注意
点击here下载完整的示例代码
torch.compile 简介
创建于：2023年3月15日 | 最后更新：2024年8月30日 | 最后验证：2024年11月5日
作者: William Wen
torch.compile 是加速 PyTorch 代码的最新方法！
torch.compile 通过将 PyTorch 代码 JIT 编译为优化的内核，
使 PyTorch 代码运行得更快，同时只需最少的代码更改。
在本教程中，我们介绍了基本的torch.compile用法，
并展示了torch.compile相较于
之前的PyTorch编译器解决方案（如
TorchScript和
FX Tracing）的优势。
目录
所需的 pip 依赖项
torch >= 2.0torchvisionnumpyscipytabulate
注意：本教程建议使用现代NVIDIA GPU（H100、A100或V100），以便重现下面显示的速度提升数字以及在其他地方记录的数字。
import torch
import warnings
gpu_ok = False
if torch.cuda.is_available():
device_cap = torch.cuda.get_device_capability()
if device_cap in ((7, 0), (8, 0), (9, 0)):
gpu_ok = True
if not gpu_ok:
warnings.warn(
"GPU is not NVIDIA V100, A100, or H100. Speedup numbers may be lower "
"than expected."
)
/var/lib/workspace/intermediate_source/torch_compile_tutorial.py:48: UserWarning:
GPU is not NVIDIA V100, A100, or H100. Speedup numbers may be lower than expected.
torch.compile 包含在最新的 PyTorch 中。
在 GPU 上运行 TorchInductor 需要 Triton，它包含在 PyTorch 2.0 的 nightly 版本中。
如果仍然缺少 Triton，请尝试通过 pip 安装 torchtriton
(pip install torchtriton --extra-index-url "https://download.pytorch.org/whl/nightly/cu117"
适用于 CUDA 11.7)。
可以通过将可调用对象传递给torch.compile来优化任意的Python函数。然后我们可以调用返回的优化函数来代替原始函数。
def foo(x, y):
a = torch.sin(x)
b = torch.cos(y)
return a + b
opt_foo1 = torch.compile(foo)
print(opt_foo1(torch.randn(10, 10), torch.randn(10, 10)))
/usr/local/lib/python3.10/dist-packages/onnxscript/converter.py:820: FutureWarning:
'onnxscript.values.Op.param_schemas' is deprecated in version 0.1 and will be removed in the future. Please use '.op_signature' instead.
/usr/local/lib/python3.10/dist-packages/onnxscript/converter.py:820: FutureWarning:
'onnxscript.values.OnnxFunction.param_schemas' is deprecated in version 0.1 and will be removed in the future. Please use '.op_signature' instead.
tensor([[ 1.6850, 1.9924, 1.7090, 0.0034, 1.1414, -0.1822, 0.4861, -0.0536,
-0.2252, 1.9398],
[ 0.3693, -0.0695, 0.1748, 0.3436, 0.1939, 1.5721, 1.9882, -0.2235,
0.3161, 1.2642],
[ 0.2480, 1.8793, 1.7152, 1.6772, 1.8881, 1.4748, 1.3466, 1.7763,
0.7469, 1.0407],
[-0.1121, 1.6015, -0.0188, 0.2128, 0.5218, 1.9838, 0.8185, 0.5093,
-0.3603, 0.1793],
[-1.7890, 1.7532, -0.4040, 0.1222, -0.0029, 1.7975, -0.3877, 0.5123,
0.1673, 0.1330],
[ 1.0627, 0.9609, 0.1019, 1.8814, 0.1142, -0.2338, -0.9621, 0.7631,
0.6506, 0.1853],
[ 0.4584, 1.7648, -0.0444, 1.9610, 1.5884, 0.7353, 1.2190, 1.3662,
1.0938, -0.1587],
[-0.7502, 1.6640, 0.3495, 1.3496, 0.8187, 1.1719, 0.5820, 0.1498,
0.0885, 0.1036],
[ 0.3961, 0.6043, -0.0861, -0.3371, 0.8622, 1.4341, 1.2988, 0.5023,
0.3074, 0.1277],
[ 0.9748, 0.4117, 1.2616, 1.6314, 0.4693, 0.4092, 0.0401, 1.1196,
1.2458, 1.3280]])
或者，我们可以装饰这个函数。
t1 = torch.randn(10, 10)
t2 = torch.randn(10, 10)
@torch.compile
def opt_foo2(x, y):
a = torch.sin(x)
b = torch.cos(y)
return a + b
print(opt_foo2(t1, t2))
tensor([[ 0.5360, 0.1697, -0.0561, 0.1890, -0.1310, 1.2276, 1.1739, 0.1944,
-0.1561, 1.6990],
[ 1.0421, 1.9472, 0.2682, 0.2701, 1.3346, 0.7651, 1.0897, 1.1730,
0.6161, 0.9223],
[ 1.5756, 1.5294, 0.0112, -0.1522, -0.7674, 1.8515, -0.2443, 0.3696,
0.2693, 0.8735],
[-0.3701, 1.1190, 1.4164, 1.8648, 1.2080, 0.0732, 1.5274, 0.6868,
1.2440, 1.0715],
[-1.2454, -0.0159, 0.4315, 0.1317, 1.0530, -1.0603, -0.0532, 0.6661,
1.7101, -0.2076],
[-0.7091, 0.7824, 1.7161, 1.2750, 0.6368, 1.2488, 0.4897, 1.2429,
1.3409, 1.3735],
[ 0.8345, 0.0653, 0.3462, 1.2383, -0.4092, 1.6438, -0.0962, 0.4011,
0.2463, -0.5802],
[ 1.6349, 0.7297, 1.2547, -0.3113, 0.9310, 0.1162, 1.7618, 0.4882,
0.7640, 0.2930],
[ 1.1669, -0.7775, 1.2000, 0.6008, -0.2814, 0.5541, 0.5753, 1.4731,
1.6835, 0.7370],
[ 1.5087, 0.6195, 0.1153, 1.2966, 1.8815, 1.1678, 1.5686, 1.6018,
0.2193, 1.3500]])
我们也可以优化torch.nn.Module实例。
t = torch.randn(10, 100)
class MyModule(torch.nn.Module):
def __init__(self):
super().__init__()
self.lin = torch.nn.Linear(100, 10)
def forward(self, x):
return torch.nn.functional.relu(self.lin(x))
mod = MyModule()
opt_mod = torch.compile(mod)
print(opt_mod(t))
tensor([[0.0000, 0.7610, 0.2562, 0.0405, 0.0000, 0.3631, 0.3325, 0.0000, 0.4574,
0.8850],
[0.4322, 0.0984, 0.3238, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 1.0738,
0.1925],
[0.0413, 0.1075, 0.0000, 0.0000, 0.2039, 0.0000, 1.7316, 0.0000, 0.0000,
0.5836],
[0.2436, 0.0000, 0.9565, 0.0000, 0.9550, 0.6644, 0.0000, 0.0000, 0.7600,
0.0000],
[0.0000, 0.3446, 0.0000, 0.5052, 1.1132, 0.0233, 0.0000, 0.1331, 0.5702,
1.9597],
[0.5364, 0.9321, 0.4773, 0.0000, 0.0000, 0.5301, 0.0000, 0.2444, 0.2557,
0.0000],
[0.0000, 0.0000, 0.8326, 0.0000, 0.5457, 0.0885, 0.0000, 1.1365, 0.0000,
0.1474],
[0.7596, 0.0000, 0.0000, 0.6814, 0.0000, 0.0000, 0.0000, 0.2448, 0.4532,
0.0000],
[0.0000, 0.0000, 0.0000, 0.0000, 0.5201, 0.0000, 0.6107, 0.3494, 0.2592,
0.6562],
[0.5368, 0.8832, 0.6859, 0.0000, 0.0000, 0.4080, 0.0000, 0.0000, 0.0000,
0.0000]], grad_fn=<CompiledFunctionBackward>)
装饰函数内的嵌套函数调用也将被编译。
tensor([[ 0.5360, 0.1697, -0.0561, 0.1890, -0.1310, 1.2276, 1.1739, 0.1944,
-0.1561, 1.6990],
[ 1.0421, 1.9472, 0.2682, 0.2701, 1.3346, 0.7651, 1.0897, 1.1730,
0.6161, 0.9223],
[ 1.5756, 1.5294, 0.0112, -0.1522, -0.7674, 1.8515, -0.2443, 0.3696,
0.2693, 0.8735],
[-0.3701, 1.1190, 1.4164, 1.8648, 1.2080, 0.0732, 1.5274, 0.6868,
1.2440, 1.0715],
[-1.2454, -0.0159, 0.4315, 0.1317, 1.0530, -1.0603, -0.0532, 0.6661,
1.7101, -0.2076],
[-0.7091, 0.7824, 1.7161, 1.2750, 0.6368, 1.2488, 0.4897, 1.2429,
1.3409, 1.3735],
[ 0.8345, 0.0653, 0.3462, 1.2383, -0.4092, 1.6438, -0.0962, 0.4011,
0.2463, -0.5802],
[ 1.6349, 0.7297, 1.2547, -0.3113, 0.9310, 0.1162, 1.7618, 0.4882,
0.7640, 0.2930],
[ 1.1669, -0.7775, 1.2000, 0.6008, -0.2814, 0.5541, 0.5753, 1.4731,
1.6835, 0.7370],
[ 1.5087, 0.6195, 0.1153, 1.2966, 1.8815, 1.1678, 1.5686, 1.6018,
0.2193, 1.3500]])
同样地，当编译一个模块时，其中所有不在跳过列表中的子模块和方法也会被编译。
class OuterModule(torch.nn.Module):
def __init__(self):
super().__init__()
self.inner_module = MyModule()
self.outer_lin = torch.nn.Linear(10, 2)
def forward(self, x):
x = self.inner_module(x)
return torch.nn.functional.relu(self.outer_lin(x))
outer_mod = OuterModule()
opt_outer_mod = torch.compile(outer_mod)
print(opt_outer_mod(t))
tensor([[0.0000, 0.1057],
[0.0000, 0.2927],
[0.0000, 0.0000],
[0.3042, 0.0000],
[0.0000, 0.0000],
[0.1152, 0.2923],
[0.0000, 0.1439],
[0.0000, 0.4087],
[0.0000, 0.2846],
[0.2514, 0.4253]], grad_fn=<CompiledFunctionBackward>)
我们也可以通过使用torch.compiler.disable来禁用某些函数的编译。假设你只想禁用complex_function函数的跟踪，但希望在complex_conjugate中继续跟踪。在这种情况下，你可以使用torch.compiler.disable(recursive=False)选项。否则，默认是recursive=True。
def complex_conjugate(z):
return torch.conj(z)
@torch.compiler.disable(recursive=False)
def complex_function(real, imag):
# Assuming this function cause problems in the compilation
z = torch.complex(real, imag)
return complex_conjugate(z)
def outer_function():
real = torch.tensor([2, 3], dtype=torch.float32)
imag = torch.tensor([4, 5], dtype=torch.float32)
z = complex_function(real, imag)
return torch.abs(z)
# Try to compile the outer_function
try:
opt_outer_function = torch.compile(outer_function)
print(opt_outer_function())
except Exception as e:
print("Compilation of outer_function failed:", e)
/usr/local/lib/python3.10/dist-packages/torch/_inductor/lowering.py:1713: UserWarning:
Torchinductor does not support code generation for complex operators. Performance may be worse than eager.
