagnosis based on an image. I am a language model and do not have the ability to interpret medical images. A qualified radiologist or physician is needed to review the image and provide a diagnosis.\n"
+  ]
+}

src/finetune_pipeline/config.yaml

@@ -71,7 +71,7 @@
 # Configuration for data loading, formatting, and fine-tuning
 
 
-output_dir: "/home/ubuntu/yash-workspace/outputs"  # Directory to store output files
+output_dir: "/home/yashkhare/workspace/finetuning-pipeline/"  # Directory to store output files
 
 # Formatter configuration
 formatter:
@@ -86,7 +86,7 @@ formatter:
 
   # Additional arguments to pass to the load_dataset function
   dataset_kwargs:
-    split: "train"                # Dataset split to load
+    split: "validation"                # Dataset split to load
 
 # Training configuration
 finetuning:
@@ -101,7 +101,7 @@ finetuning:
 # vLLM Inference configuration
 inference:
   # Model configuration
-  model_path: "/home/ubuntu/yash-workspace/medgemma-4b-it" # Path to the model checkpoint
+  model_path: "/home/yashkhare/workspace/medgemma-4b-it" # Path to the model checkpoint
   quantization: null            # Quantization method (awq, gptq, squeezellm)
   dtype: "auto"                 # Data type for model weights (half, float, bfloat16, auto)
   trust_remote_code: false      # Trust remote code when loading the model
@@ -112,16 +112,15 @@ inference:
 
   # Performance configuration
   tensor_parallel_size: 1       # Number of GPUs to use for tensor parallelism
-  max_model_len: 32           # Maximum sequence length
+  max_model_len: 512           # Maximum sequence length
   max_num_seqs: 1              # Maximum number of sequences
-  gpu_memory_utilization: 0.9   # Fraction of GPU memory to use
+  gpu_memory_utilization: 0.95   # Fraction of GPU memory to use
   enforce_eager: false          # Enforce eager execution
 
-  data: "your/eval/dataset/path" # Path to the inference dataset (optional)
+  inference_data: "dz-osamu/IU-Xray" # Path to the inference dataset (optional)
 
   # Additional vLLM parameters (optional)
   # swap_space: 4               # Size of CPU swap space in GiB
   # block_size: 16              # Size of blocks used in the KV cache
   # disable_log_stats: true     # Disable logging of stats
   # disable_log_requests: false # Disable logging of requests
-

src/finetune_pipeline/data/data_loader.py

@@ -421,4 +421,4 @@ if __name__ == "__main__":
     # Load and format the data
     formatted_data_paths, conversation_data_paths = load_and_format_data(
         formatter_config, output_dir
-    )
+    )

src/finetune_pipeline/data/formatter.py

@@ -209,8 +209,10 @@ class vLLMFormatter(Formatter):
         """
         formatted_messages = []
         for message in conversation.messages:
-            formatted_messages.append(self.format_message(message))
-        return "\n".join(formatted_messages)
+            role = message["role"]
+            if role == "user":
+                formatted_messages.append(self.format_message(message))
+        return {"messages": formatted_messages}
 
     def format_message(self, message):
         """
@@ -222,19 +224,7 @@ class vLLMFormatter(Formatter):
         Returns:
             str: Formatted message in vLLM format
         """
-        role = message["role"]
-        content = message["content"]
-
-        # Handle different content types
-        if isinstance(content, str):
-            return f"{role}: {content}"
-        else:
-            # For multimodal content, extract text parts
-            text_parts = []
-            for item in content:
-                if item["type"] == "text" and "text" in item:
-                    text_parts.append(item["text"])
-            return f"{role}: {' '.join(text_parts)}"
+        return message
 
 
 class OpenAIFormatter(Formatter):

src/finetune_pipeline/inference/run_inference.py

@@ -1,3 +1,4 @@
+import argparse
 import json
 import logging
 from typing import Any, Dict, List, Optional, TypedDict, Union
@@ -5,116 +6,67 @@ from typing import Any, Dict, List, Optional, TypedDict, Union
 import requests
 from tqdm import tqdm
 
-from vllm import SamplingParams
+from vllm import LLM, SamplingParams
 
-from ..data.data_loader import convert_to_conversations, get_formatter, load_data
+from ..data.data_loader import (
+    convert_to_conversations,
+    get_formatter,
+    load_data,
+    read_config,
+)
 
+# Set up logging
+logger = logging.getLogger(__name__)
 
-class VLLMInferenceRequest(TypedDict):
-    """Type definition for VLLM inference request format."""
 
