dtype cleanup
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+15
-2
@@ -4,7 +4,7 @@ import torch
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import folder_paths
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from .loader import load_t5
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from ..utils.dtype import string_to_dtype, dtype_list
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from ..utils.dtype import string_to_dtype
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# initialize custom folder path
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# TODO: integrate with `extra_model_paths.yaml`
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@@ -17,6 +17,19 @@ folder_paths.folder_names_and_paths["t5"] = (
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folder_paths.supported_pt_extensions
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)
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dtypes = [
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"default",
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"auto (comfy)",
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"FP32",
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"FP16",
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# Note: remove these at some point
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"bnb8bit",
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"bnb4bit",
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]
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try: torch.float8_e5m2
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except AttributeError: print("Torch version too old for FP8")
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else: dtypes += ["FP8 E4M3", "FP8 E5M2"]
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class T5v11Loader:
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@classmethod
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def INPUT_TYPES(s):
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@@ -26,7 +39,7 @@ class T5v11Loader:
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"t5v11_ver": (["xxl"],),
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"path_type": (["folder", "file"],),
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"device": (["auto", "cpu", "gpu"],{"default":"cpu"}),
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"dtype": (dtype_list,),
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"dtype": (dtypes,),
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}
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}
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RETURN_TYPES = ("T5",)
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+9
-2
@@ -3,7 +3,14 @@ import folder_paths
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from .conf import vae_conf
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from .loader import EXVAE
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from ..utils.dtype import string_to_dtype, dtype_list_short
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from ..utils.dtype import string_to_dtype
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dtypes = [
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"auto",
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"FP32",
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"FP16",
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"BF16"
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]
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class ExtraVAELoader:
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@classmethod
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@@ -12,7 +19,7 @@ class ExtraVAELoader:
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"required": {
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"vae_name": (folder_paths.get_filename_list("vae"),),
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"vae_type": (list(vae_conf.keys()), {"default":"kl-f8"}),
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"dtype" : ([*dtype_list_short, "BF16"],),
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"dtype" : (dtypes,),
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}
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}
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RETURN_TYPES = ("VAE",)
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@@ -1,26 +1,6 @@
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import torch
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from comfy import model_management
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dtype_list_torch = [
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"FP32",
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"FP16",
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# "FP8 E4M3", # ToDo: add these
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# "FP8 E5M2",
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]
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dtype_list = [
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"default",
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"auto (comfy)",
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*dtype_list_torch,
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"bnb8bit",
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"bnb4bit"
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]
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dtype_list_short = [
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"auto",
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*dtype_list_torch,
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]
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def string_to_dtype(s="none", mode=None):
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s = s.lower().strip()
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if s in ["default", "as-is"]:
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@@ -1,56 +0,0 @@
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import torch
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from comfy import model_management
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dtype_list_torch = [
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"FP32",
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"FP16",
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# "FP8 E4M3", # ToDo: add these
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# "FP8 E5M2",
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]
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dtype_list_short = [
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"auto",
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*dtype_list_torch,
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]
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dtype_list = [
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"default",
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"auto (comfy)",
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*dtype_list_torch,
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"bnb8bit",
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"bnb4bit"
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]
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def string_to_dtype(s="none", mode=None):
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s = s.lower().strip()
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if s in ["default", "as-is"]:
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return None
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elif s in ["auto", "auto (comfy)"]:
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if mode == "vae":
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return model_management.vae_device()
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elif mode == "text_encoder":
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return model_management.text_encoder_dtype()
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elif mode == "unet":
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return model_management.unet_dtype()
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else:
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raise NotImplementedError(f"Unknown dtype mode '{mode}'")
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elif s in ["none", "auto (hf)", "auto (hf/bnb)"]:
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return None
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elif s in ["fp32", "float32", "float"]:
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return torch.float32
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elif s in ["fp16", "float16", "half"]:
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return torch.float16
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elif "fp8" in s or "float8" in s:
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if "e5m2" in s:
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return torch.float8_e5m2
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elif "e4m3" in s:
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return torch.float8_e4m3fn
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else:
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raise NotImplementedError(f"Unknown 8bit dtype '{s}'")
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elif "bnb" in s:
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assert s in ["bnb8bit", "bnb4bit"], f"Unknown bnb mode '{s}'"
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return s
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elif s is None:
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return None
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else:
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raise NotImplementedError(f"Unknown dtype '{s}'")
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