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gmnet/project/gmnet_tpami/reference/source/sec/2_relatedwork.tex

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+\section{Related Work}
+\label{sec:related_work}
+\noindent {\bf Gated Linear Units.}  The Gated Linear Unit (GLU) \cite{dauphin2017language}, and its modern variants like SwiGLU \cite{shazeer2020glu}, have become integral components in state-of-the-art deep learning models. 
+Originally developed for sequence processing, their ability to selectively control information flow with minimal computational overhead has led to widespread adoption. 
+In Natural Language Processing, they are central to powerful Transformers such as Llama3 \cite{dubey2024llama} and state-space models like Mamba \cite{gu2023mamba}, where they are lauded for improving training dynamics.
+This empirical success has spurred their integration into computer vision architectures; models like gMLP \cite{liu2021pay} have shown that replacing self-attention with simple gating-MLP blocks can yield competitive performance. 
+However, the prevailing understanding of these mechanisms remains largely functional—they are viewed as adaptive 'information gates.' A critical gap exists in the analysis of their impact on a network's fundamental learning properties. 
+Specifically, no prior work has systematically analyzed GLUs from a frequency perspective or connected their operational mechanism to the well-documented problem of low-frequency bias in vision models.
+%\subsection{Gated Linear Unit}
+% \noindent {\bf Gated Linear Units.} Gating mechanisms have been extensively utilized in neural networks for sequence data processing tasks \cite{hochreiter1997long,gers2000learning,graves2005framewise, dauphin2017language}. With the rise of Transformer architectures, the Gated Linear Unit \cite{shazeer2020glu} has been revisited and recognized as an efficient and effective enhancement for modern deep learning models.
+% Recent research has increasingly focused on the integration of gating mechanisms into diverse network architectures of different tasks, including gate-MLP \cite{liu2021pay}, Mamba \cite{gu2023mamba} and Llama3 \cite{dubey2024llama}. 
+% While many existing studies provide high-level insights into the functional role of gating mechanisms, there is a notable lack of in-depth analysis of their underlying learning processes.
+% In this work, we conduct a series of experiments combined with solid theoretical analysis to elucidate the roles of gating mechanisms in enhancing the learning of neural networks. 
+% Specifically, we investigate the types of information that gating encourages networks to capture from a frequency perspective.
+
+%Gated-MLP (G-MLP)[] introduced a gating mechanism within the Multi-Layer Perceptron (MLP) layers to efficiently capture dependencies across different spatial regions.
+%sVision-Mamba[] utilizes an adaptive gating function that dynamically regulates the contribution of convolutional and attention layers to balance local features and global dependencies. 
+% Most studies have demonstrated effectiveness on
+%that encouraging the network to learn specific high-frequency information can enhance model performance.
+\noindent {\bf Frequency Learning. } Analyzing neural networks from a frequency perspective has revealed a fundamental learning dynamic known as spectral bias: networks of various types consistently learn simple, low-frequency patterns much faster than complex, high-frequency details \cite{rahaman2019spectral, yin2019fourier, tancik2020fourier}. While initially explored in regression tasks, this bias presents a significant bottleneck for image classification, particularly in lightweight models. Due to their constrained capacity, these models struggle to capture the high-frequency information corresponding to textures and edges, limiting their overall performance. Furthermore, the use of high-frequency components involves a delicate trade-off; while they are critical for accuracy, they can also make models more susceptible to high-frequency noise, impacting robustness \cite{wang2020high}. Crucially, while prior work has adeptly characterized these phenomena, it has largely focused on analysis and diagnosis. A clear gap remains in proposing and studying specific, efficient architectural mechanisms that can actively manage this accuracy-robustness trade-off and explicitly counteract spectral bias within a model's design.
+% \noindent {\bf Frequency Learning. } Understanding the learning dynamics of neural networks from a frequency perspective is an increasingly interesting topic. It has been found that neural networks respond differently to frequency information depending on the tasks.
+% It has been investigated that neural networks tend to learn low-frequency components quickly before fitting the high-frequency ones for regression tasks \cite{yin2019fourier, tancik2020fourier, rahaman2019spectral}.
+% In classification tasks, by investigating how neural networks respond to different frequency components during training, 
+% researchers found that there exists a trade-off between the accuracy and robustness \cite{wang2020high}. NNs can improve the accuracy by learning more from high frequency components but they are also sensitive to high frequency noise which may disturb the training of NNs.  
+% In this paper, we investigate how GLUs optimize the trade-off which drive us to propose a new efficient model design.
+
+\noindent {\bf Lightweight Networks.}  The design of lightweight networks has predominantly followed two streams: pure convolution-based architectures like MobileOne \cite{vasu2023mobileone} and RepVit \cite{wang2024repvit}, and hybrid approaches incorporating self-attention, such as EfficientFormerV2 \cite{li2022efficientformer}. While these lines of work have successfully pushed the frontiers of computational efficiency,
+\begin{wrapfigure}{r}{0.4\textwidth}
+\vspace{-2mm}
+\centering
+ \includegraphics[width=0.9\linewidth]{imgs/variants.pdf}
+ \vspace{-3mm}
+ \caption{Block design of different variants of ResNet18 where $\odot$ represents the element-wise product and $\sigma$ means the activation function. 
+ % In this paper, we investigate GLUs using ReLU6 and GELU as activation functions where corresponding variants can be named as Res18-Gate-ReLU6/GELU.
+ }
+% \vspace{2mm}
+   \label{fig-variants}
+\end{wrapfigure}
+they are built upon operations that are now understood to have a strong intrinsic low-frequency bias \cite{tang2022defects, bai2022improving}. 
+This foundational bias is often exacerbated in the lightweight regime;
+%eventhough convolution-based model may exhibit better 
+the aggressive optimization for fewer parameters and lower FLOPs further restricts a model's capacity to learn essential high-frequency information. 
+Consequently, the current paradigm for efficient network design contains a significant blind spot: it has optimized for computational metrics while largely overlooking the spectral fidelity of the learned representations. 
+This leaves a clear opening for new design principles that explicitly aim to correct this low-frequency bias from the ground up.
+%\subsection{Lightweight Networks}
+% \noindent {\bf Lightweight Networks.} The existing lightweight networks can be categorized into two types: (1) Pure convolution-based networks like MobileOne \cite{vasu2023mobileone}, StarNet\cite{ma2024rewrite} and RepVit\cite{wang2024repvit}; (2) Self-attention-based architectures including EfficientMod\cite{ma2024efficient} and EfficientFormerV2\cite{li2022efficientformer}.  
+% Although existing network designs already achieve promising performance, they still exhibit significant shortcomings from the perspective of the frequency view. 
+% Both convolution and self-attention are learning methods with a low-frequency bias \cite{tang2022defects, bai2022improving}.
+% Furthermore, because compact networks typically focus on minimizing parameters and simplifying model structure, their capacity to capture high-frequency details may be restricted.
+% In this paper, we propose a new competitive and efficient network that demonstrates the effectiveness of learning from higher frequency components.
+%In this paper, we proposed a new competitive efficient network with demonstrating the effectiveness of learning from higher frequency components.
+
+%Most recently, StarNet has included the gated linear unit in its block. However, two 
+%Current lightweight methods are not aware of that there are many default operations in the model making the model tend to learn more from the low-frequency.  
+
+%For example, most existing methods are pure CNN-based architectures  or self-attention-based networks. It has been demonstrated that both convolution layer [] and the self-attention operator [] are learning methods with low-frequency bias. Most recently, 
+%have explored relationship between the robustness and different frequency components by testing the sensitivity to different frequency perturbations, revealing that most NNs are more sensitive to middle-high frequency noise. 
+%The impact of high-frequency components on the robustness of NNs was investigated in [32]. 
+%Most recently,  researchers [] proposed various methods to explore the training dynastic in classifying tasks. 
+%researchers looking 
+%Moreover, [] demonstrates that NNs tend to find different distinctive frequency 
+%[] ana. We study what and how NNs learn in classification,
+

gmnet/project/gmnet_tpami/reference/source/sec/3_analysis.tex

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+
+
+
+
+
+\section{Revisiting Gating Mechanisms from A Frequency View}
+\label{sec:analysis}
+% \begin{wrapfigure}{r}{0.4\textwidth}
+%   \centering
+%   \includegraphics[width=1.0\linewidth]{imgs/variants1.png}
+%    %\includegraphics[width=0.8\linewidth]{egfigure.eps}
+%  \vspace{-3mm}
+%    \caption{Block design of different variants of ResNet18 where $\odot$ represents the element-wise product and $\sigma$ means the activation function. 
+%    In this paper, we investigate GLUs using ReLU6 and GELU as activation functions where corresponding variants can be named as Res18-Gate-ReLU6/GELU.
+%    %Base on the activation function used in Res18-Gate, 
+%    %the variant can be named as Res18-Gate-ReLU or Res18-Gate-GELU.
+%    }
+  
+%    \label{fig-variants}
+% \end{wrapfigure}
+%To better understand how gating mechanisms work, this paper investigates the behavior of a convolutional neural net168 work (CNN) in classification tasks from a frequency perspective.
+% \paragraph{Frequency Decomposition.}
+% To examine spectral characteristics, we first transform the input image $x$ into the frequency domain. Let
+% \begin{equation}
+% z = \mathcal{F}(x),
+% \end{equation}
+% where $\mathcal{F}(\cdot)$ denotes the two-dimensional discrete Fourier transform (DFT). 
+
+% We partition the spectrum into two complementary components based on a predefined cutoff radius $r$. Specifically, the frequency representation $z$ is decomposed into a low-frequency part $z_l$ and a high-frequency part $z_h$, satisfying
+% \begin{equation}
+% z = z_l + z_h, \quad (z_l, z_h) = \Theta(z; r),
+% \end{equation}
+% where $\Theta(\cdot; r)$ represents a radial masking operator that separates spectral coefficients according to their distance from the origin in the frequency plane.
+
+% In this formulation, coefficients located within radius $r$ are assigned to $z_l$, while those outside the radius are assigned to $z_h$. This decomposition enables us to analyze model behaviors under controlled spectral partitions.
+We begin by defining the components associated with different frequency bands and outlining the
+details of our experimental setup.
+With decomposing the raw data $\mathbf{z}$ into the high-frequency part $\mathbf{z}_h$
+and the low-frequency part $\mathbf{z}_l$ where $ \mathbf{z} = \mathbf{z}_h + \mathbf{z}_l$.
+ We partition the spectrum into two complementary components based on a predefined cutoff radius $r$. Specifically, the frequency representation $z$ is decomposed into a low-frequency part $z_l$ and a high-frequency part $z_h$, satisfying
+\begin{equation}
+\label{decompose}
+z = z_l + z_h, \quad (z_l, z_h) = \Theta(z; r),
+\end{equation}
+where $\Theta(\cdot; r)$ represents a radial masking operator that separates spectral coefficients according to their distance from the origin in the frequency plane.
+In this formulation, coefficients located within radius $r$ are assigned to $z_l$, while those outside the radius are assigned to $z_h$. This decomposition enables us to analyze model behaviors under controlled spectral partitions.
+
+
+% Denoting a threshold $r$ and an image $\mathbf{x}$, we have the following equations:
+% \begin{equation}
+% \label{decompose}
+%     \mathbf{z}=\mathcal{F}(\mathbf{x}), \quad \mathbf{z}_{h}, \mathbf{z}_{l} =\theta(\mathbf{z} ; r).
+% \end{equation}
+% Here, $\mathbf{z}=\mathcal{F}(\mathbf{x})$ represents the two-dimensional discrete Fourier transform of the input $\mathbf{x}$. 
+% % The operator $\theta(\cdot; r)$ applies a radial cutoff that partitions $\mathbf{z}$ into low- and high-frequency components, controlled by the radius parameter $r$.
+% where $\mathbf{z}=\mathcal{F}\left(\mathbf{x}\right)$ is the 2D Discrete Fourier Transform of $\mathbf{x}$ and $\theta(·; r)$ denotes a thresholding function that separates
+% the low and high frequency components from $z$ according
+% to a hyperparameter, radius $r$.
+We select three vision backbones including  ResNet-18 \cite{he2016deep}, MobileNetv2 \cite{sandler2018mobilenetv2} and EfficientFormer-v2 \cite{li2023rethinking} as representations to demonstrate the drawbacks of the CNN networks and transformer-based architectures on capturing the high frequency information and how the gating mechanism improve the capability of learning high-frequency components. 
+Modifications to the network blocks of ResNet-18 are depicted in Fig. \ref{fig-variants}.
+%All networks are trained on the CIFAR-10 dataset using CrossEntropyLoss, with the SGD optimizer set to a learning rate of $0.1$, implemented in PyTorch \cite{paszke2019pytorch}.
+ %All experiments in this section utilize ResNet18 \cite{he2016deep} as the backbone, implemented in PyTorch \cite{paszke2019pytorch}. Modifications to the network blocks are depicted in Fig. \ref{fig-variants}. 
+%To deliver a better comparison on high-frequency, the decompositions are also used in the training.
+We evaluate the classification performance on different frequency components of the input images at each training epoch. 
+%Since directly classifying the high-frequency components is hard, the model is also trained with different frequency components. 
+Changes in accuracy over time provide insights into the learning dynamics within the frequency domain \cite{wang2020high}.
+To avoid the occasionality, we calculated the average over three training runs.
+%We begin by defining the components associated with different frequency bands and outlining the details of our experimental setup.
+
+%The classification accuracy on the original data across different models remains comparable. We think analyzing training dynamics becomes more reliable when networks exhibit similar overall performance.
+
+
+
+%All related experiments in this section employ the ResNet18 as the backbone based on PyTorch[]. Different modification on the block can be found in Fig.XX. We train the network on CIFAR-10 with a CrossEntropyLoss and use the Adam as the optimizer with a learning rate of 1e-4. 
+%We test of classifying different frequency components of input images which is defined in Eq. \ref{decompose} for each epoch. The change accuracy can indicate the learning dynamic in the frequency domain []. 
+%Notably, the accuracy of classifying on raw data across different models are close. The study of the training dynamic is more reliable under networks with the similar overall performance.
+%XXX the overall performance of different models are close. It is important to study
+
+\begin{figure*}
+
+   \centering
+    \includegraphics[width=1.0\textwidth]{imgs/res18_r_10.png}
+    %\caption{Comparison among Res18, Res18-Ewp.  Res18-Gate-ReLU and Res18-Gate-GELU.}
+   \vspace{-2mm}
+  \caption{Comparison among Res18, Res18-Ewp, Res18-Gate-ReLU6 and Res18-Gate-GELU. 
+  The $r$ represents the threshold of determining the boundary between low-frequency and high-frequency.
+  We plot the learning curves of Resnet18 and its variants for $100$ epochs, together plotted with the accuracy of different frequency components $\mathbf{z}_i$. We set $r$ to $10$. All curves of $\mathbf{z}$ are from the test set. The legends can be found in the top of the figure. 
+ We also provide more results with different $r$ and different settings in the appendix. }
+  \label{bpgg_resnet}
+\end{figure*}
+
+\subsection{Effect of Element-wise Product}
+
+Inspired by the \textit{convolution theorem}, we first give an insight into why element-wise product can encourage NNs to learn on various frequency components from a frequency view. The convolution theorem states that for two functions $u(x)$ and $v(x)$ with Fourier transforms $U$ and $V$, 
+\begin{equation}
+(u \cdot v)(x) = \mathcal{F}^{-1}(U \ast V),
+\end{equation}
+where $\cdot$ and $\ast$ denote element-wise multiplication and convolution respectively, and $\mathcal{F}$ is the Fourier transform operator defined as $\mathcal{F}[f(t)] = F(\omega) = \int_{-\infty}^{+\infty} f(t)e^{-j\omega t}\,dt$. This indicates that element-wise multiplication in the spatial domain corresponds to convolution in the frequency domain. 
+
+To see its implication more clearly, consider the simplest situation: the self-convolution of a function. If the support set of $\mathcal{F}(\omega)$ is $[-\Omega, \Omega]$, then the support set of $\mathcal{F}\ast \mathcal{F}(\omega)$ will expand to $[-2\Omega, 2\Omega]$. In other words, self-convolution broadens the frequency spectrum. With this enriched frequency content, neural networks have more opportunities to capture and learn from both high-frequency and low-frequency components.
+
+% Inspired by the \textit{convolution theorem}, we first give a theoretical insight of why element-wise product can encourage NNs to learn on various frequency components from a frequency view.
+
+% %we reveal how the element-wise multiplication works from a frequency view.   
+% \begin{theorem}[\textit{Convolution Theorem}]
+% \label{conv}
+%  Consider two functions $u(x)$ and $v(x)$ with their Fourier transforms $U$ and $V$:
+% $${(u\cdot v)}(x) = \mathcal{F}^{-1}(U\ast V),$$
+    
+% \end{theorem}
+% where $\cdot$ and $\ast$ means the element-wise product  and convolution respectively. $\mathcal{F}$ refers to the Fourier transform operator where $\mathcal{F}[f(t)] = F(\omega) =\int_{-\infty}^{+\infty}f(t)e^{-j\omega t}dt$.
+% The convolution theorem indicates that the element-wise multiplication in the spatial domain equals to the convolution operation in the frequency domain. Let's consider the simplest situation which is the self-convolution of a function. Denoting the support set of $\mathcal{F}(\omega)$ is $[-\Omega, \Omega]$, the support set of $\mathcal{F}\ast \mathcal{F}(\omega)$ will be $[-2\Omega, 2\Omega]$. 
+% It means that self-convolution resulting in a broader frequency spectrum. With richer frequency information, NNs have more chances to
+% learn both high-frequency and low-frequency components.
+
+%To verify this insight, we conduct experiments on the Res18 and Res18-Ewp to find the effect of element-wise product. 
+%As shown in Fig. \ref{bp}, the accuracy curve of Res18-Ewp 
+%visibly surpass that of Res18 for decomposed parts in ranges of $(0, r_1)$ and early epochs in ranges of $(r_1, r_2)$. 
+%The results demonstrate that broader spectral ranges enable the network to learn faster and better across multiple frequency components. Empirically, it is usually the lower-frequency components.
+%For example, for $\mathbf{z}_i \in (0, r_1)$) and $\mathbf{z}_i \in (r_1, r_2)$ before epoch $60$, the accuracy curve of Res18-Ewp is visibly above that of Res18.
+%From the performance on very high-frequency components (for $\mathbf{z}_i \in (r_3, +\infty)$), it is evident that neural networks face challenges in directly classifying these components, which are nearly imperceptible to the human eye.
+%The accuracy for very high-frequency components, such as those for $\mathbf{z_i} \in (r_e, +\infty)$, remains consistent and is similar to that of random selection, indicating that these high-frequency components are challenging for the network to learn effectively.
+%However, examining the accuracy curve for components within the range $(r_2, r_3)$ reveals a significant drop in accuracy growth after $40$ epochs compared to the base model. 
+%From the performance on higher-frequency components, we can observe that it is challenging for NNs to classify those components directly which is almost imperceptible to human.
+%It proves that the boarder spectral ranges encourage the network learn faster on multi frequency components, especially of some lower frequencies. The accuracy of very high-frequency e.g. for $\mathbf{z_i} \in (r_e, +\infty)$ shows consistent performance which is same the random selection. That indicates thar very high-frequency components are not be learned easily.
+%However, looking at the curve of components in the range of $(r_2, r_3)$, we can find the growth of accuracy is apparently dropped significantly after the $40$ epochs compared to that of base model. For the accuracy under $20\%$, we regard it as the random selection which means NNs almost cannot learn anything form that frequency range.
+%It indicates that although element-wise product can encourage the model learn faster on some frequency components, newly introduced high-frequencies can become the noise to disturb the effective learning on high-frequencies.
+%Therefore, the activation layer is necessary to regulate the newly generated frequencies, minimizing the impact of high-frequency noise.
+
+\subsection{How Activation Function Works?}
+\label{act_analysis}
+% We begin with a brief mathematical analysis illustrating how the differential properties of activation functions influence the frequency characteristics of GLUs. The \textit{differential properties of the Fourier transform} state that if a function $f(t)$ is continuous in $(-\infty, +\infty)$, then 
+We begin by analyzing how an activation function's smoothness influences the frequency characteristics of the features it produces. 
+There is a well-established principle in Fourier analysis that connects a function's smoothness to the decay rate of its Fourier transform's magnitude. 
+For a function $f(t)$ that is sufficiently smooth (i.e., its $n$-th derivative $f^{(n)}(t)$ exists and is continuous), the magnitude of its Fourier transform, $|F(\omega)|$, is bounded and decays at a rate proportional to $1/|\omega|^n$ 
+for large $\omega$. 
+This is a direct consequence of the differentiation property of the Fourier transform:
+% \begin{equation}
+% \mathcal{F}[f^{\prime}(t)] = j\omega F(\omega),
+% \end{equation}
+% where the notation is consistent with convolution theorem. More generally, if the $n$-th derivative $f^{(n)}(t)$ exists and is continuous, we have
+\begin{equation}
+\label{n-dif}
+\mathcal{F}[f^{(n)}(t)] = (j\omega)^n F(\omega),
+\end{equation}
+This property implies that the smoother a function is (i.e., the more continuous derivatives it has), the more rapidly its high-frequency components decay.
+
+Conversely, functions with discontinuities or sharp "corners" where derivatives are undefined (such as the kink in ReLU-like activations) are known to possess significant high-frequency energy. 
+These sharp features require a broad spectrum of high-frequency sinusoids to be accurately represented. 
+This leads to a Fourier transform that decays much more slowly. 
+For example, a function with a simple discontinuity will have a spectrum that decays only at a rate of $1/|\omega|$. 
+Therefore, we hypothesize that non-smooth activation functions will encourage the network to retain and utilize more high-frequency information compared to their smooth counterparts like GELU and Swish, which is infinitely differentiable.
+% which can be easily proved by mathematical induction. From Eq.~\ref{n-dif}, we can deduce that $|F(\omega)| \leq \frac{C}{|\omega|^n}$, where $C$ is a sufficiently large constant. This implies that if higher-order derivatives exist and are continuous, the high-frequency components of the Fourier transform decay more rapidly at a rate of $|\omega|^n$. Conversely, if higher-order derivatives do not exist or are discontinuous, the decay of the high-frequency components slows down. 
+
+% Notably, for smooth activations such as $\operatorname{GELU}(x)=x \cdot \frac{1}{2}[1+\operatorname{erf}(x / \sqrt{2})]$, the function is infinitely differentiable across the entire real domain, with all orders of derivatives continuous and finite. This continuity and boundedness of higher-order derivatives cause the high-frequency components of the Fourier transform to decay quickly, leading to fewer retained high-frequency components. 
+
+To validate this hypothesis, we conduct an experiment to compare the frequency learning of a representative smooth activation (GELU) against a non-smooth one (ReLU6) within a ResNet18 architecture. 
+As shown in Fig. \ref{bpgg_resnet}, the model using the non-smooth ReLU6 activation consistently outperforms the GELU variant in learning from high-frequency components across different thresholds. 
+This result supports our hypothesis, illustrating a clear practical difference between these two activation types. 
+The superior performance of ReLU6 on high-frequency data suggests that the slow spectral decay associated with non-smooth functions can be beneficial for tasks requiring fine-grained detail.
+Conversely, the GELU variant shows a stronger relative performance on low-frequency components, indicating its suitability for capturing broad, structural patterns. 
+While a more exhaustive study is needed, this experiment provides clear evidence for the link between activation smoothness and a model's spectral learning preferences.
+
+%To validate the above theoretical insights, we conduct experiments on ResNet18 and its variants to examine the impact of gating mechanisms and activation smoothness on frequency learning. As shown in Fig.~\ref{freq_comparison}, the testing curves of the model employing non-smooth activation functions (ReLU6) visibly surpass those of other models under different thresholds, demonstrating superior performance in learning from high-frequency components. This supports the hypothesis that reduced smoothness in the activation function enhances the model's ability to retain high-frequency information. Conversely, the variant using GELU exhibits stronger performance on low-frequency components, reflecting the advantage of smooth activations in modeling low-frequency signals.
+
+%As shown in Fig.X, we apply the full gating structure in the ResNet18. 
+
+% In this paper, we mainly focus on three activation functions ReLU6, GELU and ReLU6 which are mostly used in the current lightweight models
+% based on their properties. 
+% \begin{itemize}
+%    \item Smooth activation: Smooth function means the differential coefficient is continues like GELU and Swish. This type of functions usually tends to produce lower frequency components.
+%    \item Non-smooth activation: Functions like ReLU and ReLU6 have discontinuous derivatives, which can introduce more high-frequency components in gating mechanisms.
+% \end{itemize}
+% Specially, we select GELU and ReLU as representations to reveal how two kinds of activation functions control the new generated  frequencies differently.
+
+% %\subsubsection{Theoretical Demonstrations}
+
+% We begin with a brief mathematical analysis illustrating how the differential properties of activation functions influence the frequency characteristics of GLUs.
+% \begin{theorem}[\textit{Differential Properties of the Fourier Transform}]
+% \label{dpft}
+%     If a function $f(t)$ is continues in $(-\infty, +\infty)$, then
+%     $$\mathcal{F}[f^{\prime}(t)] = j\omega {F}[\omega] $$
+% \end{theorem}
+
+% % \begin{equation}
+% % \mathcal{F}\left[f^{\prime}(t)\right]=\int_{-\infty}^{+\infty} f^{\prime}(t) e^{-j \omega t} dt 
+% % =\left.f(t) e^{-j \omega t}\right|_{-\infty} ^{+\infty}+j \omega \int_{-\infty}^{+\infty} f(t) e^{-j \omega t} d t 
+% % =j \omega \mathcal{F}[f(t)] 
+% % \end{equation}
+% The definitions of the symbols are same to Theorem \ref{conv}. 
+% \begin{lemma}
+%     If $f^{(n)}(t)$ is continues in $(-\infty, +\infty)$, then
+% \begin{equation}
+% \label{n-dif}
+%     \mathcal{F}[f^{(n)}(t)] = (j\omega)^n {F}[\omega], 
+% \end{equation}    
+% \end{lemma}
+% \noindent where $f^{(n)}(t)$ represents the $n$-th derivative of $f(t)$. 
+% The proof of Lemma \ref{n-dif} can be easily obtained by the mathematical induction based on Theorem \ref{dpft}.
+% From Eq. \ref{n-dif}, we can find that $|F(\omega)|\leq \frac{C}{|\omega|^n}$ where $C $ is a sufficiently large constant. 
+% It indicates that if higher-order derivatives exist and are continuous, the high-frequency components of the Fourier transform decay more quickly with a rate of $|\omega|^n$.
+% Conversely, if higher-order derivatives do not exist or are discontinuous, the decay of the high-frequency components of the Fourier transform slows down.
+% Notably, for the smooth activation like $\operatorname{GELU}(x)=x \cdot \frac{1}{2}[1+\operatorname{erf}(x / \sqrt{2})]$, it is infinitely differentiable across the entire real domain, with all orders of derivatives being continuous and finite.
+% The continuity and finite values of higher-order derivatives cause the high-frequency components of the Fourier transform to decay quickly, resulting in fewer high-frequency components. 
+% %On the other hand, discontinuity of higher-order derivatives can lead to generating more high-frequencies. Non-smooth activation may encourage remaining more higher frequency components in the gating mechanism.
+
+
+% %As shown in Fig. \ref{gp}, compared to the model without activation, the complete gating unit (using ReLU) learns better in higher frequency components compared to Res18-Ewp, like in $\mathbf{z}_i \in (r_2, r_3)$. It effectively avoids the disturbance of high-frequency noise. 
+% %Moreover, we have conducted contrast experiments of using different kinds of activation functions. 
+% To validate the above theoretical insights, we conduct experiments on ResNet18 and its variants to examine the impact of gating mechanisms and activation smoothness on frequency learning. 
+% As shown in Fig.~\ref{freq_comparison}, the testing curves of the model employing non-smooth activation functions (ReLU6) shows
+% visibly surpass above the other models with different thresholds.
+% It demonstrate superior performance in learning from high-frequency components. 
+% %As shown in Fig.~\ref{freq_comparison}, the testing curves of the model using the non-smooth activation function (ReLU6) clearly surpass those of the other models, demonstrating superior performance in capturing high-frequency components.
+% This supports the hypothesis that reduced smoothness in the activation function enhances the model's ability to retain high-frequency information.
+% Conversely, the variant using GELU exhibits stronger performance on low-frequency components, reflecting the strength of smooth activations in modeling low-frequency signals. 
+% Furthermore, we observe that improvements in overall classification accuracy closely align with enhanced capability in capturing high-frequency information, underscoring the critical role of frequency-aware design in improving model performance.
+% Also, the performance of Res18-Gate-GELU on $(r_2, r_3)$ which is under $20\%$ also indicates the low-frequency bias for the smooth activation function.
+% Meanwhile, both models show similar learning curve for the lower-frequencies which might be caused by the fast
+% convergence of the model training. 
+% Additionally, as shown in Fig. \ref{bpgg}, GELU and ReLU demonstrate their superiority among the variants in capturing low-frequency and high-frequency components, respectively.  
+% It indicates that the model with a complete gating unit can better capture the information for various ranges of frequency based on their properties.
+% Also, the improvement of the overall accuracy aligns with their performance on increasing capturing the high-frequency information.
+
+%\subsubsubsection{D}
+%\noindent{\bf Discussions.} Different datasets and training strategies may lead to different dynamics which has been addressed in \cite{wang2020high, tang2022defects}. 
+%For the small dataset, the convergence is faster which means NNs can easily capture some certain frequency components and then learning from other frequency components becomes very slow. 
+%Therefore, the generated high-frequency noise has a greater impact on disturbing the learning from high-frequencies. 
+%We will show more evidences and discussions of the difference between various activation functions in ablation studies on a larger dataset.
+%Moreover, from the performance on very high-frequency components (for $\mathbf{z}_i \in (r_3, +\infty)$), it is evident that neural networks face challenges in directly classifying these components, which are nearly imperceptible to the human eye.
+%However, NNs can be sensitive to the perturbation of high-frequency noise \cite{yin2019fourier}. This is also an interesting topic of revealing the robustness of NNs, but it is beyond the scope of this article.
+
+
+%For the point production only model, 
+%we conduct experiments on recording the changes of the accuracy  
+
+

