type
stringclasses
3 values
user
dict
match_score
float64
6
9.99
explanation
stringclasses
60 values
input
stringclasses
44 values
completion
stringclasses
73 values
element_diagnosis
stringclasses
5 values
suggested_fix
stringclasses
53 values
severity
stringclasses
3 values
impact_area
stringclasses
14 values
engagement_score
float64
8
9.2
tone
stringclasses
7 values
confidence_score
float64
0.77
0.98
team_impact
stringclasses
7 values
charisma_score
float64
8.3
9.2
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Normalize layers to increase flow.
Earth
Normalize layers to increase flow.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Add Fire (e.g., ReLU activations).
Earth
Add Fire (e.g., ReLU activations).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Add Fire (e.g., ReLU activations).
Earth
Add Fire (e.g., ReLU activations).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Normalize layers to increase flow.
Earth
Normalize layers to increase flow.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Normalize layers to increase flow.
Earth
Normalize layers to increase flow.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Use residual connections to unblock learning.
Earth
Use residual connections to unblock learning.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Add Fire (e.g., ReLU activations).
Earth
Add Fire (e.g., ReLU activations).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Use residual connections to unblock learning.
Earth
Use residual connections to unblock learning.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Add Fire (e.g., ReLU activations).
Earth
Add Fire (e.g., ReLU activations).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Add Fire (e.g., ReLU activations).
Earth
Add Fire (e.g., ReLU activations).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Use residual connections to unblock learning.
Earth
Use residual connections to unblock learning.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Use residual connections to unblock learning.
Earth
Use residual connections to unblock learning.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Normalize layers to increase flow.
Earth
Normalize layers to increase flow.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Use residual connections to unblock learning.
Earth
Use residual connections to unblock learning.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Use residual connections to unblock learning.
Earth
Use residual connections to unblock learning.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Use residual connections to unblock learning.
Earth
Use residual connections to unblock learning.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Use residual connections to unblock learning.
Earth
Use residual connections to unblock learning.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Use residual connections to unblock learning.
Earth
Use residual connections to unblock learning.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Use residual connections to unblock learning.
Earth
Use residual connections to unblock learning.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Use residual connections to unblock learning.
Earth
Use residual connections to unblock learning.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Normalize layers to increase flow.
Earth
Normalize layers to increase flow.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Add Fire (e.g., ReLU activations).
Earth
Add Fire (e.g., ReLU activations).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Normalize layers to increase flow.
Earth
Normalize layers to increase flow.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Use residual connections to unblock learning.
Earth
Use residual connections to unblock learning.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Normalize layers to increase flow.
Earth
Normalize layers to increase flow.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Normalize layers to increase flow.
Earth
Normalize layers to increase flow.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Normalize layers to increase flow.
Earth
Normalize layers to increase flow.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Add Fire (e.g., ReLU activations).
Earth
Add Fire (e.g., ReLU activations).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Normalize layers to increase flow.
Earth
Normalize layers to increase flow.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Normalize layers to increase flow.
Earth
Normalize layers to increase flow.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Add Fire (e.g., ReLU activations).
Earth
Add Fire (e.g., ReLU activations).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Normalize layers to increase flow.
Earth
Normalize layers to increase flow.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Normalize layers to increase flow.
Earth
Normalize layers to increase flow.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Normalize layers to increase flow.
Earth
Normalize layers to increase flow.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Add Fire (e.g., ReLU activations).
Earth
Add Fire (e.g., ReLU activations).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Add Fire (e.g., ReLU activations).
Earth
Add Fire (e.g., ReLU activations).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Add Fire (e.g., ReLU activations).
Earth
Add Fire (e.g., ReLU activations).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Add Fire (e.g., ReLU activations).
Earth
Add Fire (e.g., ReLU activations).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Add Fire (e.g., ReLU activations).
Earth
Add Fire (e.g., ReLU activations).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Add Fire (e.g., ReLU activations).
Earth
Add Fire (e.g., ReLU activations).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Normalize layers to increase flow.
Earth
Normalize layers to increase flow.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Normalize layers to increase flow.
Earth
Normalize layers to increase flow.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Add Fire (e.g., ReLU activations).
Earth
Add Fire (e.g., ReLU activations).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Normalize layers to increase flow.
Earth
Normalize layers to increase flow.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Use residual connections to unblock learning.
Earth
Use residual connections to unblock learning.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Normalize layers to increase flow.
Earth
Normalize layers to increase flow.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Add Fire (e.g., ReLU activations).
Earth
Add Fire (e.g., ReLU activations).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Add Fire (e.g., ReLU activations).
