diff --git a/docs/tutorials/deployment/int8_inference.py b/docs/tutorials/deployment/int8_inference.py
index 9da5f3af81..45ba4e3a70 100644
--- a/docs/tutorials/deployment/int8_inference.py
+++ b/docs/tutorials/deployment/int8_inference.py
@@ -11,13 +11,14 @@
GluonCV delivered some quantized models to improve the performance and reduce the deployment costs for the computer vision inference tasks. In real production, there are two main benefits of lower precision (INT8). First, the computation can be accelerated by the low precision instruction, like Intel Vector Neural Network Instruction (VNNI). Second, lower precision data type would save the memory bandwidth and allow for better cache locality and save the power. The new feature can get up to 4X performance speedup in the latest `AWS EC2 C5 instances `_ under the `Intel Deep Learning Boost (VNNI) `_ enabled hardware with less than 0.5% accuracy drop.
-Please checkout `verify_pretrained.py `_ for imagenet inference
-and `eval_ssd.py `_ for SSD inference.
+Please checkout `verify_pretrained.py `_ for imagenet inference,
+`eval_ssd.py `_ for SSD inference, and `eval_segmentation.py `_
+for FCN inference.
Performance
-----------
-GluonCV supports some quantized classification models and detection models.
+GluonCV supports some quantized classification models, detection models and segmentation models.
For the throughput, the target is to achieve the maximum machine efficiency to combine the inference requests together and get the results by one iteration. From the bar-chart, it is clearly that the fusion and quantization approach improved the throughput from 3.22X to 7.24X for selected models.
Below CPU performance is collected with dummy input from AWS EC2 C5.24xlarge instance with 24 physical cores.
@@ -41,8 +42,13 @@
+-----------------------+----------+------------+------------------+------------------+---------+-----------------+-----------------+
| SSD-mobilenet1.0 512* | VOC | 224 | 65.97 | 212.59 | 3.22 | 75.42 | 74.70 |
+-----------------------+----------+------------+------------------+------------------+---------+-----------------+-----------------+
+| FCN_resnet101 | VOC | 1 | 5.09 | 21.12 | 4.15 | 97.97% | 95.71% |
++-----------------------+----------+------------+------------------+------------------+---------+-----------------+-----------------+
+| FCN_resnet101 | COCO | 1 | 5.10 | 25.98 | 5.09 | 91.28% | 90.10% |
++-----------------------+----------+------------+------------------+------------------+---------+-----------------+-----------------+
+
-Quantized SSD models are evaluated with ``nms_thresh=0.45``, ``nms_topk=200``.
+Quantized SSD models are evaluated with ``nms_thresh=0.45``, ``nms_topk=200``. For FCN models, the accuracy metric is pixAcc.
Demo usage for SSD
------------------
diff --git a/gluoncv/model_zoo/model_zoo.py b/gluoncv/model_zoo/model_zoo.py
index 4ca5a209c9..f32fc300b4 100644
--- a/gluoncv/model_zoo/model_zoo.py
+++ b/gluoncv/model_zoo/model_zoo.py
@@ -217,6 +217,8 @@
'ssd_512_vgg16_atrous_voc_int8': ssd_512_vgg16_atrous_voc_int8,
'vgg16_ucf101': vgg16_ucf101,
'inceptionv3_ucf101': inceptionv3_ucf101,
+ 'fcn_resnet101_voc_int8': fcn_resnet101_voc_int8,
+ 'fcn_resnet101_coco_int8':fcn_resnet101_coco_int8,
}
diff --git a/gluoncv/model_zoo/quantized/fcn_resnet101_coco_int8-symbol.json b/gluoncv/model_zoo/quantized/fcn_resnet101_coco_int8-symbol.json
new file mode 100755
index 0000000000..8bc31f7c62
--- /dev/null
+++ b/gluoncv/model_zoo/quantized/fcn_resnet101_coco_int8-symbol.json
@@ -0,0 +1,18622 @@
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diff --git a/gluoncv/model_zoo/quantized/fcn_resnet101_voc_int8-symbol.json b/gluoncv/model_zoo/quantized/fcn_resnet101_voc_int8-symbol.json
new file mode 100755
index 0000000000..fd66ea321b
--- /dev/null
