From 9092c0813824ad2aefc55156dd4e91968cb9e21c Mon Sep 17 00:00:00 2001 From: andre Date: Thu, 29 Jul 2021 10:48:55 -0700 Subject: [PATCH 01/10] update api compile+init 29 Jul 2021 --- api.h | 6 +- examples/c_api/compile.c | 3 +- .../pre_trained_models/Inception/inception.py | 6 +- .../pre_trained_models/Linknet/linknet.py | 3 +- .../pre_trained_models/Resnet/resnet34_18.py | 22 +++--- .../pre_trained_models/Resnet/resnet34_50.py | 9 +-- .../pre_trained_models/RetinaNet/retinanet.py | 4 +- .../SuperResolution/superresolution.py | 6 +- examples/pre_trained_models/YOLOv3/yolov3.py | 3 +- examples/python_api/interleavingdemo.py | 5 +- examples/python_api/pollingdemo.py | 5 +- examples/python_api/quantize.py | 5 +- examples/python_api/simpledemo.ipynb | 6 +- examples/python_api/simpledemo.py | 7 +- examples/python_api/threadedbatchdemo.py | 5 +- examples/python_api/threadeddemo.py | 5 +- examples/python_api/twonetdemo.py | 21 ++--- examples/tests/test_conv.py | 3 +- examples/tests/test_lstm.py | 7 +- examples/tests/test_matrixvector.py | 3 +- examples/tests/test_maxpool.py | 3 +- examples/tests/test_model.py | 3 +- examples/tests/test_transconv.py | 3 +- examples/tests/test_vectoradd.py | 3 +- examples/tests/test_vectormul.py | 3 +- examples/website/ieproc.py | 5 +- microndla.py | 79 +++++++++++-------- 27 files changed, 100 insertions(+), 133 deletions(-) diff --git a/api.h b/api.h index f65010a..fa80ae2 100644 --- a/api.h +++ b/api.h @@ -46,7 +46,7 @@ int IECOMPILER_API set_external_wait(void *cmemo, bool (*wait_ext) (int)); /*! Allow to pass externally created thnets net into node list */ -void IECOMPILER_API ext_thnets2lst(void *cmemo, void* nett, char* image, int limit, int batch); +void IECOMPILER_API ext_thnets2lst(void *cmemo, void* nett, char* image, int batch); /*! Create an Inference Engine object @@ -82,7 +82,7 @@ Run static quantization of inputs, weight and outputs over a calibration dataset */ void IECOMPILER_API *ie_compile_vfp(void *cmemo, const char *modelpath, const char* outbin, const char *inshapes, unsigned *noutputs, unsigned **noutdims, uint64_t ***outshapes, - const float * const *inputs, const uint64_t *input_elements, unsigned ninputs); + const float * const *inputs, const uint64_t *input_elements, unsigned ninputs, void *cmemp); /*! Compile a network and produce a .bin file with everything that is needed to execute in hardware. @@ -97,7 +97,7 @@ In this case, ie_compile is necessary, ie_init with a previously generated bin f @param outshapes returns a pointer to noutputs pointers to the shapes of each output @return context object */ -void IECOMPILER_API *ie_compile(void *cmemo, const char *modelpath, const char *outbin, const char *inshapes, unsigned *noutputs, unsigned **noutdims, uint64_t ***outshapes); +void IECOMPILER_API *ie_compile(void *cmemo, const char *modelpath, const char *outbin, const char *inshapes, unsigned *noutputs, unsigned **noutdims, uint64_t ***outshapes, void *cmemp); /*! Load a .bin file into the hardware and initialize it @param cmemo pointer to an Inference Engine object, may be null diff --git a/examples/c_api/compile.c b/examples/c_api/compile.c index 0e0bdf3..dd4b7cc 100644 --- a/examples/c_api/compile.c +++ b/examples/c_api/compile.c @@ -62,10 +62,11 @@ int main(int argc, char **argv) void* sf_handle = ie_safecreate(); sprintf(s, "%d", nclus); + ie_setflag(sf_handle, "debug", "bw"); ie_setflag(sf_handle, "nclusters", s); sprintf(s, "%d", nfpgas); ie_setflag(sf_handle, "nfpgas", s); - ie_compile(sf_handle, modelpath, outbin, inshapes, &noutputs, &noutdims, &outshapes); + ie_compile(sf_handle, modelpath, outbin, inshapes, &noutputs, &noutdims, &outshapes, 0); ie_free(sf_handle); printf("done\n"); return 0; diff --git a/examples/pre_trained_models/Inception/inception.py b/examples/pre_trained_models/Inception/inception.py index 2f781a4..82e80d5 100644 --- a/examples/pre_trained_models/Inception/inception.py +++ b/examples/pre_trained_models/Inception/inception.py @@ -39,18 +39,14 @@ def __init__(self, input_img, bitfile, model_path, numfpga, numclus): self.dla.SetFlag('nfpgas', str(numfpga)) self.dla.SetFlag('nclusters', str(numclus)) - if bitfile and bitfile != '': - self.dla.SetFlag('bitfile', bitfile) - print('{}{}{}'.format(CP_C, 'Finished loading bitfile on FPGA', CP_0)) #self.dla.SetFlag('debug', 'b') # Uncomment it to see detailed output from compiler # Compile the NN and generate instructions for MDLA sz = "{:d}x{:d}x{:d}x{:d}".format(self.batch, self.channels, self.height, self.width) - self.dla.Compile(model_path, 'save.bin', sz) + self.dla.Compile(model_path) print('{}{}{}!!!'.format(CP_C, 'Successfully generated binaries for MDLA', CP_0)) # Send the generated instructions to MDLA # Send the bitfile to the FPGA only during the first run # Otherwise bitfile is an empty string - self.dla.Init('save.bin') print('{}{}{}!!!'.format(CP_G, 'MDLA initialization complete', CP_0)) print('{:-<80}'.format('')) diff --git a/examples/pre_trained_models/Linknet/linknet.py b/examples/pre_trained_models/Linknet/linknet.py index 13c417e..73b07a5 100644 --- a/examples/pre_trained_models/Linknet/linknet.py +++ b/examples/pre_trained_models/Linknet/linknet.py @@ -66,12 +66,11 @@ def __init__(self, input_img, n_classes, bitfile, model_path): #self.dla.SetFlag('debug', 'b') self.height, self.width, self.channels = input_img.shape # Compile the NN and generate instructions for MDLA - self.dla.Compile(model_path, 'save.bin', "1x{:d}x{:d}x{:d}".format(self.channels, self.height, self.width)) + self.dla.Compile(model_path) print('{}{}{}'.format(CP_C, 'Successfully generated binaries for MDLA', CP_0)) # Send the generated instructions to MDLA # Send the bitfile to the FPGA only during the first run # Otherwise bitfile is an empty string - self.dla.Init('save.bin') print('\n{}{}{}!!!'.format(CP_G, 'MDLA initialization complete', CP_0)) print('{:-<80}'.format('')) diff --git a/examples/pre_trained_models/Resnet/resnet34_18.py b/examples/pre_trained_models/Resnet/resnet34_18.py index eb4107a..2e801e7 100644 --- a/examples/pre_trained_models/Resnet/resnet34_18.py +++ b/examples/pre_trained_models/Resnet/resnet34_18.py @@ -31,22 +31,17 @@ def __init__(self, input_img, bitfile, model_path1, model_path2, numfpga, numclu # Initialize 1 Micron DLA self.dla = microndla.MDLA() + self.dla2 = microndla.MDLA() # Run the network in batch mode (one image on all clusters) - self.dla.SetFlag('clustersbatchmode', '0') self.batch, self.height, self.width, self.channels = input_img.shape # Compile the NN and generate instructions for MDLA - self.dla.SetFlag('nfpgas', str(numfpga)) - self.dla.SetFlag('nclusters', str(numclus)) + self.dla.SetFlag({'nclusters': numclus, 'clustersbatchmode': 1}) + self.dla2.SetFlag({'nclusters': numclus, 'clustersbatchmode': 1, 'firstcluster': numclus}) #self.dla.SetFlag('debug', 'bw') # Comment it out to see detailed output from compiler - if bitfile and bitfile != '': - self.dla.SetFlag('bitfile', bitfile) - print('{}{}{}!!!'.format(CP_C, 'Finished loading bitfile on FPGA', CP_0)) - self.dla.Compile(model_path1, 'save.bin') - self.dla.Compile(model_path2, 'save2.bin') - self.dla.Loadmulti(('save.bin', 'save2.bin')) - self.dla.Init('') + self.dla.Compile(model_path1) + self.dla2.Compile(model_path2) print('{}{}{}!!!'