[XFORM 203-502]
Created by: abd0smaali
hello , i want to test hls4ml with lenet5 model but i m faced with some problem ,my model respect the number of parameter by layer <4096, now when i run hls4ml build -p lenet5-hls-test -a the c sim run the terminal show this message:
e)5, (ap_o_mode)3, 0>, 10u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, softmax_config28>' (firmware/nnet_utils/nnet_activation_stream.h:235) automatically.
INFO: [HLS 200-111] Finished Checking Synthesizability Time (s): cpu = 00:00:37 ; elapsed = 00:00:41 . Memory (MB): peak = 957.395 ; gain = 585.035 ; free physical = 125 ; free virtual = 4608
INFO: [XFORM 203-1101] Packing variable 'out_pack.data.V' (firmware/nnet_utils/nnet_activation_stream.h:237) into a 160-bit variable.
INFO: [XFORM 203-1101] Packing variable 'out_data.data.V' (firmware/nnet_utils/nnet_activation_stream.h:45) into a 1024-bit variable.
INFO: [XFORM 203-1101] Packing variable 'out_data.data.V' (firmware/nnet_utils/nnet_activation_stream.h:45) into a 672-bit variable.
INFO: [XFORM 203-1101] Packing variable 'out_data.data.V' (firmware/nnet_utils/nnet_activation_stream.h:45) into a 384-bit variable.
INFO: [XFORM 203-1101] Packing variable 'out_data.data.V' (firmware/nnet_utils/nnet_activation_stream.h:45) into a 256-bit variable.
INFO: [XFORM 203-1101] Packing variable 'out_data.data.V' (firmware/nnet_utils/nnet_activation_stream.h:45) into a 256-bit variable.
INFO: [XFORM 203-1101] Packing variable 'res_pack.data.V' (firmware/nnet_utils/nnet_pooling_stream.h:184) into a 384-bit variable.
INFO: [XFORM 203-1101] Packing variable 'res_pack.data.V' (firmware/nnet_utils/nnet_pooling_stream.h:184) into a 256-bit variable.
INFO: [XFORM 203-1101] Packing variable 'res_pack.data.V' (firmware/nnet_utils/nnet_pooling_stream.h:184) into a 256-bit variable.
INFO: [XFORM 203-1101] Packing variable 'res_pack.data.V' (firmware/nnet_utils/nnet_dense_stream.h:55) into a 160-bit variable.
INFO: [XFORM 203-1101] Packing variable 'res_pack.data.V' (firmware/nnet_utils/nnet_dense_stream.h:55) into a 1024-bit variable.
INFO: [XFORM 203-1101] Packing variable 'res_pack.data.V' (firmware/nnet_utils/nnet_dense_stream.h:55) into a 672-bit variable.
INFO: [XFORM 203-1101] Packing variable 'res_pack.data.V' (firmware/nnet_utils/nnet_conv_stream.h:282) into a 384-bit variable.
INFO: [XFORM 203-1101] Packing variable 'res_pack.data.V' (firmware/nnet_utils/nnet_conv_stream.h:282) into a 256-bit variable.
INFO: [XFORM 203-1101] Packing variable 'res_pack.data.V' (firmware/nnet_utils/nnet_conv_stream.h:282) into a 256-bit variable.
WARNING: [XFORM 203-505] Ignore pipeline pragma in Loop whose tripcount is only 1 (firmware/nnet_utils/nnet_conv_stream.h:195) in function 'nnet::pooling2d_cl<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 24u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 24u>, config16>'.
WARNING: [XFORM 203-505] Ignore pipeline pragma in Loop whose tripcount is only 1 (firmware/nnet_utils/nnet_conv_stream.h:195) in function 'nnet::pooling2d_cl<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config6>'.
WARNING: [XFORM 203-505] Ignore pipeline pragma in Loop whose tripcount is only 1 (firmware/nnet_utils/nnet_conv_stream.h:195) in function 'nnet::pooling2d_cl<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config11>'.
INFO: [XFORM 203-502] Unrolling all loops for pipelining in function 'nnet::softmax_stable<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, softmax_config28>' (firmware/nnet_utils/nnet_activation_stream.h:193:47).
