diff --git a/pyproject.toml b/pyproject.toml
index 1591939..9aa9a80 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,5 +18,5 @@ dependencies = [
     "torchvision>=0.23.0",
     "tqdm>=4.67.1",
     "transformers>=4.56.2",
-    "wandb>=0.22.0",
+    "wandb[media]>=0.22.0",
 ]
diff --git a/src/rf.py b/src/rf.py
index 1f65d44..3b12dcb 100644
--- a/src/rf.py
+++ b/src/rf.py
@@ -1,5 +1,3 @@
-import math
-
 import lpips
 import torch
 
@@ -32,8 +30,9 @@ class RF:
         b = x0.size(0)
         if self.ushaped:
             a = 4.0  # HYPERPARMS
-            u = torch.rand((b,)).to(x0.device)
-            t = torch.asinh((2 * u - 1) * math.sinh(a)) / a
+            u = torch.rand((b,), device=x0.device)
+            t = torch.acosh(1 + (torch.cosh(torch.tensor(a)) - 1) * u) / a
+            t = t * (torch.randint(0, 2, (b,), device=x0.device) * 2 - 1) * 0.5 + 0.5
         elif self.ln:
             nt = torch.randn((b,)).to(x0.device)
             t = torch.sigmoid(nt)
diff --git a/uv.lock b/uv.lock
index d5384fd..c1f634f 100644
--- a/uv.lock
+++ b/uv.lock
@@ -122,6 +122,27 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/1b/46/863c90dcd3f9d41b109b7f19032ae0db021f0b2a81482ba0a1e28c84de86/black-25.9.0-py3-none-any.whl", hash = "sha256:474b34c1342cdc157d307b56c4c65bce916480c4a8f6551fdc6bf9b486a7c4ae", size = 203363, upload-time = "2025-09-19T00:27:35.724Z" },
 ]
 
+[[package]]
+name = "bokeh"
+version = "3.8.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "contourpy" },
+    { name = "jinja2" },
+    { name = "narwhals" },
+    { name = "numpy" },
+    { name = "packaging" },
+    { name = "pandas" },
+    { name = "pillow" },
+    { name = "pyyaml" },
+    { name = "tornado", marker = "sys_platform != 'emscripten'" },
+    { name = "xyzservices" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/78/bd/8455ecfaa8100dbfbb2af40061c689a7a9c808f4f8c9582f0efd0c8c9a19/bokeh-3.8.0.tar.gz", hash = "sha256:bfdf5e9df910653b097f70cd38f4c2399d91af6e54a618126e2387cc33c9ec03", size = 6529746, upload-time = "2025-08-29T12:16:55.005Z" }
+wheels = [
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+]
+
 [[package]]
 name = "certifi"
 version = "2025.8.3"
@@ -131,6 +152,63 @@ wheels = [
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 ]
 
+[[package]]
+name = "cffi"
+version = "2.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pycparser", marker = "implementation_name != 'PyPy'" },
+]
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 version = "3.4.3"
@@ -203,7 +281,7 @@ dependencies = [
     { name = "torchvision" },
     { name = "tqdm" },
     { name = "transformers" },
-    { name = "wandb" },
+    { name = "wandb", extra = ["media"] },
 ]
 
 [package.metadata]
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     { name = "tqdm", specifier = ">=4.67.1" },
     { name = "transformers", specifier = ">=4.56.2" },
-    { name = "wandb", specifier = ">=0.22.0" },
+    { name = "wandb", extras = ["media"], specifier = ">=0.22.0" },
 ]
 
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+    { url = "https://files.pythonhosted.org/packages/5e/4f/e1f65e8f8c76d73658b33d33b81eed4322fb5085350e4328d5c956f0c8f9/tornado-6.5.2-cp39-abi3-win_arm64.whl", hash = "sha256:d6c33dc3672e3a1f3618eb63b7ef4683a7688e7b9e6e8f0d9aa5726360a004af", size = 444456, upload-time = "2025-08-08T18:26:59.207Z" },
+]
+
 [[package]]
 name = "tqdm"
 version = "4.67.1"
@@ -1784,6 +2098,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/3c/c9/d9f0c7b8a743af589e694ce8fec8e6cffa46873179912d4ed4f992d08381/wandb-0.22.0-py3-none-win_amd64.whl", hash = "sha256:53ba0fa048b766c1aa44592f1e530fb7eead7749089a66c3892b35f153a8d8bd", size = 18742399, upload-time = "2025-09-18T19:13:19.26Z" },
 ]
 
+[package.optional-dependencies]
+media = [
+    { name = "bokeh" },
+    { name = "imageio" },
+    { name = "moviepy" },
+    { name = "numpy" },
+    { name = "pillow" },
+    { name = "plotly" },
+    { name = "rdkit" },
+    { name = "soundfile" },
+]
+
 [[package]]
 name = "xxhash"
 version = "3.5.0"
@@ -1822,6 +2148,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/27/ee/518b72faa2073f5aa8e3262408d284892cb79cf2754ba0c3a5870645ef73/xxhash-3.5.0-cp313-cp313-win_arm64.whl", hash = "sha256:4811336f1ce11cac89dcbd18f3a25c527c16311709a89313c3acaf771def2d4b", size = 26801, upload-time = "2024-08-17T09:19:06.547Z" },
 ]
 
+[[package]]
+name = "xyzservices"
+version = "2025.4.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/00/af/c0f7f97bb320d14c089476f487b81f733238cc5603e0914f2e409f49d589/xyzservices-2025.4.0.tar.gz", hash = "sha256:6fe764713648fac53450fbc61a3c366cb6ae5335a1b2ae0c3796b495de3709d8", size = 1134722, upload-time = "2025-04-25T10:38:09.669Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/d6/7d/b77455d7c7c51255b2992b429107fab811b2e36ceaf76da1e55a045dc568/xyzservices-2025.4.0-py3-none-any.whl", hash = "sha256:8d4db9a59213ccb4ce1cf70210584f30b10795bff47627cdfb862b39ff6e10c9", size = 90391, upload-time = "2025-04-25T10:38:08.468Z" },
+]
+
 [[package]]
 name = "yarl"
 version = "1.20.1"