-    messages: List[List[Dict[str, Any]]]
-    sampling_params: Union[SamplingParams, List[SamplingParams]]    
-
-
-class VLLMClient:
-    """Client for interacting with a vLLM server."""
-
-    def __init__(self, server_url: str = "http://localhost:8000/v1"):
-        """
-        Initialize the vLLM client.
-
-        Args:
-            server_url: URL of the vLLM server
-        """
-        self.server_url = server_url
-        self.logger = logging.getLogger(__name__)
-
-    def generate(self, request: VLLMInferenceRequest) -> Dict[str, Any]:
-        """
-        Send a request to the vLLM server and get the response.
-
-        Args:
-            request: The inference request
-
-        Returns:
-            The response from the vLLM server
+def vllm_call_batch(
+    llm: LLM, data: List[Dict], sampling_params: SamplingParams
+) -> List[str]:
+    """
+    Process a batch of data through vLLM.
 
-        Raises:
-            requests.exceptions.RequestException: If the request fails
-        """
-        # Format the request for the OpenAI-compatible API
-        vllm_request = {
-            "messages": request.get("messages", []),
-            "temperature": request.get("temperature", 0.7),
-            "top_p": request.get("top_p", 1.0),
-            "max_tokens": request.get("max_completion_tokens", 100),
-        }
+    Args:
+        llm: vLLM model instance
+        data: List of formatted data for inference
+        sampling_params: Parameters for text generation
+        batch_size: Number of items to process in each batch
 
-        if "seed" in request:
-            vllm_request["seed"] = request["seed"]
+    Returns:
+        List of generated text responses
+    """
+    messages_batch = []
+    for d in data:
+        messages_batch.append(d["messages"])
 
-        if "response_format" in request:
-            vllm_request["response_format"] = request["response_format"]
+    try:
+        responses = llm.chat(messages_batch, sampling_params, use_tqdm=True)
 
-        # Send the request to the vLLM server
-        try:
-            response = requests.post(
-                f"{self.server_url}/chat/completions",
-                json=vllm_request,
-                headers={"Content-Type": "application/json"},
-            )
-            response.raise_for_status()
-            return response.json()
-        except requests.exceptions.RequestException as e:
-            self.logger.error(f"Error sending request to vLLM server: {e}")
-            raise
+        outputs = []
+        for response in responses:
+            text = ""
+            for output in response.outputs:
+                text += output.text
+            outputs.append(text)
+        return outputs
+    except Exception as e:
+        logger.error(f"Error during vLLM inference: {e}")
+        raise
 
 
-def vllm_call_batch(llm, image_paths: List[str], structured):
-    messages_batch = []
-    for img_path in image_paths:
-        messages = [
-            {
-                "role": "user",
-                "content": [
-                    {"type": "image_url", "image_url": {"url": f"file:///{img_path}"}},
-                    {
-                        "type": "text",
-                        "text": generate_prompt(structured),
-                    },
-                ],
-            }
-        ]
-        messages_batch.append(messages)
-
-    # Using greedy decoding
-    if structured:
-        sampling_params = SamplingParams(
-            temperature=0,
-            top_p=1,
-            max_tokens=8192,
-            guided_decoding=guided_decoding_params,
-        )
-    else:
-        sampling_params = SamplingParams(
-            temperature=0,
-            top_p=1,
-            max_tokens=8192,
-        )
-    return llm.chat(messages_batch, sampling_params, use_tqdm=True)
-
 def run_vllm_batch_inference_on_dataset(
-    eval_data_path: str,
-    server_url: str = "http://localhost:8000/v1",
+    inference_data_path: str,
+    model_path: str,
     is_local: bool = False,
     temperature: float = 0.0,
     top_p: float = 1.0,
     max_tokens: int = 100,
     seed: Optional[int] = None,
+    structured: bool = False,
+    gpu_memory_utilization: float = 0.95,
+    max_model_len: int = 4096,
     dataset_kwargs: Optional[Dict[str, Any]] = None,
     column_mapping: Optional[Dict[str, str]] = None,
-) -> List[Dict[str, Any]]:
+) -> Dict[str, Any]:
     """
     Run inference on evaluation data using a vLLM server.
 
@@ -132,21 +84,176 @@ def run_vllm_batch_inference_on_dataset(
     Returns:
         List of responses from the vLLM server
     """
-    # Initialize the vLLM client
-    client = VLLMClient(server_url)
+
+    logger.info(f"Loading Inference data from {inference_data_path}")
 
     # Load the evaluation data
     if dataset_kwargs is None:
         dataset_kwargs = {}
 
-    eval_data = load_data(eval_data_path, is_local, **dataset_kwargs)
+    try:
+        data = load_data(inference_data_path, is_local, **dataset_kwargs)
+    except Exception as e:
+        logger.error(f"Failed to load data from {inference_data_path}: {e}")
+        raise
 
     # Convert the data to conversations
-    conversations = convert_to_conversations(eval_data, column_mapping)
+    logger.info("Converting data to conversation format")
+    conversations = convert_to_conversations(data, column_mapping)
 