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+ "heads": [[652, 0, 0], [666, 0, 0]],
+ "attrs": {"mxnet_version": ["int", 10500]}
+}
\ No newline at end of file
diff --git a/gluoncv/model_zoo/quantized/quantized.py b/gluoncv/model_zoo/quantized/quantized.py
index fd9a686070..6bc341c7c3 100644
--- a/gluoncv/model_zoo/quantized/quantized.py
+++ b/gluoncv/model_zoo/quantized/quantized.py
@@ -8,7 +8,8 @@
__all__ = ['mobilenet1_0_int8', 'resnet50_v1_int8',
'ssd_300_vgg16_atrous_voc_int8', 'ssd_512_mobilenet1_0_voc_int8',
- 'ssd_512_resnet50_v1_voc_int8', 'ssd_512_vgg16_atrous_voc_int8']
+ 'ssd_512_resnet50_v1_voc_int8', 'ssd_512_vgg16_atrous_voc_int8',
+ 'fcn_resnet101_voc_int8', 'fcn_resnet101_coco_int8']
def _not_impl(*args, **kwargs):
raise NotImplementedError("Not yet implemented for quantized models")
@@ -73,3 +74,5 @@ def func(pretrained=False, tag=None, root='~/.mxnet/models', ctx=cpu(0), **kwarg
_create_quantized_models('ssd_512_mobilenet1_0_voc_int8', 'ssd0_')
_create_quantized_models('ssd_512_resnet50_v1_voc_int8', 'ssd0_')
_create_quantized_models('ssd_512_vgg16_atrous_voc_int8', 'ssd0_')
+_create_quantized_models('fcn_resnet101_voc_int8', 'fcn0_')
+_create_quantized_models('fcn_resnet101_coco_int8', 'fcn0_')
diff --git a/scripts/segmentation/eval_segmentation.py b/scripts/segmentation/eval_segmentation.py
new file mode 100644
index 0000000000..d9e6b6a0db
--- /dev/null
+++ b/scripts/segmentation/eval_segmentation.py
@@ -0,0 +1,172 @@
+import os
+from tqdm import tqdm
+import numpy as np
+import argparse
+import time
+import sys
+
+import mxnet as mx
+from mxnet import gluon
+from mxnet.gluon.data.vision import transforms
+
+import gluoncv
+from gluoncv.model_zoo.segbase import *
+from gluoncv.model_zoo import get_model
+from gluoncv.data import get_segmentation_dataset, ms_batchify_fn
+from gluoncv.utils.viz import get_color_pallete
+
+def parse_args():
+ parser = argparse.ArgumentParser(description='Validation on Segmentation model')
+ # model and dataset
+ parser.add_argument('--model', type=str, default='fcn',
+ help='model name (default: fcn)')
+ parser.add_argument('--backbone', type=str, default='resnet101',
+ help='base network')
+ parser.add_argument('--base-size', type=int, default=520,
+ help='base image size')
+ parser.add_argument('--crop-size', type=int, default=480,
+ help='crop image size')
+ parser.add_argument('--mode', type=str, default='val',
+ help='val, testval')
+ parser.add_argument('--dataset', type=str, default='pascal_voc',
+ help='dataset used for validation [pascal_voc, pascal_aug, coco, ade20k]')
+ parser.add_argument('--quantized', action='store_true',
+ help='whether to use quantized model')
+ parser.add_argument('--batch-size', type=int, default=16)
+ parser.add_argument('--num-batches', type=int, default=100)
+ parser.add_argument('--workers', type=int, default=4,
+ help='number of workers for data loading')
+ parser.add_argument('--pretrained', action="store_true",
+ help='whether to use pretrained params')
+ parser.add_argument('--ngpus', type=int, default=0)
+ parser.add_argument('--aux', action='store_true', default=False,
+ help='Auxiliary loss')
+ # synchronized Batch Normalization
+ parser.add_argument('--syncbn', action='store_true', default=False,
+ help='using Synchronized Cross-GPU BatchNorm')
+ parser.add_argument('--resume', type=str, default=None,
+ help='put the path to resuming file if needed')
+ # evaluation only
+ parser.add_argument('--eval', action='store_true', default=False,
+ help='evaluation only')
+
+ args = parser.parse_args()
+
+ args.ctx = [mx.cpu(0)]
+ args.ctx = [mx.gpu(i) for i in range(args.ngpus)] if args.ngpus > 0 else args.ctx
+
+ args.norm_layer = mx.gluon.contrib.nn.SyncBatchNorm if args.syncbn \
+ else mx.gluon.nn.BatchNorm