.format(CP_C, 'Successfully generated binaries for MDLA', CP_0)) @@ -85,6 +80,11 @@ def forward(self, input_img1,input_img2): x2 = np.ascontiguousarray(img2) dla_output = self.dla.Run((x1, x2)) - y = dla_output + dla.PutInput(x1, None) + dla2.PutInput(x2, None) + r1, _ = dla.GetResult() + r2, _ = dla2.GetResult() + + y = [r1, r2] return y[0], y[1] diff --git a/examples/pre_trained_models/Resnet/resnet34_50.py b/examples/pre_trained_models/Resnet/resnet34_50.py index 7286c3f..d903d0f 100644 --- a/examples/pre_trained_models/Resnet/resnet34_50.py +++ b/examples/pre_trained_models/Resnet/resnet34_50.py @@ -41,18 +41,13 @@ def __init__(self, input_img, bitfile, model_path1, model_path2, numfpga, numclu self.dla1.SetFlag('nclusters', str(numclus)) self.dla2.SetFlag('nclusters', str(numclus)) # Compile the NN and generate instructions for MDLA - if bitfile and bitfile != '': - self.dla.SetFlag('bitfile', bitfile) - print('{}{}{}!!!'.format(CP_C, 'Finished loading bitfile on FPGA', CP_0)) - self.dla1.Compile(model_path1, 'save.bin') - self.dla2.Compile(model_path2, 'save2.bin') + self.dla1.Compile(model_path1) + self.dla2.Compile(model_path2) print('{}{}{}!!!'.format(CP_C, 'Successfully generated binaries for MDLA', CP_0)) # Send the generated instructions to MDLA # Send the bitfile to the FPGA only during the first run # Otherwise bitfile is an empty string - self.dla2.Init('save2.bin') - self.dla1.Init('save.bin') print('{}{}{}!!!'.format(CP_G, 'MDLA initialization complete', CP_0)) print('{:-<80}'.format('')) diff --git a/examples/pre_trained_models/RetinaNet/retinanet.py b/examples/pre_trained_models/RetinaNet/retinanet.py index f814863..a3e1bb2 100644 --- a/examples/pre_trained_models/RetinaNet/retinanet.py +++ b/examples/pre_trained_models/RetinaNet/retinanet.py @@ -57,10 +57,8 @@ def __init__(self, model_path, class_names, res, bitfile, numclus=4, threshold=0 self.dla.SetFlag('bitfile', bitfile) self.dla.SetFlag('nclusters', str(numclus)) sz = '{:1}x{:d}x{:d}x{:d}'.format(1, c, h, w) - self.dla.Compile(model_path, 'save.bin', sz) + self.dla.Compile(model_path) - # Init fpga with compiled machine code - self.dla.Init('save.bin') # Model has 10 outputs that each need to be reshaped to the following sizes self.output_shapes = [ diff --git a/examples/pre_trained_models/SuperResolution/superresolution.py b/examples/pre_trained_models/SuperResolution/superresolution.py index ad4d134..6769d3e 100644 --- a/examples/pre_trained_models/SuperResolution/superresolution.py +++ b/examples/pre_trained_models/SuperResolution/superresolution.py @@ -20,13 +20,9 @@ def __init__(self, input_img, bitfile, model_path, numfpga=1, numclus=1, nobatch self.dla.SetFlag('nclusters', str(numclus)) self.dla.SetFlag('nfpgas', str(numfpga)) - if bitfile and bitfile != '': - self.dla.SetFlag('bitfile', bitfile) #self.dla.SetFlag('debug', 'b') # Comment it out for detailed output from compiler - self.dla.Compile(model_path, 'save.bin') # Compile the NN and generate instructions for MDLA + self.dla.Compile(model_path) # Compile the NN and generate instructions for MDLA print('\nSuccesfully generated binaries for MDLA') - self.dla.Init('save.bin') # Send instruction to FPGA and load bitfile if necessary - print('MDLA initialization complete\n') def __call__(self, input_img): return self.forward(input_img) diff --git a/examples/pre_trained_models/YOLOv3/yolov3.py b/examples/pre_trained_models/YOLOv3/yolov3.py index fc5264b..d4722b1 100644 --- a/examples/pre_trained_models/YOLOv3/yolov3.py +++ b/examples/pre_trained_models/YOLOv3/yolov3.py @@ -21,8 +21,7 @@ def __init__(self, input_img, bitfile, model_path, numfpga=1, nobatch=False): self.dla.SetFlag('nfpgas', str(numfpga)) if bitfile and bitfile != '': self.dla.SetFlag('bitfile', bitfile) - self.dla.Compile(model_path, 'save.bin') - self.dla.Init('save.bin') + self.dla.Compile(model_path) self.cfg = yolov3_cfg self.grids = [] diff --git a/examples/python_api/interleavingdemo.py b/examples/python_api/interleavingdemo.py index d7ff3a9..fca5134 100755 --- a/examples/python_api/interleavingdemo.py +++ b/examples/python_api/interleavingdemo.py @@ -52,10 +52,7 @@ def LoadImage(imagepath): #ie.SetFlag('debug','bw') #Compile to a file -swnresults = ie.Compile(args.modelpath, 'save.bin') - -#Init fpga -ie.Init('save.bin') +swnresults = ie.Compile(args.modelpath) categories = None if args.categories != '': diff --git a/examples/python_api/pollingdemo.py b/examples/python_api/pollingdemo.py index e666db4..bf29167 100755 --- a/examples/python_api/pollingdemo.py +++ b/examples/python_api/pollingdemo.py @@ -55,10 +55,7 @@ def LoadImage(imagepath): ie.SetFlag('blockingmode','0') #Compile to a file -ie.Compile(args.modelpath, 'save.bin') - -#Init fpga -ie.Init('save.bin') +ie.Compile(args.modelpath) categories = None if args.categories != '': diff --git a/examples/python_api/quantize.py b/examples/python_api/quantize.py index 3df2130..57f247d 100755 --- a/examples/python_api/quantize.py +++ b/examples/python_api/quantize.py @@ -55,10 +55,7 @@ def LoadImage(imagepath, args): #ie.SetFlag('debug','bw') #Compile to a file -ie.Compile(args.modelpath, 'save.bin', samples = imgs) - -#Init fpga -ie.Init('save.bin') +ie.Compile(args.modelpath, samples = imgs) #Create the storage for the result and run one inference result = ie.Run(img) diff --git a/examples/python_api/simpledemo.ipynb b/examples/python_api/simpledemo.ipynb index b21c474..36f57fa 100644 --- a/examples/python_api/simpledemo.ipynb +++ b/examples/python_api/simpledemo.ipynb @@ -152,9 +152,7 @@ "#Create and initialize the Inference Engine object\n", "ie = microndla.MDLA()\n", "#Compile to a file\n", - "ie.Compile(modelfile, outfile)\n", - "#Init fpga\n", - "ie.Init(outfile)\n", + "ie.Compile(modelfile)\n", "#Create the storage for the result and run one inference\n", "result = ie.Run(img)\n", "result = np.squeeze(result, axis=0)" @@ -226,7 +224,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.8.10" } }, "nbformat": 4, diff --git a/examples/python_api/simpledemo.py b/examples/python_api/simpledemo.py index b8fd22a..b326535 100755 --- a/examples/python_api/simpledemo.py +++ b/examples/python_api/simpledemo.py @@ -39,13 +39,10 @@ #Create and initialize the Inference Engine object ie = microndla.MDLA() -# ie.SetFlag('debug','bw') +#ie.SetFlag('debug','bw') #Compile to a file -ie.Compile(args.modelpath, 'save.bin') - -#Init fpga -ie.Init('save.bin') +ie.Compile(args.modelpath) #Create the storage for the result and run one inference result = ie.Run(img) diff --git a/examples/python_api/threadedbatchdemo.py b/examples/python_api/threadedbatchdemo.py index f15f249..ebe0060 100755 --- a/examples/python_api/threadedbatchdemo.py +++ b/examples/python_api/threadedbatchdemo.py @@ -85,10 +85,7 @@ def LoadImage(imagepath): ie.SetFlag('nfpgas', str(args.nfpgas)) ie.SetFlag('nclusters', str(args.nclusters)) #Compile to a file -ie.Compile(args.modelpath, 'save.bin') - -#Init fpga -ie.Init('save.bin') +ie.Compile(args.modelpath) batchsize = args.nfpgas * args.nclusters * args.batch thread = threading.Thread(target = GetResult) diff --git a/examples/python_api/threadeddemo.py b/examples/python_api/threadeddemo.py index 4642bc2..509f008 100755 --- a/examples/python_api/threadeddemo.py +++ b/examples/python_api/threadeddemo.py @@ -79,10 +79,7 @@ def LoadImage(imagepath): #ie.SetFlag('debug','bw') #Compile to a file -ie.Compile(args.modelpath, 'save.bin') - -#Init fpga -ie.Init('save.bin') +ie.Compile(args.modelpath) thread = threading.Thread(target = GetResult) thread.start() diff --git a/examples/python_api/twonetdemo.py b/examples/python_api/twonetdemo.py index 9921a69..433c712 100755 --- a/examples/python_api/twonetdemo.py +++ b/examples/python_api/twonetdemo.py @@ -45,21 +45,22 @@ img[i][j] = (img[i][j] - stat_mean[j])/stat_std[j] #Create and initialize the Inference Engine object +nclus = 2 ie = microndla.MDLA() -# ie.SetFlag('debug','bw') +ie2 = microndla.MDLA() +ie.SetFlag({'nclusters': nclus, 'clustersbatchmode': 1}) +ie2.SetFlag({'nclusters': nclus, 'firstcluster': nclus, 'clustersbatchmode': 1}) #Compile to a file -ie.Compile(args.modelpath1, 'save1.bin') -ie.Compile(args.modelpath2, 'save2.bin') -ie.Loadmulti(('save1.bin', 'save2.bin')) - -#Init fpga -ie.Init('') +ie.Compile(args.modelpath1) +ie2.Compile(args.modelpath2, MDLA=ie) #Create the storage for the result and run one inference -result = ie.Run((img[0], img[1])) -result[0] = np.squeeze(result[0], axis=0) -result[1] = np.squeeze(result[1], axis=0) +ie.PutInput(img[0], None) +ie2.PutInput(img[1], None) +r1, _ = ie.GetResult() +r2, _ = ie2.GetResult() +result = [np.squeeze(r1, axis=0), np.squeeze(r2, axis=0)] #Convert to numpy and print top-5 print('') diff --git a/examples/tests/test_conv.py b/examples/tests/test_conv.py index 765b6aa..8748528 100644 --- a/examples/tests/test_conv.py +++ b/examples/tests/test_conv.py @@ -47,9 +47,8 @@ def forward(self, x): sf.SetFlag('debug', 'b')#debug options # Compile to generate binary -sf.Compile('net_conv.onnx', 'net_conv.bin') +sf.Compile('net_conv.onnx') -sf.Init("./net_conv.bin") in_1 = np.ascontiguousarray(inVec1) result = sf.Run(in_1) diff --git a/examples/tests/test_lstm.py b/examples/tests/test_lstm.py index d42de90..8768e6c 100644 --- a/examples/tests/test_lstm.py +++ b/examples/tests/test_lstm.py @@ -51,13 +51,10 @@ def print_err(result, result_pyt): #Create and initialize the Inference Engine object ie = microndla.MDLA() -ie.SetFlag('debug','bw') +#ie.SetFlag('debug','bw') #Compile to a file -ie.Compile('model.onnx', 'model.bin') - -#Init fpga -ie.Init('model.bin') +ie.Compile('model.onnx') np.random.seed(1) img = inputs.numpy().transpose(1, 0, 2) diff --git a/examples/tests/test_matrixvector.py b/examples/tests/test_matrixvector.py index dd169d6..0cf68fc 100644 --- a/examples/tests/test_matrixvector.py +++ b/examples/tests/test_matrixvector.py @@ -36,9 +36,8 @@ def forward(self, x): sf.SetFlag('debug', 'b')#debug options # Compile to generate binary -sf.Compile('net_matrix_vector.onnx', 'net_matrix_vector.bin') +sf.Compile('net_matrix_vector.onnx') -sf.Init("./net_matrix_vector.bin") in_1 = np.ascontiguousarray(inVec1) result = sf.Run(in_1) result = np.squeeze(result) diff --git a/examples/tests/test_maxpool.py b/examples/tests/test_maxpool.py index 4c76fa5..b52df69 100644 --- a/examples/tests/test_maxpool.py +++ b/examples/tests/test_maxpool.py @@ -44,9 +44,8 @@ def forward(self, x): sf.SetFlag('debug', 'b')#debug options # Compile to generate binary -sf.Compile('net_maxpool.onnx', 'net_maxpool.bin') +sf.Compile('net_maxpool.onnx') -sf.Init("./net_maxpool.bin") in_1 = np.ascontiguousarray(inVec1) result = sf.Run(in_1) diff --git a/examples/tests/test_model.py b/examples/tests/test_model.py index 8936321..a75fc76 100644 --- a/examples/tests/test_model.py +++ b/examples/tests/test_model.py @@ -30,9 +30,8 @@ sf.SetFlag('options', 'Ls')#profile all layer in the model # Compile and Run on MDLA -sf.Compile(args.model, 'save.bin') +sf.Compile(args.model) -sf.Init("./save.bin") in_1 = np.ascontiguousarray(image) result = sf.Run(in_1) diff --git a/examples/tests/test_transconv.py b/examples/tests/test_transconv.py index 6745262..ddffe8c 100644 --- a/examples/tests/test_transconv.py +++ b/examples/tests/test_transconv.py @@ -46,9 +46,8 @@ def forward(self, x): sf.SetFlag('debug', 'b')#debug options # Compile to generate binary -sf.Compile('net_transconv.onnx', 'net_transconv.bin') +sf.Compile('net_transconv.onnx') -sf.Init("./net_transconv.bin") in_1 = np.ascontiguousarray(inVec1) result = sf.Run(in_1) diff --git a/examples/tests/test_vectoradd.py b/examples/tests/test_vectoradd.py index 936f882..3dcfc26 100644 --- a/examples/tests/test_vectoradd.py +++ b/examples/tests/test_vectoradd.py @@ -37,9 +37,8 @@ def forward(self, x1, x2): sf.SetFlag('debug', 'b')#debug options # Compile to generate binary -sf.Compile('net_vector_add.onnx', 'net_vector_add.bin') +sf.Compile('net_vector_add.onnx') -sf.Init("./net_vector_add.bin") in_1 = np.ascontiguousarray(inVec1) in_2 = np.ascontiguousarray(inVec2) diff --git a/examples/tests/test_vectormul.py b/examples/tests/test_vectormul.py index 7d1cbe6..68c4b70 100644 --- a/examples/tests/test_vectormul.py +++ b/examples/tests/test_vectormul.py @@ -37,9 +37,8 @@ def forward(self, x1, x2): sf.SetFlag('debug', 'b')#debug options # Compile to generate binary -sf.Compile('net_vector_prod.onnx', 'net_vector_prod.bin') +sf.Compile('net_vector_prod.onnx') -sf.Init("./net_vector_prod.bin") in_1 = np.ascontiguousarray(inVec1) in_2 = np.ascontiguousarray(inVec2) result = sf.Run((in_1, in_2)) diff --git a/examples/website/ieproc.py b/examples/website/ieproc.py index eff06f5..3c632e0 100644 --- a/examples/website/ieproc.py +++ b/examples/website/ieproc.py @@ -31,10 +31,7 @@ def ieprocess(image_file, network_file): ie = microndla.MDLA() #Compile to a file - ie.Compile(network_file, 'save.bin') - - #Init fpga - ie.Init('save.bin') + ie.Compile(network_file) #Create the storage for the result and run one inference result = ie.Run(img) diff --git a/microndla.py b/microndla.py index 6a96752..5c0d365 100644 --- a/microndla.py +++ b/microndla.py @@ -53,11 +53,11 @@ def __init__(self): self.ie_loadmulti.restype = c_void_p self.ie_compile_vfp = f.ie_compile_vfp - self.ie_compile_vfp.argtypes = [c_void_p, c_char_p, c_char_p, c_char_p, POINTER(c_uint), POINTER(POINTER(c_uint)), POINTER(POINTER(POINTER(c_ulonglong))), POINTER(POINTER(c_float)), POINTER(c_ulonglong), c_uint] + self.ie_compile_vfp.argtypes = [c_void_p, c_char_p, c_char_p, c_char_p, POINTER(c_uint), POINTER(POINTER(c_uint)), POINTER(POINTER(POINTER(c_ulonglong))), POINTER(POINTER(c_float)), POINTER(c_ulonglong), c_uint, c_void_p] self.ie_compile_vfp.restype = c_void_p self.ie_compile = f.ie_compile - self.ie_compile.argtypes = [c_void_p, c_char_p, c_char_p, c_char_p, POINTER(c_uint), POINTER(POINTER(c_uint)), POINTER(POINTER(POINTER(c_ulonglong)))] + self.ie_compile.argtypes = [c_void_p, c_char_p, c_char_p, c_char_p, POINTER(c_uint), POINTER(POINTER(c_uint)), POINTER(POINTER(POINTER(c_ulonglong))), c_void_p] self.ie_compile.restype = c_void_p self.ie_init = f.ie_init @@ -155,8 +155,8 @@ def __init__(self): # Yshift: number of rational bits for output when converting to int # Ygshift: number of ration bits for gradient when converting to int (used only in external gradient calculation) # rate: learning rate; if 0, gradient will be calculated externally; if > 0, it will be the learning rate with LMS loss calculated internally - def TrainlinearStart(self, batchsize, A, b, Ashift, Xshift, Yshift, Ygshift, rate, nclusters=1): - self.trainlinear_start(self.handle, A.shape[1], A.shape[0], batchsize, A, b, Ashift, Xshift, Yshift, Ygshift, rate, nclusters) + def TrainlinearStart(self, batchsize, A, b, Ashift, Xshift, Yshift, Ygshift, rate): + self.trainlinear_start(self.handle, A.shape[1], A.shape[0], batchsize, A, b, Ashift, Xshift, Yshift, Ygshift, rate) # Pass training data to main memory so