tensor([4.4721, 5.8310])
torch.compile 与嵌套模块和函数调用的行为
当你使用torch.compile时，编译器会尝试递归地编译目标函数或模块内部的每个函数调用，这些调用不在跳过列表中（例如内置函数、torch.*命名空间中的某些函数）。
最佳实践：
1. 顶层编译： 一种方法是在尽可能高的级别进行编译（即当顶层模块初始化/调用时），并在遇到过多的图中断或错误时选择性地禁用编译。如果仍然存在许多编译问题，则改为编译各个子组件。
2. 模块化测试： 在将单个函数和模块集成到更大的模型之前，使用 torch.compile 进行测试，以隔离潜在问题。
3. 选择性禁用编译： 如果某些函数或子模块无法由torch.compile处理，请使用torch.compiler.disable上下文管理器递归地将它们从编译中排除。
4. 首先编译叶子函数： 在具有多个嵌套函数和模块的复杂模型中，首先编译叶子函数或模块。有关更多信息，请参阅TorchDynamo APIs for fine-grained tracing。
现在让我们演示使用torch.compile可以加速实际模型。我们将通过在随机数据上评估和训练一个torchvision模型来比较标准急切模式和torch.compile。
在我们开始之前，我们需要定义一些实用函数。
# Returns the result of running `fn()` and the time it took for `fn()` to run,
# in seconds. We use CUDA events and synchronization for the most accurate
# measurements.
def timed(fn):
start = torch.cuda.Event(enable_timing=True)
end = torch.cuda.Event(enable_timing=True)
start.record()
result = fn()
end.record()
torch.cuda.synchronize()
return result, start.elapsed_time(end) / 1000
# Generates random input and targets data for the model, where `b` is
# batch size.
def generate_data(b):
return (
torch.randn(b, 3, 128, 128).to(torch.float32).cuda(),
torch.randint(1000, (b,)).cuda(),
)
N_ITERS = 10
from torchvision.models import densenet121
def init_model():
return densenet121().to(torch.float32).cuda()
首先，让我们比较一下推理。
请注意，在调用torch.compile时，我们有一个额外的mode参数，我们将在下面讨论。
model = init_model()
# Reset since we are using a different mode.
import torch._dynamo
torch._dynamo.reset()
model_opt = torch.compile(model, mode="reduce-overhead")
inp = generate_data(16)[0]
with torch.no_grad():
print("eager:", timed(lambda: model(inp))[1])
print("compile:", timed(lambda: model_opt(inp))[1])
eager: 0.335246337890625
/usr/local/lib/python3.10/dist-packages/torch/_inductor/compile_fx.py:167: UserWarning:
TensorFloat32 tensor cores for float32 matrix multiplication available but not enabled. Consider setting `torch.set_float32_matmul_precision('high')` for better performance.
compile: 94.882859375
请注意，torch.compile 完成所需的时间比 eager 模式要长得多。这是因为 torch.compile 在执行时将模型编译为优化的内核。在我们的示例中，模型的结构没有改变，因此不需要重新编译。所以如果我们多次运行优化后的模型，与 eager 模式相比，我们应该会看到显著的改进。
eager_times = []
for i in range(N_ITERS):
inp = generate_data(16)[0]
with torch.no_grad():
_, eager_time = timed(lambda: model(inp))
eager_times.append(eager_time)
print(f"eager eval time {i}: {eager_time}")
print("~" * 10)
compile_times = []
for i in range(N_ITERS):
inp = generate_data(16)[0]
with torch.no_grad():
_, compile_time = timed(lambda: model_opt(inp))
compile_times.append(compile_time)
print(f"compile eval time {i}: {compile_time}")
print("~" * 10)
import numpy as np
eager_med = np.median(eager_times)
compile_med = np.median(compile_times)
speedup = eager_med / compile_med
assert(speedup > 1)
print(f"(eval) eager median: {eager_med}, compile median: {compile_med}, speedup: {speedup}x")
print("~" * 10)
eager eval time 0: 0.01840025520324707
eager eval time 1: 0.016736255645751954
eager eval time 2: 0.01658060836791992
eager eval time 3: 0.016931840896606445
eager eval time 4: 0.016630783081054687
eager eval time 5: 0.01660108757019043
eager eval time 6: 0.016516031265258788
eager eval time 7: 0.01655705642700195
eager eval time 8: 0.01657548713684082
eager eval time 9: 0.01660825538635254
~~~~~~~~~~
compile eval time 0: 0.6860523681640625
compile eval time 1: 0.008736767768859864
compile eval time 2: 0.008926207542419434
compile eval time 3: 0.008175616264343261
compile eval time 4: 0.008154111862182617
compile eval time 5: 0.008144895553588867
compile eval time 6: 0.008176639556884765
compile eval time 7: 0.008136704444885253
compile eval time 8: 0.008142848014831543
compile eval time 9: 0.008140800476074218
~~~~~~~~~~
(eval) eager median: 0.016604671478271486, compile median: 0.00816486406326294, speedup: 2.033673965618447x
~~~~~~~~~~
确实，我们可以看到使用torch.compile运行我们的模型会带来显著的加速。加速主要来自于减少Python开销和GPU读写，因此观察到的加速可能会因模型架构和批量大小等因素而有所不同。例如，如果模型的架构简单且数据量大，那么瓶颈将是GPU计算，观察到的加速可能不那么显著。
根据所选的mode参数，您可能还会看到不同的加速结果。"reduce-overhead"模式使用CUDA图来进一步减少Python的开销。对于您自己的模型，您可能需要尝试不同的模式以最大化加速。您可以在这里阅读更多关于模式的信息。
你可能还会注意到，第二次使用torch.compile运行我们的模型时，虽然比第一次运行快得多，但比其他运行明显慢。这是因为"reduce-overhead"模式为CUDA图形运行了一些预热迭代。
对于一般的PyTorch基准测试，您可以尝试使用torch.utils.benchmark而不是我们在上面定义的timed函数。在本教程中，我们编写了自己的计时函数来展示torch.compile的编译延迟。
现在，让我们考虑比较训练。
model = init_model()
opt = torch.optim.Adam(model.parameters())
def train(mod, data):
opt.zero_grad(True)
pred = mod(data[0])
loss = torch.nn.CrossEntropyLoss()(pred, data[1])
loss.backward()
opt.step()
eager_times = []
for i in range(N_ITERS):
inp = generate_data(16)
_, eager_time = timed(lambda: train(model, inp))
eager_times.append(eager_time)
print(f"eager train time {i}: {eager_time}")
print("~" * 10)
model = init_model()
opt = torch.optim.Adam(model.parameters())
train_opt = torch.compile(train, mode="reduce-overhead")
compile_times = []
for i in range(N_ITERS):
inp = generate_data(16)
_, compile_time = timed(lambda: train_opt(model, inp))
compile_times.append(compile_time)
print(f"compile train time {i}: {compile_time}")
print("~" * 10)
eager_med = np.median(eager_times)
compile_med = np.median(compile_times)
speedup = eager_med / compile_med
assert(speedup > 1)
print(f"(train) eager median: {eager_med}, compile median: {compile_med}, speedup: {speedup}x")
print("~" * 10)
eager train time 0: 0.259694580078125
eager train time 1: 0.05178060913085938
eager train time 2: 0.049650688171386716
eager train time 3: 0.049121280670166016
eager train time 4: 0.049334270477294925
eager train time 5: 0.04968038558959961
eager train time 6: 0.04909056091308594
eager train time 7: 0.049160190582275394
eager train time 8: 0.04977356719970703
eager train time 9: 0.049469375610351564
~~~~~~~~~~
compile train time 0: 209.54971875
compile train time 1: 7.4405009765625
compile train time 2: 0.022986751556396484
compile train time 3: 0.02184499168395996
compile train time 4: 0.020983808517456053
compile train time 5: 0.020982784271240236
compile train time 6: 0.020942848205566408
compile train time 7: 0.021000192642211913
compile train time 8: 0.020998144149780275
compile train time 9: 0.020990976333618162
~~~~~~~~~~
(train) eager median: 0.04956003189086914, compile median: 0.020999168395996096, speedup: 2.3600949788239585x
~~~~~~~~~~
再次，我们可以看到torch.compile在第一次迭代中花费的时间更长，因为它必须编译模型，但在后续迭代中，我们看到与eager相比有显著的加速。
我们注意到，本教程中展示的加速数字仅用于演示目的。官方加速值可以在TorchInductor性能仪表板上查看。
我们已经看到torch.compile可以加速PyTorch代码。
为什么我们还要使用torch.compile而不是现有的PyTorch
编译器解决方案，如TorchScript或FX Tracing？主要原因是，
torch.compile的优势在于它能够处理
任意的Python代码，并且对现有代码的改动最小。
一个torch.compile可以处理而其他编译器解决方案难以应对的情况是数据依赖的控制流（下面的if x.sum() < 0:行）。
def f1(x, y):
if x.sum() < 0:
return -y
return y
# Test that `fn1` and `fn2` return the same result, given
# the same arguments `args`. Typically, `fn1` will be an eager function
# while `fn2` will be a compiled function (torch.compile, TorchScript, or FX graph).
def test_fns(fn1, fn2, args):
out1 = fn1(*args)
out2 = fn2(*args)
return torch.allclose(out1, out2)
inp1 = torch.randn(5, 5)
inp2 = torch.randn(5, 5)
TorchScript 跟踪 f1 会导致静默的错误结果，因为只有实际的控制流路径被跟踪。
/var/lib/workspace/intermediate_source/torch_compile_tutorial.py:372: TracerWarning:
Converting a tensor to a Python boolean might cause the trace to be incorrect. We can't record the data flow of Python values, so this value will be treated as a constant in the future. This means that the trace might not generalize to other inputs!
