prompt: You will be provided with a partial code base and an issue statement explaining a problem to resolve.
  <issue>
  JTFS needs a JAX frontend
  v0.4.0
  
  Already addressed by #1001 (@cyrusvahidi)
  
  </issue>
  <code>
  [start of kymatio/scattering1d/frontend/jax_frontend.py]
  1 from ...frontend.jax_frontend import ScatteringJax
  2 from .numpy_frontend import ScatteringNumPy1D
  3 from .base_frontend import ScatteringBase1D
  4 
  5 class ScatteringJax1D(ScatteringJax, ScatteringNumPy1D):
  6     # This class inherits the attribute "frontend" from ScatteringJax
  7     # It overrides the __init__ function present in ScatteringNumPy1D
  8     # in order to add the default argument for backend and call the
  9     # ScatteringJax.__init__
  10     # Through ScatteringBase1D._instantiate_backend the jax backend will
  11     # be loaded
  12 
  13 
  14     def __init__(self, J, shape, Q=1, T=None, stride=None, max_order=2,
  15             oversampling=0, out_type='array', backend='jax'):
  16 
  17         ScatteringJax.__init__(self)
  18         ScatteringBase1D.__init__(self, J, shape, Q, T, stride, max_order,
  19                 oversampling, out_type, backend)
  20         ScatteringBase1D._instantiate_backend(self, 'kymatio.scattering1d.backend.')
  21         ScatteringBase1D.build(self)
  22         ScatteringBase1D.create_filters(self)
  23 
  24 ScatteringJax1D._document()
  25
  [end of kymatio/scattering1d/frontend/jax_frontend.py]
  </code>
  
  I need you to solve this issue by generating a single patch file that I can apply directly to this repository using git apply. Please respond with a single patch file in the following format.
  <patch>
  diff --git a/file.py b/file.py
  --- a/file.py
  +++ b/file.py
  @@ -1,27 +1,35 @@
   def euclidean(a, b):
  -    while b:
  -        a, b = b, a % b
  -    return a
  +    if b == 0:
  +        return a
  +    return euclidean(b, a % b)
   
   
   def bresenham(x0, y0, x1, y1):
       points = []
       dx = abs(x1 - x0)
       dy = abs(y1 - y0)
  -    sx = 1 if x0 < x1 else -1
  -    sy = 1 if y0 < y1 else -1
  -    err = dx - dy
  +    x, y = x0, y0
  +    sx = -1 if x0 > x1 else 1
  +    sy = -1 if y0 > y1 else 1
   
  -    while True:
  -        points.append((x0, y0))
  -        if x0 == x1 and y0 == y1:
  -            break
  -        e2 = 2 * err
  -        if e2 > -dy:
  -            err -= dy
  -            x0 += sx
  -        if e2 < dx:
  -            err += dx
  -            y0 += sy
  +    if dx > dy:
  +        err = dx / 2.0
  +        while x != x1:
  +            points.append((x, y))
  +            err -= dy
  +            if err < 0:
  +                y += sy
  +                err += dx
  +            x += sx
  +    else:
  +        err = dy / 2.0
  +        while y != y1:
  +            points.append((x, y))
  +            err -= dx
  +            if err < 0:
  +                x += sx
  +                err += dy
  +            y += sy
  +
  +    points.append((x, y))
       return points
  
  </patch>
golden_diff: diff --git a/kymatio/scattering1d/frontend/jax_frontend.py b/kymatio/scattering1d/frontend/jax_frontend.py
  --- a/kymatio/scattering1d/frontend/jax_frontend.py
  +++ b/kymatio/scattering1d/frontend/jax_frontend.py
  @@ -1,6 +1,7 @@
   from ...frontend.jax_frontend import ScatteringJax
  -from .numpy_frontend import ScatteringNumPy1D
  -from .base_frontend import ScatteringBase1D
  +from .numpy_frontend import ScatteringNumPy1D, TimeFrequencyScatteringNumPy
  +from .base_frontend import ScatteringBase1D, TimeFrequencyScatteringBase
  +
   
   class ScatteringJax1D(ScatteringJax, ScatteringNumPy1D):
       # This class inherits the attribute "frontend" from ScatteringJax
  @@ -10,15 +11,77 @@
       # Through ScatteringBase1D._instantiate_backend the jax backend will
       # be loaded
   
