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deployment_guide.md

@@ -14,13 +14,12 @@
 pip install -r requirements.txt
 ```
 
-2. **LLaVA Architecture Desteği (PULSE-7B için kritik):**
+2. **PULSE LLaVA Installation (PULSE-7B için kritik):**
 ```bash
-# Eğer "llava_llama architecture not recognized" hatası alırsanız:
-pip install --upgrade transformers
+# PULSE-7B için PULSE'un kendi LLaVA implementasyonu gerekli:
+pip install git+https://github.com/AIMedLab/PULSE.git#subdirectory=LLaVA
 
-# Veya en son development sürümü:
-pip install git+https://github.com/huggingface/transformers.git
+# Bu otomatik olarak transformers==4.37.2 yükleyecektir
 ```
 
 3. **Flash Attention (isteğe bağlı, performans için):**

handler.py

@@ -49,11 +49,13 @@ class EndpointHandler:
             import transformers
             print(f"🔧 Transformers version: {transformers.__version__}")
             
-            # Check if it's a development version
-            if "dev" in transformers.__version__ or "git" in str(transformers.__version__):
-                print("✅ Using development version - llava_llama support expected")
+            # PULSE LLaVA works with transformers==4.37.2
+            if transformers.__version__ == "4.37.2":
+                print("✅ Using PULSE LLaVA compatible version (4.37.2)")
+            elif "dev" in transformers.__version__ or "git" in str(transformers.__version__):
+                print("⚠️ Using development version - may conflict with PULSE LLaVA")
             else:
-                print("⚠️ Using stable version - llava_llama support may not be available")
+                print("⚠️ Using different version - PULSE LLaVA prefers 4.37.2")
         except Exception as e:
             print(f"❌ Error checking transformers version: {e}")
         
@@ -101,7 +103,9 @@ class EndpointHandler:
                 
             except ImportError as import_error:
                 print(f"⚠️ PULSE LLaVA modules not available: {import_error}")
-                print("💡 Installing PULSE LLaVA dependencies...")
+                print("💡 PULSE LLaVA not installed correctly!")
+                print("📋 Required: pip install git+https://github.com/AIMedLab/PULSE.git#subdirectory=LLaVA")
+                print("🔄 Falling back to transformers approach...")
                 
                 # Fallback to transformers approach
                 from transformers import AutoModel, AutoProcessor

requirements.txt

@@ -1,6 +1,9 @@
-# Core ML dependencies - PULSE-7B requires development transformers for llava_llama architecture
-# Note: Stable transformers doesn't support llava_llama yet, using development version
-git+https://github.com/huggingface/transformers.git
+# PULSE-7B specific dependencies (LLaVA implementation)
+# Install PULSE's LLaVA implementation for proper model loading
+git+https://github.com/AIMedLab/PULSE.git#subdirectory=LLaVA
+
+# Core ML dependencies - Use PULSE LLaVA's required transformers version
+# Note: PULSE LLaVA requires transformers==4.37.2, not development version
 torch>=2.1.0
 accelerate>=0.25.0
 sentencepiece
@@ -14,10 +17,6 @@ requests>=2.28.0
 # LLaVA/Vision model dependencies
 timm>=0.9.0
 
-# PULSE-7B specific dependencies (LLaVA implementation)
-# Install PULSE's LLaVA implementation for proper model loading
-git+https://github.com/AIMedLab/PULSE.git#subdirectory=LLaVA
-
 # Optional performance improvements
 flash-attn>=2.0.0; sys_platform != "darwin"
 bitsandbytes>=0.41.0; sys_platform != "darwin"