that MDLA can access it # All training data can be stored in memory at different indexes only at the beginning, so it won't be required @@ -236,17 +236,22 @@ def Loadmulti(self, bins): def CreateResults(self, noutputs, noutdims, outshapes): self.results = [] + no_rearrange = self.GetInfo('no_rearrange') + if no_rearrange == 2: + dt = np.int16 + else: + dt = np.float32 for i in range(noutputs.value): if noutdims[i] == 1: - r = np.ndarray((outshapes[i][0]), dtype=np.float32) + r = np.ndarray((outshapes[i][0]), dtype=dt) elif noutdims[i] == 2: - r = np.ndarray((outshapes[i][0], outshapes[i][1]), dtype=np.float32) + r = np.ndarray((outshapes[i][0], outshapes[i][1]), dtype=dt) elif noutdims[i] == 3: - r = np.ndarray((outshapes[i][0], outshapes[i][1], outshapes[i][2]), dtype=np.float32) + r = np.ndarray((outshapes[i][0], outshapes[i][1], outshapes[i][2]), dtype=dt) elif noutdims[i] == 4: - r = np.ndarray((outshapes[i][0], outshapes[i][1], outshapes[i][2], outshapes[i][3]), dtype=np.float32) + r = np.ndarray((outshapes[i][0], outshapes[i][1], outshapes[i][2], outshapes[i][3]), dtype=dt) elif noutdims[i] == 5: - r = np.ndarray((outshapes[i][0], outshapes[i][1], outshapes[i][2], outshapes[i][3], outshapes[i][4]), dtype=np.float32) + r = np.ndarray((outshapes[i][0], outshapes[i][1], outshapes[i][2], outshapes[i][3], outshapes[i][4]), dtype=dt) self.results.append(r) if noutputs.value == 1: self.results = self.results[0] @@ -259,18 +264,31 @@ def CreateResults(self, noutputs, noutdims, outshapes): # This parameter is normally inferred from the model file, it can be overridden in case we # want to change some input dimension # samples: a list of images in numpy float32 format used to choose the proper quantization for variable-fixed-point - def Compile(self, modelpath, outfile, inshapes = None, samples = None): + def Compile(self, modelpath, inshapes = None, samples = None, MDLA = None, outfile = None): noutputs = c_uint() noutdims = pointer(c_uint()) outshapes = pointer(pointer(c_ulonglong())) + no_rearrange = self.GetInfo('no_inarrange') + if no_rearrange == 2: + self.indt = np.int16 + else: + self.indt = np.float32 + if MDLA is not None: + handle = MDLA.handle + else: + handle = POINTER(c_void_p)() + if outfile is None: + outfile = c_char_p() + else: + outfile = bytes(outfile, 'ascii') if samples is None: - self.handle = self.ie_compile(self.handle, bytes(self.GetONNX(modelpath), 'ascii'), bytes(outfile, 'ascii'), \ - bytes(inshapes, 'ascii') if inshapes is not None else None, byref(noutputs), byref(noutdims), byref(outshapes)) + self.handle = self.ie_compile(self.handle, bytes(self.GetONNX(modelpath), 'ascii'), outfile, \ + bytes(inshapes, 'ascii') if inshapes is not None else None, byref(noutputs), byref(noutdims), byref(outshapes), handle) else: imgs, sizes, nimgs, keepalive = self.inparams(samples) - self.handle = self.ie_compile_vfp(self.handle, bytes(self.GetONNX(modelpath), 'ascii'), bytes(outfile, 'ascii'), \ + self.handle = self.ie_compile_vfp(self.handle, bytes(self.GetONNX(modelpath), 'ascii'), outfile, \ bytes(inshapes, 'ascii') if inshapes is not None else None, byref(noutputs), byref(noutdims), byref(outshapes), - imgs, sizes, nimgs) + imgs, sizes, nimgs, handle) if self.handle == None: raise Exception('Init failed') self.CreateResults(noutputs, noutdims, outshapes) @@ -287,17 +305,18 @@ def _format_outsize(self, outsize, nvar): ret += (outsize[i],) return ret - #returns the context obj - def get_handle(self): - return self.handle #initialization routines for Micron DLA hardware # infile: model binary file path # cmem: another MDLA obj to be combined with this MDLA run - def Init(self, infile, cmem = None): + def Init(self, infile, MDLA = None): noutputs = c_uint() noutdims = pointer(c_uint()) outshapes = pointer(pointer(c_ulonglong())) - self.handle = self.ie_init(self.handle, bytes(infile, 'ascii'), byref(noutputs), byref(noutdims), byref(outshapes), cmem) + if MDLA is not None: + handle = MDLA.handle + else: + handle = POINTER(c_void_p)() + self.handle = self.ie_init(self.handle, bytes(infile, 'ascii'), byref(noutputs), byref(noutdims), byref(outshapes), handle) if self.handle == None: raise Exception('Init failed') self.CreateResults(noutputs, noutdims, outshapes) @@ -311,8 +330,12 @@ def Free(self): # name: string with the flag name # value: to be assigned to the flag # currently available options are listed in Codes.md - def SetFlag(self, name, value): - if name == 'hwversion': + def SetFlag(self, name, value=''): + if isinstance(name, dict): + for k in name.keys(): + self.SetFlag(k, name[k]) + return + elif name == 'hwversion': rc = self.ie_setflag(self.handle, bytes(name, 'ascii'), value) else: rc = self.ie_setflag(self.handle, bytes(name, 'ascii'), bytes(str(value), 'ascii')) @@ -341,19 +364,11 @@ def GetInfo(self, name): def outparams(self, results): if type(results) == np.ndarray: - if results.dtype != np.float32: - raise Exception('Output must be float32') - if not results.flags['C_CONTIGUOUS']: - raise Exception('Output must be a contiguous array') return byref(results.ctypes.data_as(POINTER(c_float))), pointer(c_ulonglong(results.size)), 1 elif type(results) == tuple or type(results) == list: cresults = (POINTER(c_float) * len(results))() csizes = (c_ulonglong * len(results))() for i in range(len(results)): - if results[i].dtype != np.float32: - raise Exception('Output must be float32') - if not results[i].flags['C_CONTIGUOUS']: - raise Exception('Output must be a contiguous array') cresults[i] = results[i].ctypes.data_as(POINTER(c_float)) csizes[i] = results[i].size return cresults, csizes, len(results) @@ -362,7 +377,7 @@ def outparams(self, results): def inparams(self, images): if type(images) == np.ndarray: - keepalive = np.ascontiguousarray(images.astype(np.float32)) + keepalive = np.ascontiguousarray(images.astype(self.indt)) return byref(keepalive.ctypes.data_as(POINTER(c_float))), pointer(c_ulonglong(images.size)), 1, keepalive elif type(images) == tuple or type(images) == list: if type(images[0]) == tuple or type(images[0]) == list: @@ -372,7 +387,7 @@ def inparams(self, images): for i in range(len(images)): n = len(images[0]) for j in range(n): - cf = np.ascontiguousarray(images[i][j].astype(np.float32)) + cf = np.ascontiguousarray(images[i][j].astype(self.indt)) keepalive.append(cf) cimages[i*n + j] = cf.ctypes.data_as(POINTER(c_float)) csizes[i*n + j] = images[i][j].size @@ -382,7 +397,7 @@ def inparams(self, images): keepalive = [] csizes = (c_ulonglong * len(images))() for i in range(len(images)): - cf = np.ascontiguousarray(images[i].astype(np.float32)) + cf = np.ascontiguousarray(images[i].astype(self.indt)) keepalive.append(cf) cimages[i] = cf.ctypes.data_as(POINTER(c_float)) csizes[i] = images[i].size From d39ba6560a4dfafd12fa36e7f8af83cf972bc0c6 Mon Sep 17 00:00:00 2001 From: andre Date: Thu, 12 Aug 2021 10:02:59 -0700 Subject: [PATCH 02/10] update doc 12 Aug 2021 --- README.md | 112 +++++++++++++++++++++-------------- docs/C_API.md | 26 +++----- docs/Codes.md | 1 + docs/PythonAPI.md | 19 ++---- docs/pics/2clus2model.png | Bin 0 -> 179851 bytes docs/pics/2clus2seqmodel.png | Bin 0 -> 179614 bytes 6 files changed, 84 insertions(+), 74 deletions(-) create mode 100644 docs/pics/2clus2model.png create mode 100644 docs/pics/2clus2seqmodel.png diff --git a/README.md b/README.md index db7d521..7722625 100644 --- a/README.md +++ b/README.md @@ -355,20 +355,16 @@ numclus = 1 # Create Micron DLA API sf = microndla.MDLA() # Generate instructions -sf.SetFlag('nfpgas', str(numfpga)) -sf.SetFlag('nclusters', str(numclus)) -sf.Compile('resnet18.onnx', 'microndla.bin') -# Init the FPGA cards -sf.Init('microndla.bin') +sf.SetFlag({'nfpgas': str(numfpga), 'nclusters': str(numclus)}) +sf.Compile('resnet18.onnx') in1 = np.random.rand(2, 3, 224, 224).astype(np.float32) input_img = np.ascontiguousarray(in1) # Create a location for the output output = sf.Run(input_img) ``` -`sf.Compile` will parse the model from model.onnx and save the generated Micron DLA instructions in microndla.bin. Here numfpga=2, so instructions for two FPGAs are created. +`sf.Compile` will parse the model from model.onnx and save the generated Micron DLA instructions. Here numfpga=2, so instructions for two FPGAs are created. `nresults` is the output size of the model.onnx for one input image (no batching). -`sf.Init` will initialize the FPGAs. It will send the instructions and model parameters to each FPGA's main memory. The expected output size of `sf.Run` is twice `nresults`, because numfpga=2 and two input images are processed. `input_img` is two images concatenated. The diagram below shows this type of execution: @@ -387,13 +383,9 @@ sf1 = microndla.MDLA() # Create second Micron DLA API sf2 = microndla.MDLA() # Generate instructions for model1 -sf1.Compile('resnet50.onnx', 'microndla1.bin') +sf1.Compile('resnet50.onnx') # Generate instructions for model2 -sf2.Compile('resnet18.onnx', 'microndla2.bin') -# Init the FPGA 1 with model 1 -sf1.Init('microndla1.bin') -# Init the FPGA 2 with model 2 -sf2.Init('microndla2.bin') +sf2.Compile('resnet18.onnx') in1 = np.random.rand(3, 224, 224).astype(np.float32) in2 = np.random.rand(3, 224, 224).astype(np.float32) input_img1 = np.ascontiguousarray(in1) @@ -423,9 +415,7 @@ numclus = 2 sf = microndla.MDLA() # Generate instructions sf.SetFlag('nclusters', str(numclus)) -sf.Compile('resnet18.onnx', 'microndla.bin') -# Init the FPGA cards -sf.Init('microndla.bin') +sf.Compile('resnet18.onnx') in1 = np.random.rand(2, 3, 224, 224).astype(np.float32) input_img = np.ascontiguousarray(in1) output = sf.Run(input_img) @@ -447,12 +437,9 @@ numfpga = 1 numclus = 2 # Create Micron DLA API sf = microndla.MDLA() -sf.SetFlag('nclusters', str(numclus)) -self.dla.SetFlag('clustersbatchmode', '1') +sf.SetFlag({'nclusters': str(numclus), 'clustersbatchmode': '1'}) # Generate instructions -sf.Compile('resnet18.onnx', 'microndla.bin') -# Init the FPGA cards -sf.Init('microndla.bin') +sf.Compile('resnet18.onnx') in1 = np.random.rand(3, 224, 224).astype(np.float32) input_img = np.ascontiguousarray(in1) output = sf.Run(input_img) @@ -465,6 +452,57 @@ The diagram below shows this type of execution: +## Multiple Clusters with different models +The following example shows how to run different models using different clusters in parallel. +Currently, a cluster for each model is allowed. But different number of cluster per model is not allowed. For example, 3 clusters for a model and then 1 cluster for another. +The example code is in [here](./examples/python_api/twonetdemo.py) + +```python +import microndla +import numpy as np +nclus = 2 +img0 = np.random.rand(3, 224, 224).astype(np.float32) +img1 = np.random.rand(3, 224, 224).astype(np.float32) +ie = microndla.MDLA() +ie2 = microndla.MDLA() +ie.SetFlag({'nclusters': nclus, 'clustersbatchmode': 1}) +ie2.SetFlag({'nclusters': nclus, 'firstcluster': nclus, 'clustersbatchmode': 1}) +ie.Compile('resnet18.onnx') +ie2.Compile('alexnet.onnx', MDLA=ie) +ie.PutInput(img0, None) +ie2.PutInput(img1, None) +result0, _ = ie.GetResult() +result1, _ = ie2.GetResult() +``` +In the code, you create one MDLA object for each model and compile them. For the first model, use 2 clusters together. +For the second model, assign the remaining 2 clusters to it. Use `firstcluster` flag to tell `Compile` which cluster is the first cluster it is going to use. +In this example, first model uses clusters 0 and 1 and second model uses clusters 2 and 3. +In `Compile`, pass the previous MDLA object to link them together so that they get loaded into memory in one go. +In this case, you must use `PutInput` and `GetResult` paradigm (this [section](#6-tutorial---putinput-and-getresult)), you cannot use `Run`. + + + +## All Clusters with different models in sequence + +This example shows how to load multiple models and run them in a sequence using all clusters. This is similar to previous example, the only different +all clusters is used for each model. It uses same principle of creating different MDLA objects for each model and link different MDLAs in `Compile`. + +```python +import microndla +import numpy as np +nclus = 2 +img0 = np.random.rand(3, 224, 224).astype(np.float32) +img1 = np.random.rand(3, 224, 224).astype(np.float32) +ie = microndla.MDLA() +ie2 = microndla.MDLA() +ie.SetFlag({'nclusters': nclus, 'clustersbatchmode': 1}) +ie2.SetFlag({'nclusters': nclus, 'clustersbatchmode': 1}) +ie.Compile('resnet18.onnx') +ie2.Compile('alexnet.onnx', MDLA=ie) +result0 = ie.Run(img0) +result1 = ie2.Run(img1) +``` + ## Multiple Clusters with even bigger batches It's possible to run batches of more than than the number of clusters or FPGAs. Each cluster will process multiple images. @@ -477,12 +515,9 @@ numfpga = 1 numclus = 2 # Create Micron DLA API sf = microndla.MDLA() -sf.SetFlag('nclusters', str(numclus)) -sf.SetFlag('imgs_per_cluster', '16') +sf.SetFlag({'nclusters': str(numclus), 'imgs_per_cluster': '16'}) # Generate instructions -sf.Compile('resnet18.onnx', 'microndla.bin') -# Init the FPGA cards -sf.Init('microndla.bin') +sf.Compile('resnet18.onnx') in1 = np.random.rand(32, 3, 224, 224).astype(np.float32) input_img = np.ascontiguousarray(in1) output = sf.Run(input_img) # Run @@ -502,13 +537,9 @@ numfpga = 1 numclus = 2 # Create Micron DLA API sf = microndla.MDLA() -sf.SetFlag('nclusters', str(numclus)) -sf.SetFlag('imgs_per_cluster', '16') -sf.SetFlag('mvbatch', '1') +sf.SetFlag({'nclusters': str(numclus), 'imgs_per_cluster': '16', 'mvbatch': '1'}) # Generate instructions -sf.Compile('resnet18.onnx', 'microndla.bin') -# Init the FPGA cards -sf.Init('microndla.bin') +sf.Compile('resnet18.onnx') in1 = np.random.rand(32, 3, 224, 224).astype(np.float32) input_img = np.ascontiguousarray(in1) output = sf.Run(input_img) @@ -594,8 +625,7 @@ result_pyt = result_pyt.detach().numpy() Now we need to run this model using the accelerator with the SDK. ```python -sf.Compile('net_conv.onnx', 'net_conv.bin') -sf.Init("./net_conv.bin") +sf.Compile('net_conv.onnx') in_1 = np.ascontiguousarray(inV) result = sf.Run(in_1) ``` @@ -630,9 +660,7 @@ A debug option won't affect the compiler, it will only print more information. T You can use `SetFlag('debug', 'b')` to print the basic prints. The debug code `'b'` stands for basic. Debug codes and option codes are letters (case-sensetive). For a complete list of letters refer to [here](docs/Codes.md). -Always put the `SetFlag()` after creating the Micron DLA object. If will print the information about the run. First, it will list all the layers that it is going to compile from the `net_conv.onnx` and produce a `net_conv.bin`. - -Then `Init` will find an FPGA system, AC511 in our case. It will also show how much time it took to send the weights and instructions to the external memory in the `Init` function. +Always put the `SetFlag()` after