gmnet/project/gmnet_tpami/reference/source/sec/4_experiments.tex

@@ -0,0 +1,325 @@
+
+
+
+\section{Experiments}
+
+\label{sec:experiments}
+
+
+
+In this section, we provide extensive experiments to show
+the superiority of our model and ample ablation studies to
+demonstrate the effectiveness of components of our method.
+
+
+\subsection{Results in Image Classification}
+% {\bf Implementation details.} We perform image classification experiments on the  
+% ImageNet-1K dataset,
+\paragraph{Experimental Setup.}
+We evaluate our models on the ImageNet-1K benchmark using
+\begin{wraptable}{r}{.56\textwidth}
+\vspace{-4mm}
+\caption{Comparison of Efficient Models on ImageNet-1k. Latency is evaluated across various platforms.}
+\vspace{-2mm}
+\label{Main results}
+\centering
+\resizebox{0.55\textwidth}{!}{
+    \begin{tabular}{lccccc}
+        \toprule
+       \multirow{2}{*}{ \textbf{Model}} & \textbf{Top-1} & \textbf{Params} & \textbf{FLOPs} & \multicolumn{2}{c}{\textbf{Latency (ms)}} \\
+      %\multirow{2}{*}{ \textbf{Model}} & \multirow{2}{*}{ \textbf{Top-1 ($\%$)}}& \multirow{2}{*}{\textbf{Params (M)}} & \multirow{2}{*}{\textbf{FLOPs (G)}} & \multicolumn{2}{c}{\textbf{Latency (ms)}} &{\textbf{Input}}\\
+        \cmidrule(lr){5-6}
+        & (\%) & (M) & (G) & \textbf{GPU} & \textbf{Mobile} \\
+        %&  &  &  & \textbf{GPU} & \textbf{Mobile} &\textbf{Size}\\
+        \midrule
+        FasterNet-T0 \cite{chen2023run} & 71.9 & 3.9 & 0.3  & 2.5 & 0.7 \\
+        MobileV2-1.0 \cite{sandler2018mobilenetv2} & 72.0 & 3.4 & 0.3  & 1.7 & 0.9 \\
+        ShuffleV2-1.5 \cite{ma2018shufflenet} & 72.6 & 3.5 & 0.3  & 2.2 & 1.3 \\
+        %Mobileformer-52 & 68.7 & 3.6 & 52  & 8.3 & 26.0 \\
+        EfficientFormerV2-S0 \cite{li2023rethinking} & 73.7 & 3.5 & 0.4 & 2.0 & 0.9 \\
+        MobileNetv4-Conv-S \cite{qin2024mobilenetv4} & 73.8 & 3.8 & 0.2 & 2.2 & 0.9 \\
+         StarNet-S2 \cite{ma2024rewrite} & 74.8 & 3.7 & 0.5 & 1.9 & 0.9 \\
+         LSNet-T \cite{wang2025lsnet} & 74.9 & 11.4 & 0.3 & 2.9 & 1.8 \\
+        \rowcolor{gray!30} GmNet-S1& \textbf{75.5} & 3.7 &0.6  & \textbf{1.6} & 1.0 \\
+        \midrule
+        
+        {EfficientMod-xxs} \cite{ma2024efficient} &76.0 & 4.7 & 0.6 & 2.3 & 18.2 \\
+        Fasternet-T1 \cite{chen2023run} & 76.2 & 7.6 & 0.9  & 2.5  & 1.0 \\
+        EfficientFormer-L1 \cite{li2022efficientformer} & 77.2 & 12.3 & 1.3  & 12.1 & 1.4 \\
+         StarNet-S3 \cite{ma2024rewrite} & 77.3 & 5.8 & 0.7  & 2.3 & 1.1 \\
+          MobileOne-S2 \cite{vasu2023mobileone} & 77.4 & 7.8 & 1.3 & 1.9 & 1.0 \\
+        RepViT-M0.9 \cite{wang2024repvit} & 77.4 & 5.1 & 0.8  & 3.0 & 1.1 \\
+        %EdgeViT-XS \cite{pan2022edgevits} & 77.5 & 6.8 & 1.2  & 3.0 & 1.6 \\ 
+        {EfficientFormerV2-S1} \cite{li2023rethinking}  & 77.9 & 4.5 & 0.7  & 3.4 & 1.1 \\
+       
+        \rowcolor{gray!30} GmNet-S2& \textbf{78.3} & 6.2 & 0.9  & \textbf{1.9} & 1.1 \\
+        \midrule
+        {EfficientMod-xs} \cite{ma2024efficient} &78.3 & 6.6 & 0.8 &2.9 & 22.7 \\
+        
+        
+        %MobileV2-1.4 \cite{sandler2018mobilenetv2} & 74.7 & 6.9 & 0.6  & 1.6 & 1.3 \\
+        %ShuffleV2-2.0 \cite{ma2018shufflenet} & 74.9 & 7.4 & 0.6  & {2.0} & 1.5 \\
+        StarNet-S4 \cite{ma2024rewrite} & 78.4 & 7.5 & 1.1  & 3.3 & 1.1 \\
+        SwiftFormer-S \cite{shaker2023swiftformer} & 78.5 & 6.1 & 1.0 & 3.8 & 1.1 \\
+        RepViT-M1.0 \cite{wang2024repvit} & 78.6 & 6.8 & 1.2  & 3.6 & 1.1 \\
+        UniRepLKNet-F \cite{ding2024unireplknet} & 78.6 & 6.2 & 0.9 & 3.1 & 3.5 \\
+       
+        \rowcolor{gray!30} GmNet-S3& \textbf{79.3} & 7.8 & 1.2  &  {2.1} & 1.3 \\
+        \midrule
+        
+        RepViT-M1.1 \cite{wang2024repvit} & 79.4 & 8.3 & 1.3  & 5.1 & 1.2 \\
+        MobileOne-S4 \cite{vasu2023mobileone} & 79.4 & 14.8 & 2.9 & 2.9 & 1.8 \\
+        FastViT-S12 \cite{vasu2023fastvit} & 79.8 & 8.8 & 1.8  & 5.3 & 1.6 \\
+        %FastViT-SA12 \cite{vasu2023fastvit} & 80.6 & 10.9 & 1.9  & 6.0 & 1.7 \\
+        MobileNetv4-Conv-M \cite{qin2024mobilenetv4} & 79.9 & 9.2 & 1.0 & 9.2 & 1.4 \\
+        LSNet-B \cite{wang2025lsnet} & 80.3 & 23.2 & 1.3 & 6.2 & 3.6 \\
+        EfficientFormerV2-S2 \cite{li2023rethinking} & 80.4 & 12.7 &1.3 & 5.4 & 1.6\\
+        %FastViT-S12  & 80.6 & 8.8 & 226  & 5.1 & 9.4 \\
+        %MobileFormer-508M\\
+        %EdgeViT-S\\
+        
+        %PoolFormer-s12 & 77.2 & 11.9 & 1.8 &11.9& 1.8 \\
+        
+        EfficientMod-s \cite{ma2024efficient} & 81.0 & 12.9 & 1.4 & 4.5 & 35.3 \\
+        RepViT-M1.5 \cite{wang2024repvit} & 81.2 & 14.0 & 2.3 & 6.4 & 1.7 \\
+        
+        LeViT-256 \cite{graham2021levit} & 81.5 & 18.9  & 1.1 & 6.7 & 31.4\\
+        \rowcolor{gray!30} GmNet-S4 & \textbf{81.5} & 17.0 & 2.7  & \textbf{2.9} & 1.9 \\
+        \bottomrule
+    \end{tabular}
+    }
+    \vspace{-5mm}
+\end{wraptable}
+an input resolution of $224 \times 224$ for both training and inference. To construct different GmNet variants, we vary the stage depth, embedding width, and expansion ratio while preserving the overall architectural design. Detailed configurations of each model scale are provided in the appendix.
+All networks are optimized from random initialization for $300$ epochs using the AdamW optimizer with an initial learning rate of $3 \times 10^{-3}$. The global batch size is set to $2048$. Additional training hyperparameters, including data augmentation and regularization settings, are summarized in the supplementary material.
+For latency evaluation, we export the trained PyTorch models to ONNX format and measure inference time on both an NVIDIA A100 GPU and a mobile device (iPhone 14). To ensure fair deployment comparison, the mobile benchmarks are conducted via CoreML conversion. Importantly, no re-parameterization, distillation, or architecture search techniques are applied; all reported results correspond to standard end-to-end training.
+
+\noindent{\bf Compared with the state-of-the-art.} The experimental results are presented in Table \ref{Main results}. 
+Without any strong training strategy, GmNet delivers impressive performance compared to many state-of-the-art lightweight models. 
+With a comparable latency on GPU, GmNet-S1 outperforms MobileV2-1.0 by $3.5\%$. 
+Notably, GmNet-S2 achieves $78.3\%$ with only $1.9$ms on the A100
+ which is a remarkable achievements for the models under 1G FLOPS. 
+GmNet-S3 outperforms RepViT-M1.0 and StarNet-S4 
+by $1.9\%$ and $0.9\%$ in top-1 accuracy with $1.1$ ms and 
+\begin{wrapfigure}{r}{0.4\textwidth}
+\centering
+\vspace{-2mm}
+  \includegraphics[width=0.4\textwidth]{imgs/acc_latency3.pdf}
+  
+    \caption{Trade-off between Top-1 accuracy and latency on A100. 
+    }
+   \label{latency_acc}
+   \vspace{-4mm}
+    %\hfill
+\end{wrapfigure} 
+$1.4$ ms faster on the GPU latency, respectively. The improvements on
+% \setlength{\intextsep}{-2pt}   
+the speed are over $30\%$.
+Additionally, with similar latency, GmNet-S3 delivers a $1.7\%$
+improvement on the accuracy over MobileOne-S4. 
+GmNet-S4 achieves 2x faster compared to RepViT-M1.5 on the GPU and it
+surpasses MobileOne-S4 of $2.1\%$ under the similar latencies of both GPU and Mobile. LeViT-256 \cite{graham2021levit} matches the accuracy of GmNet-S4 but runs twice as slow on a GPU and 16 times slower on an iPhone 14
+%These results clearly demonstrate that pure lightweight CNNs, with efficient architectural designs, can outperform the leading lightweight ViTs on mobile devices.
+The strong performance of GmNet can be largely attributed to the clear insights of gating mechanisms  and simplest architectures.
+Fig. \ref{latency_acc} further illustrates the latency-accuracy trade-off across different models.  
+GmNet variants achieve substantially lower latency compared to related works, while maintaining competitive or superior Top-1 accuracy.
+More comparisons and results can be found in supplementary.
+%Notably, since the distillation has been demonstrated by some existing methods as an effective training strategy for fairness, results are compared with methods trained without the distillation.
+
+
+
+\subsection{Ablation Studies}
+%To evaluate the contribution of each component in our model and provide more evidences on our study on frequency learning, we conducted a series of ablation studies. 
+%\\
+
+
+
+\noindent{\bf More studies on different activation functions.} To further explore the effect of different activation functions, we trained various GmNet-S3 variants
+%only with raw data of 
+on ImageNet-1k.
+%to avoid a heavy computational burden. 
+As illustrated in Fig. \ref{arch-main}, we replaced ReLU6 with GELU, ReLU or remove the activation function. 
+%Considering the higher resolutions of testing images, which implies more complex spectral information,
+To better reflect the differences between different models, 
+we set the radii to a larger range/ 
+%For $ \mathbf{z}_i \in (0, r)$, we recognize it as the low-frequency component while $ \mathbf{z}_i \in (r, +\infty)$ represents the high-frequency component \cite{xu2019frequency, wang2020high}. 
+\begin{wraptable}{r}{.6\textwidth}
+%\vspace{-.2in}
+\caption{The accuracies of classifying the raw data and their low-/high-frequency components under different activation functions on ImageNet-1k. We gradually increase the radii by a step of $12$. This result is the average of five testings. }
+\vspace{1mm}
+\label{eff-act}
+\centering
+\resizebox{0.59\textwidth}{!}{
+\begin{tabular}{lcccccccc}
+        \toprule
+        Activation  & \multicolumn{2}{c}{Identity} & \multicolumn{2}{c}{ReLU} & \multicolumn{2}{c}{GELU} & \multicolumn{2}{c}{ReLU6} \\
+        \midrule
+        Raw data & \multicolumn{2}{c}{70.5} & \multicolumn{2}{c}{78.3} & \multicolumn{2}{c}{78.4} & \multicolumn{2}{c}{79.3} \\
+        \cmidrule(lr){1-1} \cmidrule(lr){2-3} \cmidrule(lr){4-5} \cmidrule(lr){6-7} \cmidrule(lr){8-9}
+        Frequency & Low & High & Low & High & Low & High & Low & High \\
+        \cmidrule(lr){1-1} \cmidrule(lr){2-3} \cmidrule(lr){4-5} \cmidrule(lr){6-7} \cmidrule(lr){8-9}
+        $r = 12$  &9.79 & 12.6  &12.0 &45.9 & 12.7&41.5 & 14.8&{51.7} \\
+        $r = 24$  &  38.1 & 1.7 &38.6 &13.5  &40.0 & 9.4 &41.6&{12.1} \\
+        $r = 36$  & 52.9 & 0.7 &56.2&4.9 &{58.7} & 3.9 & 55.2&4.7 \\
+        $r = 48$  &63.2 & 0.5& 64.5&2.3 & {66.1} & 2.1 & 64.4&2.5 \\
+        $r = 60$  &66.6 & 0.9& 69.4&1.0 & 70.7 & 1.1 & 71.1&1.4 \\
+        \bottomrule
+    \end{tabular}}
+\end{wraptable}
+%This change reduces computational complexity while still capturing the essential spectral properties without requiring further decomposition.
+As shown in the Table. \ref{eff-act}, we can find that, the increases on classifying the high-frequency components are significant comparing models using and not using the activation functions. 
+For example, comparing results of `Identity' and `ReLU' with the improvement of $11\%$ on the raw data, improvement on high-frequencies is over 3 times on average. `GELU' and 'ReLU' shows advances on low-/high- frequency components respectively compared to each other. This aligns with our understanding of how different types of activation functions impact frequency response.
+%On the other hand, the closer performances on low-frequencies between `Identity' and `ReLU'/`GELU' indicate the low-frequency bias of conv-based networks.
+Notably, the closer performance of models with Identity and ReLU/GELU at low frequencies suggests the low-frequency bias of convolution-based networks.
+
+
+
+%of performs better that `ReLU' on low-frequency components especially  when $r=12$.
+
+Moreover, even considering the improvements on the raw data, model using the ReLU6 shows obvious increase on the high-frequency components compared to the model using GELU especially when we set $r$ to $12$, $24$, $36$. 
+Compared to the model with ReLU, ReLU6 is more effective in preventing overfitting to high-frequency components since it has better performance on low-frequencies.
+Considering performances of ReLU, GELU, and ReLU6, we can observe that achieving better performance on high frequencies at the expense of lower frequencies does not necessarily lead to overall improvement, and vice versa.
+To get a better performance on the raw data, it is essential to enhance the model's ability to learn various frequency signals.
+%Also, comparing 'Identity', 'GELU' and 'ReLU6', it can also indicate that learning on the high-frequency components can help the model improve the performance.
+%For our lightweight model, ReLU6 is one of the most effective choices. 
+%However, it does not mean it is suitable for all models and all tasks.
+%In this section, our purpose is to prove a solid and insightful angle to explain the training dynamic of GLUs. 
+%We hope readers can get some enlightenment of designing their own models.
+\\
+
+
+
+\noindent{\bf Comparison with existing methods from the frequency perspective.} As addressed in Table \ref{eff-act}, 
+a model should achieves strong
+performance across different frequency components to deliver a better overall performance.
+However, 
+both pure convolutional architectures and transformers exhibit a low-frequency bias, as discussed in \cite{bai2022improving, tang2022defects}. 
+Therefore, enhancing the performance of a lightweight model depends on its ability to more effectively capture high-frequency information.
+%As shown in Tab. \ref{eff-act}, we can find that it is not necessarily leading to a better overall performance if a model performs better on high-frequencies but worse on low-frequencies (ReLU vs GELU). However, both pure 
+%convolutional  architectures and transformers have a low-frequency biased property  which has been addressed in \cite{bai2022improving, tang2022defects}. 
+%Therefore, the key to improve the performance of a lightweight is related to better capture the high-frequency information. 
+To address the advantages of GmNet on overcoming the low-frequency bias, 
+we test some existing models on different frequency components of different 
+\begin{wraptable}{r}{.6\textwidth}
+% \vspace{-3mm}
+\centering
+     \caption {Comparison with recent methods. We test models on the high-/low-frequency components
+     %with different radii 
+     on the ImageNet-1k. The highest values of each columns are highlighted.}
+     \vspace{-1.5mm}
+\resizebox{0.6\textwidth}{!}{
+    \begin{tabular}{lccccccc}
+        \toprule
+       \multirow{2}{*}{ {Methods}} & {Top-1}  & \multicolumn{2}{c}{$r = 12$}& \multicolumn{2}{c}{$r = 24$}& \multicolumn{2}{c}{$r = 36$} \\
+       %\cmidrule{lr}{3-4} \cmidrule{lr}{5-6} \cmidrule{lr}{7-8}
+        & (\%) & {High}& {Low}& {High}& {Low}& {High}& {Low} \\
+        \midrule
+        
+        MobileOne-S2 \cite{vasu2023mobileone} & 77.4 & 35.0&11.6&6.5&36.9&2.4&53.5\\
+        
+       EfficientMod-xs \cite{ma2024efficient} & 78.3 & 45.4&12.9&9.4&40.6&3.5&54.6 \\ 
+       
+       StarNet-S4 \cite{ma2024rewrite}& 78.4 & 43.3&13.8&9.4&41.3&3.4 &54.8\\
+         GmNet-S3 & \textbf{79.3} & \textbf{51.7} & \textbf{14.8} & \textbf{12.1} & \textbf{41.6} & \textbf{4.7} & \textbf{55.2} \\
+
+        \bottomrule
+    \end{tabular}}
+    \vspace{-3mm}
+    \label{fre-methods}
+\end{wraptable}
+radii. 
+We select three kinds of typical lightweight methods for comparison including pure conv-based model MobileOne-S2 \cite{vasu2023mobileone}, attention-based model EfficientMod-xs \cite{ma2024efficient} and model also employing GLUs-like structure 
+StarNet-S4 \cite{ma2024rewrite}.
+As shown in Table \ref{fre-methods}, accuracies of low-frequency components are close 
+among different models considering the overall performance. 
+However, 
+it shows that GmNet-S3 clearly surpass the other models in high frequency components. For example, GmNet-S3 has a $6.3\%$ improvement compared to EfficientMod-xs when $r = 12$ and $2.7\%$ increase when $r = 24$. 
+ For StarNet, which also uses a GLU-like structure with dual-channel FC, it struggles to effectively emphasize high-frequency signals.
+The simplest GLUs design can achieve a better
+balance between the efficiency and the effectiveness. 
+%Although directly classifying the high-frequency components is very hard to models, it can still help us understanding how the performance improves from a frequency perspective.
+%Moreover, in the supplementary materials, we provide additional comparisons of various methods.  More discussions are provided about the relationship between responses to different frequency components and overall performance.
+\\
+\begin{table*}[t]
+    \centering
+    \caption {Comparison of different GLU designs for GmNet-S3 on ImageNet-1K. Here, LN, DW, and Pool represent layer normalization, depth-wise convolution with a kernel size of 3, and average pooling with a 
+    3×3 window, respectively. We underline all notable scores in classifying the different frequency decompositions. Considering gaps of overall performances, an improvement which is remarkable should exceed $1.0$. This result is the average of five testings.
+    We also provide more variants of GLUs in the supplementary materials. }
+  %  \tabcolsep=0.1cm
+     \vspace{1mm}
+     % \renewcommand{\arraystretch}{0.1}
+     \resizebox{0.99\textwidth}{!}{
+    \begin{tabular}{lccccccccccccc}
+        \toprule
+       \multirow{2}{*}{ {GLUs}} & {Top-1} & {Params} & {GPU} & \multicolumn{2}{c}{$r = 12$}& \multicolumn{2}{c}{$r = 24$}& \multicolumn{2}{c}{$r = 36$}& \multicolumn{2}{c}{$r = 48$}& \multicolumn{2}{c}{$r = 60$}\\
+        %\cmidrule(lr){5-6}\cmidrule(lr){7-8}\cmidrule(lr){9-10}\cmidrule(lr){11-12}\cmidrule(lr){13-14}
+        & (\%) & (M)  & (ms) & {Low} & High & {Low} & High & {Low} & High & {Low} & High & {Low} & High \\
+        \midrule
+        
+        $\sigma(x)\cdot\text{LN}(x)$ & 78.9 & 7.8 & 2.9  & 12.1&47.6&41.6&10.9&56.4&\underline{5.2}&64.7&2.4&69.8&1.2 \\
+        
+       $\sigma(x)\cdot\text{DW}(x)$ & 79.0 & 8.0 & 2.4 & 12.3&49.0&\underline{42.7}&9.6&$\underline{58.1}$&4.6&\underline{65.7}&2.3&\underline{71.2}&1.1 \\
+       
+       {$\sigma( x)\cdot(x-\text{Pool}(x))$} & 78.6 & 7.8 & 2.4 & 14.2&50.1&42.3&10.8&55.8&4.9&63.8&2.7&69.9&1.3 \\
+        $\sigma(x)\cdot\text{FC}(x)$ & 79.2 & 20.2 & 3.6 & 10.8&51.4&39.6&8.7&52.6&4.4&62.9&3.4&69.9&2.4 \\
+         $\sigma(x)\cdot x$ & 79.3 & 7.8 & 2.1  & \underline{14.8} & \underline{51.7} & 41.6 & \underline{12.1}&55.2&4.7&64.4&2.5&71.1&1.4 \\
+        \bottomrule
+    \end{tabular}}
+    \vspace{-3mm}
+    \label{glu-design-main}
+\end{table*}
+
+
+
+
+\noindent{\bf Study on designs of  the GLU.} In GmNet, the gated linear unit adopts the simplest design, which can be defined as $\sigma(x)\cdot x$.
+For comparison, we modify the GLU design and conduct experiments to test performance on raw data as well as on decompositions at different frequency levels.
+%We design the variants with two main objectives: (1) smoothing the introduced frequency components, as in $\sigma(x)\cdot\text{LN}(x)$ and $\sigma(x)\cdot\text{DW}(x)$; (2) introducing more higher-frequency components like $\sigma( x)\cdot(x-\text{Pool}(x))$. LN, DW, and Pool denote layer normalization, depth-wise convolution, and 2D average pooling, respectively.
+As shown in the Table \ref{glu-design-main}, the simplest design achieve the best performance both on effectiveness and efficiency for the overall performance. 
+For the decomposed frequency components, we observe clear differences among various GLU designs. The GLU of $\sigma(x)\cdot x$ demonstrates significantly higher accuracy in classifying high-frequency components.
+For example, for $r = 12$ and $r = 24$, the GLU with $\sigma(x)\cdot x$ shows an improvement of $4.1$ over the LN design and $2.5$ over the DW design. 
+This indicates that the simplest GLU design is already effective at introducing reliable high-frequency components to enhance the model's ability to learn them. 
+Designs aimed at smoothing information show a notable improvement in some low-frequency components. 
+For instance, with similar overall performance, the GLUs using $\sigma(x)\cdot\text{DW}(x)$ and $\sigma(x)\cdot\text{LN}(x)$ achieve better results on low-frequency components when the radii are set to $24$, $36$, and $48$. 
+The model using a linear layer in GLUs offers performance comparable to GmNet-S3 and is adept at learning low-frequency features.
+However, its placement at a high-dimensional stage is problematic. This design choice leads to an excessive number of parameters and a significant increase in latency.
+{Moreover}, depth-wise convolution is more effective than layer normalization in encouraging neural networks to learn from low-frequency components which is also more efficient. 
+For the design with the average pooling, it does not perform better in classifying high-frequency signals. This may be because 
+$x -\text{pool}(x)$ acts as an overly aggressive high-pass filter, which does not retain the original high-frequency signals in $x$ well and instead introduces more high-frequency noise. 
+\\
+
+\noindent{\bf Bandwidths analysis of convolution kernels.} As discussed in the \cite{tang2022defects}, the convolution layer may play roles of 'smoothing' the feature which means it has a low-frequency bias. Experiments on studying weights of the convolution layer is insightful to give more evidences of how GLUs effect the learning of different frequency components \cite{wang2020high, tang2022defects, bai2022improving}. 
+%In there paper, they use the weight map to visualize the change of the kernal which is 
+In this paper, we propose using the bandwidths of convolution kernels to represent their ability of responding to different frequency components. Specifically, a wider bandwidth indicates that the kernel can process a broader range of frequencies, allowing it to capture diverse frequency components simultaneously and thereby preserve rich information from the feature. 
+As illustrated in Figure \ref{bandwidth}, the distributions of the ReLU model suggest that its convolution kernels tend to focus on a narrow range of frequency components leading to relatively lower bandwidths.
+It indirectly reflects an overemphasis on high-frequency components. 
+%This causes the convolution kernels to focus on a narrow range of frequency components, either high or low, leading to relatively lower bandwidths.
+%As a smooth function, the model using GELU activation may tend to capture lower-frequency components compared to the model using ReLU6. 
+%Compared to others, the improved bandwidth distribution of convolution kernels of the model using ReLU6 indicates that GLUs with both GELU and ReLU have a frequency bias while ReLU6 has better generalization in this task.
+%Although the model using GELU performs a better distribution at the beginning , it still suffers from the low-frequency bias and lead to bad performance in the ending block. 
+Although the model using GELU exhibits a better distribution in the top convolutional layers, it still has a low-frequency bias, leading to a distribution shift in the bottom convolutional layers.
+Compared to other activations, the enhanced bandwidth distribution of the model using ReLU6 demonstrates better generalization for this task.
+%encourage the model to better capture various frequency components, 
+The properties of the convolution kernels align with results in Table \ref{eff-act}.
+\\
+
+\begin{figure}[t]
+  \centering
+    \includegraphics[width=0.49\linewidth]{imgs/ke_w_b.png}  
+  \hfill
+    \includegraphics[width=0.49\linewidth]{imgs/ke_w_e.png}
+   %\includegraphics[width=0.8\linewidth]{egfigure.eps}
+   \vspace{-2mm}
+   \caption{The histogram illustrates the distribution of bandwidths of convolution kernels. Bandwidths represents the capability of  a convolution kernel for capturing various frequency information. 
+   We use weights of the convolution layer which under
+   the GLU in the first block (left) and the last block (right) of the GmNet-S3. All modals are trained on the raw data of the ImageNet-1k. In general, the further the distribution shifts to the right, the stronger the convolutional kernel's ability to capture signals of different frequencies.}
+   \vspace{-2mm}
+   \label{bandwidth}
+\end{figure}
+%The details of how to compute the bandwidths can be found in the supplementary. 
+%By computing the frequency responses and calculating the bandwidths of the convolution kernels, we can quantitatively compare two sets of kernels in terms of their ability to capture different frequency information. 
+%This method provides a clear and measurable way to assess and select kernels based on their frequency characteristics, which is crucial in applications such as image processing and signal analysis.
+
+
+
+