INFO: [XFORM 203-502] Unrolling all loops for pipelining in function 'nnet::relu<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 64u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 64u>, relu_config25>' (firmware/nnet_utils/nnet_activation_stream.h:41:42).
INFO: [XFORM 203-502] Unrolling all loops for pipelining in function 'nnet::relu<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 42u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 42u>, relu_config21>' (firmware/nnet_utils/nnet_activation_stream.h:41:42).
INFO: [XFORM 203-502] Unrolling all sub-loops inside loop 'ReLUActLoop' (firmware/nnet_utils/nnet_activation_stream.h:41) in function 'nnet::relu<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 24u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 24u>, relu_config15>' for pipelining.
INFO: [XFORM 203-502] Unrolling all sub-loops inside loop 'ReLUActLoop' (firmware/nnet_utils/nnet_activation_stream.h:41) in function 'nnet::relu<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, relu_config5>' for pipelining.
INFO: [XFORM 203-502] Unrolling all sub-loops inside loop 'ReLUActLoop' (firmware/nnet_utils/nnet_activation_stream.h:41) in function 'nnet::relu<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, relu_config10>' for pipelining.
INFO: [XFORM 203-502] Unrolling all sub-loops inside loop 'ReadInputWidth' (firmware/nnet_utils/nnet_pooling_stream.h:243) in function 'nnet::pooling2d_cl<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 24u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 24u>, config16>' for pipelining.
WARNING: [XFORM 203-505] Ignored pipeline directive for loop 'FiltLoop' (firmware/nnet_utils/nnet_pooling_stream.h:193) because its parent loop or function is pipelined.
INFO: [XFORM 203-502] Unrolling all sub-loops inside loop 'ReadInputWidth' (firmware/nnet_utils/nnet_pooling_stream.h:243) in function 'nnet::pooling2d_cl<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config6>' for pipelining.
WARNING: [XFORM 203-505] Ignored pipeline directive for loop 'FiltLoop' (firmware/nnet_utils/nnet_pooling_stream.h:193) because its parent loop or function is pipelined.
INFO: [XFORM 203-502] Unrolling all sub-loops inside loop 'ReadInputWidth' (firmware/nnet_utils/nnet_pooling_stream.h:243) in function 'nnet::pooling2d_cl<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config11>' for pipelining.
WARNING: [XFORM 203-505] Ignored pipeline directive for loop 'FiltLoop' (firmware/nnet_utils/nnet_pooling_stream.h:193) because its parent loop or function is pipelined.
INFO: [XFORM 203-502] Unrolling all loops for pipelining in function 'nnet::dense_wrapper<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config26>' (firmware/nnet_utils/nnet_dense_latency.h:17:48).
INFO: [XFORM 203-502] Unrolling all loops for pipelining in function 'nnet::dense_wrapper<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config22>' (firmware/nnet_utils/nnet_dense_latency.h:17:48).
INFO: [XFORM 203-502] Unrolling all loops for pipelining in function 'nnet::dense_wrapper<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config18>' (firmware/nnet_utils/nnet_dense_latency.h:17:48).
INFO: [XFORM 203-502] Unrolling all loops for pipelining in function 'nnet::compute_output_buffer_2d<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 24u>, config12>' (firmware/nnet_utils/nnet_conv_stream.h:263:5).
INFO: [XFORM 203-502] Unrolling all loops for pipelining in function 'nnet::dense_latency<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config12_mult>' (firmware/nnet_utils/nnet_dense_latency.h:17:48).
INFO: [XFORM 203-502] Unrolling all loops for pipelining in function 'nnet::shift_line_buffer<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config12>' (firmware/nnet_utils/nnet_conv_stream.h:194:62).
WARNING: [XFORM 203-505] Ignored pipeline directive for loop 'KernelShiftWidth' (firmware/nnet_utils/nnet_conv_stream.h:194) because its parent loop or function is pipelined.
INFO: [XFORM 203-502] Unrolling all loops for pipelining in function 'nnet::compute_output_buffer_2d<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config7>' (firmware/nnet_utils/nnet_conv_stream.h:263:5).
INFO: [XFORM 203-502] Unrolling all loops for pipelining in function 'nnet::dense_latency<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config7_mult>' (firmware/nnet_utils/nnet_dense_latency.h:17:48).