creating the Micron DLA object. If will print the information about the run. First, it will list all the layers that it is going to compile from the `net_conv.onnx`. Then `Run` will rearrange in the input tensor and load it into the external memory. It will print the time it took and other properties of the run, such as number of FPGAs and clusters used. @@ -706,7 +734,7 @@ In this case, you can set 'V' in the options using `SetFlag` function before `Co ie = microndla.MDLA() ie.SetFlag('varfp', '1') #Compile to a file -swnresults = ie.Compile('resnet18.onnx', 'save.bin') +swnresults = ie.Compile('resnet18.onnx') ``` **Option 2**: Variable fix-point can be determined for input and output of each layer if one or more sample inputs are provided. @@ -726,7 +754,7 @@ for fn in os.listdir(args.imagesdir): #Create and initialize the Inference Engine object ie = microndla.MDLA() #Compile to a file -swnresults = ie.Compile('resnet18.onnx', 'save.bin', samples=imgs) +swnresults = ie.Compile('resnet18.onnx', samples=imgs) ``` After that, `Init` and `Run` runs as usual using the saved variable fix-point configuration. @@ -784,11 +812,9 @@ mnist = tf.keras.datasets.mnist x_train, x_test = x_train / 255.0, x_test / 255.0 ie = microndla.MDLA() -swnresults = ie.Compile('28x28x1', 'mnist', 'save.bin') -ie.Init('save.bin', '') -result = np.ndarray(swnresults, dtype=np.float32) +ie.Compile('mnist.onnx') for i in range(0, 10): - ie.Run(x_test[i].astype(np.float32), result) + result = ie.Run(x_test[i].astype(np.float32)) print(y_test[i], np.argmax(result)) ``` diff --git a/docs/C_API.md b/docs/C_API.md index a0830c3..257b5ee 100644 --- a/docs/C_API.md +++ b/docs/C_API.md @@ -37,15 +37,18 @@ Frees the network ****** ## void *ie_compile -Parse an ONNX model and generate Inference Engine instructions +Parse an ONNX/NNEF model and generate Inference Engine instructions ***Parameters:*** +void IECOMP char *modelpath, const char *outbin, const char *inshapes, unsigned *noutputs, unsigned **noutdims, uint64_t ***outshapes, void *cmemp); + + `void *cmemo`: pointer to an Inference Engine object, may be 0 `const char *modelpath`: path to a model file in ONNX format -`const char* outbin`: path to a file where a model in the Inference Engine ready format will be saved +`const char* outbin`: path to a file where a model in the Inference Engine ready format will be saved. If this param is used then Init call is needed afterwards `const char *inshapes`: shape of the inputs in the form size0xsize1xsize2...; more inputs are separated by semi-colon; this parameter is optional as the shapes of the inputs can be obtained from the model file @@ -55,6 +58,8 @@ Parse an ONNX model and generate Inference Engine instructions `uint64_t ***outshapes`: returns a pointer to noutputs pointers to the shapes of each output +`void *cmemp`: MDLA object to link together so that models can be load into memory together + ***Return value:*** pointer to the Inference Engine object or 0 in case of error ****** @@ -85,22 +90,9 @@ choosing the proper quantization for variable-fixed point, available with the VF `unsigned ninputs`: number of inputs, must be a multiple of the inputs expected by the network -***Return value:*** pointer to the Inference Engine object or 0 in case of error - -****** -## void *ie_loadmulti - -Loads multiple bitfiles without initializing hardware +`void *cmemp`: MDLA object to link together so that models can be load into memory together -***Parameters:*** - -`void *cmemo`: pointer to an Inference Engine object - -`const char* const *inbins`: array of pathnames to the bitfiles to load - -`unsigned count`: number of bitfiles to load - -***Return value:*** pointer to an Inference Engine object to pass to ie_init +***Return value:*** pointer to the Inference Engine object or 0 in case of error ****** ## void *ie_init diff --git a/docs/Codes.md b/docs/Codes.md index 79c7678..873f0c4 100644 --- a/docs/Codes.md +++ b/docs/Codes.md @@ -147,6 +147,7 @@ following characters: **no_rearrange**: Skip output rearrangement +**heterogeneous**: Run DLA-unsupported layers on CPU also in the middle of the network ***** ## GetInfo diff --git a/docs/PythonAPI.md b/docs/PythonAPI.md index 5b084d0..d863fb8 100644 --- a/docs/PythonAPI.md +++ b/docs/PythonAPI.md @@ -5,18 +5,20 @@ The python API for Micron DLA has these functions: ****** ## Compile -Compiles a network and produce .bin file with everything that is needed to execute +Compiles a ONNX/NNEF network and produce .bin file with everything that is needed to execute ***Parameters:*** **modelpath**: path to a model file in ONNX format. -**outfile**: path to a file where a model in Micron DLA ready format will be saved. +**outfile**: path to a file where a model in Micron DLA ready format will be saved. If this param is used then Init call is needed afterwards **inshapes**: it is an optional string with shape information in the form of size0xsize1x...sizeN. In case of multiple inputs, shapes are semi-colon separated. This parameter is normally inferred from the model file, it can be overridden in case we want to change some input dimension **samples**: a list of images in numpy float32 format used to choose the proper quantization for variable-fixed-point +**MDLA**: MDLA object to link together so that models can be load into memory together + ***Return value:*** List of the output nodes names returned by the network ****** @@ -28,7 +30,7 @@ Loads a bitfile on an FPGA if necessary and prepares to run Micron DLA hardware. **infile**: model binary file path. .bin file created by Compile -**cmem**: another MDLA obj to be combined with this MDLA run. +**MDLA**: another MDLA obj to be combined with this MDLA run. ****** ## SetFlag @@ -72,17 +74,6 @@ Get an output from a buffer. 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100644 --- a/README.md +++ b/README.md @@ -49,6 +49,10 @@ This SDK folder contains: * [Multiple FPGAs with different models ](#multiple-fpgas-with-different-models) * [Multiple Clusters with input batching ](#multiple-clusters-with-input-batching) * [Multiple Clusters without input batching ](#multiple-clusters-without-input-batching) + * [Multiple Clusters with different models ](#multiple-clusters-with-different-models) + * [All Clusters with different models in sequence ](#all-clusters-with-different-models-in-sequence) + * [Multiple Clusters with even bigger batches ](#multiple-clusters-with-even-bigger-batches) + * [Batching using MVs ](#batching-using-mvs) - [6. Tutorial - PutInput and GetResult](#6-tutorial---putinput-and-getresult) : tutorial for using PutInput and GetOutput - [7. Tutorial - Writing tests](#7-tutorial---writing-tests) : Tutorial on running tests - [8. Tutorial - Debugging](#8-tutorial---debugging) : Tutorial on debugging and printing @@ -503,6 +507,9 @@ result0 = ie.Run(img0) result1 = ie2.Run(img1) ``` + + + ## Multiple Clusters with even bigger batches It's possible to run batches of more than than the number of clusters or FPGAs. Each cluster will process multiple images. From adea7cf1221680b9ce1cee387f7a33f7cf3f9d6f Mon Sep 17 00:00:00 2001 From: Marko Vitez Date: Wed, 18 Aug 2021 02:28:15 -0700 Subject: [PATCH 04/10] Add multi-fpga multi-model demo (done together with Andre) --- examples/python_api/multifpgademo.py | 89 ++++++++++++++++++++++++++++ 1 file changed, 89 insertions(+) create mode 100755 examples/python_api/multifpgademo.py diff --git a/examples/python_api/multifpgademo.py b/examples/python_api/multifpgademo.py new file mode 100755 index 0000000..ba41a98 --- /dev/null +++ b/examples/python_api/multifpgademo.py @@ -0,0 +1,89 @@ +#!