gmnet/project/gmnet_tpami/reference/source/sec/5_conclusion.tex

@@ -0,0 +1,41 @@
+
+\section{Conclusion}
+\label{sec:conclusion}
+% {\bf Discussions.} Different datasets and training strategies may lead to different dynamics which has been addressed in \cite{wang2020high, tang2022defects}. 
+% For the small dataset which is used in Sec. \ref{sec:analysis}, the convergence is faster which means NNs can easily capture some certain frequency components and then learning from other frequency components becomes very slow. 
+% Moreover, from the performance on very high-frequency components (for $r > 36$), it is evident that neural networks face challenges in directly classifying these components, which are nearly imperceptible to the human eye.
+% However, NNs can be sensitive to the perturbation of high-frequency noise \cite{yin2019fourier}. This is also an interesting topic of revealing the robustness of NNs, but it is beyond the scope of this article.
+
+% {\bf Limitations.} This work investigates that enhancing high-frequency learning is crucial for improving overall model performance for efficient models. 
+% However, this does not imply that GLUs are a universally optimal solution for all architectures. 
+% Larger models, with higher embedding dimensions and deeper structures, may inherently mitigate low-frequency bias, reducing the relative impact of such gating mechanisms. 
+% In this paper, we focus specifically on efficient networks.
+% Additionally, in architectures with more complex structures, simply replacing the activation function with a GLU may not significantly enhance the model’s ability to capture high-frequency information.
+
+This paper tackled the prevalent low-frequency bias in lightweight networks through a novel frequency-based analysis of gating mechanisms. 
+We found that in a Gated Linear Unit (GLU), element-wise multiplication introduces valuable high-frequency information, while the paired activation function provides crucial control to filter for useful signals over noise. 
+Our resulting model, the Gating Mechanism Network (GmNet), validates this approach by setting a new state-of-the-art in efficient network design. This work demonstrates that a frequency-aware methodology is a promising path toward creating future models that are both  efficient and representationally robust.
+
+
+% \section{Discussion and Conclusion}
+% \label{sec:conclusion}
+% {\bf Discussions.} Different datasets and training strategies may lead to different dynamics which has been addressed in \cite{wang2020high, tang2022defects}. 
+% For the small dataset which is used in Sec. \ref{sec:analysis}, the convergence is faster which means NNs can easily capture some certain frequency components and then learning from other frequency components becomes very slow. 
+% Moreover, from the performance on very high-frequency components (for $r > 36$), it is evident that neural networks face challenges in directly classifying these components, which are nearly imperceptible to the human eye.
+% However, NNs can be sensitive to the perturbation of high-frequency noise \cite{yin2019fourier}. This is also an interesting topic of revealing the robustness of NNs, but it is beyond the scope of this article.
+
+% % {\bf Limitations.} This work investigates that enhancing high-frequency learning is crucial for improving overall model performance for efficient models. 
+% % However, this does not imply that GLUs are a universally optimal solution for all architectures. 
+% % Larger models, with higher embedding dimensions and deeper structures, may inherently mitigate low-frequency bias, reducing the relative impact of such gating mechanisms. 
+% % In this paper, we focus specifically on efficient networks.
+% % Additionally, in architectures with more complex structures, simply replacing the activation function with a GLU may not significantly enhance the model’s ability to capture high-frequency information.
+
+% {\bf Conclusion.} 
+% This paper tackled the prevalent low-frequency bias in lightweight networks through a novel frequency-based analysis of gating mechanisms. 
+% We found that in a Gated Linear Unit (GLU), element-wise multiplication introduces valuable high-frequency information, while the paired activation function provides crucial control to filter for useful signals over noise. 
+% Our resulting model, the Gating Mechanism Network (GmNet), validates this approach by setting a new state-of-the-art in efficient network design. This work demonstrates that a frequency-aware methodology is a promising path toward creating future models that are both  efficient and representationally robust.
+%compared with recent lightweight models. 
+%In the future, we will explore the training
+
+
+%In this paper, we conduct a systematic analysis of how gating mechanisms influence the training dynamics of neural networks from a frequency perspective. Through both theoretical and experimental investigations, we demonstrate how the interplay between element-wise products and activation functions manages the balance of high- and low-frequency components. The element-wise product expands the signal spectrum while introducing some high-frequency noise, while the activation function effectively regulates frequency output based on its intrinsic properties. Building on this in-depth study of gated linear units, we introduce a lightweight model, GmNet, to efficiently harness information across diverse frequency components. GmNet achieves impressive performance, excelling in both effectiveness and efficiency compared to recent lightweight models.

gmnet/project/gmnet_tpami/reference/source/sec/rebuttal_addon.tex

@@ -0,0 +1,31 @@
+
+\noindent{\bf {Contribution breakdown.}} 
+{We show the ablation study of different block designs and adjust the} 
+\begin{wraptable}{r}{.6\textwidth}
+\vspace{-2mm}
+\caption{Contribution breakdown under matched FLOPs and parameters (mean $\pm$ std).}
+\vspace{-1mm}
+\label{contribution_breakdown_main}
+\centering
+\resizebox{0.59\textwidth}{!}{
+\begin{tabular}{l|c|c|c}
+\toprule
+Variant & Params (M) & FLOPs (G) & Top-1 Acc (\%) \\
+\midrule
+Baseline               & 7.82 & 1.24 & 71.5 $\pm$ 0.2 \\
++ 7$\times$7 DWConv   & 7.82 & 1.28 & 78.1 $\pm$ 0.1 \\
++ Gate (Identity)   & 7.82 & 1.24 & 69.2 $\pm$ 0.3 \\
++ Gate (ReLU)       & 7.82 & 1.24 & 78.0 $\pm$ 0.2 \\
++ Gate (GELU)       & 7.82 & 1.24 & 77.9 $\pm$ 0.1 \\
++ Gate (ReLU6)      & 7.82 & 1.24 & \underline{78.5 $\pm$ 0.1} \\
++ ReLU6             & 7.82 & 1.24 & 77.9 $\pm$ 0.1 \\
+Full GmNet             & 7.82 & 1.24 & \textbf{79.2 $\pm$ 0.1} \\
+\bottomrule
+\end{tabular}}
+\vspace{-5mm}
+\end{wraptable}
+{dimensions/number of blocks under strictly matched FLOPs, parameter count, and training settings, and report the mean ± std over three random seeds. We replace the 7×7 dwconv with a linear layer and replace the GLU with a ReLU as the baseline block. The results are shown in Table \ref{contribution_breakdown_main}.
+Overall, Table demonstrates that the performance gains introduced by gating mechanism are distinct improvements beyond what other components alone can offer.}
+
+
+

gmnet/runs/e0_s2_seed0/config_resolved.yaml

@@ -0,0 +1,99 @@
+recipe_id: paper-supplementary-table8-v1
+protocol_id: imagenet-long-v2-audited
+model:
+  variant: s2
+  num_classes: 1000
+  gate_type: relu6_self
+  stem_activation: relu6
+  kernel_size: 7
+  layer_scale: 1.0e-06
+  drop_path_rate: 0.0
+  f12_bn: false
+  projection_bn: true
+  second_dw_bn: false
+data:
+  dataset: imagenet
+  num_classes: 1000
+  train_split: train
+  val_split: val
+  input_size: 224
+  batch_size: 256
+  eval_batch_size: 256
+  workers: 8
+  pin_memory: true
+  persistent_workers: false
+  prefetch_factor: 4
+  interpolation: bicubic
+  train_interpolation: random
+  crop_pct: 0.875
+  mean:
+  - 0.485
+  - 0.456
+  - 0.406
+  std:
+  - 0.229
+  - 0.224
+  - 0.225
+  expected_train_samples: 1281167
+  expected_val_samples: 50000
+  expected_manifest_sha256: bb70bc9f530db6bb24f70e648624b35281bfbc76a57775d589a2e0209dd98661
+  auto_augment: rand-m1-mstd0.5-inc1
+  color_jitter: 0.0
+  hflip: 0.5
+  vflip: 0.0
+  random_erasing: 0.25
+  random_erasing_mode: pixel
+  random_erasing_count: 1
+optimizer:
+  name: adamw
+  lr: 0.003
+  weight_decay: 0.03
+  betas:
+  - 0.9
+  - 0.999
+  eps: 1.0e-08
+  no_weight_decay_patterns:
+  - raw_clip
+scheduler:
+  name: cosine
+  step_unit: epoch
+  cooldown_epochs: 0
+  warmup_epochs: 5
+  warmup_lr: 1.0e-06
+  min_lr: 1.0e-05
+mixup:
+  mixup_alpha: 0.8
+  cutmix_alpha: 0.4
+  prob: 1.0
+  switch_prob: 0.5
+  mode: batch
+train:
+  epochs: 300
+  label_smoothing: 0.1
+  channels_last: false
+  dist_bn: reduce
+  deterministic: false
+  compile: false
+  clip_grad: 0.0
+  log_interval: 50
+  eval_interval: 300
+  fail_on_nonfinite: true
+  strict_resume: true
+  official_validation_policy: final_epoch_only
+  save_best_checkpoint: false
+amp:
+  enabled: false
+  dtype: bfloat16
+wandb:
+  enabled: true
+  project: gmnet-journal
+experiment_id: E0-S2
+runtime:
+  run_name: e0_s2_seed0
+  seed: 0
+  world_size: 8
+  data_root: /tmp/gmnet_data/imagenet-1k
+  data_manifest_sha256: bb70bc9f530db6bb24f70e648624b35281bfbc76a57775d589a2e0209dd98661
+  config_fingerprint: d8e4d82153be1b0b5df8e015b98c58248a273ab8e9514af7b4f865434f1568dd
+  torch: 2.9.0+cu130
+  cuda: '13.0'

gmnet/runs/e0_s2_seed0/config_source.yaml

@@ -0,0 +1,5 @@
+base: ../base/imagenet_paper.yaml
+experiment_id: E0-S2
+model:
+  variant: s2
+  drop_path_rate: 0.0

gmnet/runs/e0_s2_seed0/data_manifest.json

@@ -0,0 +1,29 @@
+{
+  "class_to_idx_sha256": "2312848f9b87eb0d5afd5c3cd09fc3191dadfb5948dc7912639683c2bc5e5f1f",
+  "dataset": "imagenet",
+  "manifest_sha256": "bb70bc9f530db6bb24f70e648624b35281bfbc76a57775d589a2e0209dd98661",
+  "num_classes": 1000,
+  "sample_fingerprint_kind": "relative_path_and_target_plus_sampled_raw_file_bytes",
+  "sample_index_sha256": {
+    "train": "e74104e28ef79fff114e729e81d050a7b4f0c294c4d82345bad13c320d7255b2",
+    "val": "5ed16b5cd3ebd64e90cd7a8380b4e19d4c0d82eedcca3489dfa29313ce88d6f6"
+  },
+  "sampled_content_policy": "first_sample_per_class_up_to_1000",
+  "sampled_content_samples": {
+    "train": 1000,
+    "val": 1000
+  },
+  "sampled_content_sha256": {
+    "train": "dea27b5dbcb5f110ed47c075d473ebd0f6aefc446b45ab1e62d8246f2a153798",
+    "val": "d80a57419bc9396df7c01e29a2b17698c02c3a9a68dc4006a1fe87ef129ed166"
+  },
+  "samples": {
+    "train": 1281167,
+    "val": 50000
+  },
+  "schema_version": 2,
+  "splits": {
+    "train": "train",
+    "val": "val"
+  }
+}

gmnet/runs/e0_s2_seed0/train_attempt_20260713T191455Z_183.log

@@ -0,0 +1,254 @@
+W0713 19:14:56.353000 188 site-packages/torch/distributed/run.py:803] 
+W0713 19:14:56.353000 188 site-packages/torch/distributed/run.py:803] *****************************************
+W0713 19:14:56.353000 188 site-packages/torch/distributed/run.py:803] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. 
+W0713 19:14:56.353000 188 site-packages/torch/distributed/run.py:803] *****************************************
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+        from timm.data import Mixup    from timm.data import Mixup
+from timm.data import Mixup
+
+    from timm.data import Mixup
+ModuleNotFoundErrorModuleNotFoundErrorModuleNotFoundError: No module named 'timm': 
+: No module named 'timm'No module named 'timm'
+
+ModuleNotFoundError: No module named 'timm'
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:15:00.862000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 260 closing signal SIGTERM
+E0713 19:15:00.894000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 258) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:15:02.911000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 280 closing signal SIGTERM
+W0713 19:15:02.911000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 282 closing signal SIGTERM
+W0713 19:15:02.911000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 283 closing signal SIGTERM
+W0713 19:15:02.912000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 284 closing signal SIGTERM
+W0713 19:15:02.912000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 285 closing signal SIGTERM
+W0713 19:15:02.912000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 286 closing signal SIGTERM
+W0713 19:15:02.912000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 287 closing signal SIGTERM
+E0713 19:15:02.977000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 1 (pid: 281) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:15:04.715000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 289 closing signal SIGTERM
+W0713 19:15:04.716000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 290 closing signal SIGTERM
+W0713 19:15:04.716000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 291 closing signal SIGTERM
+W0713 19:15:04.716000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 292 closing signal SIGTERM
+W0713 19:15:04.717000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 293 closing signal SIGTERM
+W0713 19:15:04.717000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 295 closing signal SIGTERM
+W0713 19:15:04.718000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 296 closing signal SIGTERM
+E0713 19:15:04.760000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 5 (pid: 294) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundErrorTraceback (most recent call last):
+: No module named 'timm'
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:15:06.799000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 298 closing signal SIGTERM
+W0713 19:15:06.800000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 299 closing signal SIGTERM
+W0713 19:15:06.800000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 300 closing signal SIGTERM
+W0713 19:15:06.801000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 301 closing signal SIGTERM
+W0713 19:15:06.801000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 303 closing signal SIGTERM
+W0713 19:15:06.801000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 304 closing signal SIGTERM
+W0713 19:15:06.802000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 305 closing signal SIGTERM
+E0713 19:15:06.849000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 4 (pid: 302) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "/usr/local/bin/torchrun", line 6, in <module>
+    sys.exit(main())
+             ^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/elastic/multiprocessing/errors/__init__.py", line 357, in wrapper
+    return f(*args, **kwargs)
+           ^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 936, in main
+    run(args)
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 927, in run
+    elastic_launch(
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 156, in __call__
+    return launch_agent(self._config, self._entrypoint, list(args))
+           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 293, in launch_agent
+    raise ChildFailedError(
+torch.distributed.elastic.multiprocessing.errors.ChildFailedError: 
+============================================================
+gmnet.train FAILED
+------------------------------------------------------------
+Failures:
+  <NO_OTHER_FAILURES>
+------------------------------------------------------------
+Root Cause (first observed failure):
+[0]:
+  time      : 2026-07-13_19:15:06
+  host      : gmnet-e0-s2-s0-worker-0
+  rank      : 4 (local_rank: 4)
+  exitcode  : 1 (pid: 302)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+============================================================

gmnet/runs/e0_s2_seed0/train_attempt_20260713T191534Z_183.log

@@ -0,0 +1,255 @@
+W0713 19:15:35.994000 188 site-packages/torch/distributed/run.py:803] 
+W0713 19:15:35.994000 188 site-packages/torch/distributed/run.py:803] *****************************************
+W0713 19:15:35.994000 188 site-packages/torch/distributed/run.py:803] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. 
+W0713 19:15:35.994000 188 site-packages/torch/distributed/run.py:803] *****************************************
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 198, in _run_module_as_main
+Traceback (most recent call last):
+  File "<frozen runpy>", line 88, in _run_code
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+        from timm.data import Mixupfrom timm.data import Mixup
+
+    from timm.data import Mixup
+ModuleNotFoundErrorModuleNotFoundError: : No module named 'timm'No module named 'timm'ModuleNotFoundError
+
+: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:15:40.237000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 258 closing signal SIGTERM
+W0713 19:15:40.238000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 259 closing signal SIGTERM
+W0713 19:15:40.238000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 260 closing signal SIGTERM
+W0713 19:15:40.238000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 262 closing signal SIGTERM
+W0713 19:15:40.239000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 264 closing signal SIGTERM
+W0713 19:15:40.239000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 265 closing signal SIGTERM
+E0713 19:15:40.303000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 3 (pid: 261) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError:     No module named 'timm'from timm.data import Mixup
+
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:15:42.158000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 269 closing signal SIGTERM
+W0713 19:15:42.159000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 270 closing signal SIGTERM
+W0713 19:15:42.159000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 271 closing signal SIGTERM
+W0713 19:15:42.159000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 272 closing signal SIGTERM
+W0713 19:15:42.159000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 273 closing signal SIGTERM
+W0713 19:15:42.160000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 274 closing signal SIGTERM
+E0713 19:15:42.203000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 267) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:15:43.943000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 278 closing signal SIGTERM
+W0713 19:15:43.943000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 279 closing signal SIGTERM
+W0713 19:15:43.944000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 280 closing signal SIGTERM
+W0713 19:15:43.944000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 282 closing signal SIGTERM
+E0713 19:15:44.008000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 276) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+        from timm.data import Mixupfrom timm.data import Mixup
+
+ModuleNotFoundErrorModuleNotFoundError: : No module named 'timm'No module named 'timm'
+
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:15:45.746000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 285 closing signal SIGTERM
+W0713 19:15:45.746000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 286 closing signal SIGTERM
+W0713 19:15:45.747000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 287 closing signal SIGTERM
+W0713 19:15:45.747000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 289 closing signal SIGTERM
+W0713 19:15:45.747000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 290 closing signal SIGTERM
+W0713 19:15:45.747000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 291 closing signal SIGTERM
+W0713 19:15:45.748000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 292 closing signal SIGTERM
+E0713 19:15:45.788000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 3 (pid: 288) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "/usr/local/bin/torchrun", line 6, in <module>
+    sys.exit(main())
+             ^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/elastic/multiprocessing/errors/__init__.py", line 357, in wrapper
+    return f(*args, **kwargs)
+           ^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 936, in main
+    run(args)
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 927, in run
+    elastic_launch(
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 156, in __call__
+    return launch_agent(self._config, self._entrypoint, list(args))
+           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 293, in launch_agent
+    raise ChildFailedError(
+torch.distributed.elastic.multiprocessing.errors.ChildFailedError: 
+============================================================
+gmnet.train FAILED
+------------------------------------------------------------
+Failures:
+  <NO_OTHER_FAILURES>
+------------------------------------------------------------
+Root Cause (first observed failure):
+[0]:
+  time      : 2026-07-13_19:15:45
+  host      : gmnet-e0-s2-s0-worker-0
+  rank      : 3 (local_rank: 3)
+  exitcode  : 1 (pid: 288)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+============================================================

gmnet/runs/e0_s2_seed0/train_attempt_20260713T191625Z_195.log

@@ -0,0 +1,279 @@
+W0713 19:16:27.039000 200 site-packages/torch/distributed/run.py:803] 
+W0713 19:16:27.039000 200 site-packages/torch/distributed/run.py:803] *****************************************
+W0713 19:16:27.039000 200 site-packages/torch/distributed/run.py:803] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. 
+W0713 19:16:27.039000 200 site-packages/torch/distributed/run.py:803] *****************************************
+Traceback (most recent call last):
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "<frozen runpy>", line 88, in _run_code
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+    from timm.data import Mixup
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'ModuleNotFoundError
+: No module named 'timm'
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:16:31.497000 200 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 272 closing signal SIGTERM
+W0713 19:16:31.497000 200 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 275 closing signal SIGTERM
+W0713 19:16:31.498000 200 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 276 closing signal SIGTERM
+E0713 19:16:31.562000 200 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 270) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:16:33.368000 200 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 279 closing signal SIGTERM
+W0713 19:16:33.368000 200 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 280 closing signal SIGTERM
+W0713 19:16:33.369000 200 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 281 closing signal SIGTERM
+W0713 19:16:33.369000 200 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 282 closing signal SIGTERM
+W0713 19:16:33.369000 200 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 283 closing signal SIGTERM
+W0713 19:16:33.369000 200 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 284 closing signal SIGTERM
+W0713 19:16:33.370000 200 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 285 closing signal SIGTERM
+E0713 19:16:33.434000 200 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 7 (pid: 286) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:16:35.172000 200 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 288 closing signal SIGTERM
+W0713 19:16:35.173000 200 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 289 closing signal SIGTERM
+W0713 19:16:35.173000 200 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 290 closing signal SIGTERM
+W0713 19:16:35.173000 200 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 291 closing signal SIGTERM
+W0713 19:16:35.173000 200 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 292 closing signal SIGTERM
+W0713 19:16:35.174000 200 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 293 closing signal SIGTERM
+W0713 19:16:35.174000 200 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 295 closing signal SIGTERM
+E0713 19:16:35.242000 200 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 6 (pid: 294) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:16:36.980000 200 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 299 closing signal SIGTERM
+W0713 19:16:36.981000 200 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 301 closing signal SIGTERM
+W0713 19:16:36.981000 200 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 303 closing signal SIGTERM
+E0713 19:16:37.045000 200 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 297) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "/usr/local/bin/torchrun", line 6, in <module>
+    sys.exit(main())
+             ^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/elastic/multiprocessing/errors/__init__.py", line 357, in wrapper
+    return f(*args, **kwargs)
+           ^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 936, in main
+    run(args)
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 927, in run
+    elastic_launch(
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 156, in __call__
+    return launch_agent(self._config, self._entrypoint, list(args))
+           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 293, in launch_agent
+    raise ChildFailedError(
+torch.distributed.elastic.multiprocessing.errors.ChildFailedError: 
+============================================================
+gmnet.train FAILED
+------------------------------------------------------------
+Failures:
+[1]:
+  time      : 2026-07-13_19:16:36
+  host      : gmnet-e0-s2-s0-worker-0
+  rank      : 1 (local_rank: 1)
+  exitcode  : 1 (pid: 298)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+[2]:
+  time      : 2026-07-13_19:16:36
+  host      : gmnet-e0-s2-s0-worker-0
+  rank      : 3 (local_rank: 3)
+  exitcode  : 1 (pid: 300)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+[3]:
+  time      : 2026-07-13_19:16:36
+  host      : gmnet-e0-s2-s0-worker-0
+  rank      : 5 (local_rank: 5)
+  exitcode  : 1 (pid: 302)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+[4]:
+  time      : 2026-07-13_19:16:36
+  host      : gmnet-e0-s2-s0-worker-0
+  rank      : 7 (local_rank: 7)
+  exitcode  : 1 (pid: 304)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+------------------------------------------------------------
+Root Cause (first observed failure):
+[0]:
+  time      : 2026-07-13_19:16:36
+  host      : gmnet-e0-s2-s0-worker-0
+  rank      : 0 (local_rank: 0)
+  exitcode  : 1 (pid: 297)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+============================================================

