LoadLatent and SaveLatent should behave like the LoadImage and SaveImage.

folder_paths.py

@@ -147,4 +147,37 @@ def get_filename_list(folder_name):
         output_list.update(filter_files_extensions(recursive_search(x), folders[1]))
     return sorted(list(output_list))
 
-
+def get_save_image_path(filename_prefix, output_dir, image_width=0, image_height=0):
+    def map_filename(filename):
+        prefix_len = len(os.path.basename(filename_prefix))
+        prefix = filename[:prefix_len + 1]
+        try:
+            digits = int(filename[prefix_len + 1:].split('_')[0])
+        except:
+            digits = 0
+        return (digits, prefix)
+
+    def compute_vars(input, image_width, image_height):
+        input = input.replace("%width%", str(image_width))
+        input = input.replace("%height%", str(image_height))
+        return input
+
+    filename_prefix = compute_vars(filename_prefix, image_width, image_height)
+
+    subfolder = os.path.dirname(os.path.normpath(filename_prefix))
+    filename = os.path.basename(os.path.normpath(filename_prefix))
+
+    full_output_folder = os.path.join(output_dir, subfolder)
+
+    if os.path.commonpath((output_dir, os.path.abspath(full_output_folder))) != output_dir:
+        print("Saving image outside the output folder is not allowed.")
+        return {}
+
+    try:
+        counter = max(filter(lambda a: a[1][:-1] == filename and a[1][-1] == "_", map(map_filename, os.listdir(full_output_folder))))[0] + 1
+    except ValueError:
+        counter = 1
+    except FileNotFoundError:
+        os.makedirs(full_output_folder, exist_ok=True)
+        counter = 1
+    return full_output_folder, filename, counter, subfolder, filename_prefix

nodes.py

@@ -251,13 +251,12 @@ class VAEEncodeForInpaint:
 
 class SaveLatent:
     def __init__(self):
-        self.output_dir = os.path.join(folder_paths.get_input_directory(), "latents")
+        self.output_dir = folder_paths.get_output_directory()
-        self.type = "output"
 
     @classmethod
     def INPUT_TYPES(s):
         return {"required": { "samples": ("LATENT", ),
-                              "filename_prefix": ("STRING", {"default": "ComfyUI"})},
+                              "filename_prefix": ("STRING", {"default": "latents/ComfyUI"})},
                 "hidden": {"prompt": "PROMPT", "extra_pnginfo": "EXTRA_PNGINFO"},
                 }
     RETURN_TYPES = ()
@@ -268,31 +267,7 @@ class SaveLatent:
     CATEGORY = "_for_testing"
 
     def save(self, samples, filename_prefix="ComfyUI", prompt=None, extra_pnginfo=None):
-        def map_filename(filename):
+        full_output_folder, filename, counter, subfolder, filename_prefix = folder_paths.get_save_image_path(filename_prefix, self.output_dir)
-            prefix_len = len(os.path.basename(filename_prefix))
-            prefix = filename[:prefix_len + 1]
-            try:
-                digits = int(filename[prefix_len + 1:].split('_')[0])
-            except:
-                digits = 0
-            return (digits, prefix)
-
-        subfolder = os.path.dirname(os.path.normpath(filename_prefix))
-        filename = os.path.basename(os.path.normpath(filename_prefix))
-
-        full_output_folder = os.path.join(self.output_dir, subfolder)
-
-        if os.path.commonpath((self.output_dir, os.path.abspath(full_output_folder))) != self.output_dir:
-            print("Saving latent outside the 'input/latents' folder is not allowed.")
-            return {}
-
-        try:
-            counter = max(filter(lambda a: a[1][:-1] == filename and a[1][-1] == "_", map(map_filename, os.listdir(full_output_folder))))[0] + 1
-        except ValueError:
-            counter = 1
-        except FileNotFoundError:
-            os.makedirs(full_output_folder, exist_ok=True)
-            counter = 1
 
         # support save metadata for latent sharing
         prompt_info = ""
@@ -316,11 +291,10 @@ class SaveLatent:
 
 
 class LoadLatent:
-    input_dir = os.path.join(folder_paths.get_input_directory(), "latents")
-
     @classmethod
     def INPUT_TYPES(s):
-        files = [f for f in os.listdir(s.input_dir) if os.path.isfile(os.path.join(s.input_dir, f)) and f.endswith(".latent")]
+        input_dir = folder_paths.get_input_directory()
+        files = [f for f in os.listdir(input_dir) if os.path.isfile(os.path.join(input_dir, f)) and f.endswith(".latent")]
         return {"required": {"latent": [sorted(files), ]}, }
 
     CATEGORY = "_for_testing"
@@ -329,13 +303,25 @@ class LoadLatent:
     FUNCTION = "load"
 
     def load(self, latent):
-        file = folder_paths.get_annotated_filepath(latent, self.input_dir)
+        latent_path = folder_paths.get_annotated_filepath(latent)
-
+        latent = safetensors.torch.load_file(latent_path, device="cpu")
-        latent = safetensors.torch.load_file(file, device="cpu")
         samples = {"samples": latent["latent_tensor"]}
-
         return (samples, )
 
+    @classmethod
+    def IS_CHANGED(s, latent):
+        image_path = folder_paths.get_annotated_filepath(latent)
+        m = hashlib.sha256()
+        with open(image_path, 'rb') as f:
+            m.update(f.read())
+        return m.digest().hex()
+
+    @classmethod
+    def VALIDATE_INPUTS(s, latent):
+        if not folder_paths.exists_annotated_filepath(latent):
+            return "Invalid latent file: {}".format(latent)
+        return True
+
 
 class CheckpointLoader:
     @classmethod
@@ -1020,39 +1006,7 @@ class SaveImage:
     CATEGORY = "image"
 
     def save_images(self, images, filename_prefix="ComfyUI", prompt=None, extra_pnginfo=None):
-        def map_filename(filename):
+        full_output_folder, filename, counter, subfolder, filename_prefix = folder_paths.get_save_image_path(filename_prefix, self.output_dir, images[0].shape[1], images[0].shape[0])
-            prefix_len = len(os.path.basename(filename_prefix))
-            prefix = filename[:prefix_len + 1]
-            try:
-                digits = int(filename[prefix_len + 1:].split('_')[0])
-            except:
-                digits = 0
-            return (digits, prefix)
-
-        def compute_vars(input):
-            input = input.replace("%width%", str(images[0].shape[1]))
-            input = input.replace("%height%", str(images[0].shape[0]))
-            return input
-
-        filename_prefix = compute_vars(filename_prefix)
-
-        subfolder = os.path.dirname(os.path.normpath(filename_prefix))
-        filename = os.path.basename(os.path.normpath(filename_prefix))
-
-        full_output_folder = os.path.join(self.output_dir, subfolder)
-
-        if os.path.commonpath((self.output_dir, os.path.abspath(full_output_folder))) != self.output_dir:
-            print("Saving image outside the output folder is not allowed.")
-            return {}
-
-        try:
-            counter = max(filter(lambda a: a[1][:-1] == filename and a[1][-1] == "_", map(map_filename, os.listdir(full_output_folder))))[0] + 1
-        except ValueError:
-            counter = 1
-        except FileNotFoundError:
-            os.makedirs(full_output_folder, exist_ok=True)
-            counter = 1
-
         results = list()
         for image in images:
             i = 255. * image.cpu().numpy()