/usr/bin/python3 + +import sys +sys.path.insert(0, '../../') +import microndla +import sys +import PIL +from PIL import Image +import numpy as np +from time import time + +from argparse import ArgumentParser +# argument Checking +parser = ArgumentParser(description="Micron DLA Categorization Demonstration") +_ = parser.add_argument +#_('modelpath', type=str, default='', help='Path to the model file') +_('image', type=str, default='', help='An image file used as input') +_('-r', '--res', type=int, default=[3, 224, 224], nargs='+', help='expected image size (planes, height, width)') +_('-c', '--categories', type=str, default='', help='Categories file') +_('-m', '--modelsdir', type=str, default='.', help='Directory with model files') +args = parser.parse_args() + +#Load image into a numpy array +img = Image.open(args.image) + +#Resize it to the size expected by the network +img = img.resize((args.res[2], args.res[1]), resample=PIL.Image.BILINEAR) + +#Convert to numpy float +img = np.array(img).astype(np.float32) / 255 + +#Transpose to plane-major, as required by our API +img = np.ascontiguousarray(img.transpose(2,0,1)) + +#Normalize images +stat_mean = list([0.485, 0.456, 0.406]) +stat_std = list([0.229, 0.224, 0.225]) +for i in range(3): + img[i] = (img[i] - stat_mean[i])/stat_std[i] + +#Create and initialize the Inference Engine object + +models = 'alexnet.onnx', 'resnet18.onnx', 'mobilenetv2-1.0.onnx' +ies = [] +results = [] + +for m in models: + print('Compiling', m) + ie = microndla.MDLA() + #ie.SetFlag('debug','bw') + ie.Compile(args.modelsdir + '/' + m) + ies.append(ie) + +print('Running models sequentially') +tm = time() * 1000 +tms = [] +for ie in ies: + ie.Run(img) + tms.append(time() * 1000) +print('Total time: %.1f ms (%.1f + %.1f + %.1f)' % (tms[2] - tm, tms[0] - tm, tms[1] - tms[0], tms[2] - tms[1])) + +print('Running models in parallel') +tm = time() +for ie in ies: + ie.PutInput(img, None) + +for ie in ies: + result, _ = ie.GetResult() + results.append(result) + +print('Total time: %.1f ms' % ((time() - tm) * 1000)) + +for n, result in enumerate(results): + result = np.squeeze(result, axis=0) + idxs = (-result).argsort() + print('') + print('-------------- Results fpga', n+1, '--------------') + if args.categories != '': + with open(args.categories) as f: + categories = f.read().splitlines() + for i in range(5): + print(categories[idxs[i]], result[idxs[i]]) + else: + for i in range(5): + print(idxs[i], result[idxs[i]]) + +for ie in ies: + ie.Free() +print('done') From 15d30daf09bb2836be32b1cc1de4f0db4188bb6d Mon Sep 17 00:00:00 2001 From: Andrechang Date: Wed, 25 Aug 2021 15:23:10 -0700 Subject: [PATCH 05/10] make microndla into python package --- README.md | 17 ++++++- examples/python_api/simpledemo.py | 2 +- microndla/__init__.py | 1 + microndla.py => microndla/microndla.py | 5 ++ microndla/onnx_util.py | 67 ++++++++++++++++++++++++++ setup.py | 11 +++-- 6 files changed, 97 insertions(+), 6 deletions(-) create mode 100644 microndla/__init__.py rename microndla.py => microndla/microndla.py (99%) create mode 100644 microndla/onnx_util.py diff --git a/README.md b/README.md index 7dc7327..90d7c3d 100644 --- a/README.md +++ b/README.md @@ -35,7 +35,7 @@ This SDK folder contains: * [System requirements](#system-requirements) * [Pico computing](#pico-computing) * [Docker Image](#docker-image) - * [Manual Installation](#manual-installation) + * [Python package Install](#python-package-install) - [2. Getting started with Deep Learning](#2-getting-started-with-deep-learning) : general information about deep learning * [Introduction](#introduction) * [PyTorch: Deep Learning framework](#pytorch-deep-learning-framework) @@ -119,7 +119,9 @@ lsmod | grep -i pico pico 3493888 12 ``` -## Docker Image (optional) +## Docker Image + +This step is optinal if you want to run as a docker image If you want to use MDLA with docker, then you need to install [pico-computing](#pico-computing) and [docker](https://docs.docker.com/get-docker/). @@ -180,6 +182,17 @@ root@d80174ce2995:/home/mdla# Run the example code provided. Check sections [3](#3-getting-started-inference-on-micron-dla-hardware) and [4](#4-getting-started-inference-on-micron-dla-hardware-with-c). +## Python package Install (optional) + +You can also install as a python package + +`git clone https://github.com/FWDNXT/SDK` + +Then inside SDK folder do + +`python3 setup.py install --user` + + # 2. Getting started with Deep Learning ## Introduction diff --git a/examples/python_api/simpledemo.py b/examples/python_api/simpledemo.py index b326535..2728035 100755 --- a/examples/python_api/simpledemo.py +++ b/examples/python_api/simpledemo.py @@ -1,7 +1,7 @@ #!/usr/bin/python3 import sys -sys.path.insert(0, '../../') +#sys.path.insert(0, '../../') import microndla import sys import PIL diff --git a/microndla/__init__.py b/microndla/__init__.py new file mode 100644 index 0000000..87818d1 --- /dev/null +++ b/microndla/__init__.py @@ -0,0 +1 @@ +from .microndla import * diff --git a/microndla.py b/microndla/microndla.py similarity index 99% rename from microndla.py rename to microndla/microndla.py index 5c0d365..3058180 100644 --- a/microndla.py +++ b/microndla/microndla.py @@ -6,6 +6,8 @@ import numpy as np from numpy.ctypeslib import as_ctypes from numpy.ctypeslib import ndpointer +from .onnx_util import onnx_concat + try: f = CDLL("./libmicrondla.so") except: @@ -265,6 +267,9 @@ def CreateResults(self, noutputs, noutdims, outshapes): # want to change some input dimension # samples: a list of images in numpy float32 format used to choose the proper quantization for variable-fixed-point def Compile(self, modelpath, inshapes = None, samples = None, MDLA = None, outfile = None): + if isinstance(modelpath, list) and all(isinstance(elem, str) for elem in modelpath): + onnx_concat(modelpath, "tmp.onnx") + modelpath = 'tmp.onnx' noutputs = c_uint() noutdims = pointer(c_uint()) outshapes = pointer(pointer(c_ulonglong())) diff --git a/microndla/onnx_util.py b/microndla/onnx_util.py new file mode 100644 index 0000000..54af194 --- /dev/null +++ b/microndla/onnx_util.py @@ -0,0 +1,67 @@ +#Copyright 2019 Micron Technology, Inc. All Rights Reserved. This software contains confidential information and trade secrets of Micron Technology, Inc. Use, disclosure, or reproduction is prohibited without the prior express written permission of Micron Technology, Inc +import onnx +import copy +from onnx import helper + +def posfix_names(g, posfix = "_g1", mode = "node"): + if mode == 'init': + for init in g.initializer: + init.name = init.name + posfix + return g + elif mode == 'node': + for item in g.node: + item.name = item.name + posfix + return g + elif mode == 'edge': + for init in g.node: + for index, name in enumerate(init.input): + init.input[index] = init.input[index] + posfix + for index, name in enumerate(init.output): + init.output[index] = init.output[index] + posfix + return g + elif mode == 'io': + cg = posfix_names(g, posfix, "input") + cg = posfix_names(cg, posfix, "output") + return cg + elif mode == 'input': + for item in g.input: + item.name = item.name + posfix + return g + elif mode == 'output': + for item in g.output: + item.name = item.name + posfix + return g + else: + print("No names have been changed, select a mode [node, init, edge, input, output, io]") + return g + +def onnx_concat(ls_name, outname = 'model.onnx'): + if len(ls_name) < 2: # need at least 2 onnx + return + + ls_sg = [onnx.load(s).graph for s in ls_name] + + gout = copy.deepcopy(ls_sg[0]) + + for i, g in enumerate(ls_sg): + pstr = "_" + str(i) + g = posfix_names(g, pstr, "node") + g = posfix_names(g, pstr, "io") + g = posfix_names(g, pstr, "edge") + g = posfix_names(g, pstr, "init") + + for g2 in ls_sg[1:]: + + for init in g2.initializer:# Copy initializers + gout.initializer.append(init) + for node in g2.node:# Copy nodes + gout.node.append(node) + for item in g2.input:# Copy inputs and outputs + gout.input.append(item) + for item in g2.output: + gout.output.append(item) + + model_def = helper.make_model(gout) + onnx.save(model_def, outname) + return gout + diff --git a/setup.py b/setup.py index e4de75b..26105d3 100644 --- a/setup.py +++ b/setup.py @@ -2,13 +2,18 @@ __version__ = '2021.1' +with open("README.md", "r", encoding="utf-8") as fh: + long_description = fh.read() + setup(name='microndla', version=__version__, - py_modules=["microndla"], + author="Micron", description="Micron Deep Learning Acceleration SDK", - packages=find_packages(), + long_description=long_description, + long_description_content_type="text/markdown", + url="https://github.com/FWDNXT/SDK", + packages = ["microndla"], install_requires=[ "numpy>=1.14.2", "Pillow>=5.0", ]) - From 631d269c4880ce4884c52b27562661de0af49f1c Mon Sep 17 00:00:00 2001 From: Marko Vitez Date: Fri, 3 Sep 2021 15:48:40 +0200 Subject: [PATCH 06/10] Update version to 2021.2 --- api.h | 2 +- microndla/microndla.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/api.h b/api.h index fa80ae2..aeb0dae 100644 --- a/api.h +++ b/api.h @@ -11,7 +11,7 @@ #ifndef _IE_API_H_INCLUDED_ #define _IE_API_H_INCLUDED_ -static const char *microndla_version = "2021.1.0"; +static const char *microndla_version = "2021.2.0"; #include #include #include diff --git a/microndla/microndla.py b/microndla/microndla.py index 3058180..d4ade69 100644 --- a/microndla/microndla.py +++ b/microndla/microndla.py @@ -15,7 +15,7 @@ libc = CDLL("libc.so.6") -curversion = '2021.1.0' +curversion = '2021.2.0' #Allows None to be passed instead of a ndarray def wrapped_ndptr(*args, **kwargs): From 0b1079321f026a97b7682596f6b9e6c318a837ee Mon Sep 17 00:00:00 2001 From: Andrechang Date: Wed, 29 Sep 2021 16:04:56 -0700 Subject: [PATCH 07/10] update version setup.py --- setup.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.py b/setup.py index 26105d3..fb06ae8 100644 --- a/setup.py +++ b/setup.py @@ -1,6 +1,6 @@ from setuptools import setup, find_packages -__version__ = '2021.1' +__version__ = '2021.2' with open("README.md", "r", encoding="utf-8") as fh: long_description = fh.read() From 441020aa0b0fb204cf729f52fca47e6b8397e3c5 Mon Sep 17 00:00:00 2001 From: Marko Vitez Date: Thu, 30 Sep 2021 00:20:06 -0700 Subject: [PATCH 08/10] Added threadedmultifpgademo.py --- examples/python_api/threadedmultifpgademo.py | 96 ++++++++++++++++++++ 1 file changed, 96 insertions(+) create mode 100755 examples/python_api/threadedmultifpgademo.py diff --git a/examples/python_api/threadedmultifpgademo.py b/examples/python_api/threadedmultifpgademo.py new file mode 100755 index 0000000..603cf67 --- /dev/null +++ b/examples/python_api/threadedmultifpgademo.py @@ -0,0 +1,96 @@ +#!/usr/bin/python3 + +import sys +sys.path.insert(0, '../../') +import microndla +import sys +import PIL +from PIL import Image +import numpy as np +from time import time +import threading +from argparse import ArgumentParser + +# argument Checking +parser = ArgumentParser(description="Micron DLA Categorization Demonstration") +_ = parser.add_argument +#_('modelpath', type=str, default='', help='Path to the model file') +_('image', type=str, default='', help='An image file used as input') +_('-r', '--res', type=int, default=[3, 224, 224], nargs='+', help='expected image size (planes, height, width)') +_('-c', '--categories', type=str, default='', help='Categories file') +_('-m', '--modelsdir', type=str, default='.', help='Directory with model files') +args = parser.parse_args() + +#Load image into a numpy array +img = Image.open(args.image) + +#Resize it to the size expected by the network +img = img.resize((args.res[2], args.res[1]), resample=PIL.Image.BILINEAR) + +#Convert to numpy float +img = np.array(img).astype(np.float32) / 255 + +#Transpose to plane-major, as required by our API +img = np.ascontiguousarray(img.transpose(2,0,1)) + +#Normalize images +stat_mean = list([0.485, 0.456, 0.406]) +stat_std = list([0.229, 0.224, 0.225]) +for i in range(3): + img[i] = (img[i] - stat_mean[i])/stat_std[i] + +#Create and initialize the Inference Engine object + +models = 'alexnet.onnx', 'resnet18.onnx', 'mobilenetv2-1.0.onnx' +ies = [] +results = [] + +for m in models: + print('Compiling', m) + ie = microndla.MDLA() + #ie.SetFlag('debug','bw') + ie.Compile(args.modelsdir + '/' + m) + ies.append(ie) + +print('Running models sequentially') +tm = time() * 1000 +tms = [] +for ie in ies: + ie.Run(img) + tms.append(time() * 1000) +print('Total time: %.1f ms (%.1f + %.1f + %.1f)' % (tms[2] - tm, tms[0] - tm, tms[1] - tms[0], tms[2] - tms[1])) + +def run(n): + results.append(ies[n].Run(img)) + +print('Running models in parallel') +tm = time() + +threads = [] +for n in range(3): + thread = threading.Thread(target = run, args = (n,)) + thread.start() + threads.append(thread) + +for thread in threads: + thread.join() + +print('Total time: %.1f ms' % ((time() - tm) * 1000)) + +for n, result in enumerate(results): + result = np.squeeze(result, axis=0) + idxs = (-result).argsort() + print('') + print('-------------- Results fpga', n+1, '--------------') + if args.categories != '': + with open(args.categories) as f: + categories = f.read().splitlines() + for i in range(5): + print(categories[idxs[i]], result[idxs[i]]) + else: + for i in range(5): + print(idxs[i], result[idxs[i]]) + +for ie in ies: + ie.Free() +print('done') From b08948cd92c4db545defe89dd3d9556f39d4450f Mon Sep 17 00:00:00 2001 From: Marko Vitez Date: Thu, 7 Oct 2021 15:37:58 +0200 Subject: [PATCH 09/10] Add onnx --- install.sh | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/install.sh b/install.sh index d2a2b09..7fcf93c 100755 --- a/install.sh +++ b/install.sh @@ -1,6 +1,11 @@ #!/bin/bash accept_eula='' +if [ "$EUID" -ne 0 ] + then echo "Please run as root" + exit +fi + print_usage() { printf "Usage: $0 [ -a Accept EULA ]" } @@ -33,6 +38,7 @@ then apt-get update apt-get -y install python3-pip pip3 install --upgrade numpy + pip3 install onnx==1.8.1 # Protobuf ldconfig -p | grep libprotobuf.so.17 >/dev/null if [ $? -eq 0 ]; then @@ -91,6 +97,8 @@ then ldconfig fi ldconfig + pip3 install --upgrade numpy + pip3 install onnx==1.8.1 echo 'Installation finished' fi else From 7d9eb5523e20e291f9388b72614701df5d804fbc Mon Sep 17 00:00:00 2001 From: Andrechang Date: Fri, 8 Oct 2021 09:45:05 -0700 Subject: [PATCH 10/10] update doc --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index 90d7c3d..7cdf33b 100644 --- a/README.md +++ b/README.md @@ -118,6 +118,8 @@ lspci | grep -i pico lsmod | grep -i pico pico 3493888 12 ``` +After installing pico-computing, run install.sh to install the MDLA SDK + ## Docker Image

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