From c5f1982b1083b63d977cf38a4ec68ceb0278d0fd Mon Sep 17 00:00:00 2001 From: Jaeyun Date: Fri, 15 Feb 2019 14:03:39 +0900 Subject: [PATCH] [Filter/TF] support string type In tensorflow sub-plugin, support DT_STRING type. Added testcase with speech command model, which classifies wav input to keyword. This model has input type DT_STRING. Signed-off-by: Jaeyun Jung --- .../tensor_filter/tensor_filter_tensorflow_core.cc | 20 ++++++++++++++++---- tests/nnstreamer_filter_tensorflow/data/2.wav | Bin 0 -> 32044 bytes tests/nnstreamer_filter_tensorflow/runTest.sh | 14 +++++++++++--- tests/test_models/models/conv_actions_frozen.pb | Bin 0 -> 3771239 bytes 4 files changed, 27 insertions(+), 7 deletions(-) create mode 100644 tests/nnstreamer_filter_tensorflow/data/2.wav create mode 100644 tests/test_models/models/conv_actions_frozen.pb diff --git a/ext/nnstreamer/tensor_filter/tensor_filter_tensorflow_core.cc b/ext/nnstreamer/tensor_filter/tensor_filter_tensorflow_core.cc index d70b311..71ab597 100644 --- a/ext/nnstreamer/tensor_filter/tensor_filter_tensorflow_core.cc +++ b/ext/nnstreamer/tensor_filter/tensor_filter_tensorflow_core.cc @@ -249,8 +249,13 @@ TFCore::validateInputTensor (const GraphDef &graph_def) } if (inputTensorMeta.info[i].type != getTensorTypeFromTF (dtype)) { - GST_ERROR ("Input Tensor is not valid: the type of input tensor is different\n"); - return -3; + /* consider the input data as bytes if tensor type is string */ + if (dtype == DT_STRING) { + GST_WARNING ("Input type is string, ignore type comparision."); + } else { + GST_ERROR ("Input Tensor is not valid: the type of input tensor is different\n"); + return -3; + } } gchar **str_dims; @@ -373,8 +378,12 @@ TFCore::run (const GstTensorMemory * input, GstTensorMemory * output) Tensor in (input_tensor_info[i].type, input_tensor_info[i].shape); /* copy data */ - std::copy_n ((char *) input[i].data, input[i].size, - const_cast(in.tensor_data().data())); + if (input_tensor_info[i].type == DT_STRING) { + in.scalar()() = string ((char *) input[i].data, input[i].size); + } else { + std::copy_n ((char *) input[i].data, input[i].size, + const_cast(in.tensor_data().data())); + } input_feeds.push_back ({inputTensorMeta.info[i].name, in}); } @@ -394,6 +403,9 @@ TFCore::run (const GstTensorMemory * input, GstTensorMemory * output) } for (int i = 0; i < outputTensorMeta.num_tensors; ++i) { + /** + * @todo support DT_STRING output tensor + */ output[i].data = const_cast(outputs[i].tensor_data().data()); outputTensorMap.insert (std::make_pair (output[i].data, outputs[i])); } diff --git a/tests/nnstreamer_filter_tensorflow/data/2.wav b/tests/nnstreamer_filter_tensorflow/data/2.wav new file mode 100644 index 0000000000000000000000000000000000000000..36d48dc568a67ba5e83af078148ed157c3fae709 GIT binary patch literal 32044 zcmXt>1$-3A^Y*)Ec9Q@J!Ge3x;O_43E{7d{xE*%5!*SRTJ?wA}cXxM(K+xbWAuH4U z|MuSdvY#Zgvm;$qPdz2wvox+%y?VA$LbRyVyjs`a24zkngpj<(lxKtemPjJHbR5*t zY$p*ZMKTd8Qi(8;P(+Aukxn!bWyCk_=t82lC@%7fJ)Y z)zKUkA>#CTy_wft9jmYFoqC*}p?B+JdWZf~kL2CI`jlR)m+EbJZsky@nZCrBjXZz)kpln{l58B0UaNYoSML`8nL70nn?DN&j2 z27FRV6cHu)T|tx}aeG&;j>+g(A>u?bz3W{Q)s%R>Di2h=R_*2XlYj|xEyTw+q zSL_md#6Gc_*IY4COcjGg2aYW&a*OPYC4sol^^SA(#d@?JsJrPly1A~b%jhCHyH2em zcqP(q9i+ATuHw`y^+>%?