From 76a1580861210e0310db23acbc29e1064ae30ead Mon Sep 17 00:00:00 2001 From: Kshitij Sisodia Date: Fri, 24 Dec 2021 11:05:11 +0000 Subject: MLECO-2599: Replace DSCNN with MicroNet for KWS Added SoftMax function to Mathutils to allow MicroNet to output probability as it does not nativelu have this layer. Minor refactoring to accommodate Softmax Calculations Extensive renaming and updating of documentation and resource download script. Added SoftMax function to Mathutils to allow MicroNet to output probability. Change-Id: I7cbbda1024d14b85c9ac1beea7ca8fbffd0b6eb5 Signed-off-by: Liam Barry --- docs/quick_start.md | 32 ++++++++++++++++---------------- 1 file changed, 16 insertions(+), 16 deletions(-) (limited to 'docs/quick_start.md') diff --git a/docs/quick_start.md b/docs/quick_start.md index 6522bdd..252b084 100644 --- a/docs/quick_start.md +++ b/docs/quick_start.md @@ -84,11 +84,11 @@ curl -L https://github.com/ARM-software/ML-zoo/raw/e0aa361b03c738047b9147d1a50e3 --output ./resources_downloaded/img_class/ifm0.npy curl -L https://github.com/ARM-software/ML-zoo/raw/e0aa361b03c738047b9147d1a50e3f2dcb13dbcb/models/image_classification/mobilenet_v2_1.0_224/tflite_int8/testing_output/MobilenetV2/Predictions/Reshape_11/0.npy \ --output ./resources_downloaded/img_class/ofm0.npy -curl -L https://github.com/ARM-software/ML-zoo/raw/68b5fbc77ed28e67b2efc915997ea4477c1d9d5b/models/keyword_spotting/ds_cnn_large/tflite_clustered_int8/ds_cnn_clustered_int8.tflite \ - --output ./resources_downloaded/kws/ds_cnn_clustered_int8.tflite -curl -L https://github.com/ARM-software/ML-zoo/raw/68b5fbc77ed28e67b2efc915997ea4477c1d9d5b/models/keyword_spotting/ds_cnn_large/tflite_clustered_int8/testing_input/input_2/0.npy \ +curl -L https://github.com/ARM-software/ML-zoo/raw/9f506fe52b39df545f0e6c5ff9223f671bc5ae00/models/keyword_spotting/micronet_medium/tflite_int8/kws_micronet_m.tflite \ + --output ./resources_downloaded/kws/kws_micronet_m.tflite +curl -L https://github.com/ARM-software/ML-zoo/raw/9f506fe52b39df545f0e6c5ff9223f671bc5ae00/models/keyword_spotting/micronet_medium/tflite_int8/testing_input/input/0.npy \ --output ./resources_downloaded/kws/ifm0.npy -curl -L https://github.com/ARM-software/ML-zoo/raw/68b5fbc77ed28e67b2efc915997ea4477c1d9d5b/models/keyword_spotting/ds_cnn_large/tflite_clustered_int8/testing_output/Identity/0.npy \ +curl -L https://github.com/ARM-software/ML-zoo/raw/9f506fe52b39df545f0e6c5ff9223f671bc5ae00/models/keyword_spotting/micronet_medium/tflite_int8/testing_output/Identity/0.npy \ --output ./resources_downloaded/kws/ofm0.npy curl -L https://github.com/ARM-software/ML-zoo/raw/1a92aa08c0de49a7304e0a7f3f59df6f4fd33ac8/models/speech_recognition/wav2letter/tflite_pruned_int8/wav2letter_pruned_int8.tflite \ --output ./resources_downloaded/kws_asr/wav2letter_pruned_int8.tflite @@ -96,11 +96,11 @@ curl -L https://github.com/ARM-software/ML-zoo/raw/1a92aa08c0de49a7304e0a7f3f59d --output ./resources_downloaded/kws_asr/asr/ifm0.npy curl -L https://github.com/ARM-software/ML-zoo/raw/1a92aa08c0de49a7304e0a7f3f59df6f4fd33ac8/models/speech_recognition/wav2letter/tflite_pruned_int8/testing_output/Identity_int8/0.npy \ --output ./resources_downloaded/kws_asr/asr/ofm0.npy -curl -L https://github.com/ARM-software/ML-zoo/raw/68b5fbc77ed28e67b2efc915997ea4477c1d9d5b/models/keyword_spotting/ds_cnn_large/tflite_clustered_int8/ds_cnn_clustered_int8.tflite \ - --output ./resources_downloaded/kws_asr/ds_cnn_clustered_int8.tflite -curl -L https://github.com/ARM-software/ML-zoo/raw/68b5fbc77ed28e67b2efc915997ea4477c1d9d5b/models/keyword_spotting/ds_cnn_large/tflite_clustered_int8/testing_input/input_2/0.npy \ +curl -L https://github.com/ARM-software/ML-zoo/raw/9f506fe52b39df545f0e6c5ff9223f671bc5ae00/models/keyword_spotting/micronet_medium/tflite_int8/kws_micronet_m.tflite \ + --output ./resources_downloaded/kws_asr/kws_micronet_m.tflite +curl -L https://github.com/ARM-software/ML-zoo/raw/9f506fe52b39df545f0e6c5ff9223f671bc5ae00/models/keyword_spotting/micronet_medium/tflite_int8/testing_input/input/0.npy \ --output ./resources_downloaded/kws_asr/kws/ifm0.npy -curl -L