ran black and isort for coherent code formatting

1 files changed, 94 insertions, 21 deletions

diff --git a/bitsandbytes/optim/rmsprop.py b/bitsandbytes/optim/rmsprop.py
index 0f1ffaa..679f783 100644
--- a/bitsandbytes/optim/rmsprop.py
+++ b/bitsandbytes/optim/rmsprop.py
@@ -1,36 +1,109 @@
-# Copyright (c) Facebook, Inc. and its affiliates. 
-#   
-# This source code is licensed under the MIT license found in the 
+# Copyright (c) Facebook, Inc. and its affiliates.
+#
+# This source code is licensed under the MIT license found in the
 # LICENSE file in the root directory of this source tree.
 from bitsandbytes.optim.optimizer import Optimizer1State
 
+
 class RMSprop(Optimizer1State):
-    def __init__(self, params, lr=1e-2, alpha=0.99, eps=1e-8, weight_decay=0, momentum=0, centered=False, optim_bits=32, args=None,
-            min_8bit_size=4096, percentile_clipping=100, block_wise=True):
+    def __init__(
+        self,
+        params,
+        lr=1e-2,
+        alpha=0.99,
+        eps=1e-8,
+        weight_decay=0,
+        momentum=0,
+        centered=False,
+        optim_bits=32,
+        args=None,
+        min_8bit_size=4096,
+        percentile_clipping=100,
+        block_wise=True,
+    ):
         if alpha == 0:
-            raise NotImplementedError(f'RMSprop with alpha==0.0 is not supported!')
+            raise NotImplementedError(f"RMSprop with alpha==0.0 is not supported!")
         if centered:
-            raise NotImplementedError(f'Centered RMSprop is not supported!')
-        super(RMSprop, self).__init__('rmsprop', params, lr, (alpha, momentum), eps,
-                weight_decay, optim_bits, args, min_8bit_size, percentile_clipping, block_wise)
+            raise NotImplementedError(f"Centered RMSprop is not supported!")
+        super(RMSprop, self).__init__(
+            "rmsprop",
+            params,
+            lr,
+            (alpha, momentum),
+            eps,
+            weight_decay,
+            optim_bits,
+            args,
+            min_8bit_size,
+            percentile_clipping,
+            block_wise,
+        )
+
 
 class RMSprop8bit(Optimizer1State):
-    def __init__(self, params, lr=1e-2, alpha=0.99, eps=1e-8, weight_decay=0, momentum=0, centered=False, args=None,
-            min_8bit_size=4096, percentile_clipping=100, block_wise=True):
+    def __init__(
+        self,
+        params,
+        lr=1e-2,
+        alpha=0.99,
+        eps=1e-8,
+        weight_decay=0,
+        momentum=0,
+        centered=False,
+        args=None,
+        min_8bit_size=4096,
+        percentile_clipping=100,
+        block_wise=True,
+    ):
         if alpha == 0:
-            raise NotImplementedError(f'RMSprop with alpha==0.0 is not supported!')
+            raise NotImplementedError(f"RMSprop with alpha==0.0 is not supported!")
         if centered:
-            raise NotImplementedError(f'Centered RMSprop is not supported!')
-        super(RMSprop8bit, self).__init__('rmsprop', params, lr, (alpha, momentum), eps,
-                weight_decay, 8, args, min_8bit_size, percentile_clipping, block_wise)
+            raise NotImplementedError(f"Centered RMSprop is not supported!")
+        super(RMSprop8bit, self).__init__(
+            "rmsprop",
+            params,
+            lr,
+            (alpha, momentum),
+            eps,
+            weight_decay,
+            8,
+            args,
+            min_8bit_size,
+            percentile_clipping,
+            block_wise,
+        )
+
 
 class RMSprop32bit(Optimizer1State):
-    def __init__(self, params, lr=1e-2, alpha=0.99, eps=1e-8, weight_decay=0, momentum=0, centered=False, args=None,
-            min_8bit_size=4096, percentile_clipping=100, block_wise=True):
+    def __init__(
+        self,
+        params,
+        lr=1e-2,
+        alpha=0.99,
+        eps=1e-8,
+        weight_decay=0,
+        momentum=0,
+        centered=False,
+        args=None,
+        min_8bit_size=4096,
+        percentile_clipping=100,
+        block_wise=True,
+    ):
 
         if alpha == 0:
-            raise NotImplementedError(f'RMSprop with alpha==0.0 is not supported!')
+            raise NotImplementedError(f"RMSprop with alpha==0.0 is not supported!")
         if centered:
-            raise NotImplementedError(f'Centered RMSprop is not supported!')
-        super(RMSprop32bit, self).__init__('rmsprop', params, lr, (alpha, momentum), eps,
-                weight_decay, 32, args, min_8bit_size, percentile_clipping, block_wise)
+            raise NotImplementedError(f"Centered RMSprop is not supported!")
+        super(RMSprop32bit, self).__init__(
+            "rmsprop",
+            params,
+            lr,
+            (alpha, momentum),
+            eps,
+            weight_decay,
+            32,
+            args,
+            min_8bit_size,
+            percentile_clipping,
+            block_wise,
+        )