traced 1, 1: True
traced 1, 2: False
FX 追踪 f1 由于存在数据依赖的控制流而导致错误。
import traceback as tb
try:
torch.fx.symbolic_trace(f1)
except:
tb.print_exc()
Traceback (most recent call last):
File "/var/lib/workspace/intermediate_source/torch_compile_tutorial.py", line 402, in <module>
torch.fx.symbolic_trace(f1)
File "/usr/local/lib/python3.10/dist-packages/torch/fx/_symbolic_trace.py", line 1281, in symbolic_trace
graph = tracer.trace(root, concrete_args)
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py", line 632, in _fn
return fn(*args, **kwargs)
File "/usr/local/lib/python3.10/dist-packages/torch/fx/_symbolic_trace.py", line 823, in trace
(self.create_arg(fn(*args)),),
File "/var/lib/workspace/intermediate_source/torch_compile_tutorial.py", line 372, in f1
if x.sum() < 0:
File "/usr/local/lib/python3.10/dist-packages/torch/fx/proxy.py", line 487, in __bool__
return self.tracer.to_bool(self)
File "/usr/local/lib/python3.10/dist-packages/torch/fx/proxy.py", line 318, in to_bool
raise TraceError('symbolically traced variables cannot be used as inputs to control flow')
torch.fx.proxy.TraceError: symbolically traced variables cannot be used as inputs to control flow
如果我们为x提供一个值，同时尝试FX跟踪f1，那么我们就会遇到与TorchScript跟踪相同的问题，因为数据依赖的控制流在跟踪函数中被移除了。
/usr/local/lib/python3.10/dist-packages/torch/fx/_symbolic_trace.py:892: UserWarning:
Was not able to add assertion to guarantee correct input x to specialized function. It is up to the user to make sure that your inputs match the inputs you specialized the function with.
fx 1, 1: True
fx 1, 2: False
现在我们可以看到torch.compile正确地处理了数据依赖的控制流。
# Reset since we are using a different mode.
torch._dynamo.reset()
compile_f1 = torch.compile(f1)
print("compile 1, 1:", test_fns(f1, compile_f1, (inp1, inp2)))
print("compile 1, 2:", test_fns(f1, compile_f1, (-inp1, inp2)))
print("~" * 10)
compile 1, 1: True
compile 1, 2: True
~~~~~~~~~~
TorchScript 脚本可以处理数据依赖的控制流，但这种解决方案也有其自身的问题。具体来说，TorchScript 脚本可能需要大量的代码更改，并且在使用了不支持的 Python 功能时会引发错误。
在下面的示例中，我们忘记了TorchScript类型注释，并且由于参数y的输入类型为int，与默认参数类型torch.Tensor不匹配，因此收到了TorchScript错误。
def f2(x, y):
return x + y
inp1 = torch.randn(5, 5)
inp2 = 3
script_f2 = torch.jit.script(f2)
try:
script_f2(inp1, inp2)
except:
tb.print_exc()
Traceback (most recent call last):
File "/var/lib/workspace/intermediate_source/torch_compile_tutorial.py", line 445, in <module>
script_f2(inp1, inp2)
RuntimeError: f2() Expected a value of type 'Tensor (inferred)' for argument 'y' but instead found type 'int'.
Inferred 'y' to be of type 'Tensor' because it was not annotated with an explicit type.
Position: 1
Value: 3
Declaration: f2(Tensor x, Tensor y) -> Tensor
Cast error details: Unable to cast 3 to Tensor
然而，torch.compile 能够轻松处理 f2。
compile_f2 = torch.compile(f2)
print("compile 2:", test_fns(f2, compile_f2, (inp1, inp2)))
print("~" * 10)
compile 2: True
~~~~~~~~~~
与之前的编译器解决方案相比，torch.compile 处理得更好的另一个案例是使用非PyTorch函数。
import scipy
def f3(x):
x = x * 2
x = scipy.fft.dct(x.numpy())
x = torch.from_numpy(x)
x = x * 2
return x
TorchScript 跟踪将非 PyTorch 函数调用的结果视为常量，因此我们的结果可能会无声地出错。
inp1 = torch.randn(5, 5)
inp2 = torch.randn(5, 5)
traced_f3 = torch.jit.trace(f3, (inp1,))
print("traced 3:", test_fns(f3, traced_f3, (inp2,)))
/usr/local/lib/python3.10/dist-packages/numpy/core/getlimits.py:518: UserWarning:
The value of the smallest subnormal for <class 'numpy.float64'> type is zero.
/usr/local/lib/python3.10/dist-packages/numpy/core/getlimits.py:89: UserWarning:
The value of the smallest subnormal for <class 'numpy.float64'> type is zero.
/usr/local/lib/python3.10/dist-packages/numpy/core/getlimits.py:518: UserWarning:
The value of the smallest subnormal for <class 'numpy.float32'> type is zero.
/usr/local/lib/python3.10/dist-packages/numpy/core/getlimits.py:89: UserWarning:
The value of the smallest subnormal for <class 'numpy.float32'> type is zero.
/var/lib/workspace/intermediate_source/torch_compile_tutorial.py:463: TracerWarning:
Converting a tensor to a NumPy array might cause the trace to be incorrect. We can't record the data flow of Python values, so this value will be treated as a constant in the future. This means that the trace might not generalize to other inputs!
/var/lib/workspace/intermediate_source/torch_compile_tutorial.py:464: TracerWarning:
torch.from_numpy results are registered as constants in the trace. You can safely ignore this warning if you use this function to create tensors out of constant variables that would be the same every time you call this function. In any other case, this might cause the trace to be incorrect.
traced 3: False
TorchScript脚本和FX跟踪不允许非PyTorch函数调用。
try:
torch.jit.script(f3)
except:
tb.print_exc()
try:
torch.fx.symbolic_trace(f3)
except:
tb.print_exc()
Traceback (most recent call last):
File "/var/lib/workspace/intermediate_source/torch_compile_tutorial.py", line 481, in <module>
torch.jit.script(f3)
File "/usr/local/lib/python3.10/dist-packages/torch/jit/_script.py", line 1429, in script
ret = _script_impl(
File "/usr/local/lib/python3.10/dist-packages/torch/jit/_script.py", line 1205, in _script_impl
fn = torch._C._jit_script_compile(
File "/usr/local/lib/python3.10/dist-packages/torch/_jit_internal.py", line 1239, in _try_get_dispatched_fn
return boolean_dispatched.get(fn)
File "/usr/lib/python3.10/weakref.py", line 453, in get
return self.data.get(ref(key),default)
TypeError: cannot create weak reference to 'uarray._Function' object
Traceback (most recent call last):
File "/var/lib/workspace/intermediate_source/torch_compile_tutorial.py", line 486, in <module>
torch.fx.symbolic_trace(f3)
File "/usr/local/lib/python3.10/dist-packages/torch/fx/_symbolic_trace.py", line 1281, in symbolic_trace
graph = tracer.trace(root, concrete_args)
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py", line 632, in _fn
return fn(*args, **kwargs)
File "/usr/local/lib/python3.10/dist-packages/torch/fx/_symbolic_trace.py", line 823, in trace
(self.create_arg(fn(*args)),),
File "/var/lib/workspace/intermediate_source/torch_compile_tutorial.py", line 463, in f3
x = scipy.fft.dct(x.numpy())
File "/usr/local/lib/python3.10/dist-packages/scipy/fft/_backend.py", line 25, in __ua_function__
return fn(*args, **kwargs)
File "/usr/local/lib/python3.10/dist-packages/scipy/fft/_pocketfft/realtransforms.py", line 19, in _r2r
tmp = _asfarray(x)
File "/usr/local/lib/python3.10/dist-packages/scipy/fft/_pocketfft/helper.py", line 89, in _asfarray
if x.dtype == np.float16:
File "/usr/local/lib/python3.10/dist-packages/torch/fx/proxy.py", line 592, in impl
return tracer.create_proxy('call_function', target, args, kwargs)
File "/usr/local/lib/python3.10/dist-packages/torch/fx/proxy.py", line 206, in create_proxy
args_ = self.create_arg(args)
File "/usr/local/lib/python3.10/dist-packages/torch/fx/_symbolic_trace.py", line 425, in create_arg
return super().create_arg(a)
File "/usr/local/lib/python3.10/dist-packages/torch/fx/proxy.py", line 273, in create_arg
return type(a)(self.create_arg(elem) for elem in a)
File "/usr/local/lib/python3.10/dist-packages/torch/fx/proxy.py", line 273, in <genexpr>
return type(a)(self.create_arg(elem) for elem in a)
File "/usr/local/lib/python3.10/dist-packages/torch/fx/_symbolic_trace.py", line 425, in create_arg
return super().create_arg(a)
File "/usr/local/lib/python3.10/dist-packages/torch/fx/proxy.py", line 309, in create_arg
raise NotImplementedError(f"argument of type: {type(a)}")
NotImplementedError: argument of type: <class 'type'>
相比之下，torch.compile 能够轻松处理非PyTorch函数调用。
compile_f3 = torch.compile(f3)
print("compile 3:", test_fns(f3, compile_f3, (inp2,)))
/usr/local/lib/python3.10/dist-packages/torch/_dynamo/variables/functions.py:725: UserWarning:
Graph break due to unsupported builtin scipy.fft._pocketfft.pypocketfft.PyCapsule.dct. This function is either a Python builtin (e.g. _warnings.warn) or a third-party C/C++ Python extension (perhaps created with pybind). If it is a Python builtin, please file an issue on GitHub so the PyTorch team can add support for it and see the next case for a workaround. If it is a third-party C/C++ Python extension, please either wrap it into a PyTorch-understood custom operator (see https://pytorch.org/tutorials/advanced/custom_ops_landing_page.html for more details) or, if it is traceable, use torch.compiler.allow_in_graph.