Earth
Add Fire (e.g., ReLU activations).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Use residual connections to unblock learning.
Earth
Use residual connections to unblock learning.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Normalize layers to increase flow.
Earth
Normalize layers to increase flow.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Normalize layers to increase flow.
Earth
Normalize layers to increase flow.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Use residual connections to unblock learning.
Earth
Use residual connections to unblock learning.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Use residual connections to unblock learning.
Earth
Use residual connections to unblock learning.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Add Fire (e.g., ReLU activations).
Earth
Add Fire (e.g., ReLU activations).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Add Fire (e.g., ReLU activations).
Earth
Add Fire (e.g., ReLU activations).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Use residual connections to unblock learning.
Earth
Use residual connections to unblock learning.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Normalize layers to increase flow.
Earth
Normalize layers to increase flow.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Use residual connections to unblock learning.
Earth
Use residual connections to unblock learning.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Add Fire (e.g., ReLU activations).
Earth
Add Fire (e.g., ReLU activations).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Add Fire (e.g., ReLU activations).
Earth
Add Fire (e.g., ReLU activations).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Normalize layers to increase flow.
Earth
Normalize layers to increase flow.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Normalize layers to increase flow.
Earth
Normalize layers to increase flow.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Use residual connections to unblock learning.
Earth
Use residual connections to unblock learning.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Add Fire (e.g., ReLU activations).
Earth
Add Fire (e.g., ReLU activations).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Add Fire (e.g., ReLU activations).
Earth
Add Fire (e.g., ReLU activations).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Use residual connections to unblock learning.
Earth
Use residual connections to unblock learning.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Use residual connections to unblock learning.
Earth
Use residual connections to unblock learning.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Add Fire (e.g., ReLU activations).
Earth
Add Fire (e.g., ReLU activations).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Normalize layers to increase flow.
Earth
Normalize layers to increase flow.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from vanishing_gradients.
Your network is buried—gradients are disappearing (Earth excess). Normalize layers to increase flow.
Earth
Normalize layers to increase flow.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Use stable initializations.
Fire
Use stable initializations.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Use stable initializations.
Fire
Use stable initializations.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Regularize with L2 penalties.
Fire
Regularize with L2 penalties.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Use stable initializations.
Fire
Use stable initializations.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Introduce Earth (clip gradients).
Fire
Introduce Earth (clip gradients).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Use stable initializations.
Fire
Use stable initializations.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Regularize with L2 penalties.
Fire
Regularize with L2 penalties.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Introduce Earth (clip gradients).
Fire
Introduce Earth (clip gradients).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Introduce Earth (clip gradients).
Fire
Introduce Earth (clip gradients).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Introduce Earth (clip gradients).
Fire
Introduce Earth (clip gradients).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Regularize with L2 penalties.
Fire
Regularize with L2 penalties.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Use stable initializations.
Fire
Use stable initializations.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Regularize with L2 penalties.
Fire
Regularize with L2 penalties.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Regularize with L2 penalties.
Fire
Regularize with L2 penalties.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Regularize with L2 penalties.
Fire
Regularize with L2 penalties.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Use stable initializations.
Fire
Use stable initializations.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Introduce Earth (clip gradients).
Fire
Introduce Earth (clip gradients).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Regularize with L2 penalties.
Fire
Regularize with L2 penalties.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Use stable initializations.
Fire
Use stable initializations.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Use stable initializations.
Fire
Use stable initializations.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Use stable initializations.
Fire
Use stable initializations.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Regularize with L2 penalties.
Fire
Regularize with L2 penalties.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Regularize with L2 penalties.
Fire
Regularize with L2 penalties.
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Introduce Earth (clip gradients).
Fire
Introduce Earth (clip gradients).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Regularize with L2 penalties.
Fire
Regularize with L2 penalties.
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imbalance_diagnosis
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My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Introduce Earth (clip gradients).
Fire
Introduce Earth (clip gradients).
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imbalance_diagnosis
null
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My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Use stable initializations.
Fire
Use stable initializations.
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imbalance_diagnosis
null
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null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Introduce Earth (clip gradients).
Fire
Introduce Earth (clip gradients).
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null
null
null
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imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Introduce Earth (clip gradients).
Fire
Introduce Earth (clip gradients).
null
null
null
null
null
null
null
imbalance_diagnosis
null
null
null
My model suffers from exploding_gradients.
Gradient explosion detected—too much Fire. Regularize with L2 penalties.
Fire
Regularize with L2 penalties.
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null
null
null
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