diff --git a/requirements.txt b/requirements.txt
index 2404caa..8bd6f44 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -13,4 +13,5 @@ transformers==4.19.2
 webdataset==0.2.5
 open-clip-torch==2.7.0
 gradio==3.11
+deepspeed==0.7.5
 -e .
diff --git a/scripts/img2img.py b/scripts/img2img.py
index 9085ba9..6ba1f78 100644
--- a/scripts/img2img.py
+++ b/scripts/img2img.py
@@ -20,6 +20,8 @@ from scripts.txt2img import put_watermark
 from ldm.util import instantiate_from_config
 from ldm.models.diffusion.ddim import DDIMSampler
 
+import deepspeed
+
 
 def chunk(it, size):
     it = iter(it)
@@ -43,6 +45,16 @@ def load_model_from_config(config, ckpt, verbose=False):
 
     model.cuda()
     model.eval()
+
+    ds_engine = deepspeed.init_inference(model,
+                                 mp_size=2,
+                                 dtype=torch.half,
+                                 checkpoint=None,
+                                 replace_method='auto',
+                                 replace_with_kernel_inject=True)
+    
+    model = ds_engine.module
+
     return model
 
 
diff --git a/scripts/txt2img.py b/scripts/txt2img.py
index 1ed42a3..6258108 100644
--- a/scripts/txt2img.py
+++ b/scripts/txt2img.py
@@ -17,6 +17,7 @@ from ldm.util import instantiate_from_config
 from ldm.models.diffusion.ddim import DDIMSampler
 from ldm.models.diffusion.plms import PLMSSampler
 from ldm.models.diffusion.dpm_solver import DPMSolverSampler
+import deepspeed
 
 torch.set_grad_enabled(False)
 
@@ -39,9 +40,21 @@ def load_model_from_config(config, ckpt, verbose=False):
     if len(u) > 0 and verbose:
         print("unexpected keys:")
         print(u)
+    
 
     model.cuda()
     model.eval()
+
+    # Initialize the DeepSpeed-Inference engine
+    ds_engine = deepspeed.init_inference(model,
+                                 mp_size=2,
+                                 dtype=torch.half,
+                                 checkpoint=None,
+                                 replace_method='auto',
+                                 replace_with_kernel_inject=True)
+
+    model = ds_engine.module
+    
     return model