compile 3: True
torch.compile 的一个重要组件是 TorchDynamo。
TorchDynamo 负责将任意的 Python 代码 JIT 编译成
FX graphs，然后可以进一步优化。TorchDynamo 通过在运行时分析 Python 字节码并检测对 PyTorch 操作的调用来提取 FX 图。
通常，TorchInductor，torch.compile的另一个组件，会进一步将FX图编译为优化的内核，但TorchDynamo允许使用不同的后端。为了检查TorchDynamo输出的FX图，让我们创建一个自定义后端，该后端输出FX图并简单地返回图的未优化前向方法。
from typing import List
def custom_backend(gm: torch.fx.GraphModule, example_inputs: List[torch.Tensor]):
print("custom backend called with FX graph:")
gm.graph.print_tabular()
return gm.forward
# Reset since we are using a different backend.
torch._dynamo.reset()
opt_model = torch.compile(init_model(), backend=custom_backend)
opt_model(generate_data(16)[0])
custom backend called with FX graph:
opcode name target args kwargs
------------- ----------------------------------------------------------------------------------------------------------- ----------------------------------------------------------------------------------------------------------- ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ---------------------------------------------
placeholder l_self_modules_features_modules_conv0_parameters_weight_ L_self_modules_features_modules_conv0_parameters_weight_ () {}
placeholder l_x_ L_x_ () {}
placeholder l_self_modules_features_modules_norm0_buffers_num_batches_tracked_ L_self_modules_features_modules_norm0_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_norm0_buffers_running_mean_ L_self_modules_features_modules_norm0_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_norm0_buffers_running_var_ L_self_modules_features_modules_norm0_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_norm0_parameters_weight_ L_self_modules_features_modules_norm0_parameters_weight_ () {}
placeholder l_self_modules_features_modules_norm0_parameters_bias_ L_self_modules_features_modules_norm0_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer1_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer1_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer2_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer2_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer3_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer3_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer4_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer4_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer5_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer5_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer6_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer6_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_transition1_modules_norm_buffers_num_batches_tracked_ L_self_modules_features_modules_transition1_modules_norm_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_transition1_modules_norm_buffers_running_mean_ L_self_modules_features_modules_transition1_modules_norm_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_transition1_modules_norm_buffers_running_var_ L_self_modules_features_modules_transition1_modules_norm_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_transition1_modules_norm_parameters_weight_ L_self_modules_features_modules_transition1_modules_norm_parameters_weight_ () {}
placeholder l_self_modules_features_modules_transition1_modules_norm_parameters_bias_ L_self_modules_features_modules_transition1_modules_norm_parameters_bias_ () {}
placeholder l_self_modules_features_modules_transition1_modules_conv_parameters_weight_ L_self_modules_features_modules_transition1_modules_conv_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer1_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer1_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer2_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer2_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer3_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer3_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer4_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer4_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer5_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer5_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer6_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer6_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer7_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer7_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer8_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer8_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer9_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer9_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer10_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer10_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer11_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer11_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer12_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer12_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_transition2_modules_norm_buffers_num_batches_tracked_ L_self_modules_features_modules_transition2_modules_norm_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_transition2_modules_norm_buffers_running_mean_ L_self_modules_features_modules_transition2_modules_norm_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_transition2_modules_norm_buffers_running_var_ L_self_modules_features_modules_transition2_modules_norm_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_transition2_modules_norm_parameters_weight_ L_self_modules_features_modules_transition2_modules_norm_parameters_weight_ () {}
placeholder l_self_modules_features_modules_transition2_modules_norm_parameters_bias_ L_self_modules_features_modules_transition2_modules_norm_parameters_bias_ () {}
placeholder l_self_modules_features_modules_transition2_modules_conv_parameters_weight_ L_self_modules_features_modules_transition2_modules_conv_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer1_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer1_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer2_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer2_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer3_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer3_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer4_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer4_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer5_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer5_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer6_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer6_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer7_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer7_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer8_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer8_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer9_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer9_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer10_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer10_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer11_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer11_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer12_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer12_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer13_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer13_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer14_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer14_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer15_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer15_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer16_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer16_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer17_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer17_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer18_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer18_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer19_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer19_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer20_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer20_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer21_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer21_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer22_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer22_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer23_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer23_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer24_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer24_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_transition3_modules_norm_buffers_num_batches_tracked_ L_self_modules_features_modules_transition3_modules_norm_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_transition3_modules_norm_buffers_running_mean_ L_self_modules_features_modules_transition3_modules_norm_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_transition3_modules_norm_buffers_running_var_ L_self_modules_features_modules_transition3_modules_norm_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_transition3_modules_norm_parameters_weight_ L_self_modules_features_modules_transition3_modules_norm_parameters_weight_ () {}
placeholder l_self_modules_features_modules_transition3_modules_norm_parameters_bias_ L_self_modules_features_modules_transition3_modules_norm_parameters_bias_ () {}
placeholder l_self_modules_features_modules_transition3_modules_conv_parameters_weight_ L_self_modules_features_modules_transition3_modules_conv_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer1_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer1_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer2_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer2_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer3_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer3_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer4_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer4_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer5_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer5_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer6_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer6_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer7_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer7_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer8_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer8_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer9_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer9_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer10_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer10_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer11_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer11_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer12_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer12_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer13_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer13_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer14_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer14_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer15_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer15_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer16_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer16_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_norm5_buffers_num_batches_tracked_ L_self_modules_features_modules_norm5_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_norm5_buffers_running_mean_ L_self_modules_features_modules_norm5_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_norm5_buffers_running_var_ L_self_modules_features_modules_norm5_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_norm5_parameters_weight_ L_self_modules_features_modules_norm5_parameters_weight_ () {}
placeholder l_self_modules_features_modules_norm5_parameters_bias_ L_self_modules_features_modules_norm5_parameters_bias_ () {}
placeholder l_self_modules_classifier_parameters_weight_ L_self_modules_classifier_parameters_weight_ () {}
placeholder l_self_modules_classifier_parameters_bias_ L_self_modules_classifier_parameters_bias_ () {}
call_function input_1 <built-in method conv2d of type object at 0x7f51af65f1c0> (l_x_, l_self_modules_features_modules_conv0_parameters_weight_, None, (2, 2), (3, 3), (1, 1), 1) {}
call_method add_ add_ (l_self_modules_features_modules_norm0_buffers_num_batches_tracked_, 1) {}
call_function input_2 <function batch_norm at 0x7f50ca7ccf70> (input_1, l_self_modules_features_modules_norm0_buffers_running_mean_, l_self_modules_features_modules_norm0_buffers_running_var_, l_self_modules_features_modules_norm0_parameters_weight_, l_self_modules_features_modules_norm0_parameters_bias_, True, 0.1, 1e-05) {}
call_function input_3 <function relu at 0x7f50ca7bff40> (input_2,) {'inplace': True}
call_function input_4 <function boolean_dispatch.<locals>.fn at 0x7f50ca7bedd0> (input_3, 3, 2, 1, 1) {'ceil_mode': False, 'return_indices': False}
call_function concated_features <built-in method cat of type object at 0x7f51af65f1c0> ([input_4], 1) {}
call_method add__1 add_ (l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_1 <function batch_norm at 0x7f50ca7ccf70> (concated_features, l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_1 <function relu at 0x7f50ca7bff40> (batch_norm_1,) {'inplace': True}
call_function bottleneck_output <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_1, l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__2 add_ (l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_2 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output, l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_2 <function relu at 0x7f50ca7bff40> (batch_norm_2,) {'inplace': True}
call_function new_features <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_2, l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_1 <built-in method cat of type object at 0x7f51af65f1c0> ([input_4, new_features], 1) {}
call_method add__3 add_ (l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_3 <function batch_norm at 0x7f50ca7ccf70> (concated_features_1, l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_3 <function relu at 0x7f50ca7bff40> (batch_norm_3,) {'inplace': True}
call_function bottleneck_output_1 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_3, l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__4 add_ (l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_4 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_1, l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_4 <function relu at 0x7f50ca7bff40> (batch_norm_4,) {'inplace': True}
call_function new_features_1 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_4, l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_2 <built-in method cat of type object at 0x7f51af65f1c0> ([input_4, new_features, new_features_1], 1) {}
call_method add__5 add_ (l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_5 <function batch_norm at 0x7f50ca7ccf70> (concated_features_2, l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_5 <function relu at 0x7f50ca7bff40> (batch_norm_5,) {'inplace': True}
call_function bottleneck_output_2 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_5, l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__6 add_ (l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_6 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_2, l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_6 <function relu at 0x7f50ca7bff40> (batch_norm_6,) {'inplace': True}
call_function new_features_2 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_6, l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_3 <built-in method cat of type object at 0x7f51af65f1c0> ([input_4, new_features, new_features_1, new_features_2], 1) {}
call_method add__7 add_ (l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_7 <function batch_norm at 0x7f50ca7ccf70> (concated_features_3, l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_7 <function relu at 0x7f50ca7bff40> (batch_norm_7,) {'inplace': True}
call_function bottleneck_output_3 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_7, l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__8 add_ (l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_8 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_3, l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_8 <function relu at 0x7f50ca7bff40> (batch_norm_8,) {'inplace': True}
call_function new_features_3 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_8, l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_4 <built-in method cat of type object at 0x7f51af65f1c0> ([input_4, new_features, new_features_1, new_features_2, new_features_3], 1) {}
call_method add__9 add_ (l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_9 <function batch_norm at 0x7f50ca7ccf70> (concated_features_4, l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_9 <function relu at 0x7f50ca7bff40> (batch_norm_9,) {'inplace': True}
call_function bottleneck_output_4 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_9, l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__10 add_ (l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_10 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_4, l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_10 <function relu at 0x7f50ca7bff40> (batch_norm_10,) {'inplace': True}
call_function new_features_4 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_10, l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_5 <built-in method cat of type object at 0x7f51af65f1c0> ([input_4, new_features, new_features_1, new_features_2, new_features_3, new_features_4], 1) {}
call_method add__11 add_ (l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_11 <function batch_norm at 0x7f50ca7ccf70> (concated_features_5, l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_11 <function relu at 0x7f50ca7bff40> (batch_norm_11,) {'inplace': True}
call_function bottleneck_output_5 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_11, l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__12 add_ (l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_12 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_5, l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_12 <function relu at 0x7f50ca7bff40> (batch_norm_12,) {'inplace': True}