gmnet/runs/e0_s2_seed0/train_attempt_20260713T191732Z_198.log

@@ -0,0 +1,259 @@
+W0713 19:17:33.949000 203 site-packages/torch/distributed/run.py:803] 
+W0713 19:17:33.949000 203 site-packages/torch/distributed/run.py:803] *****************************************
+W0713 19:17:33.949000 203 site-packages/torch/distributed/run.py:803] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. 
+W0713 19:17:33.949000 203 site-packages/torch/distributed/run.py:803] *****************************************
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+    ModuleNotFoundErrorfrom timm.data import Mixup: 
+No module named 'timm'
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+ModuleNotFoundError  File "<frozen runpy>", line 88, in _run_code
+: No module named 'timm'
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:17:38.254000 203 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 275 closing signal SIGTERM
+W0713 19:17:38.254000 203 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 277 closing signal SIGTERM
+E0713 19:17:38.286000 203 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 273) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+        from timm.data import Mixupfrom timm.data import Mixup
+
+ModuleNotFoundErrorModuleNotFoundError: : No module named 'timm'No module named 'timm'
+
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+Traceback (most recent call last):
+ModuleNotFoundError: No module named 'timm'  File "<frozen runpy>", line 198, in _run_module_as_main
+
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:17:40.144000 203 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 282 closing signal SIGTERM
+W0713 19:17:40.145000 203 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 283 closing signal SIGTERM
+W0713 19:17:40.145000 203 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 284 closing signal SIGTERM
+W0713 19:17:40.146000 203 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 285 closing signal SIGTERM
+W0713 19:17:40.146000 203 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 286 closing signal SIGTERM
+W0713 19:17:40.146000 203 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 287 closing signal SIGTERM
+W0713 19:17:40.146000 203 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 289 closing signal SIGTERM
+E0713 19:17:40.185000 203 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 6 (pid: 288) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:17:41.922000 203 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 292 closing signal SIGTERM
+W0713 19:17:41.923000 203 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 294 closing signal SIGTERM
+W0713 19:17:41.923000 203 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 295 closing signal SIGTERM
+W0713 19:17:41.923000 203 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 296 closing signal SIGTERM
+W0713 19:17:41.924000 203 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 297 closing signal SIGTERM
+W0713 19:17:41.924000 203 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 298 closing signal SIGTERM
+E0713 19:17:41.960000 203 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 291) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:17:43.698000 203 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 300 closing signal SIGTERM
+W0713 19:17:43.698000 203 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 301 closing signal SIGTERM
+W0713 19:17:43.698000 203 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 304 closing signal SIGTERM
+W0713 19:17:43.699000 203 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 305 closing signal SIGTERM
+W0713 19:17:43.699000 203 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 306 closing signal SIGTERM
+W0713 19:17:43.699000 203 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 307 closing signal SIGTERM
+E0713 19:17:43.746000 203 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 2 (pid: 302) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "/usr/local/bin/torchrun", line 6, in <module>
+    sys.exit(main())
+             ^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/elastic/multiprocessing/errors/__init__.py", line 357, in wrapper
+    return f(*args, **kwargs)
+           ^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 936, in main
+    run(args)
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 927, in run
+    elastic_launch(
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 156, in __call__
+    return launch_agent(self._config, self._entrypoint, list(args))
+           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 293, in launch_agent
+    raise ChildFailedError(
+torch.distributed.elastic.multiprocessing.errors.ChildFailedError: 
+============================================================
+gmnet.train FAILED
+------------------------------------------------------------
+Failures:
+[1]:
+  time      : 2026-07-13_19:17:43
+  host      : gmnet-e0-s2-s0-worker-0
+  rank      : 3 (local_rank: 3)
+  exitcode  : 1 (pid: 303)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+------------------------------------------------------------
+Root Cause (first observed failure):
+[0]:
+  time      : 2026-07-13_19:17:43
+  host      : gmnet-e0-s2-s0-worker-0
+  rank      : 2 (local_rank: 2)
+  exitcode  : 1 (pid: 302)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+============================================================

gmnet/runs/e0_s2_seed0/train_attempt_20260713T191851Z_183.log

@@ -0,0 +1,258 @@
+W0713 19:18:53.076000 188 site-packages/torch/distributed/run.py:803] 
+W0713 19:18:53.076000 188 site-packages/torch/distributed/run.py:803] *****************************************
+W0713 19:18:53.076000 188 site-packages/torch/distributed/run.py:803] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. 
+W0713 19:18:53.076000 188 site-packages/torch/distributed/run.py:803] *****************************************
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:18:57.274000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 258 closing signal SIGTERM
+W0713 19:18:57.274000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 259 closing signal SIGTERM
+W0713 19:18:57.275000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 260 closing signal SIGTERM
+W0713 19:18:57.275000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 261 closing signal SIGTERM
+W0713 19:18:57.275000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 263 closing signal SIGTERM
+W0713 19:18:57.275000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 264 closing signal SIGTERM
+W0713 19:18:57.276000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 265 closing signal SIGTERM
+E0713 19:18:57.340000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 4 (pid: 262) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:18:59.110000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 267 closing signal SIGTERM
+W0713 19:18:59.110000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 269 closing signal SIGTERM
+W0713 19:18:59.110000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 270 closing signal SIGTERM
+W0713 19:18:59.111000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 271 closing signal SIGTERM
+W0713 19:18:59.111000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 272 closing signal SIGTERM
+W0713 19:18:59.111000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 273 closing signal SIGTERM
+W0713 19:18:59.111000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 274 closing signal SIGTERM
+E0713 19:18:59.183000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 1 (pid: 268) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+        Traceback (most recent call last):
+from timm.data import Mixupfrom timm.data import Mixup
+
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+ModuleNotFoundErrorModuleNotFoundError: No module named 'timm': 
+No module named 'timm'
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:19:00.921000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 277 closing signal SIGTERM
+W0713 19:19:00.921000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 280 closing signal SIGTERM
+W0713 19:19:00.921000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 281 closing signal SIGTERM
+W0713 19:19:00.922000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 282 closing signal SIGTERM
+W0713 19:19:00.922000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 283 closing signal SIGTERM
+E0713 19:19:00.986000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 276) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:19:02.723000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 285 closing signal SIGTERM
+W0713 19:19:02.724000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 286 closing signal SIGTERM
+W0713 19:19:02.724000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 287 closing signal SIGTERM
+W0713 19:19:02.724000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 288 closing signal SIGTERM
+W0713 19:19:02.725000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 290 closing signal SIGTERM
+W0713 19:19:02.725000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 291 closing signal SIGTERM
+W0713 19:19:02.726000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 292 closing signal SIGTERM
+E0713 19:19:02.794000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 4 (pid: 289) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "/usr/local/bin/torchrun", line 6, in <module>
+    sys.exit(main())
+             ^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/elastic/multiprocessing/errors/__init__.py", line 357, in wrapper
+    return f(*args, **kwargs)
+           ^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 936, in main
+    run(args)
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 927, in run
+    elastic_launch(
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 156, in __call__
+    return launch_agent(self._config, self._entrypoint, list(args))
+           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 293, in launch_agent
+    raise ChildFailedError(
+torch.distributed.elastic.multiprocessing.errors.ChildFailedError: 
+============================================================
+gmnet.train FAILED
+------------------------------------------------------------
+Failures:
+  <NO_OTHER_FAILURES>
+------------------------------------------------------------
+Root Cause (first observed failure):
+[0]:
+  time      : 2026-07-13_19:19:02
+  host      : gmnet-e0-s2-s0-worker-0
+  rank      : 4 (local_rank: 4)
+  exitcode  : 1 (pid: 289)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+============================================================

gmnet/runs/e0_s2_seed0/train_attempt_20260713T192101Z_192.log

@@ -0,0 +1,52 @@
+W0713 19:21:02.630000 197 site-packages/torch/distributed/run.py:803] 
+W0713 19:21:02.630000 197 site-packages/torch/distributed/run.py:803] *****************************************
+W0713 19:21:02.630000 197 site-packages/torch/distributed/run.py:803] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. 
+W0713 19:21:02.630000 197 site-packages/torch/distributed/run.py:803] *****************************************
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+    from timm.data import Mixup
+ModuleNotFoundError: ModuleNotFoundErrorNo module named 'timm': 
+No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'

