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-rw-r--r--modules/devices.py18
-rw-r--r--webui.py4
2 files changed, 21 insertions, 1 deletions
diff --git a/modules/devices.py b/modules/devices.py
index d8a34a0f..1ed6ffdc 100644
--- a/modules/devices.py
+++ b/modules/devices.py
@@ -1,5 +1,7 @@
import sys
import contextlib
+from functools import lru_cache
+
import torch
from modules import errors
@@ -154,3 +156,19 @@ def test_for_nans(x, where):
message += " Use --disable-nan-check commandline argument to disable this check."
raise NansException(message)
+
+
+@lru_cache
+def first_time_calculation():
+ """
+ just do any calculation with pytorch layers - the first time this is done it allocaltes about 700MB of memory and
+ spends about 2.7 seconds doing that, at least wih NVidia.
+ """
+
+ x = torch.zeros((1, 1)).to(device, dtype)
+ linear = torch.nn.Linear(1, 1).to(device, dtype)
+ linear(x)
+
+ x = torch.zeros((1, 1, 3, 3)).to(device, dtype)
+ conv2d = torch.nn.Conv2d(1, 1, (3, 3)).to(device, dtype)
+ conv2d(x)
diff --git a/webui.py b/webui.py
index d4402f55..07c70c46 100644
--- a/webui.py
+++ b/webui.py
@@ -20,7 +20,7 @@ import logging
logging.getLogger("xformers").addFilter(lambda record: 'A matching Triton is not available' not in record.getMessage())
-from modules import paths, timer, import_hook, errors # noqa: F401
+from modules import paths, timer, import_hook, errors, devices # noqa: F401
startup_timer = timer.Timer()
@@ -295,6 +295,8 @@ def initialize_rest(*, reload_script_modules=False):
# (when reloading, this does nothing)
Thread(target=lambda: shared.sd_model).start()
+ Thread(target=devices.first_time_calculation).start()
+
shared.reload_hypernetworks()
startup_timer.record("reload hypernetworks")