fix(mge/doc): fix typos, format

GitOrigin-RevId: 7d8037434ef23aa5bfc768f84a5343e32e1f9a8e

python_module/megengine/functional/loss.py

@@ -306,7 +306,7 @@ def hinge_loss(pred: Tensor, label: Tensor, norm: str = "L1") -> Tensor:
 
     The hinge loss can be described as:
 
-    .. math:: loss(x, y) = \frac{1}{N}\sum_i\sum_j(max(0, 1 - x_i_j*y_i_j))
+    .. math:: loss(x, y) = \frac{1}{N}\sum_i\sum_j(max(0, 1 - x_{ij}*y_{ij}))
 
     :param pred: The input tensor representing the predicted probability, shape is (N, C).
     :param label: The input tensor representing the binary classification label, shape is (N, C).

python_module/megengine/functional/quantized.py

@@ -47,10 +47,6 @@ def conv_bias_activation(
         'CROSS_CORRELATION'.
     :param dtype:  Support for np.dtype, Default:
         np.int8.
-    :param scale:  scale if use quantization, Default:
-        0.0.
-    :param zero_point:  scale if use quantization quint8, Default:
-        0.0.
     :type compute_mode: string or
         :class:`mgb.opr_param_defs.Convolution.ComputeMode`
     :param compute_mode: When set to 'DEFAULT', no special requirements will be

python_module/megengine/module/batchnorm.py

@@ -216,6 +216,7 @@ class BatchNorm2d(_BatchNorm):
 
     .. testcode::
 
+        import numpy as np
         import megengine as mge
         import megengine.module as M
 

scripts/cmake-build/cross_build_android_arm_inference.sh

@@ -13,7 +13,7 @@ echo "EXTRA_CMAKE_ARGS: ${EXTRA_CMAKE_ARGS}"
 function usage() {
     echo "$0 args1 args2 .."
     echo "available args detail:"
-    echo "-d : Build with Debug mode, defaule Release mode"
+    echo "-d : Build with Debug mode, default Release mode"
     echo "-f : enable MGE_ARMV8_2_FEATURE_FP16 for ARM64, need toolchain and hardware support"
     echo "-p : enable MGE_ARMV8_2_FEATURE_DOTPROD for ARM64, need toolchain and hardware support"
     echo "-k : open MGE_DISABLE_FLOAT16 for NEON "

scripts/cmake-build/cross_build_ios_arm_inference.sh

@@ -13,7 +13,7 @@ echo "EXTRA_CMAKE_ARGS: ${EXTRA_CMAKE_ARGS}"
 function usage() {
     echo "$0 args1 args2 .."
     echo "available args detail:"
-    echo "-d : Build with Debug mode, defaule Release mode"
+    echo "-d : Build with Debug mode, default Release mode"
     echo "-f : enable MGE_ARMV8_2_FEATURE_FP16 for ARM64, need toolchain and hardware support"
     echo "-p : enable MGE_ARMV8_2_FEATURE_DOTPROD for ARM64, need toolchain and hardware support"
     echo "-k : open MGE_DISABLE_FLOAT16 for NEON "

scripts/cmake-build/cross_build_linux_arm_inference.sh

@@ -13,7 +13,7 @@ echo "EXTRA_CMAKE_ARGS: ${EXTRA_CMAKE_ARGS}"
 function usage() {
     echo "$0 args1 args2 .."
     echo "available args detail:"
-    echo "-d : Build with Debug mode, defaule Release mode"
+    echo "-d : Build with Debug mode, default Release mode"
     echo "-f : enable MGE_ARMV8_2_FEATURE_FP16 for ARM64, need toolchain and hardware support"
     echo "-p : enable MGE_ARMV8_2_FEATURE_DOTPROD for ARM64, need toolchain and hardware support"
     echo "-k : open MGE_DISABLE_FLOAT16 for NEON "

scripts/cmake-build/host_build.sh

@@ -4,7 +4,7 @@ set -e
 function usage() {
     echo "$0 args1 args2 .."
     echo "available args detail:"
-    echo "-d : Build with Debug mode, defaule Release mode"
+    echo "-d : Build with Debug mode, default Release mode"
     echo "-c : Build with CUDA, default without CUDA"
     echo "-t : Build with training mode, default inference only"
     echo "-m : Build with m32 mode(only for windows build), default m64"