gmnet/runs/e0_s2_seed0/train_attempt_20260714T180412Z_183.log

@@ -0,0 +1,670 @@
+
+*****************************************
+Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. 
+*****************************************
+[Gloo] Rank 0 is connected to 7 peer ranks. Expected number of connected peer ranks is : 7
+[Gloo] Rank 4 is connected to 7 peer ranks. Expected number of connected peer ranks is : 7
+[Gloo] Rank 1 is connected to 7 peer ranks. Expected number of connected peer ranks is : 7
+[Gloo] Rank 2 is connected to 7 peer ranks. Expected number of connected peer ranks is : 7
+[Gloo] Rank 3 is connected to 7 peer ranks. Expected number of connected peer ranks is : 7
+[Gloo] Rank 5 is connected to 7 peer ranks. Expected number of connected peer ranks is : 7
+[Gloo] Rank 6 is connected to 7 peer ranks. Expected number of connected peer ranks is : [Gloo] Rank 7
+7 is connected to 7 peer ranks. Expected number of connected peer ranks is : 7
+gmnet-e0-s2-s0-worker-0:258:258 [0] NCCL INFO NCCL_SOCKET_IFNAME set by environment to eth
+gmnet-e0-s2-s0-worker-0:258:258 [0] NCCL INFO Bootstrap: Using eth0:10.200.242.196<0>
+gmnet-e0-s2-s0-worker-0:258:258 [0] NCCL INFO cudaDriverVersion 13000
+gmnet-e0-s2-s0-worker-0:263:263 [5] NCCL INFO cudaDriverVersion 13000
+gmnet-e0-s2-s0-worker-0:262:262 [4] NCCL INFO cudaDriverVersion 13000
+gmnet-e0-s2-s0-worker-0:264:264 [6] NCCL INFO cudaDriverVersion 13000
+gmnet-e0-s2-s0-worker-0:261:261 [3] NCCL INFO cudaDriverVersion 13000
+gmnet-e0-s2-s0-worker-0:259:259 [1] NCCL INFO cudaDriverVersion 13000
+gmnet-e0-s2-s0-worker-0:265:265 [7] NCCL INFO cudaDriverVersion 13000
+gmnet-e0-s2-s0-worker-0:260:260 [2] NCCL INFO cudaDriverVersion 13000
+gmnet-e0-s2-s0-worker-0:261:261 [3] NCCL INFO NCCL_SOCKET_IFNAME set by environment to eth
+gmnet-e0-s2-s0-worker-0:263:263 [5] NCCL INFO NCCL_SOCKET_IFNAME set by environment to eth
+gmnet-e0-s2-s0-worker-0:261:261 [3] NCCL INFO Bootstrap: Using eth0:10.200.242.196<0>
+gmnet-e0-s2-s0-worker-0:261:261 [3] NCCL INFO NCCL version 2.27.7+cuda13.0
+gmnet-e0-s2-s0-worker-0:262:262 [4] NCCL INFO NCCL_SOCKET_IFNAME set by environment to eth
+gmnet-e0-s2-s0-worker-0:263:263 [5] NCCL INFO Bootstrap: Using eth0:10.200.242.196<0>
+gmnet-e0-s2-s0-worker-0:263:263 [5] NCCL INFO NCCL version 2.27.7+cuda13.0
+gmnet-e0-s2-s0-worker-0:259:259 [1] NCCL INFO NCCL_SOCKET_IFNAME set by environment to eth
+gmnet-e0-s2-s0-worker-0:262:262 [4] NCCL INFO Bootstrap: Using eth0:10.200.242.196<0>
+gmnet-e0-s2-s0-worker-0:262:262 [4] NCCL INFO NCCL version 2.27.7+cuda13.0
+gmnet-e0-s2-s0-worker-0:259:259 [1] NCCL INFO Bootstrap: Using eth0:10.200.242.196<0>
+gmnet-e0-s2-s0-worker-0:258:258 [0] NCCL INFO NCCL version 2.27.7+cuda13.0
+gmnet-e0-s2-s0-worker-0:259:259 [1] NCCL INFO NCCL version 2.27.7+cuda13.0
+gmnet-e0-s2-s0-worker-0:260:260 [2] NCCL INFO NCCL_SOCKET_IFNAME set by environment to eth
+gmnet-e0-s2-s0-worker-0:265:265 [7] NCCL INFO NCCL_SOCKET_IFNAME set by environment to eth
+gmnet-e0-s2-s0-worker-0:260:260 [2] NCCL INFO Bootstrap: Using eth0:10.200.242.196<0>
+gmnet-e0-s2-s0-worker-0:260:260 [2] NCCL INFO NCCL version 2.27.7+cuda13.0
+gmnet-e0-s2-s0-worker-0:265:265 [7] NCCL INFO Bootstrap: Using eth0:10.200.242.196<0>
+gmnet-e0-s2-s0-worker-0:264:264 [6] NCCL INFO NCCL_SOCKET_IFNAME set by environment to eth
+gmnet-e0-s2-s0-worker-0:265:265 [7] NCCL INFO NCCL version 2.27.7+cuda13.0
+gmnet-e0-s2-s0-worker-0:264:264 [6] NCCL INFO Bootstrap: Using eth0:10.200.242.196<0>
+gmnet-e0-s2-s0-worker-0:264:264 [6] NCCL INFO NCCL version 2.27.7+cuda13.0
+gmnet-e0-s2-s0-worker-0:261:261 [3] NCCL INFO Comm config Blocking set to 1
+gmnet-e0-s2-s0-worker-0:259:259 [1] NCCL INFO Comm config Blocking set to 1
+gmnet-e0-s2-s0-worker-0:263:263 [5] NCCL INFO Comm config Blocking set to 1
+gmnet-e0-s2-s0-worker-0:262:262 [4] NCCL INFO Comm config Blocking set to 1
+gmnet-e0-s2-s0-worker-0:260:260 [2] NCCL INFO Comm config Blocking set to 1
+gmnet-e0-s2-s0-worker-0:265:265 [7] NCCL INFO Comm config Blocking set to 1
+gmnet-e0-s2-s0-worker-0:258:258 [0] NCCL INFO Comm config Blocking set to 1
+gmnet-e0-s2-s0-worker-0:264:264 [6] NCCL INFO Comm config Blocking set to 1
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO NET/Plugin: Plugin name set by env to libnccl-net.so
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO NET/Plugin: Plugin name set by env to libnccl-net.so
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO NET/Plugin: Loaded net plugin Libfabric (v10)
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO NET/Plugin: Loaded net plugin Libfabric (v10)
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v10 symbol.
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v10 symbol.
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v9 symbol.
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v9 symbol.
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v8 symbol.
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v8 symbol.
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v7 symbol.
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v7 symbol.
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v6 symbol.
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO Successfully loaded external plugin libnccl-net.so
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v6 symbol.
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO Successfully loaded external plugin libnccl-net.so
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO NET/OFI Initializing aws-ofi-nccl 1.17.1
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO NET/OFI Initializing aws-ofi-nccl 1.17.1
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO NET/OFI Using Libfabric version 2.3
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO NET/OFI Using Libfabric version 2.3
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO NET/OFI Using CUDA driver version 13000 with runtime 13000
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO NET/OFI Using CUDA driver version 13000 with runtime 13000
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO NET/OFI Configuring AWS-specific options
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO NET/OFI Configuring AWS-specific options
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO NET/OFI Setting provider_filter to efa
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO NET/OFI Setting provider_filter to efa
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO NET/OFI Running on p4de.24xlarge platform, topology file /opt/amazon/ofi-nccl/share/aws-ofi-nccl/xml/p4de-24xl-topo.xml
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO NET/OFI Running on p4de.24xlarge platform, topology file /opt/amazon/ofi-nccl/share/aws-ofi-nccl/xml/p4de-24xl-topo.xml
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO NET/OFI Internode latency set at 75.0 us
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO NET/OFI Internode latency set at 75.0 us
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO NET/OFI Using transport protocol SENDRECV (platform set)
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO NET/OFI Using transport protocol SENDRECV (platform set)
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO NET/Plugin: Plugin name set by env to libnccl-net.so
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO NET/Plugin: Loaded net plugin Libfabric (v10)
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v10 symbol.
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v9 symbol.
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v8 symbol.
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v7 symbol.
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v6 symbol.
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO Successfully loaded external plugin libnccl-net.so
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO NET/OFI Initializing aws-ofi-nccl 1.17.1
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO NET/OFI Using Libfabric version 2.3
+
+[2026-07-14 18:04:23] gmnet-e0-s2-s0-worker-0:260:327 [2] int nccl_net_ofi_create_plugin(nccl_net_ofi_plugin_t**):208 NCCL WARN NET/OFI Failed to initialize sendrecv protocol
+
+[2026-07-14 18:04:23] gmnet-e0-s2-s0-worker-0:263:325 [5] int nccl_net_ofi_create_plugin(nccl_net_ofi_plugin_t**):208 NCCL WARN NET/OFI Failed to initialize sendrecv protocol
+
+[2026-07-14 18:04:23] gmnet-e0-s2-s0-worker-0:260:327 [2] int nccl_net_ofi_create_plugin(nccl_net_ofi_plugin_t**):353 NCCL WARN NET/OFI aws-ofi-nccl initialization failed
+
+[2026-07-14 18:04:23] gmnet-e0-s2-s0-worker-0:263:325 [5] int nccl_net_ofi_create_plugin(nccl_net_ofi_plugin_t**):353 NCCL WARN NET/OFI aws-ofi-nccl initialization failed
+
+[2026-07-14 18:04:23] gmnet-e0-s2-s0-worker-0:260:327 [2] ncclResult_t nccl_net_ofi_init_v6(ncclDebugLogger_t):162 NCCL WARN NET/OFI Initializing plugin failed
+
+[2026-07-14 18:04:23] gmnet-e0-s2-s0-worker-0:263:325 [5] ncclResult_t nccl_net_ofi_init_v6(ncclDebugLogger_t):162 NCCL WARN NET/OFI Initializing plugin failed
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO NET/OFI Using CUDA driver version 13000 with runtime 13000
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO NET/OFI Configuring AWS-specific options
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO NET/OFI Setting provider_filter to efa
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO NCCL_SOCKET_IFNAME set by environment to eth
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO NCCL_SOCKET_IFNAME set by environment to eth
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO NET/OFI Running on p4de.24xlarge platform, topology file /opt/amazon/ofi-nccl/share/aws-ofi-nccl/xml/p4de-24xl-topo.xml
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO NET/OFI Internode latency set at 75.0 us
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO NET/OFI Using transport protocol SENDRECV (platform set)
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO NET/IB : No device found.
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO NET/IB : No device found.
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO NET/IB : Using [RO]; OOB eth0:10.200.242.196<0>
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO NET/IB : Using [RO]; OOB eth0:10.200.242.196<0>
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO NCCL_SOCKET_IFNAME set by environment to eth
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO NCCL_SOCKET_IFNAME set by environment to eth
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO NET/Socket : Using [0]eth0:10.200.242.196<0>
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO NET/Socket : Using [0]eth0:10.200.242.196<0>
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO Initialized NET plugin Socket
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO Initialized NET plugin Socket
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO Assigned NET plugin Socket to comm
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO Using network Socket
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO Assigned NET plugin Socket to comm
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO Using network Socket
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO NET/Plugin: Plugin name set by env to libnccl-net.so
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO NET/Plugin: Loaded net plugin Libfabric (v10)
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v10 symbol.
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v9 symbol.
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v8 symbol.
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v7 symbol.
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v6 symbol.
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO Successfully loaded external plugin libnccl-net.so
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO NET/OFI Initializing aws-ofi-nccl 1.17.1
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO NET/OFI Using Libfabric version 2.3
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO NET/Plugin: Plugin name set by env to libnccl-net.so
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO NET/Plugin: Loaded net plugin Libfabric (v10)
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v10 symbol.
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v9 symbol.
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v8 symbol.
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v7 symbol.
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v6 symbol.
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO Successfully loaded external plugin libnccl-net.so
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO NET/OFI Initializing aws-ofi-nccl 1.17.1
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO NET/OFI Using Libfabric version 2.3
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO NET/OFI Using CUDA driver version 13000 with runtime 13000
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO NET/OFI Configuring AWS-specific options
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO NET/OFI Setting provider_filter to efa
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO NET/OFI Running on p4de.24xlarge platform, topology file /opt/amazon/ofi-nccl/share/aws-ofi-nccl/xml/p4de-24xl-topo.xml
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO NET/OFI Internode latency set at 75.0 us
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO NET/OFI Using transport protocol SENDRECV (platform set)
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO NET/OFI Using CUDA driver version 13000 with runtime 13000
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO NET/OFI Configuring AWS-specific options
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO NET/OFI Setting provider_filter to efa
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO NET/OFI Running on p4de.24xlarge platform, topology file /opt/amazon/ofi-nccl/share/aws-ofi-nccl/xml/p4de-24xl-topo.xml
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO NET/OFI Internode latency set at 75.0 us
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO NET/OFI Using transport protocol SENDRECV (platform set)
+
+[2026-07-14 18:04:23] gmnet-e0-s2-s0-worker-0:261:323 [3] int nccl_net_ofi_create_plugin(nccl_net_ofi_plugin_t**):208 NCCL WARN NET/OFI Failed to initialize sendrecv protocol
+
+[2026-07-14 18:04:23] gmnet-e0-s2-s0-worker-0:261:323 [3] int nccl_net_ofi_create_plugin(nccl_net_ofi_plugin_t**):353 NCCL WARN NET/OFI aws-ofi-nccl initialization failed
+
+[2026-07-14 18:04:23] gmnet-e0-s2-s0-worker-0:261:323 [3] ncclResult_t nccl_net_ofi_init_v6(ncclDebugLogger_t):162 NCCL WARN NET/OFI Initializing plugin failed
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO NCCL_SOCKET_IFNAME set by environment to eth
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO NET/Plugin: Plugin name set by env to libnccl-net.so
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO NET/Plugin: Loaded net plugin Libfabric (v10)
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v10 symbol.
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v9 symbol.
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v8 symbol.
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v7 symbol.
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v6 symbol.
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO Successfully loaded external plugin libnccl-net.so
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO NET/OFI Initializing aws-ofi-nccl 1.17.1
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO NET/OFI Using Libfabric version 2.3
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO NET/IB : No device found.
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO NET/IB : Using [RO]; OOB eth0:10.200.242.196<0>
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO NCCL_SOCKET_IFNAME set by environment to eth
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO NET/Socket : Using [0]eth0:10.200.242.196<0>
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO Initialized NET plugin Socket
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO Assigned NET plugin Socket to comm
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO Using network Socket
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO NET/OFI Using CUDA driver version 13000 with runtime 13000
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO NET/OFI Configuring AWS-specific options
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO NET/OFI Setting provider_filter to efa
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO NET/OFI Running on p4de.24xlarge platform, topology file /opt/amazon/ofi-nccl/share/aws-ofi-nccl/xml/p4de-24xl-topo.xml
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO NET/OFI Internode latency set at 75.0 us
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO NET/OFI Using transport protocol SENDRECV (platform set)
+
+[2026-07-14 18:04:23] gmnet-e0-s2-s0-worker-0:259:324 [1] int nccl_net_ofi_create_plugin(nccl_net_ofi_plugin_t**):208 NCCL WARN NET/OFI Failed to initialize sendrecv protocol
+
+[2026-07-14 18:04:23] gmnet-e0-s2-s0-worker-0:259:324 [1] int nccl_net_ofi_create_plugin(nccl_net_ofi_plugin_t**):353 NCCL WARN NET/OFI aws-ofi-nccl initialization failed
+
+[2026-07-14 18:04:23] gmnet-e0-s2-s0-worker-0:259:324 [1] ncclResult_t nccl_net_ofi_init_v6(ncclDebugLogger_t):162 NCCL WARN NET/OFI Initializing plugin failed
+
+[2026-07-14 18:04:23] gmnet-e0-s2-s0-worker-0:265:328 [7] int nccl_net_ofi_create_plugin(nccl_net_ofi_plugin_t**):208 NCCL WARN NET/OFI Failed to initialize sendrecv protocol
+
+[2026-07-14 18:04:23] gmnet-e0-s2-s0-worker-0:265:328 [7] int nccl_net_ofi_create_plugin(nccl_net_ofi_plugin_t**):353 NCCL WARN NET/OFI aws-ofi-nccl initialization failed
+
+[2026-07-14 18:04:23] gmnet-e0-s2-s0-worker-0:265:328 [7] ncclResult_t nccl_net_ofi_init_v6(ncclDebugLogger_t):162 NCCL WARN NET/OFI Initializing plugin failed
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO NCCL_SOCKET_IFNAME set by environment to eth
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO NCCL_SOCKET_IFNAME set by environment to eth
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO NET/IB : No device found.
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO NET/IB : Using [RO]; OOB eth0:10.200.242.196<0>
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO NCCL_SOCKET_IFNAME set by environment to eth
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO NET/IB : No device found.
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO NET/IB : Using [RO]; OOB eth0:10.200.242.196<0>
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO NCCL_SOCKET_IFNAME set by environment to eth
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO NET/Socket : Using [0]eth0:10.200.242.196<0>
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO Initialized NET plugin Socket
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO Assigned NET plugin Socket to comm
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO Using network Socket
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO NET/Socket : Using [0]eth0:10.200.242.196<0>
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO Initialized NET plugin Socket
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO Assigned NET plugin Socket to comm
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO Using network Socket
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO NET/Plugin: Plugin name set by env to libnccl-net.so
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO NET/Plugin: Loaded net plugin Libfabric (v10)
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v10 symbol.
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v9 symbol.
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v8 symbol.
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v7 symbol.
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v6 symbol.
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Successfully loaded external plugin libnccl-net.so
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO NET/OFI Initializing aws-ofi-nccl 1.17.1
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO NET/OFI Using Libfabric version 2.3
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO NET/OFI Using CUDA driver version 13000 with runtime 13000
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO NET/OFI Configuring AWS-specific options
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO NET/OFI Setting provider_filter to efa
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO NET/OFI Running on p4de.24xlarge platform, topology file /opt/amazon/ofi-nccl/share/aws-ofi-nccl/xml/p4de-24xl-topo.xml
+
+[2026-07-14 18:04:23] gmnet-e0-s2-s0-worker-0:264:330 [6] int nccl_net_ofi_create_plugin(nccl_net_ofi_plugin_t**):208 NCCL WARN NET/OFI Failed to initialize sendrecv protocol
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO NET/OFI Internode latency set at 75.0 us
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO NET/OFI Using transport protocol SENDRECV (platform set)
+
+[2026-07-14 18:04:23] gmnet-e0-s2-s0-worker-0:264:330 [6] int nccl_net_ofi_create_plugin(nccl_net_ofi_plugin_t**):353 NCCL WARN NET/OFI aws-ofi-nccl initialization failed
+
+[2026-07-14 18:04:23] gmnet-e0-s2-s0-worker-0:264:330 [6] ncclResult_t nccl_net_ofi_init_v6(ncclDebugLogger_t):162 NCCL WARN NET/OFI Initializing plugin failed
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO NET/Plugin: Plugin name set by env to libnccl-net.so
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO NET/Plugin: Loaded net plugin Libfabric (v10)
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v10 symbol.
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v9 symbol.
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v8 symbol.
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v7 symbol.
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v6 symbol.
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO Successfully loaded external plugin libnccl-net.so
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO NET/OFI Initializing aws-ofi-nccl 1.17.1
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO NET/OFI Using Libfabric version 2.3
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO NCCL_SOCKET_IFNAME set by environment to eth
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO NET/IB : No device found.
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO NET/IB : Using [RO]; OOB eth0:10.200.242.196<0>
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO NCCL_SOCKET_IFNAME set by environment to eth
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO NET/Socket : Using [0]eth0:10.200.242.196<0>
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO Initialized NET plugin Socket
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO Assigned NET plugin Socket to comm
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO Using network Socket
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO NET/OFI Using CUDA driver version 13000 with runtime 13000
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO NET/OFI Configuring AWS-specific options
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO NET/OFI Setting provider_filter to efa
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO NET/OFI Running on p4de.24xlarge platform, topology file /opt/amazon/ofi-nccl/share/aws-ofi-nccl/xml/p4de-24xl-topo.xml
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO NET/OFI Internode latency set at 75.0 us
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO NET/OFI Using transport protocol SENDRECV (platform set)
+
+[2026-07-14 18:04:23] gmnet-e0-s2-s0-worker-0:258:329 [0] int nccl_net_ofi_create_plugin(nccl_net_ofi_plugin_t**):208 NCCL WARN NET/OFI Failed to initialize sendrecv protocol
+
+[2026-07-14 18:04:23] gmnet-e0-s2-s0-worker-0:258:329 [0] int nccl_net_ofi_create_plugin(nccl_net_ofi_plugin_t**):353 NCCL WARN NET/OFI aws-ofi-nccl initialization failed
+
+[2026-07-14 18:04:23] gmnet-e0-s2-s0-worker-0:258:329 [0] ncclResult_t nccl_net_ofi_init_v6(ncclDebugLogger_t):162 NCCL WARN NET/OFI Initializing plugin failed
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO NCCL_SOCKET_IFNAME set by environment to eth
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO NET/IB : No device found.
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO NET/IB : Using [RO]; OOB eth0:10.200.242.196<0>
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO NCCL_SOCKET_IFNAME set by environment to eth
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO NET/Socket : Using [0]eth0:10.200.242.196<0>
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Initialized NET plugin Socket
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Assigned NET plugin Socket to comm
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Using network Socket
+
+[2026-07-14 18:04:23] gmnet-e0-s2-s0-worker-0:262:326 [4] int nccl_net_ofi_create_plugin(nccl_net_ofi_plugin_t**):208 NCCL WARN NET/OFI Failed to initialize sendrecv protocol
+
+[2026-07-14 18:04:23] gmnet-e0-s2-s0-worker-0:262:326 [4] int nccl_net_ofi_create_plugin(nccl_net_ofi_plugin_t**):353 NCCL WARN NET/OFI aws-ofi-nccl initialization failed
+
+[2026-07-14 18:04:23] gmnet-e0-s2-s0-worker-0:262:326 [4] ncclResult_t nccl_net_ofi_init_v6(ncclDebugLogger_t):162 NCCL WARN NET/OFI Initializing plugin failed
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO NCCL_SOCKET_IFNAME set by environment to eth
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO NET/IB : No device found.
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO NET/IB : Using [RO]; OOB eth0:10.200.242.196<0>
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO NCCL_SOCKET_IFNAME set by environment to eth
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO NET/Socket : Using [0]eth0:10.200.242.196<0>
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO Initialized NET plugin Socket
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO Assigned NET plugin Socket to comm
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO Using network Socket
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO ncclCommInitRankConfig comm 0x5592dfa47120 rank 5 nranks 8 cudaDev 5 nvmlDev 5 busId 901d0 commId 0xef11d485a3735542 - Init START
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO ncclCommInitRankConfig comm 0x5558bc148d20 rank 2 nranks 8 cudaDev 2 nvmlDev 2 busId 201c0 commId 0xef11d485a3735542 - Init START
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO ncclCommInitRankConfig comm 0x563edde30d50 rank 6 nranks 8 cudaDev 6 nvmlDev 6 busId a01c0 commId 0xef11d485a3735542 - Init START
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO ncclCommInitRankConfig comm 0x557069d99ee0 rank 3 nranks 8 cudaDev 3 nvmlDev 3 busId 201d0 commId 0xef11d485a3735542 - Init START
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO ncclCommInitRankConfig comm 0x5604fcfe3260 rank 1 nranks 8 cudaDev 1 nvmlDev 1 busId 101d0 commId 0xef11d485a3735542 - Init START
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO RAS client listening socket at ::1<28028>
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO ncclCommInitRankConfig comm 0x560a1afd6560 rank 7 nranks 8 cudaDev 7 nvmlDev 7 busId a01d0 commId 0xef11d485a3735542 - Init START
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO ncclCommInitRankConfig comm 0x55bda5741b40 rank 4 nranks 8 cudaDev 4 nvmlDev 4 busId 901c0 commId 0xef11d485a3735542 - Init START
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO ncclCommInitRankConfig comm 0x555d82280d40 rank 0 nranks 8 cudaDev 0 nvmlDev 0 busId 101c0 commId 0xef11d485a3735542 - Init START
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO RAS client listening socket at ::1<28028>
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO RAS client listening socket at ::1<28028>
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO RAS client listening socket at ::1<28028>
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO RAS client listening socket at ::1<28028>
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO RAS client listening socket at ::1<28028>
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO RAS client listening socket at ::1<28028>
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO RAS client listening socket at ::1<28028>
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO Bootstrap timings total 0.000968 (create 0.000035, send 0.000065, recv 0.000232, ring 0.000253, delay 0.000001)
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO Bootstrap timings total 0.002182 (create 0.000034, send 0.000085, recv 0.000109, ring 0.000128, delay 0.000001)
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO Bootstrap timings total 0.004982 (create 0.000034, send 0.000065, recv 0.004204, ring 0.000286, delay 0.000001)
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO Bootstrap timings total 0.008983 (create 0.000047, send 0.000077, recv 0.004115, ring 0.001517, delay 0.000001)
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO Bootstrap timings total 0.010128 (create 0.000043, send 0.000088, recv 0.001779, ring 0.000258, delay 0.000001)
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Bootstrap timings total 0.000807 (create 0.000032, send 0.000063, recv 0.000223, ring 0.000118, delay 0.000001)
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO Bootstrap timings total 0.008597 (create 0.000039, send 0.000078, recv 0.007404, ring 0.000656, delay 0.000001)
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO Bootstrap timings total 0.001311 (create 0.000033, send 0.000066, recv 0.000664, ring 0.000144, delay 0.000001)
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO Setting affinity for GPU 3 to 0-23,48-71
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO NVLS multicast support is not available on dev 3 (NVLS_NCHANNELS 0)
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO Setting affinity for GPU 2 to 0-23,48-71
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO NVLS multicast support is not available on dev 2 (NVLS_NCHANNELS 0)
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO Setting affinity for GPU 5 to 24-47,72-95
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO NVLS multicast support is not available on dev 5 (NVLS_NCHANNELS 0)
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO Setting affinity for GPU 1 to 0-23,48-71
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO NVLS multicast support is not available on dev 1 (NVLS_NCHANNELS 0)
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO Setting affinity for GPU 7 to 24-47,72-95
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO NVLS multicast support is not available on dev 7 (NVLS_NCHANNELS 0)
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Setting affinity for GPU 0 to 0-23,48-71
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO Setting affinity for GPU 4 to 24-47,72-95
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO NVLS multicast support is not available on dev 0 (NVLS_NCHANNELS 0)
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO NVLS multicast support is not available on dev 4 (NVLS_NCHANNELS 0)
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO Setting affinity for GPU 6 to 24-47,72-95
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO NVLS multicast support is not available on dev 6 (NVLS_NCHANNELS 0)
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO comm 0x5604fcfe3260 rank 1 nRanks 8 nNodes 1 localRanks 8 localRank 1 MNNVL 0
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO comm 0x5558bc148d20 rank 2 nRanks 8 nNodes 1 localRanks 8 localRank 2 MNNVL 0
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO comm 0x555d82280d40 rank 0 nRanks 8 nNodes 1 localRanks 8 localRank 0 MNNVL 0
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO comm 0x560a1afd6560 rank 7 nRanks 8 nNodes 1 localRanks 8 localRank 7 MNNVL 0
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO comm 0x563edde30d50 rank 6 nRanks 8 nNodes 1 localRanks 8 localRank 6 MNNVL 0
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO comm 0x5592dfa47120 rank 5 nRanks 8 nNodes 1 localRanks 8 localRank 5 MNNVL 0
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO comm 0x557069d99ee0 rank 3 nRanks 8 nNodes 1 localRanks 8 localRank 3 MNNVL 0
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO comm 0x55bda5741b40 rank 4 nRanks 8 nNodes 1 localRanks 8 localRank 4 MNNVL 0
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Channel 00/24 : 0 1 2 3 4 5 6 7
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Channel 01/24 : 0 1 2 3 4 5 6 7
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Channel 02/24 : 0 1 2 3 4 5 6 7
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Channel 03/24 : 0 1 2 3 4 5 6 7
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Channel 04/24 : 0 1 2 3 4 5 6 7
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Channel 05/24 : 0 1 2 3 4 5 6 7
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO Trees [0] 2/-1/-1->1->0 [1] 2/-1/-1->1->0 [2] 2/-1/-1->1->0 [3] 2/-1/-1->1->0 [4] 2/-1/-1->1->0 [5] 2/-1/-1->1->0 [6] 2/-1/-1->1->0 [7] 2/-1/-1->1->0 [8] 2/-1/-1->1->0 [9] 2/-1/-1->1->0 [10] 2/-1/-1->1->0 [11] 2/-1/-1->1->0 [12] 2/-1/-1->1->0 [13] 2/-1/-1->1->0 [14] 2/-1/-1->1->0 [15] 2/-1/-1->1->0 [16] 2/-1/-1->1->0 [17] 2/-1/-1->1->0 [18] 2/-1/-1->1->0 [19] 2/-1/-1->1->0 [20] 2/-1/-1->1->0 [21] 2/-1/-1->1->0 [22] 2/-1/-1->1->0 [23] 2/-1/-1->1->0
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Channel 06/24 : 0 1 2 3 4 5 6 7
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Channel 07/24 : 0 1 2 3 4 5 6 7
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Channel 08/24 : 0 1 2 3 4 5 6 7
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO P2P Chunksize set to 524288
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO Trees [0] -1/-1/-1->7->6 [1] -1/-1/-1->7->6 [2] -1/-1/-1->7->6 [3] -1/-1/-1->7->6 [4] -1/-1/-1->7->6 [5] -1/-1/-1->7->6 [6] -1/-1/-1->7->6 [7] -1/-1/-1->7->6 [8] -1/-1/-1->7->6 [9] -1/-1/-1->7->6 [10] -1/-1/-1->7->6 [11] -1/-1/-1->7->6 [12] -1/-1/-1->7->6 [13] -1/-1/-1->7->6 [14] -1/-1/-1->7->6 [15] -1/-1/-1->7->6 [16] -1/-1/-1->7->6 [17] -1/-1/-1->7->6 [18] -1/-1/-1->7->6 [19] -1/-1/-1->7->6 [20] -1/-1/-1->7->6 [21] -1/-1/-1->7->6 [22] -1/-1/-1->7->6 [23] -1/-1/-1->7->6
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Channel 09/24 : 0 1 2 3 4 5 6 7
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Channel 10/24 : 0 1 2 3 4 5 6 7
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO Trees [0] 6/-1/-1->5->4 [1] 6/-1/-1->5->4 [2] 6/-1/-1->5->4 [3] 6/-1/-1->5->4 [4] 6/-1/-1->5->4 [5] 6/-1/-1->5->4 [6] 6/-1/-1->5->4 [7] 6/-1/-1->5->4 [8] 6/-1/-1->5->4 [9] 6/-1/-1->5->4 [10] 6/-1/-1->5->4 [11] 6/-1/-1->5->4 [12] 6/-1/-1->5->4 [13] 6/-1/-1->5->4 [14] 6/-1/-1->5->4 [15] 6/-1/-1->5->4 [16] 6/-1/-1->5->4 [17] 6/-1/-1->5->4 [18] 6/-1/-1->5->4 [19] 6/-1/-1->5->4 [20] 6/-1/-1->5->4 [21] 6/-1/-1->5->4 [22] 6/-1/-1->5->4 [23] 6/-1/-1->5->4
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO P2P Chunksize set to 524288
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Channel 11/24 : 0 1 2 3 4 5 6 7
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Channel 12/24 : 0 1 2 3 4 5 6 7
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO P2P Chunksize set to 524288
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Channel 13/24 : 0 1 2 3 4 5 6 7
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO Trees [0] 3/-1/-1->2->1 [1] 3/-1/-1->2->1 [2] 3/-1/-1->2->1 [3] 3/-1/-1->2->1 [4] 3/-1/-1->2->1 [5] 3/-1/-1->2->1 [6] 3/-1/-1->2->1 [7] 3/-1/-1->2->1 [8] 3/-1/-1->2->1 [9] 3/-1/-1->2->1 [10] 3/-1/-1->2->1 [11] 3/-1/-1->2->1 [12] 3/-1/-1->2->1 [13] 3/-1/-1->2->1 [14] 3/-1/-1->2->1 [15] 3/-1/-1->2->1 [16] 3/-1/-1->2->1 [17] 3/-1/-1->2->1 [18] 3/-1/-1->2->1 [19] 3/-1/-1->2->1 [20] 3/-1/-1->2->1 [21] 3/-1/-1->2->1 [22] 3/-1/-1->2->1 [23] 3/-1/-1->2->1
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Channel 14/24 : 0 1 2 3 4 5 6 7
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Channel 15/24 : 0 1 2 3 4 5 6 7
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO Trees [0] 7/-1/-1->6->5 [1] 7/-1/-1->6->5 [2] 7/-1/-1->6->5 [3] 7/-1/-1->6->5 [4] 7/-1/-1->6->5 [5] 7/-1/-1->6->5 [6] 7/-1/-1->6->5 [7] 7/-1/-1->6->5 [8] 7/-1/-1->6->5 [9] 7/-1/-1->6->5 [10] 7/-1/-1->6->5 [11] 7/-1/-1->6->5 [12] 7/-1/-1->6->5 [13] 7/-1/-1->6->5 [14] 7/-1/-1->6->5 [15] 7/-1/-1->6->5 [16] 7/-1/-1->6->5 [17] 7/-1/-1->6->5 [18] 7/-1/-1->6->5 [19] 7/-1/-1->6->5 [20] 7/-1/-1->6->5 [21] 7/-1/-1->6->5 [22] 7/-1/-1->6->5 [23] 7/-1/-1->6->5
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Channel 16/24 : 0 1 2 3 4 5 6 7
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Channel 17/24 : 0 1 2 3 4 5 6 7
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO P2P Chunksize set to 524288
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Channel 18/24 : 0 1 2 3 4 5 6 7
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Channel 19/24 : 0 1 2 3 4 5 6 7
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO P2P Chunksize set to 524288
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Channel 20/24 : 0 1 2 3 4 5 6 7
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Channel 21/24 : 0 1 2 3 4 5 6 7
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Channel 22/24 : 0 1 2 3 4 5 6 7
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO Trees [0] 4/-1/-1->3->2 [1] 4/-1/-1->3->2 [2] 4/-1/-1->3->2 [3] 4/-1/-1->3->2 [4] 4/-1/-1->3->2 [5] 4/-1/-1->3->2 [6] 4/-1/-1->3->2 [7] 4/-1/-1->3->2 [8] 4/-1/-1->3->2 [9] 4/-1/-1->3->2 [10] 4/-1/-1->3->2 [11] 4/-1/-1->3->2 [12] 4/-1/-1->3->2 [13] 4/-1/-1->3->2 [14] 4/-1/-1->3->2 [15] 4/-1/-1->3->2 [16] 4/-1/-1->3->2 [17] 4/-1/-1->3->2 [18] 4/-1/-1->3->2 [19] 4/-1/-1->3->2 [20] 4/-1/-1->3->2 [21] 4/-1/-1->3->2 [22] 4/-1/-1->3->2 [23] 4/-1/-1->3->2
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Channel 23/24 : 0 1 2 3 4 5 6 7
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO P2P Chunksize set to 524288
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO Trees [0] 5/-1/-1->4->3 [1] 5/-1/-1->4->3 [2] 5/-1/-1->4->3 [3] 5/-1/-1->4->3 [4] 5/-1/-1->4->3 [5] 5/-1/-1->4->3 [6] 5/-1/-1->4->3 [7] 5/-1/-1->4->3 [8] 5/-1/-1->4->3 [9] 5/-1/-1->4->3 [10] 5/-1/-1->4->3 [11] 5/-1/-1->4->3 [12] 5/-1/-1->4->3 [13] 5/-1/-1->4->3 [14] 5/-1/-1->4->3 [15] 5/-1/-1->4->3 [16] 5/-1/-1->4->3 [17] 5/-1/-1->4->3 [18] 5/-1/-1->4->3 [19] 5/-1/-1->4->3 [20] 5/-1/-1->4->3 [21] 5/-1/-1->4->3 [22] 5/-1/-1->4->3 [23] 5/-1/-1->4->3
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Trees [0] 1/-1/-1->0->-1 [1] 1/-1/-1->0->-1 [2] 1/-1/-1->0->-1 [3] 1/-1/-1->0->-1 [4] 1/-1/-1->0->-1 [5] 1/-1/-1->0->-1 [6] 1/-1/-1->0->-1 [7] 1/-1/-1->0->-1 [8] 1/-1/-1->0->-1 [9] 1/-1/-1->0->-1 [10] 1/-1/-1->0->-1 [11] 1/-1/-1->0->-1 [12] 1/-1/-1->0->-1 [13] 1/-1/-1->0->-1 [14] 1/-1/-1->0->-1 [15] 1/-1/-1->0->-1 [16] 1/-1/-1->0->-1 [17] 1/-1/-1->0->-1 [18] 1/-1/-1->0->-1 [19] 1/-1/-1->0->-1 [20] 1/-1/-1->0->-1 [21] 1/-1/-1->0->-1 [22] 1/-1/-1->0->-1 [23] 1/-1/-1->0->-1
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO P2P Chunksize set to 524288
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO P2P Chunksize set to 524288
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO PROFILER/Plugin: Could not find: libnccl-profiler.so. 
+gmnet-e0-s2-s0-worker-0:262:339 [4] NCCL INFO [Proxy Service] Device 4 CPU core 82
+gmnet-e0-s2-s0-worker-0:262:340 [4] NCCL INFO [Proxy Service UDS] Device 4 CPU core 37
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO PROFILER/Plugin: Could not find: libnccl-profiler.so. 
+gmnet-e0-s2-s0-worker-0:259:341 [1] NCCL INFO [Proxy Service] Device 1 CPU core 65
+gmnet-e0-s2-s0-worker-0:259:342 [1] NCCL INFO [Proxy Service UDS] Device 1 CPU core 20
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO PROFILER/Plugin: Could not find: libnccl-profiler.so. 
+gmnet-e0-s2-s0-worker-0:265:344 [7] NCCL INFO [Proxy Service UDS] Device 7 CPU core 42
+gmnet-e0-s2-s0-worker-0:265:343 [7] NCCL INFO [Proxy Service] Device 7 CPU core 86
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO PROFILER/Plugin: Could not find: libnccl-profiler.so. 
+gmnet-e0-s2-s0-worker-0:264:345 [6] NCCL INFO [Proxy Service] Device 6 CPU core 43
+gmnet-e0-s2-s0-worker-0:264:346 [6] NCCL INFO [Proxy Service UDS] Device 6 CPU core 45
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO PROFILER/Plugin: Could not find: libnccl-profiler.so. 
+gmnet-e0-s2-s0-worker-0:263:347 [5] NCCL INFO [Proxy Service] Device 5 CPU core 35
+gmnet-e0-s2-s0-worker-0:263:348 [5] NCCL INFO [Proxy Service UDS] Device 5 CPU core 88
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO PROFILER/Plugin: Could not find: libnccl-profiler.so. 
+gmnet-e0-s2-s0-worker-0:261:350 [3] NCCL INFO [Proxy Service UDS] Device 3 CPU core 5
+gmnet-e0-s2-s0-worker-0:261:349 [3] NCCL INFO [Proxy Service] Device 3 CPU core 7
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO PROFILER/Plugin: Could not find: libnccl-profiler.so. 
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Check P2P Type isAllDirectP2p 1 directMode 0
+gmnet-e0-s2-s0-worker-0:258:352 [0] NCCL INFO [Proxy Service UDS] Device 0 CPU core 71
+gmnet-e0-s2-s0-worker-0:258:351 [0] NCCL INFO [Proxy Service] Device 0 CPU core 66
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO PROFILER/Plugin: Could not find: libnccl-profiler.so. 
+gmnet-e0-s2-s0-worker-0:260:353 [2] NCCL INFO [Proxy Service] Device 2 CPU core 4
+gmnet-e0-s2-s0-worker-0:260:354 [2] NCCL INFO [Proxy Service UDS] Device 2 CPU core 8
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO threadThresholds 8/8/64 | 64/8/64 | 512 | 512
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO 24 coll channels, 24 collnet channels, 0 nvls channels, 32 p2p channels, 32 p2p channels per peer
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO threadThresholds 8/8/64 | 64/8/64 | 512 | 512
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO 24 coll channels, 24 collnet channels, 0 nvls channels, 32 p2p channels, 32 p2p channels per peer
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO threadThresholds 8/8/64 | 64/8/64 | 512 | 512
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO 24 coll channels, 24 collnet channels, 0 nvls channels, 32 p2p channels, 32 p2p channels per peer
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO threadThresholds 8/8/64 | 64/8/64 | 512 | 512
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO 24 coll channels, 24 collnet channels, 0 nvls channels, 32 p2p channels, 32 p2p channels per peer
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO threadThresholds 8/8/64 | 64/8/64 | 512 | 512
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO 24 coll channels, 24 collnet channels, 0 nvls channels, 32 p2p channels, 32 p2p channels per peer
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO threadThresholds 8/8/64 | 64/8/64 | 512 | 512
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO 24 coll channels, 24 collnet channels, 0 nvls channels, 32 p2p channels, 32 p2p channels per peer
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO CC Off, workFifoBytes 1048576
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO threadThresholds 8/8/64 | 64/8/64 | 512 | 512
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO 24 coll channels, 24 collnet channels, 0 nvls channels, 32 p2p channels, 32 p2p channels per peer
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO threadThresholds 8/8/64 | 64/8/64 | 512 | 512
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO 24 coll channels, 24 collnet channels, 0 nvls channels, 32 p2p channels, 32 p2p channels per peer
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO TUNER/Plugin: Could not find: libnccl-tuner.so. Using internal tuner plugin.
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO TUNER/Plugin: Could not find: libnccl-tuner.so. Using internal tuner plugin.
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO TUNER/Plugin: Could not find: libnccl-tuner.so. Using internal tuner plugin.
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO TUNER/Plugin: Failed to find ncclTunerPlugin_v4 symbol.
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO TUNER/Plugin: Failed to find ncclTunerPlugin_v4 symbol.
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO TUNER/Plugin: Using tuner plugin nccl_ofi_tuner
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO TUNER/Plugin: Using tuner plugin nccl_ofi_tuner
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO TUNER/Plugin: Failed to find ncclTunerPlugin_v4 symbol.
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO TUNER/Plugin: Using tuner plugin nccl_ofi_tuner
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO NET/OFI NCCL_OFI_TUNER is not available for platform : p4de.24xlarge, Fall back to NCCL's tuner
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO NET/OFI NCCL_OFI_TUNER is not available for platform : p4de.24xlarge, Fall back to NCCL's tuner
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO NET/OFI NCCL_OFI_TUNER is not available for platform : p4de.24xlarge, Fall back to NCCL's tuner
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO TUNER/Plugin: Could not find: libnccl-tuner.so. Using internal tuner plugin.
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO ncclCommInitRankConfig comm 0x5592dfa47120 rank 5 nranks 8 cudaDev 5 nvmlDev 5 busId 901d0 commId 0xef11d485a3735542 - Init COMPLETE
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO ncclCommInitRankConfig comm 0x560a1afd6560 rank 7 nranks 8 cudaDev 7 nvmlDev 7 busId a01d0 commId 0xef11d485a3735542 - Init COMPLETE
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO ncclCommInitRankConfig comm 0x55bda5741b40 rank 4 nranks 8 cudaDev 4 nvmlDev 4 busId 901c0 commId 0xef11d485a3735542 - Init COMPLETE
+gmnet-e0-s2-s0-worker-0:263:325 [5] NCCL INFO Init timings - ncclCommInitRankConfig: rank 5 nranks 8 total 0.47 (kernels 0.17, alloc 0.16, bootstrap 0.01, allgathers 0.00, topo 0.03, graphs 0.00, connections 0.06, rest 0.03)
+gmnet-e0-s2-s0-worker-0:265:328 [7] NCCL INFO Init timings - ncclCommInitRankConfig: rank 7 nranks 8 total 0.47 (kernels 0.18, alloc 0.17, bootstrap 0.00, allgathers 0.00, topo 0.03, graphs 0.00, connections 0.06, rest 0.02)
+gmnet-e0-s2-s0-worker-0:262:326 [4] NCCL INFO Init timings - ncclCommInitRankConfig: rank 4 nranks 8 total 0.47 (kernels 0.18, alloc 0.16, bootstrap 0.00, allgathers 0.00, topo 0.03, graphs 0.00, connections 0.06, rest 0.02)
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO TUNER/Plugin: Could not find: libnccl-tuner.so. Using internal tuner plugin.
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO TUNER/Plugin: Failed to find ncclTunerPlugin_v4 symbol.
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO TUNER/Plugin: Using tuner plugin nccl_ofi_tuner
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO TUNER/Plugin: Could not find: libnccl-tuner.so. Using internal tuner plugin.
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO NET/OFI NCCL_OFI_TUNER is not available for platform : p4de.24xlarge, Fall back to NCCL's tuner
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO TUNER/Plugin: Failed to find ncclTunerPlugin_v4 symbol.
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO TUNER/Plugin: Using tuner plugin nccl_ofi_tuner
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO ncclCommInitRankConfig comm 0x5604fcfe3260 rank 1 nranks 8 cudaDev 1 nvmlDev 1 busId 101d0 commId 0xef11d485a3735542 - Init COMPLETE
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO NET/OFI NCCL_OFI_TUNER is not available for platform : p4de.24xlarge, Fall back to NCCL's tuner
+gmnet-e0-s2-s0-worker-0:259:324 [1] NCCL INFO Init timings - ncclCommInitRankConfig: rank 1 nranks 8 total 0.47 (kernels 0.18, alloc 0.17, bootstrap 0.00, allgathers 0.00, topo 0.03, graphs 0.00, connections 0.06, rest 0.02)
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO TUNER/Plugin: Failed to find ncclTunerPlugin_v4 symbol.
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO ncclCommInitRankConfig comm 0x555d82280d40 rank 0 nranks 8 cudaDev 0 nvmlDev 0 busId 101c0 commId 0xef11d485a3735542 - Init COMPLETE
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO TUNER/Plugin: Using tuner plugin nccl_ofi_tuner
+gmnet-e0-s2-s0-worker-0:258:329 [0] NCCL INFO Init timings - ncclCommInitRankConfig: rank 0 nranks 8 total 0.47 (kernels 0.18, alloc 0.16, bootstrap 0.00, allgathers 0.00, topo 0.03, graphs 0.00, connections 0.06, rest 0.03)
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO NET/OFI NCCL_OFI_TUNER is not available for platform : p4de.24xlarge, Fall back to NCCL's tuner
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO ncclCommInitRankConfig comm 0x563edde30d50 rank 6 nranks 8 cudaDev 6 nvmlDev 6 busId a01c0 commId 0xef11d485a3735542 - Init COMPLETE
+gmnet-e0-s2-s0-worker-0:264:330 [6] NCCL INFO Init timings - ncclCommInitRankConfig: rank 6 nranks 8 total 0.47 (kernels 0.18, alloc 0.16, bootstrap 0.01, allgathers 0.00, topo 0.03, graphs 0.00, connections 0.06, rest 0.03)
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO TUNER/Plugin: Could not find: libnccl-tuner.so. Using internal tuner plugin.
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO TUNER/Plugin: Could not find: libnccl-tuner.so. Using internal tuner plugin.
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO TUNER/Plugin: Failed to find ncclTunerPlugin_v4 symbol.
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO TUNER/Plugin: Using tuner plugin nccl_ofi_tuner
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO TUNER/Plugin: Failed to find ncclTunerPlugin_v4 symbol.
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO NET/OFI NCCL_OFI_TUNER is not available for platform : p4de.24xlarge, Fall back to NCCL's tuner
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO TUNER/Plugin: Using tuner plugin nccl_ofi_tuner
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO ncclCommInitRankConfig comm 0x5558bc148d20 rank 2 nranks 8 cudaDev 2 nvmlDev 2 busId 201c0 commId 0xef11d485a3735542 - Init COMPLETE
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO NET/OFI NCCL_OFI_TUNER is not available for platform : p4de.24xlarge, Fall back to NCCL's tuner
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO ncclCommInitRankConfig comm 0x557069d99ee0 rank 3 nranks 8 cudaDev 3 nvmlDev 3 busId 201d0 commId 0xef11d485a3735542 - Init COMPLETE
+gmnet-e0-s2-s0-worker-0:260:327 [2] NCCL INFO Init timings - ncclCommInitRankConfig: rank 2 nranks 8 total 0.47 (kernels 0.17, alloc 0.17, bootstrap 0.01, allgathers 0.00, topo 0.03, graphs 0.00, connections 0.06, rest 0.03)
+gmnet-e0-s2-s0-worker-0:261:323 [3] NCCL INFO Init timings - ncclCommInitRankConfig: rank 3 nranks 8 total 0.47 (kernels 0.18, alloc 0.17, bootstrap 0.00, allgathers 0.00, topo 0.03, graphs 0.00, connections 0.06, rest 0.03)
+gmnet-e0-s2-s0-worker-0:264:361 [6] NCCL INFO Channel 00/0 : 6[6] -> 7[7] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:264:361 [6] NCCL INFO Channel 01/0 : 6[6] -> 7[7] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:259:355 [1] NCCL INFO Channel 00/0 : 1[1] -> 2[2] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:265:357 [7] NCCL INFO Channel 00/0 : 7[7] -> 0[0] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:264:361 [6] NCCL INFO Channel 02/0 : 6[6] -> 7[7] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:259:355 [1] NCCL INFO Channel 01/0 : 1[1] -> 2[2] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:265:357 [7] NCCL INFO Channel 01/0 : 7[7] -> 0[0] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:259:355 [1] NCCL INFO Channel 02/0 : 1[1] -> 2[2] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:261:360 [3] NCCL INFO Channel 00/0 : 3[3] -> 4[4] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:262:358 [4] NCCL INFO Channel 00/0 : 4[4] -> 5[5] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:263:356 [5] NCCL INFO Channel 00/0 : 5[5] -> 6[6] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:263:356 [5] NCCL INFO Channel 01/0 : 5[5] -> 6[6] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:264:361 [6] NCCL INFO Channel 03/0 : 6[6] -> 7[7] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:262:358 [4] NCCL INFO Channel 01/0 : 4[4] -> 5[5] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:259:355 [1] NCCL INFO Channel 03/0 : 1[1] -> 2[2] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:261:360 [3] NCCL INFO Channel 01/0 : 3[3] -> 4[4] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:261:360 [3] NCCL INFO Channel 02/0 : 3[3] -> 4[4] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:262:358 [4] NCCL INFO Channel 02/0 : 4[4] -> 5[5] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:259:355 [1] NCCL INFO Channel 04/0 : 1[1] -> 2[2] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:265:357 [7] NCCL INFO Channel 02/0 : 7[7] -> 0[0] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:260:362 [2] NCCL INFO Channel 00/0 : 2[2] -> 3[3] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:263:356 [5] NCCL INFO Channel 02/0 : 5[5] -> 6[6] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:263:356 [5] NCCL INFO Channel 03/0 : 5[5] -> 6[6] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:264:361 [6] NCCL INFO Channel 04/0 : 6[6] -> 7[7] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:260:362 [2] NCCL INFO Channel 01/0 : 2[2] -> 3[3] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:265:357 [7] NCCL INFO Channel 03/0 : 7[7] -> 0[0] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:259:355 [1] NCCL INFO Channel 05/0 : 1[1] -> 2[2] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:259:355 [1] NCCL INFO Channel 06/0 : 1[1] -> 2[2] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:261:360 [3] NCCL INFO Channel 03/0 : 3[3] -> 4[4] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:263:356 [5] NCCL INFO Channel 04/0 : 5[5] -> 6[6] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:260:362 [2] NCCL INFO Channel 02/0 : 2[2] -> 3[3] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:258:359 [0] NCCL INFO Channel 00/0 : 0[0] -> 1[1] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:265:357 [7] NCCL INFO Channel 04/0 : 7[7] -> 0[0] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:265:357 [7] NCCL INFO Channel 05/0 : 7[7] -> 0[0] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:262:358 [4] NCCL INFO Channel 03/0 : 4[4] -> 5[5] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:264:361 [6] NCCL INFO Channel 05/0 : 6[6] -> 7[7] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:260:362 [2] NCCL INFO Channel 03/0 : 2[2] -> 3[3] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:263:356 [5] NCCL INFO Channel 05/0 : 5[5] -> 6[6] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:258:359 [0] NCCL INFO Channel 01/0 : 0[0] -> 1[1] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:259:355 [1] NCCL INFO Channel 07/0 : 1[1] -> 2[2] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:264:361 [6] NCCL INFO Channel 06/0 : 6[6] -> 7[7] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:258:359 [0] NCCL INFO Channel 02/0 : 0[0] -> 1[1] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:260:362 [2] NCCL INFO Channel 04/0 : 2[2] -> 3[3] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:263:356 [5] NCCL INFO Channel 06/0 : 5[5] -> 6[6] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:265:357 [7] NCCL INFO Channel 06/0 : 7[7] -> 0[0] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:260:362 [2] NCCL INFO Channel 05/0 : 2[2] -> 3[3] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:262:358 [4] NCCL INFO Channel 04/0 : 4[4] -> 5[5] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:261:360 [3] NCCL INFO Channel 04/0 : 3[3] -> 4[4] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:263:356 [5] NCCL INFO Channel 07/0 : 5[5] -> 6[6] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:258:359 [0] NCCL INFO Channel 03/0 : 0[0] -> 1[1] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:264:361 [6] NCCL INFO Channel 07/0 : 6[6] -> 7[7] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:259:355 [1] NCCL INFO Channel 08/0 : 1[1] -> 2[2] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:262:358 [4] NCCL INFO Channel 05/0 : 4[4] -> 5[5] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:261:360 [3] NCCL INFO Channel 05/0 : 3[3] -> 4[4] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:258:359 [0] NCCL INFO Channel 04/0 : 0[0] -> 1[1] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:264:361 [6] NCCL INFO Channel 08/0 : 6[6] -> 7[7] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:263:356 [5] NCCL INFO Channel 08/0 : 5[5] -> 6[6] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:263:356 [5] NCCL INFO Channel 09/0 : 5[5] -> 6[6] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:265:357 [7] NCCL INFO Channel 07/0 : 7[7] -> 0[0] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:260:362 [2] NCCL INFO Channel 06/0 : 2[2] -> 3[3] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:259:355 [1] NCCL INFO Channel 09/0 : 1[1] -> 2[2] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:264:361 [6] NCCL INFO Channel 09/0 : 6[6] -> 7[7] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:261:360 [3] NCCL INFO Channel 06/0 : 3[3] -> 4[4] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:258:359 [0] NCCL INFO Channel 05/0 : 0[0] -> 1[1] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:262:358 [4] NCCL INFO Channel 06/0 : 4[4] -> 5[5] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:262:358 [4] NCCL INFO Channel 07/0 : 4[4] -> 5[5] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:260:362 [2] NCCL INFO Channel 07/0 : 2[2] -> 3[3] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:263:356 [5] NCCL INFO Channel 10/0 : 5[5] -> 6[6] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:259:355 [1] NCCL INFO Channel 10/0 : 1[1] -> 2[2] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:265:357 [7] NCCL INFO Channel 08/0 : 7[7] -> 0[0] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:264:361 [6] NCCL INFO Channel 10/0 : 6[6] -> 7[7] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:261:360 [3] NCCL INFO Channel 07/0 : 3[3] -> 4[4] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:262:358 [4] NCCL INFO Channel 08/0 : 4[4] -> 5[5] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:258:359 [0] NCCL INFO Channel 06/0 : 0[0] -> 1[1] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:265:357 [7] NCCL INFO Channel 09/0 : 7[7] -> 0[0] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:263:356 [5] NCCL INFO Channel 11/0 : 5[5] -> 6[6] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:259:355 [1] NCCL INFO Channel 11/0 : 1[1] -> 2[2] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:264:361 [6] NCCL INFO Channel 11/0 : 6[6] -> 7[7] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:260:362 [2] NCCL INFO Channel 08/0 : 2[2] -> 3[3] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:265:357 [7] NCCL INFO Channel 10/0 : 7[7] -> 0[0] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:259:355 [1] NCCL INFO Channel 12/0 : 1[1] -> 2[2] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:263:356 [5] NCCL INFO Channel 12/0 : 5[5] -> 6[6] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:261:360 [3] NCCL INFO Channel 08/0 : 3[3] -> 4[4] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:264:361 [6] NCCL INFO Channel 12/0 : 6[6] -> 7[7] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:262:358 [4] NCCL INFO Channel 09/0 : 4[4] -> 5[5] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:259:355 [1] NCCL INFO Channel 13/0 : 1[1] -> 2[2] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:263:356 [5] NCCL INFO Channel 13/0 : 5[5] -> 6[6] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:265:357 [7] NCCL INFO Channel 11/0 : 7[7] -> 0[0] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:261:360 [3] NCCL INFO Channel 09/0 : 3[3] -> 4[4] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:264:361 [6] NCCL INFO Channel 13/0 : 6[6] -> 7[7] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:258:359 [0] NCCL INFO Channel 07/0 : 0[0] -> 1[1] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:260:362 [2] NCCL INFO Channel 09/0 : 2[2] -> 3[3] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:260:362 [2] NCCL INFO Channel 10/0 : 2[2] -> 3[3] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:262:358 [4] NCCL INFO Channel 10/0 : 4[4] -> 5[5] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:261:360 [3] NCCL INFO Channel 10/0 : 3[3] -> 4[4] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:259:355 [1] NCCL INFO Channel 14/0 : 1[1] -> 2[2] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:258:359 [0] NCCL INFO Channel 08/0 : 0[0] -> 1[1] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:264:361 [6] NCCL INFO Channel 14/0 : 6[6] -> 7[7] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:264:361 [6] NCCL INFO Channel 15/0 : 6[6] -> 7[7] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:265:357 [7] NCCL INFO Channel 12/0 : 7[7] -> 0[0] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:262:358 [4] NCCL INFO Channel 11/0 : 4[4] -> 5[5] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:263:356 [5] NCCL INFO Channel 14/0 : 5[5] -> 6[6] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:258:359 [0] NCCL INFO Channel 09/0 : 0[0] -> 1[1] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:261:360 [3] NCCL INFO Channel 11/0 : 3[3] -> 4[4] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:259:355 [1] NCCL INFO Channel 15/0 : 1[1] -> 2[2] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:259:355 [1] NCCL INFO Channel 16/0 : 1[1] -> 2[2] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:264:361 [6] NCCL INFO Channel 16/0 : 6[6] -> 7[7] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:261:360 [3] NCCL INFO Channel 12/0 : 3[3] -> 4[4] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:263:356 [5] NCCL INFO Channel 15/0 : 5[5] -> 6[6] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:260:362 [2] NCCL INFO Channel 11/0 : 2[2] -> 3[3] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:258:359 [0] NCCL INFO Channel 10/0 : 0[0] -> 1[1] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:258:359 [0] NCCL INFO Channel 11/0 : 0[0] -> 1[1] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:262:358 [4] NCCL INFO Channel 12/0 : 4[4] -> 5[5] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:260:362 [2] NCCL INFO Channel 12/0 : 2[2] -> 3[3] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:265:357 [7] NCCL INFO Channel 13/0 : 7[7] -> 0[0] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:261:360 [3] NCCL INFO Channel 13/0 : 3[3] -> 4[4] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:263:356 [5] NCCL INFO Channel 16/0 : 5[5] -> 6[6] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:259:355 [1] NCCL INFO Channel 17/0 : 1[1] -> 2[2] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:259:355 [1] NCCL INFO Channel 18/0 : 1[1] -> 2[2] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:264:361 [6] NCCL INFO Channel 17/0 : 6[6] -> 7[7] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:258:359 [0] NCCL INFO Channel 12/0 : 0[0] -> 1[1] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:265:357 [7] NCCL INFO Channel 14/0 : 7[7] -> 0[0] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:261:360 [3] NCCL INFO Channel 14/0 : 3[3] -> 4[4] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:263:356 [5] NCCL INFO Channel 17/0 : 5[5] -> 6[6] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:260:362 [2] NCCL INFO Channel 13/0 : 2[2] -> 3[3] via P2P/CUMEM/read
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+gmnet-e0-s2-s0-worker-0:265:357 [7] NCCL INFO Channel 18/0 : 7[7] -> 0[0] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:265:357 [7] NCCL INFO Channel 19/0 : 7[7] -> 0[0] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:258:359 [0] NCCL INFO Channel 17/0 : 0[0] -> 1[1] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:262:358 [4] NCCL INFO Channel 17/0 : 4[4] -> 5[5] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:260:362 [2] NCCL INFO Channel 17/0 : 2[2] -> 3[3] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:263:356 [5] NCCL INFO Channel 23/0 : 5[5] -> 6[6] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:261:360 [3] NCCL INFO Channel 17/0 : 3[3] -> 4[4] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:264:361 [6] NCCL INFO Channel 21/0 : 6[6] -> 7[7] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:260:362 [2] NCCL INFO Channel 18/0 : 2[2] -> 3[3] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:264:361 [6] NCCL INFO Channel 22/0 : 6[6] -> 7[7] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:261:360 [3] NCCL INFO Channel 18/0 : 3[3] -> 4[4] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:265:357 [7] NCCL INFO Channel 20/0 : 7[7] -> 0[0] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:262:358 [4] NCCL INFO Channel 18/0 : 4[4] -> 5[5] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:262:358 [4] NCCL INFO Channel 19/0 : 4[4] -> 5[5] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:265:357 [7] NCCL INFO Channel 21/0 : 7[7] -> 0[0] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:261:360 [3] NCCL INFO Channel 19/0 : 3[3] -> 4[4] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:258:359 [0] NCCL INFO Channel 18/0 : 0[0] -> 1[1] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:260:362 [2] NCCL INFO Channel 19/0 : 2[2] -> 3[3] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:260:362 [2] NCCL INFO Channel 20/0 : 2[2] -> 3[3] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:265:357 [7] NCCL INFO Channel 22/0 : 7[7] -> 0[0] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:258:359 [0] NCCL INFO Channel 19/0 : 0[0] -> 1[1] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:262:358 [4] NCCL INFO Channel 20/0 : 4[4] -> 5[5] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:261:360 [3] NCCL INFO Channel 20/0 : 3[3] -> 4[4] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:258:359 [0] NCCL INFO Channel 20/0 : 0[0] -> 1[1] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:262:358 [4] NCCL INFO Channel 21/0 : 4[4] -> 5[5] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:261:360 [3] NCCL INFO Channel 21/0 : 3[3] -> 4[4] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:264:361 [6] NCCL INFO Channel 23/0 : 6[6] -> 7[7] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:265:357 [7] NCCL INFO Channel 23/0 : 7[7] -> 0[0] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:260:362 [2] NCCL INFO Channel 21/0 : 2[2] -> 3[3] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:262:358 [4] NCCL INFO Channel 22/0 : 4[4] -> 5[5] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:261:360 [3] NCCL INFO Channel 22/0 : 3[3] -> 4[4] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:258:359 [0] NCCL INFO Channel 21/0 : 0[0] -> 1[1] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:260:362 [2] NCCL INFO Channel 22/0 : 2[2] -> 3[3] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:262:358 [4] NCCL INFO Channel 23/0 : 4[4] -> 5[5] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:261:360 [3] NCCL INFO Channel 23/0 : 3[3] -> 4[4] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:258:359 [0] NCCL INFO Channel 22/0 : 0[0] -> 1[1] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:260:362 [2] NCCL INFO Channel 23/0 : 2[2] -> 3[3] via P2P/CUMEM/read
+gmnet-e0-s2-s0-worker-0:258:359 [0] NCCL INFO Channel 23/0 : 0[0] -> 1[1] via P2P/CUMEM/read
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+gmnet-e0-s2-s0-worker-0:263:356 [5] NCCL INFO Connected all rings, use ring PXN 0 GDR 1
+gmnet-e0-s2-s0-worker-0:262:358 [4] NCCL INFO Connected all rings, use ring PXN 0 GDR 1
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+gmnet-e0-s2-s0-worker-0:260:362 [2] NCCL INFO Connected all rings, use ring PXN 0 GDR 1
+gmnet-e0-s2-s0-worker-0:259:355 [1] NCCL INFO Connected all rings, use ring PXN 0 GDR 1
+gmnet-e0-s2-s0-worker-0:258:359 [0] NCCL INFO Connected all rings, use ring PXN 0 GDR 1
+gmnet-e0-s2-s0-worker-0:265:357 [7] NCCL INFO Connected all rings, use ring PXN 0 GDR 1