INFO: [XFORM 203-502] Unrolling all loops for pipelining in function 'nnet::shift_line_buffer<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config7>' (firmware/nnet_utils/nnet_conv_stream.h:194:62).
WARNING: [XFORM 203-505] Ignored pipeline directive for loop 'KernelShiftWidth' (firmware/nnet_utils/nnet_conv_stream.h:194) because its parent loop or function is pipelined.
INFO: [XFORM 203-502] Unrolling all loops for pipelining in function 'nnet::compute_output_buffer_2d<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config2>' (firmware/nnet_utils/nnet_conv_stream.h:263:5).
INFO: [XFORM 203-502] Unrolling all loops for pipelining in function 'nnet::dense_latency<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config2_mult>' (firmware/nnet_utils/nnet_dense_latency.h:17:48).
INFO: [XFORM 203-502] Unrolling all loops for pipelining in function 'nnet::shift_line_buffer<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, config2>' (firmware/nnet_utils/nnet_conv_stream.h:194:63).
WARNING: [XFORM 203-505] Ignored pipeline directive for loop 'KernelShiftWidth' (firmware/nnet_utils/nnet_conv_stream.h:194) because its parent loop or function is pipelined.
INFO: [HLS 200-489] Unrolling loop 'SoftmaxArrayPackLoop' (firmware/nnet_utils/nnet_activation_stream.h:201) in function 'nnet::softmax_stable<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, softmax_config28>' completely with a factor of 10.
KerasJson: LeNet5_MNIST_model.json
KerasH5: LeNet5_MNIST_weights.h5
OutputDir: lenet5-hls-test
ProjectName: lenet5
Part: xc7z020clg400-1
ClockPeriod: 5
Backend: Vivado
IOType: io_stream
HLSConfig:
Model:
Precision: ap_fixed<16,6>
ReuseFactor: 1 Model: "LeNet5_MNIST"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_1 (InputLayer) [(None, 28, 28, 1)] 0
_________________________________________________________________
conv_0 (Conv2D) (None, 26, 26, 16) 144
_________________________________________________________________
bn_conv_0 (BatchNormalizatio (None, 26, 26, 16) 64
_________________________________________________________________
conv_act_0 (Activation) (None, 26, 26, 16) 0
_________________________________________________________________
pool_0 (MaxPooling2D) (None, 13, 13, 16) 0
_________________________________________________________________
conv_1 (Conv2D) (None, 11, 11, 16) 2304
_________________________________________________________________
bn_conv_1 (BatchNormalizatio (None, 11, 11, 16) 64
_________________________________________________________________
conv_act_1 (Activation) (None, 11, 11, 16) 0
_________________________________________________________________
pool_1 (MaxPooling2D) (None, 5, 5, 16) 0
_________________________________________________________________
conv_2 (Conv2D) (None, 3, 3, 24) 3456
_________________________________________________________________
bn_conv_2 (BatchNormalizatio (None, 3, 3, 24) 96
_________________________________________________________________
conv_act_2 (Activation) (None, 3, 3, 24) 0
_________________________________________________________________
pool_2 (MaxPooling2D) (None, 1, 1, 24) 0
_________________________________________________________________
flatten (Flatten) (None, 24) 0
_________________________________________________________________
dense_0 (Dense) (None, 42) 1008
_________________________________________________________________
bn_dense_0 (BatchNormalizati (None, 42) 168
_________________________________________________________________
dense_act_0 (Activation) (None, 42) 0
_________________________________________________________________
dense_1 (Dense) (None, 64) 2688
_________________________________________________________________
bn_dense_1 (BatchNormalizati (None, 64) 256
_________________________________________________________________
dense_act_1 (Activation) (None, 64) 0
_________________________________________________________________
output_dense (Dense) (None, 10) 650
_________________________________________________________________
output_softmax (Activation) (None, 10) 0
=================================================================
Total params: 11,848
Trainable params: 11,560
Non-trainable params: 288
_________________________________________________________________the cmd used in terminal : 1: /hls4ml convert -c co_nf.yml 2: /hls4ml build -p lenet5-hls-test -a