https://github.com/ARM-software/ML-zoo/raw/68b5fbc77ed28e67b2efc915997ea4477c1d9d5b/models/keyword_spotting/ds_cnn_large/tflite_clustered_int8/testing_output/Identity/0.npy \ +curl -L https://github.com/ARM-software/ML-zoo/raw/9f506fe52b39df545f0e6c5ff9223f671bc5ae00/models/keyword_spotting/micronet_medium/tflite_int8/testing_output/Identity/0.npy \ --output ./resources_downloaded/kws_asr/kws/ofm0.npy curl -L https://github.com/ARM-software/ML-zoo/raw/a061600058097a2785d6f1f7785e5a2d2a142955/models/noise_suppression/RNNoise/tflite_int8/rnnoise_INT8.tflite \ --output ./resources_downloaded/noise_reduction/rnnoise_INT8.tflite @@ -131,22 +131,22 @@ curl -L https://github.com/ARM-software/ML-zoo/raw/7dd3b16bb84007daf88be8648983c curl -L https://github.com/ARM-software/ML-zoo/raw/7dd3b16bb84007daf88be8648983c07f3eb21140/models/visual_wake_words/micronet_vww4/tflite_int8/testing_output/Identity/0.npy \ --output ./resources_downloaded/vww/ofm0.npy -. resources_downloaded/env/bin/activate && vela resources_downloaded/kws/ds_cnn_clustered_int8.tflite \ +. resources_downloaded/env/bin/activate && vela resources_downloaded/kws/kws_micronet_m.tflite \ --accelerator-config=ethos-u55-128 \ --optimise Performance --config scripts/vela/default_vela.ini \ --memory-mode=Shared_Sram \ --system-config=Ethos_U55_High_End_Embedded \ --output-dir=resources_downloaded/kws \ --arena-cache-size=2097152 -mv resources_downloaded/kws/ds_cnn_clustered_int8_vela.tflite resources_downloaded/kws/ds_cnn_clustered_int8_vela_H128.tflite +mv resources_downloaded/kws/kws_micronet_m.tflite resources_downloaded/kws/kws_micronet_m_vela_H128.tflite -. resources_downloaded/env/bin/activate && vela resources_downloaded/kws/ds_cnn_clustered_int8.tflite \ +. resources_downloaded/env/bin/activate && vela resources_downloaded/kws/kws_micronet_m.tflite \ --accelerator-config=ethos-u65-256 \ --optimise Performance --config scripts/vela/default_vela.ini \ --memory-mode=Dedicated_Sram \ --system-config=Ethos_U65_High_End \ --output-dir=resources_downloaded/kws -mv resources_downloaded/kws/ds_cnn_clustered_int8_vela.tflite resources_downloaded/kws/ds_cnn_clustered_int8_vela_Y256.tflite +mv resources_downloaded/kws/kws_micronet_vela.tflite resources_downloaded/kws/kws_micronet_m_vela_Y256.tflite . resources_downloaded/env/bin/activate && vela resources_downloaded/kws_asr/wav2letter_int8.tflite \ --accelerator-config=ethos-u55-128 \ @@ -165,22 +165,22 @@ mv resources_downloaded/kws_asr/wav2letter_int8_vela.tflite resources_downloaded --output-dir=resources_downloaded/kws_asr mv resources_downloaded/kws_asr/wav2letter_int8_vela.tflite resources_downloaded/kws_asr/wav2letter_int8_vela_Y256.tflite -. resources_downloaded/env/bin/activate && vela resources_downloaded/kws_asr/ds_cnn_clustered_int8.tflite \ +. resources_downloaded/env/bin/activate && vela resources_downloaded/kws_asr/kws_micronet_m.tflite \ --accelerator-config=ethos-u55-128 \ --optimise Performance --config scripts/vela/default_vela.ini \ --memory-mode=Shared_Sram \ --system-config=Ethos_U55_High_End_Embedded \ --output-dir=resources_downloaded/kws_asr \ --arena-cache-size=2097152 -mv resources_downloaded/kws_asr/ds_cnn_clustered_int8_vela.tflite resources_downloaded/kws_asr/ds_cnn_clustered_int8_vela_H128.tflite +mv resources_downloaded/kws_asr/kws_micronet_m.tflite_vela.tflite resources_downloaded/kws_asr/kws_micronet_m.tflite_vela_H128.tflite -. resources_downloaded/env/bin/activate && vela resources_downloaded/kws_asr/ds_cnn_clustered_int8.tflite \ +. resources_downloaded/env/bin/activate && vela resources_downloaded/kws_asr/kws_micronet_m.tflite \ --accelerator-config=ethos-u65-256 \ --optimise Performance --config scripts/vela/default_vela.ini \ --memory-mode=Dedicated_Sram \ --system-config=Ethos_U65_High_End \ --output-dir=resources_downloaded/kws_asr -mv resources_downloaded/kws_asr/ds_cnn_clustered_int8_vela.tflite resources_downloaded/kws_asr/ds_cnn_clustered_int8_vela_Y256.tflite +mv resources_downloaded/kws_asr/kws_micronet_m.tflite_vela.tflite resources_downloaded/kws_asr/kws_micronet_m.tflite_vela_Y256.tflite . resources_downloaded/env/bin/activate && vela resources_downloaded/inference_runner/dnn_s_quantized.tflite \ --accelerator-config=ethos-u55-128 \ -- cgit v1.2.1