gmnet/runs/e3_s3_gelu_seed0/config_resolved.yaml

@@ -0,0 +1,99 @@
+recipe_id: paper-supplementary-table8-v1
+protocol_id: imagenet-long-v2-audited
+model:
+  variant: s3
+  num_classes: 1000
+  gate_type: gelu_self
+  stem_activation: relu6
+  kernel_size: 7
+  layer_scale: 1.0e-06
+  drop_path_rate: 0.02
+  f12_bn: false
+  projection_bn: true
+  second_dw_bn: false
+data:
+  dataset: imagenet
+  num_classes: 1000
+  train_split: train
+  val_split: val
+  input_size: 224
+  batch_size: 256
+  eval_batch_size: 256
+  workers: 8
+  pin_memory: true
+  persistent_workers: false
+  prefetch_factor: 4
+  interpolation: bicubic
+  train_interpolation: random
+  crop_pct: 0.875
+  mean:
+  - 0.485
+  - 0.456
+  - 0.406
+  std:
+  - 0.229
+  - 0.224
+  - 0.225
+  expected_train_samples: 1281167
+  expected_val_samples: 50000
+  expected_manifest_sha256: bb70bc9f530db6bb24f70e648624b35281bfbc76a57775d589a2e0209dd98661
+  auto_augment: rand-m1-mstd0.5-inc1
+  color_jitter: 0.0
+  hflip: 0.5
+  vflip: 0.0
+  random_erasing: 0.25
+  random_erasing_mode: pixel
+  random_erasing_count: 1
+optimizer:
+  name: adamw
+  lr: 0.003
+  weight_decay: 0.03
+  betas:
+  - 0.9
+  - 0.999
+  eps: 1.0e-08
+  no_weight_decay_patterns:
+  - raw_clip
+scheduler:
+  name: cosine
+  step_unit: epoch
+  cooldown_epochs: 0
+  warmup_epochs: 5
+  warmup_lr: 1.0e-06
+  min_lr: 1.0e-05
+mixup:
+  mixup_alpha: 0.8
+  cutmix_alpha: 0.4
+  prob: 1.0
+  switch_prob: 0.5
+  mode: batch
+train:
+  epochs: 300
+  label_smoothing: 0.1
+  channels_last: false
+  dist_bn: reduce
+  deterministic: false
+  compile: false
+  clip_grad: 0.0
+  log_interval: 50
+  eval_interval: 300
+  fail_on_nonfinite: true
+  strict_resume: true
+  official_validation_policy: final_epoch_only
+  save_best_checkpoint: false
+amp:
+  enabled: false
+  dtype: bfloat16
+wandb:
+  enabled: true
+  project: gmnet-journal
+experiment_id: E3-G-gelu-S3
+runtime:
+  run_name: e3_s3_gelu_seed0
+  seed: 0
+  world_size: 8
+  data_root: /tmp/gmnet_data/imagenet-1k
+  data_manifest_sha256: bb70bc9f530db6bb24f70e648624b35281bfbc76a57775d589a2e0209dd98661
+  config_fingerprint: d7803028c7bb423846166a1e24f3751944c3ccf2c434ca607707b2847f1bac32
+  torch: 2.9.0+cu130
+  cuda: '13.0'

gmnet/runs/e3_s3_gelu_seed0/config_source.yaml

@@ -0,0 +1,5 @@
+base: ../base/imagenet_paper.yaml
+experiment_id: E3-G-gelu-S3
+model:
+  variant: s3
+  gate_type: gelu_self

