☑️ Fix problems solvable by a constant fill or eliminating a redundant operation#108

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EssamWisam wants to merge 12 commits intoScalingIntelligence:mainfrom

EssamWisam:problems-fix

Commits on Dec 20, 2025

fix: remove redundant LeakyReLU from 7_Conv3d_ReLU_LeakyReLU_GELU_Sigmoid_BiasAdd
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fix: replace mean with amax in 23_Conv3d_GroupNorm_Mean (constant output fix)
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fix: remove redundant second GlobalAvgPool from 44_ConvTranspose2d_Multiply_GlobalAvgPool_GlobalAvgPool_Mean
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fix: change mean dim from 1 to 0 in 80_Gemm_Max_Subtract_GELU (constant output fix)
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fix: remove redundant final clamp from 81_Gemm_Swish_Divide_Clamp_Tanh_Clamp
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fix: use max_value=0.5 in min op in 83_Conv3d_GroupNorm_Min_Clamp_Dropout (constant output fix)
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fix: remove redundant Hardtanh from 95_Matmul_Add_Swish_Tanh_GELU_Hardtanh
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fix: remove unused fc layer from 36_LSTMHn
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fix: remove unused fc layer from 37_LSTMCn
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fix: remove unused L and Y_diag computation from 49_Mamba2ReturnFinalState
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docs: add changelogs for constant fill and redundant operation fixes
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test: add temporary tests for constant fill and redundant operation fixes
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