call_function new_features_5 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_12, l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function input_5 <built-in method cat of type object at 0x7f51af65f1c0> ([input_4, new_features, new_features_1, new_features_2, new_features_3, new_features_4, new_features_5], 1) {}
call_method add__13 add_ (l_self_modules_features_modules_transition1_modules_norm_buffers_num_batches_tracked_, 1) {}
call_function input_6 <function batch_norm at 0x7f50ca7ccf70> (input_5, l_self_modules_features_modules_transition1_modules_norm_buffers_running_mean_, l_self_modules_features_modules_transition1_modules_norm_buffers_running_var_, l_self_modules_features_modules_transition1_modules_norm_parameters_weight_, l_self_modules_features_modules_transition1_modules_norm_parameters_bias_, True, 0.1, 1e-05) {}
call_function input_7 <function relu at 0x7f50ca7bff40> (input_6,) {'inplace': True}
call_function input_8 <built-in method conv2d of type object at 0x7f51af65f1c0> (input_7, l_self_modules_features_modules_transition1_modules_conv_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_function input_9 <built-in function avg_pool2d> (input_8, 2, 2, 0, False, True, None) {}
call_function concated_features_6 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9], 1) {}
call_method add__14 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_14 <function batch_norm at 0x7f50ca7ccf70> (concated_features_6, l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_14 <function relu at 0x7f50ca7bff40> (batch_norm_14,) {'inplace': True}
call_function bottleneck_output_6 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_14, l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__15 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_15 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_6, l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_15 <function relu at 0x7f50ca7bff40> (batch_norm_15,) {'inplace': True}
call_function new_features_6 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_15, l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_7 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9, new_features_6], 1) {}
call_method add__16 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_16 <function batch_norm at 0x7f50ca7ccf70> (concated_features_7, l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_16 <function relu at 0x7f50ca7bff40> (batch_norm_16,) {'inplace': True}
call_function bottleneck_output_7 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_16, l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__17 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_17 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_7, l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_17 <function relu at 0x7f50ca7bff40> (batch_norm_17,) {'inplace': True}
call_function new_features_7 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_17, l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_8 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9, new_features_6, new_features_7], 1) {}
call_method add__18 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_18 <function batch_norm at 0x7f50ca7ccf70> (concated_features_8, l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_18 <function relu at 0x7f50ca7bff40> (batch_norm_18,) {'inplace': True}
call_function bottleneck_output_8 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_18, l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__19 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_19 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_8, l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_19 <function relu at 0x7f50ca7bff40> (batch_norm_19,) {'inplace': True}
call_function new_features_8 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_19, l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_9 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9, new_features_6, new_features_7, new_features_8], 1) {}
call_method add__20 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_20 <function batch_norm at 0x7f50ca7ccf70> (concated_features_9, l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_20 <function relu at 0x7f50ca7bff40> (batch_norm_20,) {'inplace': True}
call_function bottleneck_output_9 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_20, l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__21 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_21 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_9, l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_21 <function relu at 0x7f50ca7bff40> (batch_norm_21,) {'inplace': True}
call_function new_features_9 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_21, l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_10 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9, new_features_6, new_features_7, new_features_8, new_features_9], 1) {}
call_method add__22 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_22 <function batch_norm at 0x7f50ca7ccf70> (concated_features_10, l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_22 <function relu at 0x7f50ca7bff40> (batch_norm_22,) {'inplace': True}
call_function bottleneck_output_10 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_22, l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__23 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_23 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_10, l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_23 <function relu at 0x7f50ca7bff40> (batch_norm_23,) {'inplace': True}
call_function new_features_10 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_23, l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_11 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9, new_features_6, new_features_7, new_features_8, new_features_9, new_features_10], 1) {}
call_method add__24 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_24 <function batch_norm at 0x7f50ca7ccf70> (concated_features_11, l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_24 <function relu at 0x7f50ca7bff40> (batch_norm_24,) {'inplace': True}
call_function bottleneck_output_11 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_24, l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__25 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_25 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_11, l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_25 <function relu at 0x7f50ca7bff40> (batch_norm_25,) {'inplace': True}
call_function new_features_11 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_25, l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_12 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9, new_features_6, new_features_7, new_features_8, new_features_9, new_features_10, new_features_11], 1) {}
call_method add__26 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_26 <function batch_norm at 0x7f50ca7ccf70> (concated_features_12, l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_26 <function relu at 0x7f50ca7bff40> (batch_norm_26,) {'inplace': True}
call_function bottleneck_output_12 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_26, l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__27 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_27 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_12, l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_27 <function relu at 0x7f50ca7bff40> (batch_norm_27,) {'inplace': True}
call_function new_features_12 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_27, l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_13 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9, new_features_6, new_features_7, new_features_8, new_features_9, new_features_10, new_features_11, new_features_12], 1) {}
call_method add__28 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_28 <function batch_norm at 0x7f50ca7ccf70> (concated_features_13, l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_28 <function relu at 0x7f50ca7bff40> (batch_norm_28,) {'inplace': True}
call_function bottleneck_output_13 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_28, l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__29 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_29 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_13, l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_29 <function relu at 0x7f50ca7bff40> (batch_norm_29,) {'inplace': True}
call_function new_features_13 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_29, l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_14 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9, new_features_6, new_features_7, new_features_8, new_features_9, new_features_10, new_features_11, new_features_12, new_features_13], 1) {}
call_method add__30 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_30 <function batch_norm at 0x7f50ca7ccf70> (concated_features_14, l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_30 <function relu at 0x7f50ca7bff40> (batch_norm_30,) {'inplace': True}
call_function bottleneck_output_14 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_30, l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__31 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_31 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_14, l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_31 <function relu at 0x7f50ca7bff40> (batch_norm_31,) {'inplace': True}
call_function new_features_14 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_31, l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_15 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9, new_features_6, new_features_7, new_features_8, new_features_9, new_features_10, new_features_11, new_features_12, new_features_13, new_features_14], 1) {}
call_method add__32 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_32 <function batch_norm at 0x7f50ca7ccf70> (concated_features_15, l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_32 <function relu at 0x7f50ca7bff40> (batch_norm_32,) {'inplace': True}
call_function bottleneck_output_15 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_32, l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__33 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_33 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_15, l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_33 <function relu at 0x7f50ca7bff40> (batch_norm_33,) {'inplace': True}
call_function new_features_15 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_33, l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_16 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9, new_features_6, new_features_7, new_features_8, new_features_9, new_features_10, new_features_11, new_features_12, new_features_13, new_features_14, new_features_15], 1) {}
call_method add__34 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_34 <function batch_norm at 0x7f50ca7ccf70> (concated_features_16, l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_34 <function relu at 0x7f50ca7bff40> (batch_norm_34,) {'inplace': True}
call_function bottleneck_output_16 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_34, l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__35 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_35 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_16, l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_35 <function relu at 0x7f50ca7bff40> (batch_norm_35,) {'inplace': True}
call_function new_features_16 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_35, l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_17 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9, new_features_6, new_features_7, new_features_8, new_features_9, new_features_10, new_features_11, new_features_12, new_features_13, new_features_14, new_features_15, new_features_16], 1) {}
call_method add__36 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_36 <function batch_norm at 0x7f50ca7ccf70> (concated_features_17, l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_36 <function relu at 0x7f50ca7bff40> (batch_norm_36,) {'inplace': True}
call_function bottleneck_output_17 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_36, l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__37 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_37 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_17, l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_37 <function relu at 0x7f50ca7bff40> (batch_norm_37,) {'inplace': True}
call_function new_features_17 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_37, l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function input_10 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9, new_features_6, new_features_7, new_features_8, new_features_9, new_features_10, new_features_11, new_features_12, new_features_13, new_features_14, new_features_15, new_features_16, new_features_17], 1) {}
call_method add__38 add_ (l_self_modules_features_modules_transition2_modules_norm_buffers_num_batches_tracked_, 1) {}
call_function input_11 <function batch_norm at 0x7f50ca7ccf70> (input_10, l_self_modules_features_modules_transition2_modules_norm_buffers_running_mean_, l_self_modules_features_modules_transition2_modules_norm_buffers_running_var_, l_self_modules_features_modules_transition2_modules_norm_parameters_weight_, l_self_modules_features_modules_transition2_modules_norm_parameters_bias_, True, 0.1, 1e-05) {}
call_function input_12 <function relu at 0x7f50ca7bff40> (input_11,) {'inplace': True}
call_function input_13 <built-in method conv2d of type object at 0x7f51af65f1c0> (input_12, l_self_modules_features_modules_transition2_modules_conv_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_function input_14 <built-in function avg_pool2d> (input_13, 2, 2, 0, False, True, None) {}
call_function concated_features_18 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14], 1) {}
call_method add__39 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_39 <function batch_norm at 0x7f50ca7ccf70> (concated_features_18, l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_39 <function relu at 0x7f50ca7bff40> (batch_norm_39,) {'inplace': True}
call_function bottleneck_output_18 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_39, l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__40 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_40 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_18, l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_40 <function relu at 0x7f50ca7bff40> (batch_norm_40,) {'inplace': True}
call_function new_features_18 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_40, l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_19 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18], 1) {}
call_method add__41 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_41 <function batch_norm at 0x7f50ca7ccf70> (concated_features_19, l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_41 <function relu at 0x7f50ca7bff40> (batch_norm_41,) {'inplace': True}
call_function bottleneck_output_19 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_41, l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__42 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_42 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_19, l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_42 <function relu at 0x7f50ca7bff40> (batch_norm_42,) {'inplace': True}
call_function new_features_19 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_42, l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_20 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19], 1) {}
call_method add__43 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_43 <function batch_norm at 0x7f50ca7ccf70> (concated_features_20, l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_43 <function relu at 0x7f50ca7bff40> (batch_norm_43,) {'inplace': True}
call_function bottleneck_output_20 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_43, l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__44 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_44 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_20, l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_44 <function relu at 0x7f50ca7bff40> (batch_norm_44,) {'inplace': True}
call_function new_features_20 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_44, l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_21 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20], 1) {}
call_method add__45 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_45 <function batch_norm at 0x7f50ca7ccf70> (concated_features_21, l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_45 <function relu at 0x7f50ca7bff40> (batch_norm_45,) {'inplace': True}
call_function bottleneck_output_21 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_45, l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__46 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_46 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_21, l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_46 <function relu at 0x7f50ca7bff40> (batch_norm_46,) {'inplace': True}
call_function new_features_21 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_46, l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_22 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21], 1) {}
call_method add__47 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_47 <function batch_norm at 0x7f50ca7ccf70> (concated_features_22, l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_47 <function relu at 0x7f50ca7bff40> (batch_norm_47,) {'inplace': True}
call_function bottleneck_output_22 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_47, l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__48 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_48 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_22, l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_48 <function relu at 0x7f50ca7bff40> (batch_norm_48,) {'inplace': True}
call_function new_features_22 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_48, l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_23 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22], 1) {}
call_method add__49 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_49 <function batch_norm at 0x7f50ca7ccf70> (concated_features_23, l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_49 <function relu at 0x7f50ca7bff40> (batch_norm_49,) {'inplace': True}