gmnet/runs/e3_s3_gelu_seed0/data_manifest.json

@@ -0,0 +1,29 @@
+{
+  "class_to_idx_sha256": "2312848f9b87eb0d5afd5c3cd09fc3191dadfb5948dc7912639683c2bc5e5f1f",
+  "dataset": "imagenet",
+  "manifest_sha256": "bb70bc9f530db6bb24f70e648624b35281bfbc76a57775d589a2e0209dd98661",
+  "num_classes": 1000,
+  "sample_fingerprint_kind": "relative_path_and_target_plus_sampled_raw_file_bytes",
+  "sample_index_sha256": {
+    "train": "e74104e28ef79fff114e729e81d050a7b4f0c294c4d82345bad13c320d7255b2",
+    "val": "5ed16b5cd3ebd64e90cd7a8380b4e19d4c0d82eedcca3489dfa29313ce88d6f6"
+  },
+  "sampled_content_policy": "first_sample_per_class_up_to_1000",
+  "sampled_content_samples": {
+    "train": 1000,
+    "val": 1000
+  },
+  "sampled_content_sha256": {
+    "train": "dea27b5dbcb5f110ed47c075d473ebd0f6aefc446b45ab1e62d8246f2a153798",
+    "val": "d80a57419bc9396df7c01e29a2b17698c02c3a9a68dc4006a1fe87ef129ed166"
+  },
+  "samples": {
+    "train": 1281167,
+    "val": 50000
+  },
+  "schema_version": 2,
+  "splits": {
+    "train": "train",
+    "val": "val"
+  }
+}

gmnet/runs/e3_s3_gelu_seed0/train_attempt_20260713T191545Z_182.log

@@ -0,0 +1,263 @@
+W0713 19:15:46.991000 187 site-packages/torch/distributed/run.py:803] 
+W0713 19:15:46.991000 187 site-packages/torch/distributed/run.py:803] *****************************************
+W0713 19:15:46.991000 187 site-packages/torch/distributed/run.py:803] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. 
+W0713 19:15:46.991000 187 site-packages/torch/distributed/run.py:803] *****************************************
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:15:53.230000 187 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 260 closing signal SIGTERM
+W0713 19:15:53.230000 187 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 263 closing signal SIGTERM
+E0713 19:15:53.262000 187 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 257) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+    from timm.data import Mixup
+ModuleNotFoundError: ModuleNotFoundErrorNo module named 'timm': 
+No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:15:55.128000 187 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 266 closing signal SIGTERM
+W0713 19:15:55.129000 187 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 267 closing signal SIGTERM
+W0713 19:15:55.129000 187 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 268 closing signal SIGTERM
+W0713 19:15:55.129000 187 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 269 closing signal SIGTERM
+W0713 19:15:55.130000 187 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 270 closing signal SIGTERM
+W0713 19:15:55.130000 187 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 271 closing signal SIGTERM
+W0713 19:15:55.130000 187 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 273 closing signal SIGTERM
+E0713 19:15:55.194000 187 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 6 (pid: 272) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:15:56.933000 187 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 277 closing signal SIGTERM
+W0713 19:15:56.933000 187 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 278 closing signal SIGTERM
+W0713 19:15:56.933000 187 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 279 closing signal SIGTERM
+W0713 19:15:56.934000 187 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 281 closing signal SIGTERM
+E0713 19:15:56.997000 187 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 275) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:15:58.735000 187 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 284 closing signal SIGTERM
+W0713 19:15:58.735000 187 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 285 closing signal SIGTERM
+W0713 19:15:58.736000 187 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 287 closing signal SIGTERM
+W0713 19:15:58.736000 187 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 288 closing signal SIGTERM
+W0713 19:15:58.736000 187 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 290 closing signal SIGTERM
+E0713 19:15:58.787000 187 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 2 (pid: 286) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "/usr/local/bin/torchrun", line 6, in <module>
+    sys.exit(main())
+             ^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/elastic/multiprocessing/errors/__init__.py", line 357, in wrapper
+    return f(*args, **kwargs)
+           ^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 936, in main
+    run(args)
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 927, in run
+    elastic_launch(
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 156, in __call__
+    return launch_agent(self._config, self._entrypoint, list(args))
+           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 293, in launch_agent
+    raise ChildFailedError(
+torch.distributed.elastic.multiprocessing.errors.ChildFailedError: 
+============================================================
+gmnet.train FAILED
+------------------------------------------------------------
+Failures:
+[1]:
+  time      : 2026-07-13_19:15:58
+  host      : gmnet-e3-s3-gelu-s0-worker-0
+  rank      : 5 (local_rank: 5)
+  exitcode  : 1 (pid: 289)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+[2]:
+  time      : 2026-07-13_19:15:58
+  host      : gmnet-e3-s3-gelu-s0-worker-0
+  rank      : 7 (local_rank: 7)
+  exitcode  : 1 (pid: 291)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+------------------------------------------------------------
+Root Cause (first observed failure):
+[0]:
+  time      : 2026-07-13_19:15:58
+  host      : gmnet-e3-s3-gelu-s0-worker-0
+  rank      : 2 (local_rank: 2)
+  exitcode  : 1 (pid: 286)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+============================================================

gmnet/runs/e3_s3_gelu_seed0/train_attempt_20260713T191626Z_196.log

@@ -0,0 +1,257 @@
+W0713 19:16:27.321000 201 site-packages/torch/distributed/run.py:803] 
+W0713 19:16:27.321000 201 site-packages/torch/distributed/run.py:803] *****************************************
+W0713 19:16:27.321000 201 site-packages/torch/distributed/run.py:803] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. 
+W0713 19:16:27.321000 201 site-packages/torch/distributed/run.py:803] *****************************************
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+        from timm.data import Mixupfrom timm.data import Mixup
+
+ModuleNotFoundErrorModuleNotFoundError: No module named 'timm': 
+No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:16:31.628000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 271 closing signal SIGTERM
+W0713 19:16:31.628000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 272 closing signal SIGTERM
+W0713 19:16:31.628000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 273 closing signal SIGTERM
+W0713 19:16:31.629000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 274 closing signal SIGTERM
+W0713 19:16:31.629000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 275 closing signal SIGTERM
+W0713 19:16:31.629000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 277 closing signal SIGTERM
+W0713 19:16:31.629000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 278 closing signal SIGTERM
+E0713 19:16:31.694000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 5 (pid: 276) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:16:33.734000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 280 closing signal SIGTERM
+W0713 19:16:33.734000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 281 closing signal SIGTERM
+W0713 19:16:33.735000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 282 closing signal SIGTERM
+W0713 19:16:33.735000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 283 closing signal SIGTERM
+W0713 19:16:33.735000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 284 closing signal SIGTERM
+W0713 19:16:33.735000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 286 closing signal SIGTERM
+W0713 19:16:33.736000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 287 closing signal SIGTERM
+E0713 19:16:33.801000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 5 (pid: 285) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+        from timm.data import Mixupfrom timm.data import Mixup
+
+ModuleNotFoundErrorModuleNotFoundError: : No module named 'timm'No module named 'timm'
+
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:16:35.539000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 290 closing signal SIGTERM
+W0713 19:16:35.539000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 291 closing signal SIGTERM
+W0713 19:16:35.539000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 295 closing signal SIGTERM
+W0713 19:16:35.540000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 296 closing signal SIGTERM
+E0713 19:16:35.572000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 289) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:16:37.209000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 298 closing signal SIGTERM
+W0713 19:16:37.210000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 299 closing signal SIGTERM
+W0713 19:16:37.211000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 300 closing signal SIGTERM
+W0713 19:16:37.211000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 301 closing signal SIGTERM
+W0713 19:16:37.211000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 303 closing signal SIGTERM
+W0713 19:16:37.212000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 304 closing signal SIGTERM
+W0713 19:16:37.212000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 305 closing signal SIGTERM
+E0713 19:16:37.276000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 4 (pid: 302) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "/usr/local/bin/torchrun", line 6, in <module>
+    sys.exit(main())
+             ^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/elastic/multiprocessing/errors/__init__.py", line 357, in wrapper
+    return f(*args, **kwargs)
+           ^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 936, in main
+    run(args)
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 927, in run
+    elastic_launch(
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 156, in __call__
+    return launch_agent(self._config, self._entrypoint, list(args))
+           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 293, in launch_agent
+    raise ChildFailedError(
+torch.distributed.elastic.multiprocessing.errors.ChildFailedError: 
+============================================================
+gmnet.train FAILED
+------------------------------------------------------------
+Failures:
+  <NO_OTHER_FAILURES>
+------------------------------------------------------------
+Root Cause (first observed failure):
+[0]:
+  time      : 2026-07-13_19:16:37
+  host      : gmnet-e3-s3-gelu-s0-worker-0
+  rank      : 4 (local_rank: 4)
+  exitcode  : 1 (pid: 302)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+============================================================

gmnet/runs/e3_s3_gelu_seed0/train_attempt_20260713T191719Z_184.log

@@ -0,0 +1,259 @@
+W0713 19:17:20.496000 189 site-packages/torch/distributed/run.py:803] 
+W0713 19:17:20.496000 189 site-packages/torch/distributed/run.py:803] *****************************************
+W0713 19:17:20.496000 189 site-packages/torch/distributed/run.py:803] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. 
+W0713 19:17:20.496000 189 site-packages/torch/distributed/run.py:803] *****************************************
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:17:24.982000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 259 closing signal SIGTERM
+W0713 19:17:24.982000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 260 closing signal SIGTERM
+W0713 19:17:24.983000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 261 closing signal SIGTERM
+W0713 19:17:24.983000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 262 closing signal SIGTERM
+W0713 19:17:24.983000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 263 closing signal SIGTERM
+W0713 19:17:24.983000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 264 closing signal SIGTERM
+W0713 19:17:24.984000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 266 closing signal SIGTERM
+E0713 19:17:25.023000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 6 (pid: 265) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+        from timm.data import Mixupfrom timm.data import Mixup
+
+ModuleNotFoundErrorModuleNotFoundError: : No module named 'timm'No module named 'timm'
+
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:17:26.898000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 268 closing signal SIGTERM
+W0713 19:17:26.898000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 269 closing signal SIGTERM
+W0713 19:17:26.899000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 271 closing signal SIGTERM
+W0713 19:17:26.899000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 272 closing signal SIGTERM
+W0713 19:17:26.899000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 273 closing signal SIGTERM
+W0713 19:17:26.900000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 274 closing signal SIGTERM
+E0713 19:17:26.938000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 2 (pid: 270) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:17:28.677000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 277 closing signal SIGTERM
+W0713 19:17:28.677000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 278 closing signal SIGTERM
+W0713 19:17:28.678000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 279 closing signal SIGTERM
+W0713 19:17:28.678000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 281 closing signal SIGTERM
+W0713 19:17:28.678000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 282 closing signal SIGTERM
+W0713 19:17:28.678000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 283 closing signal SIGTERM
+W0713 19:17:28.679000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 284 closing signal SIGTERM
+E0713 19:17:28.750000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 3 (pid: 280) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:17:30.487000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 299 closing signal SIGTERM
+W0713 19:17:30.488000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 300 closing signal SIGTERM
+W0713 19:17:30.488000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 301 closing signal SIGTERM
+W0713 19:17:30.488000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 303 closing signal SIGTERM
+W0713 19:17:30.488000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 304 closing signal SIGTERM
+W0713 19:17:30.489000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 305 closing signal SIGTERM
+W0713 19:17:30.489000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 306 closing signal SIGTERM
+E0713 19:17:30.528000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 3 (pid: 302) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "/usr/local/bin/torchrun", line 6, in <module>
+    sys.exit(main())
+             ^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/elastic/multiprocessing/errors/__init__.py", line 357, in wrapper
+    return f(*args, **kwargs)
+           ^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 936, in main
+    run(args)
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 927, in run
+    elastic_launch(
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 156, in __call__
+    return launch_agent(self._config, self._entrypoint, list(args))
+           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 293, in launch_agent
+    raise ChildFailedError(
+torch.distributed.elastic.multiprocessing.errors.ChildFailedError: 
+============================================================
+gmnet.train FAILED
+------------------------------------------------------------
+Failures:
+  <NO_OTHER_FAILURES>
+------------------------------------------------------------
+Root Cause (first observed failure):
+[0]:
+  time      : 2026-07-13_19:17:30
+  host      : gmnet-e3-s3-gelu-s0-worker-0
+  rank      : 3 (local_rank: 3)
+  exitcode  : 1 (pid: 302)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+============================================================

gmnet/runs/e3_s3_gelu_seed0/train_attempt_20260713T191825Z_183.log

@@ -0,0 +1,279 @@
+W0713 19:18:26.357000 188 site-packages/torch/distributed/run.py:803] 
+W0713 19:18:26.357000 188 site-packages/torch/distributed/run.py:803] *****************************************
+W0713 19:18:26.357000 188 site-packages/torch/distributed/run.py:803] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. 
+W0713 19:18:26.357000 188 site-packages/torch/distributed/run.py:803] *****************************************
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+Traceback (most recent call last):
+ModuleNotFoundError: No module named 'timm'
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:18:30.731000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 259 closing signal SIGTERM
+W0713 19:18:30.731000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 260 closing signal SIGTERM
+W0713 19:18:30.731000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 264 closing signal SIGTERM
+E0713 19:18:30.796000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 258) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:18:32.716000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 280 closing signal SIGTERM
+W0713 19:18:32.716000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 281 closing signal SIGTERM
+W0713 19:18:32.717000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 282 closing signal SIGTERM
+W0713 19:18:32.717000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 283 closing signal SIGTERM
+W0713 19:18:32.717000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 285 closing signal SIGTERM
+W0713 19:18:32.717000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 286 closing signal SIGTERM
+W0713 19:18:32.718000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 287 closing signal SIGTERM
+E0713 19:18:32.782000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 4 (pid: 284) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+    from timm.data import Mixup
+ModuleNotFoundError: ModuleNotFoundErrorNo module named 'timm': 
+No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:18:34.419000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 289 closing signal SIGTERM
+W0713 19:18:34.419000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 290 closing signal SIGTERM
+W0713 19:18:34.419000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 292 closing signal SIGTERM
+W0713 19:18:34.420000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 293 closing signal SIGTERM
+W0713 19:18:34.420000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 294 closing signal SIGTERM
+W0713 19:18:34.420000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 295 closing signal SIGTERM
+W0713 19:18:34.420000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 296 closing signal SIGTERM
+E0713 19:18:34.485000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 2 (pid: 291) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:18:36.222000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 302 closing signal SIGTERM
+W0713 19:18:36.223000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 303 closing signal SIGTERM
+W0713 19:18:36.223000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 305 closing signal SIGTERM
+E0713 19:18:36.287000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 298) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "/usr/local/bin/torchrun", line 6, in <module>
+    sys.exit(main())
+             ^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/elastic/multiprocessing/errors/__init__.py", line 357, in wrapper
+    return f(*args, **kwargs)
+           ^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 936, in main
+    run(args)
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 927, in run
+    elastic_launch(
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 156, in __call__
+    return launch_agent(self._config, self._entrypoint, list(args))
+           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 293, in launch_agent
+    raise ChildFailedError(
+torch.distributed.elastic.multiprocessing.errors.ChildFailedError: 
+============================================================
+gmnet.train FAILED
+------------------------------------------------------------
+Failures:
+[1]:
+  time      : 2026-07-13_19:18:36
+  host      : gmnet-e3-s3-gelu-s0-worker-0
+  rank      : 1 (local_rank: 1)
+  exitcode  : 1 (pid: 299)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+[2]:
+  time      : 2026-07-13_19:18:36
+  host      : gmnet-e3-s3-gelu-s0-worker-0
+  rank      : 2 (local_rank: 2)
+  exitcode  : 1 (pid: 300)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+[3]:
+  time      : 2026-07-13_19:18:36
+  host      : gmnet-e3-s3-gelu-s0-worker-0
+  rank      : 3 (local_rank: 3)
+  exitcode  : 1 (pid: 301)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+[4]:
+  time      : 2026-07-13_19:18:36
+  host      : gmnet-e3-s3-gelu-s0-worker-0
+  rank      : 6 (local_rank: 6)
+  exitcode  : 1 (pid: 304)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+------------------------------------------------------------
+Root Cause (first observed failure):
+[0]:
+  time      : 2026-07-13_19:18:36
+  host      : gmnet-e3-s3-gelu-s0-worker-0
+  rank      : 0 (local_rank: 0)
+  exitcode  : 1 (pid: 298)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+============================================================

gmnet/runs/e3_s3_gelu_seed0/train_attempt_20260713T191954Z_197.log

@@ -0,0 +1,252 @@
+W0713 19:19:55.686000 202 site-packages/torch/distributed/run.py:803] 
+W0713 19:19:55.686000 202 site-packages/torch/distributed/run.py:803] *****************************************
+W0713 19:19:55.686000 202 site-packages/torch/distributed/run.py:803] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. 
+W0713 19:19:55.686000 202 site-packages/torch/distributed/run.py:803] *****************************************
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:19:59.944000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 275 closing signal SIGTERM
+W0713 19:19:59.944000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 278 closing signal SIGTERM
+W0713 19:19:59.945000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 279 closing signal SIGTERM
+E0713 19:20:00.009000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 272) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup    
+from timm.data import Mixup
+ModuleNotFoundError: ModuleNotFoundErrorNo module named 'timm': 
+No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:20:02.037000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 283 closing signal SIGTERM
+W0713 19:20:02.038000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 284 closing signal SIGTERM
+W0713 19:20:02.038000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 285 closing signal SIGTERM
+W0713 19:20:02.038000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 287 closing signal SIGTERM
+W0713 19:20:02.038000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 288 closing signal SIGTERM
+E0713 19:20:02.103000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 281) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:20:03.841000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 290 closing signal SIGTERM
+W0713 19:20:03.841000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 292 closing signal SIGTERM
+W0713 19:20:03.842000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 293 closing signal SIGTERM
+W0713 19:20:03.842000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 294 closing signal SIGTERM
+W0713 19:20:03.842000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 296 closing signal SIGTERM
+E0713 19:20:03.890000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 1 (pid: 291) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:20:05.528000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 299 closing signal SIGTERM
+W0713 19:20:05.529000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 300 closing signal SIGTERM
+W0713 19:20:05.529000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 302 closing signal SIGTERM
+W0713 19:20:05.529000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 303 closing signal SIGTERM
+W0713 19:20:05.530000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 304 closing signal SIGTERM
+W0713 19:20:05.530000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 305 closing signal SIGTERM
+W0713 19:20:05.530000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 306 closing signal SIGTERM
+E0713 19:20:05.594000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 2 (pid: 301) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "/usr/local/bin/torchrun", line 6, in <module>
+    sys.exit(main())
+             ^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/elastic/multiprocessing/errors/__init__.py", line 357, in wrapper
+    return f(*args, **kwargs)
+           ^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 936, in main
+    run(args)
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 927, in run
+    elastic_launch(
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 156, in __call__
+    return launch_agent(self._config, self._entrypoint, list(args))
+           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 293, in launch_agent
+    raise ChildFailedError(
+torch.distributed.elastic.multiprocessing.errors.ChildFailedError: 
+============================================================
+gmnet.train FAILED
+------------------------------------------------------------
+Failures:
+  <NO_OTHER_FAILURES>
+------------------------------------------------------------
+Root Cause (first observed failure):
+[0]:
+  time      : 2026-07-13_19:20:05
+  host      : gmnet-e3-s3-gelu-s0-worker-0
+  rank      : 2 (local_rank: 2)
+  exitcode  : 1 (pid: 301)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+============================================================

gmnet/runs/e3_s3_gelu_seed0/train_attempt_20260713T192154Z_205.log

@@ -0,0 +1,57 @@
+W0713 19:21:55.853000 210 site-packages/torch/distributed/run.py:803] 
+W0713 19:21:55.853000 210 site-packages/torch/distributed/run.py:803] *****************************************
+W0713 19:21:55.853000 210 site-packages/torch/distributed/run.py:803] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. 
+W0713 19:21:55.853000 210 site-packages/torch/distributed/run.py:803] *****************************************
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+ModuleNotFoundError: No module named 'timm'
+W0713 19:22:00.232000 210 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 282 closing signal SIGTERM
+W0713 19:22:00.232000 210 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 284 closing signal SIGTERM
+W0713 19:22:00.233000 210 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 285 closing signal SIGTERM
+W0713 19:22:00.233000 210 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 287 closing signal SIGTERM
+E0713 19:22:00.297000 210 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 280) of binary: /usr/local/bin/python

gmnet/runs/e3_s3_relu_seed0/train_attempt_20260713T191938Z_197.log

@@ -0,0 +1,252 @@
+W0713 19:19:40.258000 202 site-packages/torch/distributed/run.py:803] 
+W0713 19:19:40.258000 202 site-packages/torch/distributed/run.py:803] *****************************************
+W0713 19:19:40.258000 202 site-packages/torch/distributed/run.py:803] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. 
+W0713 19:19:40.258000 202 site-packages/torch/distributed/run.py:803] *****************************************
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:19:44.688000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 274 closing signal SIGTERM
+W0713 19:19:44.689000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 275 closing signal SIGTERM
+W0713 19:19:44.689000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 276 closing signal SIGTERM
+W0713 19:19:44.689000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 278 closing signal SIGTERM
+W0713 19:19:44.690000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 279 closing signal SIGTERM
+E0713 19:19:44.754000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 272) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+        from timm.data import Mixup
+from timm.data import Mixup
+ModuleNotFoundErrorModuleNotFoundError: : No module named 'timm'No module named 'timm'
+
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:19:46.729000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 285 closing signal SIGTERM
+W0713 19:19:46.730000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 286 closing signal SIGTERM
+W0713 19:19:46.730000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 287 closing signal SIGTERM
+W0713 19:19:46.731000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 288 closing signal SIGTERM
+E0713 19:19:46.795000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 281) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:19:48.633000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 292 closing signal SIGTERM
+W0713 19:19:48.633000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 294 closing signal SIGTERM
+W0713 19:19:48.634000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 295 closing signal SIGTERM
+W0713 19:19:48.634000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 297 closing signal SIGTERM
+E0713 19:19:48.698000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 290) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:19:50.436000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 299 closing signal SIGTERM
+W0713 19:19:50.436000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 300 closing signal SIGTERM
+W0713 19:19:50.437000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 301 closing signal SIGTERM
+W0713 19:19:50.437000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 302 closing signal SIGTERM
+W0713 19:19:50.437000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 304 closing signal SIGTERM
+W0713 19:19:50.437000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 305 closing signal SIGTERM
+W0713 19:19:50.438000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 306 closing signal SIGTERM
+E0713 19:19:50.485000 202 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 4 (pid: 303) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "/usr/local/bin/torchrun", line 6, in <module>
+    sys.exit(main())
+             ^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/elastic/multiprocessing/errors/__init__.py", line 357, in wrapper
+    return f(*args, **kwargs)
+           ^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 936, in main
+    run(args)
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 927, in run
+    elastic_launch(
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 156, in __call__
+    return launch_agent(self._config, self._entrypoint, list(args))
+           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 293, in launch_agent
+    raise ChildFailedError(
+torch.distributed.elastic.multiprocessing.errors.ChildFailedError: 
+============================================================
+gmnet.train FAILED
+------------------------------------------------------------
+Failures:
+  <NO_OTHER_FAILURES>
+------------------------------------------------------------
+Root Cause (first observed failure):
+[0]:
+  time      : 2026-07-13_19:19:50
+  host      : gmnet-e3-s3-relu-s0-worker-0
+  rank      : 4 (local_rank: 4)
+  exitcode  : 1 (pid: 303)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+============================================================

gmnet/runs/e3_s3_smooth_static_seed0/config_resolved.yaml

@@ -0,0 +1,103 @@
+recipe_id: paper-supplementary-table8-v1
+protocol_id: imagenet-long-v2-audited
+model:
+  variant: s3
+  num_classes: 1000
+  gate_type: smooth_clipped_self
+  stem_activation: relu6
+  kernel_size: 7
+  layer_scale: 1.0e-06
+  drop_path_rate: 0.02
+  f12_bn: false
+  projection_bn: true
+  second_dw_bn: false
+  smooth_clip_init: 6.0
+  smooth_clip_beta: 10.0
+  smooth_clip_per_channel: false
+  smooth_clip_trainable: true
+data:
+  dataset: imagenet
+  num_classes: 1000
+  train_split: train
+  val_split: val
+  input_size: 224
+  batch_size: 256
+  eval_batch_size: 256
+  workers: 8
+  pin_memory: true
+  persistent_workers: false
+  prefetch_factor: 4
+  interpolation: bicubic
+  train_interpolation: random
+  crop_pct: 0.875
+  mean:
+  - 0.485
+  - 0.456
+  - 0.406
+  std:
+  - 0.229
+  - 0.224
+  - 0.225
+  expected_train_samples: 1281167
+  expected_val_samples: 50000
+  expected_manifest_sha256: bb70bc9f530db6bb24f70e648624b35281bfbc76a57775d589a2e0209dd98661
+  auto_augment: rand-m1-mstd0.5-inc1
+  color_jitter: 0.0
+  hflip: 0.5
+  vflip: 0.0
+  random_erasing: 0.25
+  random_erasing_mode: pixel
+  random_erasing_count: 1
+optimizer:
+  name: adamw
+  lr: 0.003
+  weight_decay: 0.03
+  betas:
+  - 0.9
+  - 0.999
+  eps: 1.0e-08
+  no_weight_decay_patterns:
+  - raw_clip
+scheduler:
+  name: cosine
+  step_unit: epoch
+  cooldown_epochs: 0
+  warmup_epochs: 5
+  warmup_lr: 1.0e-06
+  min_lr: 1.0e-05
+mixup:
+  mixup_alpha: 0.8
+  cutmix_alpha: 0.4
+  prob: 1.0
+  switch_prob: 0.5
+  mode: batch
+train:
+  epochs: 300
+  label_smoothing: 0.1
+  channels_last: false
+  dist_bn: reduce
+  deterministic: false
+  compile: false
+  clip_grad: 0.0
+  log_interval: 50
+  eval_interval: 300
+  fail_on_nonfinite: true
+  strict_resume: true
+  official_validation_policy: final_epoch_only
+  save_best_checkpoint: false
+amp:
+  enabled: false
+  dtype: bfloat16
+wandb:
+  enabled: true
+  project: gmnet-journal
+experiment_id: E3-G-smooth-clipped-static-S3
+runtime:
+  run_name: e3_s3_smooth_static_seed0
+  seed: 0
+  world_size: 8
+  data_root: /tmp/gmnet_data/imagenet-1k
+  data_manifest_sha256: bb70bc9f530db6bb24f70e648624b35281bfbc76a57775d589a2e0209dd98661
+  config_fingerprint: 17b62fec486ece2064fe6892efbade6acb0caff7c1912d6139c90cd0438ec2c9
+  torch: 2.9.0+cu130
+  cuda: '13.0'