(dse3zo}Gw8mv?58hVf(#W*)I##cHOx@aVR5tGDb@lqs_ zNo7V^LUxuTs^0Qf=(bv$>MWnieejg#< 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[[ -z "${TEST_TENSORFLOW}" ]]; then report fi -# Test constant passthrough custom filter (1, 2) +# Test with mnist model PATH_TO_PLUGIN="../../build" PATH_TO_MODEL="../test_models/models/mnist.pb" PATH_TO_DATA="data/9.raw" -gstTest "--gst-plugin-path=${PATH_TO_PLUGIN} filesrc location=${PATH_TO_DATA} ! application/octet-stream ! tensor_converter input-dim=784:1 input-type=uint8 ! tensor_transform mode=arithmetic option=typecast:float32,add:-127.5,div:127.5 ! tensor_filter framework=tensorflow model=${PATH_TO_MODEL} input=784:1:1:1 inputtype=float32 inputname=input output=10:1:1:1 outputtype=float32 outputname=softmax ! filesink location=tensorfilter.out.log " 1 0 0 $PERFORMANCE -python checkLabel.py tensorfilter.out.log ${PATH_TO_DATA} +gstTest "--gst-plugin-path=${PATH_TO_PLUGIN} filesrc location=${PATH_TO_DATA} ! application/octet-stream ! tensor_converter input-dim=784:1 input-type=uint8 ! tensor_transform mode=arithmetic option=typecast:float32,add:-127.5,div:127.5 ! tensor_filter framework=tensorflow model=${PATH_TO_MODEL} input=784:1:1:1 inputtype=float32 inputname=input output=10:1:1:1 outputtype=float32 outputname=softmax ! filesink location=tensorfilter.out.1.log " 1 0 0 $PERFORMANCE +python checkLabel.py tensorfilter.out.1.log ${PATH_TO_DATA} testResult $? 1 "Golden test comparison" 0 1 +# Test with speech command model (.wav file, answer is 'yes', this model has a input type DT_STRING.) +PATH_TO_MODEL="../test_models/models/conv_actions_frozen.pb" +PATH_TO_DATA="data/2.wav" + +gstTest "--gst-plugin-path=${PATH_TO_PLUGIN} filesrc location=${PATH_TO_DATA} blocksize=-1 ! application/octet-stream ! tensor_converter input-dim=1:16022 input-type=int16 ! tensor_filter framework=tensorflow model=${PATH_TO_MODEL} input=1:16022 inputtype=int16 inputname=wav_data output=12 outputtype=float32 outputname=labels_softmax ! filesink location=tensorfilter.out.2.log " 2 0 0 $PERFORMANCE +python checkLabel.py tensorfilter.out.2.log ${PATH_TO_DATA} +testResult $? 2 "Golden test comparison" 0 1 + report diff --git a/tests/test_models/models/conv_actions_frozen.pb b/tests/test_models/models/conv_actions_frozen.pb new file mode 100644 index 0000000000000000000000000000000000000000..0c0776710dbd1d5e3430233d62ee8480a650e2cd GIT binary patch literal 3771239 zcmZ^~2{cww_%3e95He=W7#TxR;oI+NFhrpw3607SA(<*oWQrmripbPtDw)6io=7R0 zOG#9SqEs5BqT%m1-Sxlg-h0;CXPy0?@9g2*`<(aL&--kVxgx^5JR>%Fd4_pPi#i2( zZuQ=_Bf!f$L|;@yAat8&u(vcHhvz>sUSWIwBQr-x#6v{J%X{k%FK@3+p`L-k0p9=h z^i=ErG_LiGQ2Jj*>dT2pczK8Vh5WDIhD!4*MD3rnOa702>o(7zAn$-sX+8yBk#G^o zCE;FvJ5~pKZw(9C;Tz%^DE)s}l>Tq^>r0D>?(z%r+Oca>s9&V_WHn8E`qM-NL&HM+ zy#6Db&#NylA{FTA8{`)j?&ZBHbZ5BdWV@vKba_Rt@QO@v^x3*q`ajP~|7VS||Cb(f z=IX18DERmVgn5T-@eJC&>A!ojY3q*gps>mA=<3f9k@eadHfiwo@$uX0=NJht-i@aRq^-pM4g zP(Hv6$0-3}R$vF)5$*8fLceu*)k0AhRbPcK()Uy<8ul$F5A)lFx)1z%^L>!m(qGJ& zxxWX%l>Z66epi#dx`>~x9(BMCkBZ4?a0>4G@DNRoD6noc8GncYO2uZ9M>BSyQ0GO| z{g@6VM{jcMHyBf!HPNuNn~y1r6J>JCe}nOrF!;XxJawy+U?e_HqnEu)ktCYYyQ|HZ 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