call_function bottleneck_output_23 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_49, l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__50 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_50 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_23, l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_50 <function relu at 0x7f50ca7bff40> (batch_norm_50,) {'inplace': True}
call_function new_features_23 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_50, l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_24 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23], 1) {}
call_method add__51 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_51 <function batch_norm at 0x7f50ca7ccf70> (concated_features_24, l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_51 <function relu at 0x7f50ca7bff40> (batch_norm_51,) {'inplace': True}
call_function bottleneck_output_24 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_51, l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__52 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_52 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_24, l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_52 <function relu at 0x7f50ca7bff40> (batch_norm_52,) {'inplace': True}
call_function new_features_24 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_52, l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_25 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24], 1) {}
call_method add__53 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_53 <function batch_norm at 0x7f50ca7ccf70> (concated_features_25, l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_53 <function relu at 0x7f50ca7bff40> (batch_norm_53,) {'inplace': True}
call_function bottleneck_output_25 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_53, l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__54 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_54 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_25, l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_54 <function relu at 0x7f50ca7bff40> (batch_norm_54,) {'inplace': True}
call_function new_features_25 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_54, l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_26 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25], 1) {}
call_method add__55 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_55 <function batch_norm at 0x7f50ca7ccf70> (concated_features_26, l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_55 <function relu at 0x7f50ca7bff40> (batch_norm_55,) {'inplace': True}
call_function bottleneck_output_26 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_55, l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__56 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_56 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_26, l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_56 <function relu at 0x7f50ca7bff40> (batch_norm_56,) {'inplace': True}
call_function new_features_26 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_56, l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_27 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26], 1) {}
call_method add__57 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_57 <function batch_norm at 0x7f50ca7ccf70> (concated_features_27, l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_57 <function relu at 0x7f50ca7bff40> (batch_norm_57,) {'inplace': True}
call_function bottleneck_output_27 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_57, l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__58 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_58 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_27, l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_58 <function relu at 0x7f50ca7bff40> (batch_norm_58,) {'inplace': True}
call_function new_features_27 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_58, l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_28 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27], 1) {}
call_method add__59 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_59 <function batch_norm at 0x7f50ca7ccf70> (concated_features_28, l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_59 <function relu at 0x7f50ca7bff40> (batch_norm_59,) {'inplace': True}
call_function bottleneck_output_28 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_59, l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__60 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_60 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_28, l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_60 <function relu at 0x7f50ca7bff40> (batch_norm_60,) {'inplace': True}
call_function new_features_28 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_60, l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_29 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28], 1) {}
call_method add__61 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_61 <function batch_norm at 0x7f50ca7ccf70> (concated_features_29, l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_61 <function relu at 0x7f50ca7bff40> (batch_norm_61,) {'inplace': True}
call_function bottleneck_output_29 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_61, l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__62 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_62 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_29, l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_62 <function relu at 0x7f50ca7bff40> (batch_norm_62,) {'inplace': True}
call_function new_features_29 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_62, l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_30 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29], 1) {}
call_method add__63 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_63 <function batch_norm at 0x7f50ca7ccf70> (concated_features_30, l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_63 <function relu at 0x7f50ca7bff40> (batch_norm_63,) {'inplace': True}
call_function bottleneck_output_30 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_63, l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__64 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_64 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_30, l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_64 <function relu at 0x7f50ca7bff40> (batch_norm_64,) {'inplace': True}
call_function new_features_30 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_64, l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_31 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29, new_features_30], 1) {}
call_method add__65 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_65 <function batch_norm at 0x7f50ca7ccf70> (concated_features_31, l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_65 <function relu at 0x7f50ca7bff40> (batch_norm_65,) {'inplace': True}
call_function bottleneck_output_31 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_65, l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__66 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_66 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_31, l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_66 <function relu at 0x7f50ca7bff40> (batch_norm_66,) {'inplace': True}
call_function new_features_31 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_66, l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_32 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29, new_features_30, new_features_31], 1) {}
call_method add__67 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_67 <function batch_norm at 0x7f50ca7ccf70> (concated_features_32, l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_67 <function relu at 0x7f50ca7bff40> (batch_norm_67,) {'inplace': True}
call_function bottleneck_output_32 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_67, l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__68 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_68 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_32, l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_68 <function relu at 0x7f50ca7bff40> (batch_norm_68,) {'inplace': True}
call_function new_features_32 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_68, l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_33 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29, new_features_30, new_features_31, new_features_32], 1) {}
call_method add__69 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_69 <function batch_norm at 0x7f50ca7ccf70> (concated_features_33, l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_69 <function relu at 0x7f50ca7bff40> (batch_norm_69,) {'inplace': True}
call_function bottleneck_output_33 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_69, l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__70 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_70 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_33, l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_70 <function relu at 0x7f50ca7bff40> (batch_norm_70,) {'inplace': True}
call_function new_features_33 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_70, l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_34 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29, new_features_30, new_features_31, new_features_32, new_features_33], 1) {}
call_method add__71 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_71 <function batch_norm at 0x7f50ca7ccf70> (concated_features_34, l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_71 <function relu at 0x7f50ca7bff40> (batch_norm_71,) {'inplace': True}
call_function bottleneck_output_34 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_71, l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__72 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_72 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_34, l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_72 <function relu at 0x7f50ca7bff40> (batch_norm_72,) {'inplace': True}
call_function new_features_34 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_72, l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_35 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29, new_features_30, new_features_31, new_features_32, new_features_33, new_features_34], 1) {}
call_method add__73 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_73 <function batch_norm at 0x7f50ca7ccf70> (concated_features_35, l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_73 <function relu at 0x7f50ca7bff40> (batch_norm_73,) {'inplace': True}
call_function bottleneck_output_35 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_73, l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__74 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_74 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_35, l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_74 <function relu at 0x7f50ca7bff40> (batch_norm_74,) {'inplace': True}
call_function new_features_35 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_74, l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_36 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29, new_features_30, new_features_31, new_features_32, new_features_33, new_features_34, new_features_35], 1) {}
call_method add__75 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_75 <function batch_norm at 0x7f50ca7ccf70> (concated_features_36, l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_75 <function relu at 0x7f50ca7bff40> (batch_norm_75,) {'inplace': True}
call_function bottleneck_output_36 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_75, l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__76 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_76 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_36, l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_76 <function relu at 0x7f50ca7bff40> (batch_norm_76,) {'inplace': True}
call_function new_features_36 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_76, l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_37 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29, new_features_30, new_features_31, new_features_32, new_features_33, new_features_34, new_features_35, new_features_36], 1) {}
call_method add__77 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_77 <function batch_norm at 0x7f50ca7ccf70> (concated_features_37, l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_77 <function relu at 0x7f50ca7bff40> (batch_norm_77,) {'inplace': True}
call_function bottleneck_output_37 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_77, l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__78 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_78 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_37, l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_78 <function relu at 0x7f50ca7bff40> (batch_norm_78,) {'inplace': True}
call_function new_features_37 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_78, l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_38 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29, new_features_30, new_features_31, new_features_32, new_features_33, new_features_34, new_features_35, new_features_36, new_features_37], 1) {}
call_method add__79 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_79 <function batch_norm at 0x7f50ca7ccf70> (concated_features_38, l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_79 <function relu at 0x7f50ca7bff40> (batch_norm_79,) {'inplace': True}
call_function bottleneck_output_38 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_79, l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__80 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_80 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_38, l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_80 <function relu at 0x7f50ca7bff40> (batch_norm_80,) {'inplace': True}
call_function new_features_38 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_80, l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_39 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29, new_features_30, new_features_31, new_features_32, new_features_33, new_features_34, new_features_35, new_features_36, new_features_37, new_features_38], 1) {}
call_method add__81 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_81 <function batch_norm at 0x7f50ca7ccf70> (concated_features_39, l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_81 <function relu at 0x7f50ca7bff40> (batch_norm_81,) {'inplace': True}
call_function bottleneck_output_39 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_81, l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__82 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_82 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_39, l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_82 <function relu at 0x7f50ca7bff40> (batch_norm_82,) {'inplace': True}
call_function new_features_39 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_82, l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_40 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29, new_features_30, new_features_31, new_features_32, new_features_33, new_features_34, new_features_35, new_features_36, new_features_37, new_features_38, new_features_39], 1) {}
call_method add__83 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_83 <function batch_norm at 0x7f50ca7ccf70> (concated_features_40, l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_83 <function relu at 0x7f50ca7bff40> (batch_norm_83,) {'inplace': True}
call_function bottleneck_output_40 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_83, l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__84 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_84 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_40, l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_84 <function relu at 0x7f50ca7bff40> (batch_norm_84,) {'inplace': True}
call_function new_features_40 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_84, l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_41 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29, new_features_30, new_features_31, new_features_32, new_features_33, new_features_34, new_features_35, new_features_36, new_features_37, new_features_38, new_features_39, new_features_40], 1) {}
call_method add__85 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_85 <function batch_norm at 0x7f50ca7ccf70> (concated_features_41, l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_85 <function relu at 0x7f50ca7bff40> (batch_norm_85,) {'inplace': True}
call_function bottleneck_output_41 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_85, l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__86 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_86 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_41, l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_86 <function relu at 0x7f50ca7bff40> (batch_norm_86,) {'inplace': True}
call_function new_features_41 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_86, l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function input_15 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29, new_features_30, new_features_31, new_features_32, new_features_33, new_features_34, new_features_35, new_features_36, new_features_37, new_features_38, new_features_39, new_features_40, new_features_41], 1) {}
call_method add__87 add_ (l_self_modules_features_modules_transition3_modules_norm_buffers_num_batches_tracked_, 1) {}
call_function input_16 <function batch_norm at 0x7f50ca7ccf70> (input_15, l_self_modules_features_modules_transition3_modules_norm_buffers_running_mean_, l_self_modules_features_modules_transition3_modules_norm_buffers_running_var_, l_self_modules_features_modules_transition3_modules_norm_parameters_weight_, l_self_modules_features_modules_transition3_modules_norm_parameters_bias_, True, 0.1, 1e-05) {}
call_function input_17 <function relu at 0x7f50ca7bff40> (input_16,) {'inplace': True}
call_function input_18 <built-in method conv2d of type object at 0x7f51af65f1c0> (input_17, l_self_modules_features_modules_transition3_modules_conv_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_function input_19 <built-in function avg_pool2d> (input_18, 2, 2, 0, False, True, None) {}
call_function concated_features_42 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19], 1) {}