  -
  -    def __init__(self, J, shape, Q=1, T=None, stride=None, max_order=2,
  -            oversampling=0, out_type='array', backend='jax'):
  +    def __init__(
  +        self,
  +        J,
  +        shape,
  +        Q=1,
  +        T=None,
  +        stride=None,
  +        max_order=2,
  +        oversampling=0,
  +        out_type="array",
  +        backend="jax",
  +    ):
   
           ScatteringJax.__init__(self)
  -        ScatteringBase1D.__init__(self, J, shape, Q, T, stride, max_order,
  -                oversampling, out_type, backend)
  -        ScatteringBase1D._instantiate_backend(self, 'kymatio.scattering1d.backend.')
  +        ScatteringBase1D.__init__(
  +            self, J, shape, Q, T, stride, max_order, oversampling, out_type, backend
  +        )
  +        ScatteringBase1D._instantiate_backend(self, "kymatio.scattering1d.backend.")
           ScatteringBase1D.build(self)
           ScatteringBase1D.create_filters(self)
   
  +
   ScatteringJax1D._document()
  +
  +
  +class TimeFrequencyScatteringJax(ScatteringJax, TimeFrequencyScatteringNumPy):
  +    # This class inherits the attribute "frontend" from ScatteringJax
  +    # It overrides the __init__ function present in TimeFrequencyScatteringNumPy
  +    # in order to add the default argument for backend and call the
  +    # ScatteringJax.__init__
  +    # Through TimeFrequencyScatteringBase._instantiate_backend the jax backend will
  +    # be loaded
  +
  +    def __init__(
  +        self,
  +        *,
  +        J,
  +        J_fr,
  +        shape,
  +        Q,
  +        T=None,
  +        stride=None,
  +        Q_fr=1,
  +        F=None,
  +        stride_fr=None,
  +        out_type="array",
  +        format="joint",
  +        backend="jax"
  +    ):
  +
  +        ScatteringJax.__init__(self)
  +        TimeFrequencyScatteringBase.__init__(
  +            self,
  +            J=J,
  +            J_fr=J_fr,
  +            shape=shape,
  +            Q=Q,
  +            T=T,
  +            stride=stride,
  +            Q_fr=Q_fr,
  +            F=F,
  +            stride_fr=stride_fr,
  +            out_type=out_type,
  +            format=format,
  +            backend=backend,
  +        )
  +        ScatteringBase1D._instantiate_backend(self, "kymatio.scattering1d.backend.")
  +        TimeFrequencyScatteringBase.build(self)
  +        TimeFrequencyScatteringBase.create_filters(self)
  +
  +
  +TimeFrequencyScatteringJax._document()
  +
  +__all__ = ["ScatteringJax1D", "TimeFrequencyScatteringJax"]
  