gmnet/runs/e3_s3_smooth_static_seed0/config_source.yaml

@@ -0,0 +1,9 @@
+base: ../base/imagenet_paper.yaml
+experiment_id: E3-G-smooth-clipped-static-S3
+model:
+  variant: s3
+  gate_type: smooth_clipped_self
+  smooth_clip_init: 6.0
+  smooth_clip_beta: 10.0
+  smooth_clip_per_channel: false
+  smooth_clip_trainable: true

gmnet/runs/e3_s3_smooth_static_seed0/data_manifest.json

@@ -0,0 +1,29 @@
+{
+  "class_to_idx_sha256": "2312848f9b87eb0d5afd5c3cd09fc3191dadfb5948dc7912639683c2bc5e5f1f",
+  "dataset": "imagenet",
+  "manifest_sha256": "bb70bc9f530db6bb24f70e648624b35281bfbc76a57775d589a2e0209dd98661",
+  "num_classes": 1000,
+  "sample_fingerprint_kind": "relative_path_and_target_plus_sampled_raw_file_bytes",
+  "sample_index_sha256": {
+    "train": "e74104e28ef79fff114e729e81d050a7b4f0c294c4d82345bad13c320d7255b2",
+    "val": "5ed16b5cd3ebd64e90cd7a8380b4e19d4c0d82eedcca3489dfa29313ce88d6f6"
+  },
+  "sampled_content_policy": "first_sample_per_class_up_to_1000",
+  "sampled_content_samples": {
+    "train": 1000,
+    "val": 1000
+  },
+  "sampled_content_sha256": {
+    "train": "dea27b5dbcb5f110ed47c075d473ebd0f6aefc446b45ab1e62d8246f2a153798",
+    "val": "d80a57419bc9396df7c01e29a2b17698c02c3a9a68dc4006a1fe87ef129ed166"
+  },
+  "samples": {
+    "train": 1281167,
+    "val": 50000
+  },
+  "schema_version": 2,
+  "splits": {
+    "train": "train",
+    "val": "val"
+  }
+}

gmnet/runs/e3_s3_smooth_static_seed0/train_attempt_20260713T191636Z_196.log

@@ -0,0 +1,270 @@
+W0713 19:16:38.113000 201 site-packages/torch/distributed/run.py:803] 
+W0713 19:16:38.113000 201 site-packages/torch/distributed/run.py:803] *****************************************
+W0713 19:16:38.113000 201 site-packages/torch/distributed/run.py:803] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. 
+W0713 19:16:38.113000 201 site-packages/torch/distributed/run.py:803] *****************************************
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+            from timm.data import Mixupfrom timm.data import Mixupfrom timm.data import Mixup
+
+
+ModuleNotFoundErrorModuleNotFoundErrorModuleNotFoundError: : : No module named 'timm'No module named 'timm'No module named 'timm'
+
+
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:16:42.409000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 271 closing signal SIGTERM
+W0713 19:16:42.409000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 272 closing signal SIGTERM
+W0713 19:16:42.410000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 273 closing signal SIGTERM
+W0713 19:16:42.410000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 274 closing signal SIGTERM
+W0713 19:16:42.410000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 275 closing signal SIGTERM
+W0713 19:16:42.411000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 276 closing signal SIGTERM
+W0713 19:16:42.411000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 277 closing signal SIGTERM
+E0713 19:16:42.475000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 7 (pid: 278) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+ModuleNotFoundError: No module named 'timm'
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:16:44.280000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 280 closing signal SIGTERM
+W0713 19:16:44.281000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 281 closing signal SIGTERM
+W0713 19:16:44.281000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 282 closing signal SIGTERM
+W0713 19:16:44.281000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 284 closing signal SIGTERM
+W0713 19:16:44.282000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 285 closing signal SIGTERM
+W0713 19:16:44.282000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 286 closing signal SIGTERM
+W0713 19:16:44.282000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 287 closing signal SIGTERM
+E0713 19:16:44.354000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 3 (pid: 283) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup    
+from timm.data import Mixup
+ModuleNotFoundErrorModuleNotFoundError: : No module named 'timm'No module named 'timm'
+
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:16:46.092000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 290 closing signal SIGTERM
+W0713 19:16:46.092000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 291 closing signal SIGTERM
+W0713 19:16:46.092000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 292 closing signal SIGTERM
+W0713 19:16:46.093000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 293 closing signal SIGTERM
+W0713 19:16:46.093000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 294 closing signal SIGTERM
+W0713 19:16:46.093000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 295 closing signal SIGTERM
+W0713 19:16:46.094000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 296 closing signal SIGTERM
+E0713 19:16:46.141000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 289) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+        from timm.data import Mixupfrom timm.data import Mixup
+
+ModuleNotFoundErrorModuleNotFoundError: No module named 'timm': 
+No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:16:47.879000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 299 closing signal SIGTERM
+W0713 19:16:47.880000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 300 closing signal SIGTERM
+W0713 19:16:47.880000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 302 closing signal SIGTERM
+W0713 19:16:47.880000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 304 closing signal SIGTERM
+E0713 19:16:47.928000 201 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 298) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "/usr/local/bin/torchrun", line 6, in <module>
+    sys.exit(main())
+             ^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/elastic/multiprocessing/errors/__init__.py", line 357, in wrapper
+    return f(*args, **kwargs)
+           ^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 936, in main
+    run(args)
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 927, in run
+    elastic_launch(
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 156, in __call__
+    return launch_agent(self._config, self._entrypoint, list(args))
+           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 293, in launch_agent
+    raise ChildFailedError(
+torch.distributed.elastic.multiprocessing.errors.ChildFailedError: 
+============================================================
+gmnet.train FAILED
+------------------------------------------------------------
+Failures:
+[1]:
+  time      : 2026-07-13_19:16:47
+  host      : gmnet-e3-s3-smooth-static-s0-worker-0
+  rank      : 3 (local_rank: 3)
+  exitcode  : 1 (pid: 301)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+[2]:
+  time      : 2026-07-13_19:16:47
+  host      : gmnet-e3-s3-smooth-static-s0-worker-0
+  rank      : 7 (local_rank: 7)
+  exitcode  : 1 (pid: 305)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+------------------------------------------------------------
+Root Cause (first observed failure):
+[0]:
+  time      : 2026-07-13_19:16:47
+  host      : gmnet-e3-s3-smooth-static-s0-worker-0
+  rank      : 0 (local_rank: 0)
+  exitcode  : 1 (pid: 298)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+============================================================

gmnet/runs/e3_s3_smooth_static_seed0/train_attempt_20260713T191715Z_183.log

@@ -0,0 +1,260 @@
+W0713 19:17:16.335000 188 site-packages/torch/distributed/run.py:803] 
+W0713 19:17:16.335000 188 site-packages/torch/distributed/run.py:803] *****************************************
+W0713 19:17:16.335000 188 site-packages/torch/distributed/run.py:803] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. 
+W0713 19:17:16.335000 188 site-packages/torch/distributed/run.py:803] *****************************************
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:17:20.665000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 258 closing signal SIGTERM
+W0713 19:17:20.665000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 259 closing signal SIGTERM
+W0713 19:17:20.666000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 260 closing signal SIGTERM
+W0713 19:17:20.666000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 261 closing signal SIGTERM
+W0713 19:17:20.666000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 262 closing signal SIGTERM
+W0713 19:17:20.667000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 264 closing signal SIGTERM
+W0713 19:17:20.667000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 265 closing signal SIGTERM
+E0713 19:17:20.731000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 5 (pid: 263) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+        from timm.data import Mixupfrom timm.data import Mixup
+
+ModuleNotFoundErrorModuleNotFoundError: : No module named 'timm'No module named 'timm'
+
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:17:22.720000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 267 closing signal SIGTERM
+W0713 19:17:22.720000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 269 closing signal SIGTERM
+W0713 19:17:22.721000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 270 closing signal SIGTERM
+W0713 19:17:22.721000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 271 closing signal SIGTERM
+W0713 19:17:22.721000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 272 closing signal SIGTERM
+W0713 19:17:22.721000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 273 closing signal SIGTERM
+W0713 19:17:22.722000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 274 closing signal SIGTERM
+E0713 19:17:22.786000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 1 (pid: 268) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:17:24.423000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 276 closing signal SIGTERM
+W0713 19:17:24.424000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 277 closing signal SIGTERM
+W0713 19:17:24.424000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 278 closing signal SIGTERM
+W0713 19:17:24.424000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 279 closing signal SIGTERM
+W0713 19:17:24.425000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 280 closing signal SIGTERM
+W0713 19:17:24.425000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 282 closing signal SIGTERM
+W0713 19:17:24.425000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 283 closing signal SIGTERM
+E0713 19:17:24.489000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 5 (pid: 281) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:17:26.126000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 285 closing signal SIGTERM
+W0713 19:17:26.127000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 286 closing signal SIGTERM
+W0713 19:17:26.127000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 287 closing signal SIGTERM
+W0713 19:17:26.127000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 288 closing signal SIGTERM
+W0713 19:17:26.127000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 289 closing signal SIGTERM
+W0713 19:17:26.128000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 291 closing signal SIGTERM
+W0713 19:17:26.128000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 292 closing signal SIGTERM
+E0713 19:17:26.192000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 5 (pid: 290) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "/usr/local/bin/torchrun", line 6, in <module>
+    sys.exit(main())
+             ^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/elastic/multiprocessing/errors/__init__.py", line 357, in wrapper
+    return f(*args, **kwargs)
+           ^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 936, in main
+    run(args)
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 927, in run
+    elastic_launch(
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 156, in __call__
+    return launch_agent(self._config, self._entrypoint, list(args))
+           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 293, in launch_agent
+    raise ChildFailedError(
+torch.distributed.elastic.multiprocessing.errors.ChildFailedError: 
+============================================================
+gmnet.train FAILED
+------------------------------------------------------------
+Failures:
+  <NO_OTHER_FAILURES>
+------------------------------------------------------------
+Root Cause (first observed failure):
+[0]:
+  time      : 2026-07-13_19:17:26
+  host      : gmnet-e3-s3-smooth-static-s0-worker-0
+  rank      : 5 (local_rank: 5)
+  exitcode  : 1 (pid: 290)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+============================================================

gmnet/runs/e3_s3_smooth_static_seed0/train_attempt_20260713T191807Z_184.log

@@ -0,0 +1,267 @@
+W0713 19:18:08.860000 189 site-packages/torch/distributed/run.py:803] 
+W0713 19:18:08.860000 189 site-packages/torch/distributed/run.py:803] *****************************************
+W0713 19:18:08.860000 189 site-packages/torch/distributed/run.py:803] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. 
+W0713 19:18:08.860000 189 site-packages/torch/distributed/run.py:803] *****************************************
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+E0713 19:18:13.426000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 259) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:18:15.385000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 270 closing signal SIGTERM
+W0713 19:18:15.386000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 272 closing signal SIGTERM
+W0713 19:18:15.386000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 274 closing signal SIGTERM
+W0713 19:18:15.386000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 275 closing signal SIGTERM
+E0713 19:18:15.426000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 268) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+Traceback (most recent call last):
+      File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+from timm.data import Mixup
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+ModuleNotFoundError: No module named 'timm'
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:18:17.063000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 277 closing signal SIGTERM
+W0713 19:18:17.064000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 278 closing signal SIGTERM
+W0713 19:18:17.064000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 280 closing signal SIGTERM
+W0713 19:18:17.064000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 281 closing signal SIGTERM
+W0713 19:18:17.065000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 282 closing signal SIGTERM
+W0713 19:18:17.065000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 283 closing signal SIGTERM
+W0713 19:18:17.065000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 284 closing signal SIGTERM
+E0713 19:18:17.129000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 2 (pid: 279) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:18:18.867000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 288 closing signal SIGTERM
+W0713 19:18:18.867000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 289 closing signal SIGTERM
+W0713 19:18:18.868000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 290 closing signal SIGTERM
+W0713 19:18:18.868000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 292 closing signal SIGTERM
+E0713 19:18:18.932000 189 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 286) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "/usr/local/bin/torchrun", line 6, in <module>
+    sys.exit(main())
+             ^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/elastic/multiprocessing/errors/__init__.py", line 357, in wrapper
+    return f(*args, **kwargs)
+           ^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 936, in main
+    run(args)
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 927, in run
+    elastic_launch(
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 156, in __call__
+    return launch_agent(self._config, self._entrypoint, list(args))
+           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 293, in launch_agent
+    raise ChildFailedError(
+torch.distributed.elastic.multiprocessing.errors.ChildFailedError: 
+============================================================
+gmnet.train FAILED
+------------------------------------------------------------
+Failures:
+[1]:
+  time      : 2026-07-13_19:18:18
+  host      : gmnet-e3-s3-smooth-static-s0-worker-0
+  rank      : 1 (local_rank: 1)
+  exitcode  : 1 (pid: 287)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+[2]:
+  time      : 2026-07-13_19:18:18
+  host      : gmnet-e3-s3-smooth-static-s0-worker-0
+  rank      : 5 (local_rank: 5)
+  exitcode  : 1 (pid: 291)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+[3]:
+  time      : 2026-07-13_19:18:18
+  host      : gmnet-e3-s3-smooth-static-s0-worker-0
+  rank      : 7 (local_rank: 7)
+  exitcode  : 1 (pid: 293)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+------------------------------------------------------------
+Root Cause (first observed failure):
+[0]:
+  time      : 2026-07-13_19:18:18
+  host      : gmnet-e3-s3-smooth-static-s0-worker-0
+  rank      : 0 (local_rank: 0)
+  exitcode  : 1 (pid: 286)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+============================================================

gmnet/runs/e3_s3_smooth_static_seed0/train_attempt_20260713T191914Z_183.log

@@ -0,0 +1,269 @@
+W0713 19:19:15.869000 188 site-packages/torch/distributed/run.py:803] 
+W0713 19:19:15.869000 188 site-packages/torch/distributed/run.py:803] *****************************************
+W0713 19:19:15.869000 188 site-packages/torch/distributed/run.py:803] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. 
+W0713 19:19:15.869000 188 site-packages/torch/distributed/run.py:803] *****************************************
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:19:20.151000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 258 closing signal SIGTERM
+W0713 19:19:20.152000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 259 closing signal SIGTERM
+W0713 19:19:20.152000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 261 closing signal SIGTERM
+W0713 19:19:20.152000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 262 closing signal SIGTERM
+W0713 19:19:20.152000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 264 closing signal SIGTERM
+E0713 19:19:20.192000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 2 (pid: 260) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:19:22.036000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 269 closing signal SIGTERM
+W0713 19:19:22.037000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 271 closing signal SIGTERM
+W0713 19:19:22.037000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 274 closing signal SIGTERM
+E0713 19:19:22.101000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 267) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:19:23.838000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 278 closing signal SIGTERM
+W0713 19:19:23.839000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 279 closing signal SIGTERM
+W0713 19:19:23.839000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 280 closing signal SIGTERM
+W0713 19:19:23.839000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 282 closing signal SIGTERM
+W0713 19:19:23.840000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 283 closing signal SIGTERM
+E0713 19:19:23.904000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 276) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:19:25.641000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 287 closing signal SIGTERM
+W0713 19:19:25.641000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 288 closing signal SIGTERM
+W0713 19:19:25.642000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 289 closing signal SIGTERM
+W0713 19:19:25.642000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 291 closing signal SIGTERM
+E0713 19:19:25.706000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 285) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "/usr/local/bin/torchrun", line 6, in <module>
+    sys.exit(main())
+             ^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/elastic/multiprocessing/errors/__init__.py", line 357, in wrapper
+    return f(*args, **kwargs)
+           ^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 936, in main
+    run(args)
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 927, in run
+    elastic_launch(
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 156, in __call__
+    return launch_agent(self._config, self._entrypoint, list(args))
+           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 293, in launch_agent
+    raise ChildFailedError(
+torch.distributed.elastic.multiprocessing.errors.ChildFailedError: 
+============================================================
+gmnet.train FAILED
+------------------------------------------------------------
+Failures:
+[1]:
+  time      : 2026-07-13_19:19:25
+  host      : gmnet-e3-s3-smooth-static-s0-worker-0
+  rank      : 1 (local_rank: 1)
+  exitcode  : 1 (pid: 286)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+[2]:
+  time      : 2026-07-13_19:19:25
+  host      : gmnet-e3-s3-smooth-static-s0-worker-0
+  rank      : 5 (local_rank: 5)
+  exitcode  : 1 (pid: 290)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+[3]:
+  time      : 2026-07-13_19:19:25
+  host      : gmnet-e3-s3-smooth-static-s0-worker-0
+  rank      : 7 (local_rank: 7)
+  exitcode  : 1 (pid: 292)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+------------------------------------------------------------
+Root Cause (first observed failure):
+[0]:
+  time      : 2026-07-13_19:19:25
+  host      : gmnet-e3-s3-smooth-static-s0-worker-0
+  rank      : 0 (local_rank: 0)
+  exitcode  : 1 (pid: 285)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+============================================================

gmnet/runs/e3_s3_smooth_static_seed0/train_attempt_20260713T192034Z_183.log

@@ -0,0 +1,250 @@
+W0713 19:20:35.688000 188 site-packages/torch/distributed/run.py:803] 
+W0713 19:20:35.688000 188 site-packages/torch/distributed/run.py:803] *****************************************
+W0713 19:20:35.688000 188 site-packages/torch/distributed/run.py:803] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. 
+W0713 19:20:35.688000 188 site-packages/torch/distributed/run.py:803] *****************************************
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:20:40.222000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 258 closing signal SIGTERM
+W0713 19:20:40.223000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 260 closing signal SIGTERM
+W0713 19:20:40.223000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 261 closing signal SIGTERM
+W0713 19:20:40.223000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 262 closing signal SIGTERM
+W0713 19:20:40.224000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 264 closing signal SIGTERM
+E0713 19:20:40.262000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 1 (pid: 259) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "<frozen runpy>", line 88, in _run_code
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+            from timm.data import Mixupfrom timm.data import Mixupfrom timm.data import Mixup
+
+
+ModuleNotFoundErrorModuleNotFoundErrorModuleNotFoundError: : No module named 'timm': No module named 'timm'
+No module named 'timm'
+
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:20:42.143000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 280 closing signal SIGTERM
+W0713 19:20:42.143000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 282 closing signal SIGTERM
+W0713 19:20:42.144000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 285 closing signal SIGTERM
+W0713 19:20:42.144000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 287 closing signal SIGTERM
+E0713 19:20:42.183000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 1 (pid: 281) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "<frozen runpy>", line 88, in _run_code
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+            from timm.data import Mixupfrom timm.data import Mixupfrom timm.data import Mixup
+
+
+ModuleNotFoundErrorModuleNotFoundErrorModuleNotFoundError: : : No module named 'timm'No module named 'timm'No module named 'timm'
+
+
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:20:43.920000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 291 closing signal SIGTERM
+W0713 19:20:43.921000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 295 closing signal SIGTERM
+E0713 19:20:43.985000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 289) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:20:45.623000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 298 closing signal SIGTERM
+W0713 19:20:45.623000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 299 closing signal SIGTERM
+W0713 19:20:45.624000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 300 closing signal SIGTERM
+W0713 19:20:45.624000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 301 closing signal SIGTERM
+W0713 19:20:45.625000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 303 closing signal SIGTERM
+W0713 19:20:45.625000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 304 closing signal SIGTERM
+W0713 19:20:45.625000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 305 closing signal SIGTERM
+E0713 19:20:45.690000 188 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 4 (pid: 302) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "/usr/local/bin/torchrun", line 6, in <module>
+    sys.exit(main())
+             ^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/elastic/multiprocessing/errors/__init__.py", line 357, in wrapper
+    return f(*args, **kwargs)
+           ^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 936, in main
+    run(args)
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/run.py", line 927, in run
+    elastic_launch(
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 156, in __call__
+    return launch_agent(self._config, self._entrypoint, list(args))
+           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 293, in launch_agent
+    raise ChildFailedError(
+torch.distributed.elastic.multiprocessing.errors.ChildFailedError: 
+============================================================
+gmnet.train FAILED
+------------------------------------------------------------
+Failures:
+  <NO_OTHER_FAILURES>
+------------------------------------------------------------
+Root Cause (first observed failure):
+[0]:
+  time      : 2026-07-13_19:20:45
+  host      : gmnet-e3-s3-smooth-static-s0-worker-0
+  rank      : 4 (local_rank: 4)
+  exitcode  : 1 (pid: 302)
+  error_file: <N/A>
+  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
+============================================================

gmnet/runs/e3_s3_smooth_static_seed0/train_attempt_20260713T192244Z_192.log

@@ -0,0 +1,113 @@
+W0713 19:22:45.433000 197 site-packages/torch/distributed/run.py:803] 
+W0713 19:22:45.433000 197 site-packages/torch/distributed/run.py:803] *****************************************
+W0713 19:22:45.433000 197 site-packages/torch/distributed/run.py:803] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. 
+W0713 19:22:45.433000 197 site-packages/torch/distributed/run.py:803] *****************************************
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:22:49.784000 197 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 281 closing signal SIGTERM
+W0713 19:22:49.785000 197 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 283 closing signal SIGTERM
+W0713 19:22:49.785000 197 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 284 closing signal SIGTERM
+W0713 19:22:49.785000 197 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 286 closing signal SIGTERM
+W0713 19:22:49.785000 197 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 287 closing signal SIGTERM
+E0713 19:22:49.821000 197 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 280) of binary: /usr/local/bin/python
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+Traceback (most recent call last):
+  File "<frozen runpy>", line 198, in _run_module_as_main
+  File "<frozen runpy>", line 88, in _run_code
+  File "/nfs/ywang29/GmNet/journal_exp/gmnet/train.py", line 22, in <module>
+    from timm.data import Mixup
+ModuleNotFoundError: No module named 'timm'
+W0713 19:22:51.839000 197 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 290 closing signal SIGTERM
+W0713 19:22:51.840000 197 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 291 closing signal SIGTERM
+W0713 19:22:51.840000 197 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 292 closing signal SIGTERM
+W0713 19:22:51.841000 197 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 293 closing signal SIGTERM
+W0713 19:22:51.841000 197 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 295 closing signal SIGTERM
+W0713 19:22:51.841000 197 site-packages/torch/distributed/elastic/multiprocessing/api.py:908] Sending process 296 closing signal SIGTERM
+E0713 19:22:51.905000 197 site-packages/torch/distributed/elastic/multiprocessing/api.py:882] failed (exitcode: 1) local_rank: 0 (pid: 289) of binary: /usr/local/bin/python

gmnet/runs/e5_s1_seed0/config_resolved.yaml

@@ -0,0 +1,99 @@
+recipe_id: paper-supplementary-table8-v1
+protocol_id: imagenet-long-v2-audited
+model:
+  variant: s1
+  num_classes: 1000
+  gate_type: relu6_self
+  stem_activation: relu6
+  kernel_size: 7
+  layer_scale: 1.0e-06
+  drop_path_rate: 0.0
+  f12_bn: false
+  projection_bn: true
+  second_dw_bn: false
+data:
+  dataset: imagenet
+  num_classes: 1000
+  train_split: train
+  val_split: val
+  input_size: 224
+  batch_size: 256
+  eval_batch_size: 256
+  workers: 8
+  pin_memory: true
+  persistent_workers: false
+  prefetch_factor: 4
+  interpolation: bicubic
+  train_interpolation: random
+  crop_pct: 0.875
+  mean:
+  - 0.485
+  - 0.456
+  - 0.406
+  std:
+  - 0.229
+  - 0.224
+  - 0.225
+  expected_train_samples: 1281167
+  expected_val_samples: 50000
+  expected_manifest_sha256: bb70bc9f530db6bb24f70e648624b35281bfbc76a57775d589a2e0209dd98661
+  auto_augment: rand-m1-mstd0.5-inc1
+  color_jitter: 0.0
+  hflip: 0.5
+  vflip: 0.0
+  random_erasing: 0.25
+  random_erasing_mode: pixel
+  random_erasing_count: 1
+optimizer:
+  name: adamw
+  lr: 0.003
+  weight_decay: 0.03
+  betas:
+  - 0.9
+  - 0.999
+  eps: 1.0e-08
+  no_weight_decay_patterns:
+  - raw_clip
+scheduler:
+  name: cosine
+  step_unit: epoch
+  cooldown_epochs: 0
+  warmup_epochs: 5
+  warmup_lr: 1.0e-06
+  min_lr: 1.0e-05
+mixup:
+  mixup_alpha: 0.8
+  cutmix_alpha: 0.4
+  prob: 1.0
+  switch_prob: 0.5
+  mode: batch
+train:
+  epochs: 300
+  label_smoothing: 0.1
+  channels_last: false
+  dist_bn: reduce
+  deterministic: false
+  compile: false
+  clip_grad: 0.0
+  log_interval: 50
+  eval_interval: 300
+  fail_on_nonfinite: true
+  strict_resume: true
+  official_validation_policy: final_epoch_only
+  save_best_checkpoint: false
+amp:
+  enabled: false
+  dtype: bfloat16
+wandb:
+  enabled: true
+  project: gmnet-journal
+experiment_id: E5-S1
+runtime:
+  run_name: e5_s1_seed0
+  seed: 0
+  world_size: 8
+  data_root: /tmp/gmnet_data/imagenet-1k
+  data_manifest_sha256: bb70bc9f530db6bb24f70e648624b35281bfbc76a57775d589a2e0209dd98661
+  config_fingerprint: ae718f6468bfd4c9b63b6c964807a66a7a77f34f1a9d68755deedf98979dd3ef
+  torch: 2.9.0+cu130
+  cuda: '13.0'