call_method add__88 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_88 <function batch_norm at 0x7f50ca7ccf70> (concated_features_42, l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_88 <function relu at 0x7f50ca7bff40> (batch_norm_88,) {'inplace': True}
call_function bottleneck_output_42 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_88, l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__89 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_89 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_42, l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_89 <function relu at 0x7f50ca7bff40> (batch_norm_89,) {'inplace': True}
call_function new_features_42 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_89, l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_43 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42], 1) {}
call_method add__90 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_90 <function batch_norm at 0x7f50ca7ccf70> (concated_features_43, l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_90 <function relu at 0x7f50ca7bff40> (batch_norm_90,) {'inplace': True}
call_function bottleneck_output_43 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_90, l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__91 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_91 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_43, l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_91 <function relu at 0x7f50ca7bff40> (batch_norm_91,) {'inplace': True}
call_function new_features_43 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_91, l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_44 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43], 1) {}
call_method add__92 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_92 <function batch_norm at 0x7f50ca7ccf70> (concated_features_44, l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_92 <function relu at 0x7f50ca7bff40> (batch_norm_92,) {'inplace': True}
call_function bottleneck_output_44 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_92, l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__93 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_93 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_44, l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_93 <function relu at 0x7f50ca7bff40> (batch_norm_93,) {'inplace': True}
call_function new_features_44 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_93, l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_45 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44], 1) {}
call_method add__94 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_94 <function batch_norm at 0x7f50ca7ccf70> (concated_features_45, l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_94 <function relu at 0x7f50ca7bff40> (batch_norm_94,) {'inplace': True}
call_function bottleneck_output_45 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_94, l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__95 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_95 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_45, l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_95 <function relu at 0x7f50ca7bff40> (batch_norm_95,) {'inplace': True}
call_function new_features_45 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_95, l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_46 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45], 1) {}
call_method add__96 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_96 <function batch_norm at 0x7f50ca7ccf70> (concated_features_46, l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_96 <function relu at 0x7f50ca7bff40> (batch_norm_96,) {'inplace': True}
call_function bottleneck_output_46 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_96, l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__97 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_97 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_46, l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_97 <function relu at 0x7f50ca7bff40> (batch_norm_97,) {'inplace': True}
call_function new_features_46 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_97, l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_47 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45, new_features_46], 1) {}
call_method add__98 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_98 <function batch_norm at 0x7f50ca7ccf70> (concated_features_47, l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_98 <function relu at 0x7f50ca7bff40> (batch_norm_98,) {'inplace': True}
call_function bottleneck_output_47 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_98, l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__99 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_99 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_47, l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_99 <function relu at 0x7f50ca7bff40> (batch_norm_99,) {'inplace': True}
call_function new_features_47 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_99, l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_48 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45, new_features_46, new_features_47], 1) {}
call_method add__100 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_100 <function batch_norm at 0x7f50ca7ccf70> (concated_features_48, l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_100 <function relu at 0x7f50ca7bff40> (batch_norm_100,) {'inplace': True}
call_function bottleneck_output_48 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_100, l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__101 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_101 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_48, l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_101 <function relu at 0x7f50ca7bff40> (batch_norm_101,) {'inplace': True}
call_function new_features_48 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_101, l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_49 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45, new_features_46, new_features_47, new_features_48], 1) {}
call_method add__102 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_102 <function batch_norm at 0x7f50ca7ccf70> (concated_features_49, l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_102 <function relu at 0x7f50ca7bff40> (batch_norm_102,) {'inplace': True}
call_function bottleneck_output_49 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_102, l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__103 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_103 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_49, l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_103 <function relu at 0x7f50ca7bff40> (batch_norm_103,) {'inplace': True}
call_function new_features_49 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_103, l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_50 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45, new_features_46, new_features_47, new_features_48, new_features_49], 1) {}
call_method add__104 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_104 <function batch_norm at 0x7f50ca7ccf70> (concated_features_50, l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_104 <function relu at 0x7f50ca7bff40> (batch_norm_104,) {'inplace': True}
call_function bottleneck_output_50 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_104, l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__105 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_105 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_50, l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_105 <function relu at 0x7f50ca7bff40> (batch_norm_105,) {'inplace': True}
call_function new_features_50 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_105, l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_51 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45, new_features_46, new_features_47, new_features_48, new_features_49, new_features_50], 1) {}
call_method add__106 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_106 <function batch_norm at 0x7f50ca7ccf70> (concated_features_51, l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_106 <function relu at 0x7f50ca7bff40> (batch_norm_106,) {'inplace': True}
call_function bottleneck_output_51 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_106, l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__107 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_107 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_51, l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_107 <function relu at 0x7f50ca7bff40> (batch_norm_107,) {'inplace': True}
call_function new_features_51 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_107, l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_52 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45, new_features_46, new_features_47, new_features_48, new_features_49, new_features_50, new_features_51], 1) {}
call_method add__108 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_108 <function batch_norm at 0x7f50ca7ccf70> (concated_features_52, l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_108 <function relu at 0x7f50ca7bff40> (batch_norm_108,) {'inplace': True}
call_function bottleneck_output_52 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_108, l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__109 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_109 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_52, l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_109 <function relu at 0x7f50ca7bff40> (batch_norm_109,) {'inplace': True}
call_function new_features_52 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_109, l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_53 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45, new_features_46, new_features_47, new_features_48, new_features_49, new_features_50, new_features_51, new_features_52], 1) {}
call_method add__110 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_110 <function batch_norm at 0x7f50ca7ccf70> (concated_features_53, l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_110 <function relu at 0x7f50ca7bff40> (batch_norm_110,) {'inplace': True}
call_function bottleneck_output_53 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_110, l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__111 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_111 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_53, l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_111 <function relu at 0x7f50ca7bff40> (batch_norm_111,) {'inplace': True}
call_function new_features_53 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_111, l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_54 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45, new_features_46, new_features_47, new_features_48, new_features_49, new_features_50, new_features_51, new_features_52, new_features_53], 1) {}
call_method add__112 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_112 <function batch_norm at 0x7f50ca7ccf70> (concated_features_54, l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_112 <function relu at 0x7f50ca7bff40> (batch_norm_112,) {'inplace': True}
call_function bottleneck_output_54 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_112, l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__113 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_113 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_54, l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_113 <function relu at 0x7f50ca7bff40> (batch_norm_113,) {'inplace': True}
call_function new_features_54 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_113, l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_55 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45, new_features_46, new_features_47, new_features_48, new_features_49, new_features_50, new_features_51, new_features_52, new_features_53, new_features_54], 1) {}
call_method add__114 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_114 <function batch_norm at 0x7f50ca7ccf70> (concated_features_55, l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_114 <function relu at 0x7f50ca7bff40> (batch_norm_114,) {'inplace': True}
call_function bottleneck_output_55 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_114, l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__115 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_115 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_55, l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_115 <function relu at 0x7f50ca7bff40> (batch_norm_115,) {'inplace': True}
call_function new_features_55 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_115, l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_56 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45, new_features_46, new_features_47, new_features_48, new_features_49, new_features_50, new_features_51, new_features_52, new_features_53, new_features_54, new_features_55], 1) {}
call_method add__116 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_116 <function batch_norm at 0x7f50ca7ccf70> (concated_features_56, l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_116 <function relu at 0x7f50ca7bff40> (batch_norm_116,) {'inplace': True}
call_function bottleneck_output_56 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_116, l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__117 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_117 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_56, l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_117 <function relu at 0x7f50ca7bff40> (batch_norm_117,) {'inplace': True}
call_function new_features_56 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_117, l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_57 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45, new_features_46, new_features_47, new_features_48, new_features_49, new_features_50, new_features_51, new_features_52, new_features_53, new_features_54, new_features_55, new_features_56], 1) {}
call_method add__118 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_118 <function batch_norm at 0x7f50ca7ccf70> (concated_features_57, l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_118 <function relu at 0x7f50ca7bff40> (batch_norm_118,) {'inplace': True}
call_function bottleneck_output_57 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_118, l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__119 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_119 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_57, l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_119 <function relu at 0x7f50ca7bff40> (batch_norm_119,) {'inplace': True}
call_function new_features_57 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_119, l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function input_20 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45, new_features_46, new_features_47, new_features_48, new_features_49, new_features_50, new_features_51, new_features_52, new_features_53, new_features_54, new_features_55, new_features_56, new_features_57], 1) {}
call_method add__120 add_ (l_self_modules_features_modules_norm5_buffers_num_batches_tracked_, 1) {}
call_function input_21 <function batch_norm at 0x7f50ca7ccf70> (input_20, l_self_modules_features_modules_norm5_buffers_running_mean_, l_self_modules_features_modules_norm5_buffers_running_var_, l_self_modules_features_modules_norm5_parameters_weight_, l_self_modules_features_modules_norm5_parameters_bias_, True, 0.1, 1e-05) {}
call_function out <function relu at 0x7f50ca7bff40> (input_21,) {'inplace': True}
call_function out_1 <function adaptive_avg_pool2d at 0x7f50ca7bfa30> (out, (1, 1)) {}
call_function out_2 <built-in method flatten of type object at 0x7f51af65f1c0> (out_1, 1) {}
call_function out_3 <built-in function linear> (out_2, l_self_modules_classifier_parameters_weight_, l_self_modules_classifier_parameters_bias_) {}
output output output ((out_3,),) {}
tensor([[-0.2418, -0.1561, -0.5042, ..., 0.0503, 0.0784, -0.2087],
[-0.2150, -0.2956, -0.4718, ..., 0.0413, 0.0322, -0.2366],
[-0.2173, -0.3720, -0.3057, ..., 0.1889, 0.0051, -0.1921],
...,
[-0.2988, -0.1019, -0.5952, ..., 0.3599, -0.2925, -0.1095],
[-0.2934, -0.0464, -0.4527, ..., 0.0396, -0.0903, -0.2320],
[-0.1442, 0.0545, -0.4443, ..., 0.1844, -0.1573, -0.2857]],
device='cuda:0', grad_fn=<AddmmBackward0>)
使用我们的自定义后端，我们现在可以看到TorchDynamo如何处理数据依赖的控制流。考虑下面的函数，其中行if b.sum() < 0是数据依赖控制流的来源。
def bar(a, b):
x = a / (torch.abs(a) + 1)
if b.sum() < 0:
b = b * -1
return x * b
opt_bar = torch.compile(bar, backend=custom_backend)
inp1 = torch.randn(10)
inp2 = torch.randn(10)
opt_bar(inp1, inp2)
opt_bar(inp1, -inp2)
custom backend called with FX graph:
opcode name target args kwargs
------------- ------ ------------------------------------------------------ ----------- --------
placeholder l_a_ L_a_ () {}
placeholder l_b_ L_b_ () {}
call_function abs_1 <built-in method abs of type object at 0x7f51af65f1c0> (l_a_,) {}
call_function add <built-in function add> (abs_1, 1) {}
call_function x <built-in function truediv> (l_a_, add) {}
call_method sum_1 sum (l_b_,) {}
call_function lt <built-in function lt> (sum_1, 0) {}
output output output ((x, lt),) {}
custom backend called with FX graph:
opcode name target args kwargs
------------- ------ ----------------------- ------------ --------
placeholder l_x_ L_x_ () {}
placeholder l_b_ L_b_ () {}
call_function mul <built-in function mul> (l_x_, l_b_) {}
output output output ((mul,),) {}
custom backend called with FX graph:
opcode name target args kwargs
------------- ------ ----------------------- ----------- --------
placeholder l_b_ L_b_ () {}
placeholder l_x_ L_x_ () {}
call_function b <built-in function mul> (l_b_, -1) {}
call_function mul_1 <built-in function mul> (l_x_, b) {}
output output output ((mul_1,),) {}
tensor([-0.1181, 0.1225, 0.2214, -0.0173, -0.7982, 0.6274, -0.4151, -0.9775,
-0.2735, 1.0795])
输出显示，TorchDynamo提取了3个不同的FX图，对应于以下代码（顺序可能与上述输出不同）：
x = a / (torch.abs(a) + 1)b = b * -1; return x * breturn x * b
当TorchDynamo遇到不支持的Python特性时，例如数据依赖的控制流，它会中断计算图，让默认的Python解释器处理不支持的代码，然后继续捕获图。
让我们通过示例来研究TorchDynamo如何逐步执行bar。
如果b.sum() < 0，那么TorchDynamo将运行图1，让
Python确定条件的结果，然后运行
图2。另一方面，如果not b.sum() < 0，那么TorchDynamo
将运行图1，让Python确定条件的结果，然后
运行图3。
这突显了TorchDynamo与之前的PyTorch编译器解决方案之间的主要区别。当遇到不支持的Python特性时，之前的解决方案要么会抛出错误，要么会默默地失败。而TorchDynamo则会中断计算图。