verification_info: {"golden_diff": "diff --git a/kymatio/scattering1d/frontend/jax_frontend.py b/kymatio/scattering1d/frontend/jax_frontend.py\n--- a/kymatio/scattering1d/frontend/jax_frontend.py\n+++ b/kymatio/scattering1d/frontend/jax_frontend.py\n@@ -1,6 +1,7 @@\n from ...frontend.jax_frontend import ScatteringJax\n-from .numpy_frontend import ScatteringNumPy1D\n-from .base_frontend import ScatteringBase1D\n+from .numpy_frontend import ScatteringNumPy1D, TimeFrequencyScatteringNumPy\n+from .base_frontend import ScatteringBase1D, TimeFrequencyScatteringBase\n+\n \n class ScatteringJax1D(ScatteringJax, ScatteringNumPy1D):\n     # This class inherits the attribute \"frontend\" from ScatteringJax\n@@ -10,15 +11,77 @@\n     # Through ScatteringBase1D._instantiate_backend the jax backend will\n     # be loaded\n \n-\n-    def __init__(self, J, shape, Q=1, T=None, stride=None, max_order=2,\n-            oversampling=0, out_type='array', backend='jax'):\n+    def __init__(\n+        self,\n+        J,\n+        shape,\n+        Q=1,\n+        T=None,\n+        stride=None,\n+        max_order=2,\n+        oversampling=0,\n+        out_type=\"array\",\n+        backend=\"jax\",\n+    ):\n \n         ScatteringJax.__init__(self)\n-        ScatteringBase1D.__init__(self, J, shape, Q, T, stride, max_order,\n-                oversampling, out_type, backend)\n-        ScatteringBase1D._instantiate_backend(self, 'kymatio.scattering1d.backend.')\n+        ScatteringBase1D.__init__(\n+            self, J, shape, Q, T, stride, max_order, oversampling, out_type, backend\n+        )\n+        ScatteringBase1D._instantiate_backend(self, \"kymatio.scattering1d.backend.\")\n         ScatteringBase1D.build(self)\n         ScatteringBase1D.create_filters(self)\n \n+\n ScatteringJax1D._document()\n+\n+\n+class TimeFrequencyScatteringJax(ScatteringJax, TimeFrequencyScatteringNumPy):\n+    # This class inherits the attribute \"frontend\" from ScatteringJax\n+    # It overrides the __init__ function present in TimeFrequencyScatteringNumPy\n+    # in order to add the default argument for backend and call the\n+    # ScatteringJax.__init__\n+    # Through TimeFrequencyScatteringBase._instantiate_backend the jax backend will\n+    # be loaded\n+\n+    def __init__(\n+        self,\n+        *,\n+        J,\n+        J_fr,\n+        shape,\n+        Q,\n+        T=None,\n+        stride=None,\n+        Q_fr=1,\n+        F=None,\n+        stride_fr=None,\n+        out_type=\"array\",\n+        format=\"joint\",\n+        backend=\"jax\"\n+    ):\n+\n+        ScatteringJax.__init__(self)\n+        TimeFrequencyScatteringBase.__init__(\n+            self,\n+            J=J,\n+            J_fr=J_fr,\n+            shape=shape,\n+            Q=Q,\n+            T=T,\n+            stride=stride,\n+            Q_fr=Q_fr,\n+            F=F,\n+            stride_fr=stride_fr,\n+            out_type=out_type,\n+            format=format,\n+            backend=backend,\n+        )\n+        ScatteringBase1D._instantiate_backend(self, \"kymatio.scattering1d.backend.\")\n+        TimeFrequencyScatteringBase.build(self)\n+        TimeFrequencyScatteringBase.create_filters(self)\n+\n+\n+TimeFrequencyScatteringJax._document()\n+\n+__all__ = [\"ScatteringJax1D\", \"TimeFrequencyScatteringJax\"]\n", "issue": "JTFS needs a JAX frontend\nv0.4.0\r\n\r\nAlready addressed by #1001 (@cyrusvahidi)\n", "before_files": [{"content": "from ...frontend.jax_frontend import ScatteringJax\nfrom .numpy_frontend import ScatteringNumPy1D\nfrom .base_frontend import ScatteringBase1D\n\nclass ScatteringJax1D(ScatteringJax, ScatteringNumPy1D):\n    # This class inherits the attribute \"frontend\" from ScatteringJax\n    # It overrides the __init__ function present in ScatteringNumPy1D\n    # in order to add the default argument for backend and call the\n    # ScatteringJax.__init__\n    # Through ScatteringBase1D._instantiate_backend the jax backend will\n    # be loaded\n\n\n    def __init__(self, J, shape, Q=1, T=None, stride=None, max_order=2,\n            oversampling=0, out_type='array', backend='jax'):\n\n        ScatteringJax.__init__(self)\n        ScatteringBase1D.__init__(self, J, shape, Q, T, stride, max_order,\n                oversampling, out_type, backend)\n        ScatteringBase1D._instantiate_backend(self, 'kymatio.scattering1d.backend.')\n        ScatteringBase1D.build(self)\n        ScatteringBase1D.create_filters(self)\n\nScatteringJax1D._document()\n", "path": "kymatio/scattering1d/frontend/jax_frontend.py"}]}