     # Convert the conversations to vLLM format
     vllm_formatter = get_formatter("vllm")
     formatted_data = vllm_formatter.format_data(conversations)
 
+    # Create an LLM
+    logger.info(f"Initializing vLLM with model: {model_path}")
+    try:
+        llm = LLM(
+            model=model_path,
+            gpu_memory_utilization=gpu_memory_utilization,
+            max_model_len=max_model_len,
+            seed=seed,
+        )
+    except Exception as e:
+        logger.error(f"Failed to initialize vLLM model: {e}")
+        raise
+
+    # Configure sampling parameters
+    if structured and seed is not None:
+        # If structured output is needed, guided_decoding can be configured here
+        # For now, we're not using guided_decoding but this allows for future expansion
+        guided_decoding_params = None
+        sampling_params = SamplingParams(
+            temperature=temperature,
+            top_p=top_p,
+            max_tokens=max_tokens,
+            guided_decoding=guided_decoding_params,
+            seed=seed,
+        )
+    else:
+        sampling_params = SamplingParams(
+            temperature=temperature,
+            top_p=top_p,
+            max_tokens=max_tokens,
+            seed=seed,
+        )
+
     # Run inference on the formatted data
-    #pass
+    logger.info(f"Running inference on {len(formatted_data)} examples")
+    outputs = vllm_call_batch(llm, formatted_data, sampling_params)
+
+    # Return a dictionary containing the outputs and metadata
+    return {
+        "outputs": outputs,
+        "model_path": model_path,
+        "params": {
+            "temperature": temperature,
+            "top_p": top_p,
+            "max_tokens": max_tokens,
+        },
+    }
+
+
+def save_inference_results(results: Dict[str, Any], output_path: str) -> None:
+    """
+    Save inference results to a file.
+
+    Args:
+        results: Dictionary containing inference results
+        output_path: Path to save the results
+    """
+    import json
+    from pathlib import Path
+
+    # Create directory if it doesn't exist
+    output_file = Path(output_path)
+    output_file.parent.mkdir(parents=True, exist_ok=True)
+
+    # Extract only serializable data
+    serializable_results = {
+        "model_path": results["model_path"],
+        "params": results["params"],
+        "outputs": results["outputs"],
+    }
+
+    logger.info(f"Saving results to {output_path}")
+    with open(output_path, "w") as f:
+        json.dump(serializable_results, f, indent=2)
+
+    print(f"Saved inference results to {output_path}")
+
+
+def main():
+    """Main function."""
+    parser = argparse.ArgumentParser(
+        description="Fine-tune a language model using torch tune"
+    )
+    parser.add_argument(
+        "--config",
+        type=str,
+        required=True,
+        help="Path to the configuration file (JSON or YAML)",
+    )
+    parser.add_argument(
+        "--kwargs",
+        type=str,
+        default=None,
+        help="Additional key-value pairs to pass to the command (space-separated, e.g., 'dataset=module.function dataset.param=value')",
+    )
+    args = parser.parse_args()
+
+    config = read_config(args.config)
+    inference_config = config.get("inference", {})
+    formatter_config = config.get("formatter", {})
+
+    # Model parameters
+    model_path = inference_config.get("model_path", None)
+    if model_path is None:
+        raise ValueError("model_path must be specified in the config")
+
+    # Get data path from parameters or config
+    inference_data_path = inference_config.get("inference_data", None)
+    if inference_data_path is None:
+        raise ValueError("Inference data path must be specified in config")
+    output_dir = inference_config.get("output_dir")
+    output_path = f"{output_dir}/inference_results.json"
+
+    # Performance parameters
+    gpu_memory_utilization = inference_config.get("gpu_memory_utilization", 0.95)
+    max_model_len = inference_config.get("max_model_len", 512)
+    tensor_parallel_size = inference_config.get("tensor_parallel_size", 1)
+    dtype = inference_config.get("dtype", "auto")
+    trust_remote_code = inference_config.get("trust_remote_code", False)
+
+    # Generation parameters
+    max_tokens = inference_config.get("max_tokens", 100)
+    temperature = inference_config.get("temperature", 0.0)
+    top_p = inference_config.get("top_p", 1.0)
+    seed = inference_config.get("seed")
+    structured = inference_config.get("structured", False)
+
+    # Data parameters
+    is_local = formatter_config.get("is_local", False)
+    dataset_kwargs = formatter_config.get("dataset_kwargs", {})
+    column_mapping = formatter_config.get("column_mapping", {})
+
+    results = run_vllm_batch_inference_on_dataset(
+        inference_data_path,
+        model_path,
+        is_local,
+        temperature,
+        top_p,
+        max_tokens,
+        seed,
+        structured,
+        gpu_memory_utilization,
+        max_model_len,
+        dataset_kwargs,
+        column_mapping,
+    )
+
+    save_inference_results(results, output_path)
+
+
+if __name__ == "__main__":
+    main()