我们可以通过使用torch._dynamo.explain来查看TorchDynamo在何处中断了图：
# Reset since we are using a different backend.
torch._dynamo.reset()
explain_output = torch._dynamo.explain(bar)(torch.randn(10), torch.randn(10))
print(explain_output)
Graph Count: 2
Graph Break Count: 1
Op Count: 6
Break Reasons:
Break Reason 1:
Reason: generic_jump TensorVariable()
User Stack:
<FrameSummary file /var/lib/workspace/intermediate_source/torch_compile_tutorial.py, line 532 in bar>
Ops per Graph:
Ops 1:
<built-in method abs of type object at 0x7f51af65f1c0>
<built-in function add>
<built-in function truediv>
<built-in function lt>
Ops 2:
<built-in function mul>
<built-in function mul>
Out Guards:
Guard 1:
Name: ''
Source: global
Create Function: DEFAULT_DEVICE
Guard Types: ['DEFAULT_DEVICE']
Code List: ['utils_device.CURRENT_DEVICE == None']
Object Weakref: None
Guarded Class Weakref: None
Guard 2:
Name: ''
Source: global
Create Function: DETERMINISTIC_ALGORITHMS
Guard Types: None
Code List: None
Object Weakref: None
Guarded Class Weakref: None
Guard 3:
Name: ''
Source: global
Create Function: GRAD_MODE
Guard Types: None
Code List: None
Object Weakref: None
Guarded Class Weakref: None
Guard 4:
Name: "G['torch']"
Source: global
Create Function: FUNCTION_MATCH
Guard Types: ['ID_MATCH']
Code List: ["___check_obj_id(G['torch'], 139988822375008)"]
Object Weakref: None
Guarded Class Weakref: <weakref at 0x7f51b18f71a0; to 'type' at 0x5570564d50a0 (module)>
Guard 5:
Name: ''
Source: global
Create Function: TORCH_FUNCTION_STATE
Guard Types: None
Code List: None
Object Weakref: None
Guarded Class Weakref: None
Guard 6:
Name: ''
Source: shape_env
Create Function: SHAPE_ENV
Guard Types: None
Code List: None
Object Weakref: None
Guarded Class Weakref: None
Guard 7:
Name: "L['b']"
Source: local
Create Function: TENSOR_MATCH
Guard Types: ['TENSOR_MATCH']
Code List: ["hasattr(L['b'], '_dynamo_dynamic_indices') == False"]
Object Weakref: <weakref at 0x7f4fb599bfb0; dead>
Guarded Class Weakref: <weakref at 0x7f50f273d620; to 'torch._C._TensorMeta' at 0x557070a15240 (Tensor)>
Guard 8:
Name: "L['a']"
Source: local
Create Function: TENSOR_MATCH
Guard Types: ['TENSOR_MATCH']
Code List: ["hasattr(L['a'], '_dynamo_dynamic_indices') == False"]
Object Weakref: <weakref at 0x7f4fae5f2f70; dead>
Guarded Class Weakref: <weakref at 0x7f50f273d620; to 'torch._C._TensorMeta' at 0x557070a15240 (Tensor)>
Guard 9:
Name: "G['torch'].abs"
Source: global
Create Function: FUNCTION_MATCH
Guard Types: ['ID_MATCH']
Code List: ["___check_obj_id(G['torch'].abs, 139988821339936)"]
Object Weakref: None
Guarded Class Weakref: <weakref at 0x7f51b18cdcb0; to 'type' at 0x5570564cb8a0 (builtin_function_or_method)>
Guard 10:
Name: "L['x']"
Source: local
Create Function: TENSOR_MATCH
Guard Types: ['TENSOR_MATCH']
Code List: ["hasattr(L['x'], '_dynamo_dynamic_indices') == False"]
Object Weakref: <weakref at 0x7f4fb5ee65c0; dead>
Guarded Class Weakref: <weakref at 0x7f50f273d620; to 'torch._C._TensorMeta' at 0x557070a15240 (Tensor)>
Guard 11:
Name: ''
Source: global
Create Function: DEFAULT_DEVICE
Guard Types: ['DEFAULT_DEVICE']
Code List: ['utils_device.CURRENT_DEVICE == None']
Object Weakref: None
Guarded Class Weakref: None
Guard 12:
Name: ''
Source: global
Create Function: DETERMINISTIC_ALGORITHMS
Guard Types: None
Code List: None
Object Weakref: None
Guarded Class Weakref: None
Guard 13:
Name: ''
Source: global
Create Function: GRAD_MODE
Guard Types: None
Code List: None
Object Weakref: None
Guarded Class Weakref: None
Guard 14:
Name: ''
Source: global
Create Function: TORCH_FUNCTION_STATE
Guard Types: None
Code List: None
Object Weakref: None
Guarded Class Weakref: None
Guard 15:
Name: ''
Source: shape_env
Create Function: SHAPE_ENV
Guard Types: None
Code List: None
Object Weakref: None
Guarded Class Weakref: None
Guard 16:
Name: "L['b']"
Source: local
Create Function: TENSOR_MATCH
Guard Types: ['TENSOR_MATCH']
Code List: ["hasattr(L['b'], '_dynamo_dynamic_indices') == False"]
Object Weakref: <weakref at 0x7f4fb599bfb0; dead>
Guarded Class Weakref: <weakref at 0x7f50f273d620; to 'torch._C._TensorMeta' at 0x557070a15240 (Tensor)>
Compile Times: TorchDynamo compilation metrics:
Function Runtimes (s)
------------------------------ --------------
_compile.compile_inner 0.0099, 0.0058
OutputGraph.call_user_compiler 0.0001, 0.0001
为了最大化加速，应该限制图的断裂。
我们可以通过使用fullgraph=True强制TorchDynamo在遇到第一个图断裂时引发错误：
opt_bar = torch.compile(bar, fullgraph=True)
try:
opt_bar(torch.randn(10), torch.randn(10))
except:
tb.print_exc()
Traceback (most recent call last):
File "/var/lib/workspace/intermediate_source/torch_compile_tutorial.py", line 580, in <module>
opt_bar(torch.randn(10), torch.randn(10))
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py", line 465, in _fn
return fn(*args, **kwargs)
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/convert_frame.py", line 1269, in __call__
return self._torchdynamo_orig_callable(
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/convert_frame.py", line 526, in __call__
return _compile(
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/convert_frame.py", line 924, in _compile
guarded_code = compile_inner(code, one_graph, hooks, transform)
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/convert_frame.py", line 666, in compile_inner
return _compile_inner(code, one_graph, hooks, transform)
File "/usr/local/lib/python3.10/dist-packages/torch/_utils_internal.py", line 87, in wrapper_function
return function(*args, **kwargs)
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/convert_frame.py", line 699, in _compile_inner
out_code = transform_code_object(code, transform)
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/bytecode_transformation.py", line 1322, in transform_code_object
transformations(instructions, code_options)
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/convert_frame.py", line 219, in _fn
return fn(*args, **kwargs)
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/convert_frame.py", line 634, in transform
tracer.run()
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/symbolic_convert.py", line 2796, in run
super().run()
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/symbolic_convert.py", line 983, in run
while self.step():
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/symbolic_convert.py", line 895, in step
self.dispatch_table[inst.opcode](self, inst)
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/symbolic_convert.py", line 560, in inner
raise exc.UserError(
torch._dynamo.exc.UserError: Dynamic control flow is not supported at the moment. Please use functorch.experimental.control_flow.cond to explicitly capture the control flow. For more information about this error, see: https://pytorch.org/docs/main/generated/exportdb/index.html#cond-operands
from user code:
File "/var/lib/workspace/intermediate_source/torch_compile_tutorial.py", line 532, in bar
if b.sum() < 0:
Set TORCH_LOGS="+dynamo" and TORCHDYNAMO_VERBOSE=1 for more information
You can suppress this exception and fall back to eager by setting:
import torch._dynamo
torch._dynamo.config.suppress_errors = True
在下面，我们展示了TorchDynamo在我们用于展示加速的模型上不会破坏图形。
opt_model = torch.compile(init_model(), fullgraph=True)
print(opt_model(generate_data(16)[0]))
tensor([[ 0.1944, -0.1853, -0.0347, ..., -0.1097, -0.0873, -0.0559],
[ 0.2224, -0.2525, -0.0481, ..., -0.1010, -0.0564, 0.0947],
[ 0.1814, -0.1847, 0.0864, ..., -0.1824, -0.0489, 0.0789],
...,
[ 0.1163, -0.1853, 0.2043, ..., -0.1979, -0.0941, -0.0805],
[-0.0317, -0.2903, 0.0941, ..., 0.0465, -0.1323, 0.0101],
[ 0.2574, -0.0616, 0.0883, ..., -0.0964, -0.0553, -0.0581]],
device='cuda:0', grad_fn=<CompiledFunctionBackward>)
我们可以使用torch.export（从PyTorch 2.1+开始）从输入的PyTorch程序中提取一个单一的、可导出的FX图。导出的图旨在在不同的（即没有Python的）环境中运行。一个重要的限制是torch.export不支持图中断。请查看本教程以获取有关torch.export的更多详细信息。