+ args.norm_kwargs = {'num_devices': args.ngpus} if args.syncbn else {}
+ return args
+
+
+def test(args, model):
+ # output folder
+ outdir = 'outdir'
+ if not os.path.exists(outdir):
+ os.makedirs(outdir)
+ # image transform
+ input_transform = transforms.Compose([
+ transforms.ToTensor(),
+ transforms.Normalize([.485, .456, .406], [.229, .224, .225]),
+ ])
+ data_kwargs = {'transform': input_transform, 'base_size': args.base_size,
+ 'crop_size': args.crop_size}
+ # get dataset
+ if args.eval:
+ testset = get_segmentation_dataset(
+ args.dataset, split='val', mode=args.mode, **data_kwargs)
+ else:
+ testset = get_segmentation_dataset(
+ args.dataset, split='test', mode=args.mode, **data_kwargs)
+ size = len(testset)
+ # get dataloader
+ test_data = gluon.data.DataLoader(
+ testset, args.batch_size, last_batch='keep', shuffle=False, num_workers=args.workers)
+
+ print(model)
+ if not args.eval:
+ evaluator = MultiEvalModel(model, testset.num_class, ctx_list=args.ctx)
+ metric = gluoncv.utils.metrics.SegmentationMetric(testset.num_class)
+
+ tbar = tqdm(test_data)
+ metric.reset()
+ tic = time.time()
+ for i, (batch, dsts) in enumerate(tbar):
+ if args.eval:
+ targets = mx.gluon.utils.split_and_load(dsts, ctx_list=args.ctx, even_split=False)
+ data = mx.gluon.utils.split_and_load(batch, ctx_list=args.ctx, batch_axis=0, even_split=False)
+ outputs = None
+ for x in data:
+ output = model.forward(x)[0]
+ outputs = output if outputs is None else nd.concat(outputs, output, axis=0)
+ outputs = [outputs]
+ metric.update(targets, outputs)
+ pixAcc, mIoU = metric.get()
+ tbar.set_description( 'pixAcc: %.4f, mIoU: %.4f' % (pixAcc, mIoU))
+ else:
+ im_paths = dsts
+ predicts = evaluator.parallel_forward(batch)
+ for predict, impath in zip(predicts, im_paths):
+ predict = mx.nd.squeeze(mx.nd.argmax(predict[0], 1)).asnumpy() + \
+ testset.pred_offset
+ mask = get_color_pallete(predict, args.dataset)
+ outname = os.path.splitext(impath)[0] + '.png'
+ mask.save(os.path.join(outdir, outname))
+ speed = size / (time.time() - tic)
+ print('Inference speed with batchsize %d is %.2f img/sec' % (args.batch_size, speed))
+
+
+if __name__ == "__main__":
+ args = parse_args()
+
+ withQuantization = False
+ model_prefix = args.model + '_' + args.backbone
+ if 'pascal' in args.dataset:
+ model_prefix += '_voc'
+ withQuantization = True if (args.backbone in ['resnet101'] and args.ngpus == 0) else withQuantization
+ elif args.dataset == 'coco':
+ model_prefix += '_coco'
+ withQuantization = True if args.backbone in ['resnet101'] else withQuantization
+ elif args.dataset == 'ade20k':
+ model_prefix += 'ade'
+ elif args.dataset == 'citys':
+ model_prefix += 'citys'
+ else:
+ raise ValueError('Unsupported dataset {} used'.format(args.dataset))
+
+ if withQuantization and args.quantized:
+ model_prefix += '_int8'
+
+ if args.quantized and args.mode != 'val':
+ raise ValueError("Currently, %s mode or is not supported by quantized model." % args.mode)
+
+ if args.quantized and args.eval == False:
+ raise ValueError("Currently, only evaluation is supported by quantized model.")
+
+ # create network
+ if args.pretrained:
+ model = get_model(model_prefix, pretrained=True)
+ model.collect_params().reset_ctx(ctx = args.ctx)
+ else:
+ model = get_segmentation_model(model=args.model, dataset=args.dataset, ctx=args.ctx,
+ backbone=args.backbone, norm_layer=args.norm_layer,
+ norm_kwargs=args.norm_kwargs, aux=args.aux,
+ base_size=args.base_size, crop_size=args.crop_size)
+ # load local pretrained weight
+ assert args.resume is not None, '=> Please provide the checkpoint using --resume'
+ if os.path.isfile(args.resume):
+ model.load_parameters(args.resume, ctx=args.ctx)
+ else:
+ raise RuntimeError("=> no checkpoint found at '{}'" \
+ .format(args.resume))
+
+ print("Successfully loaded %s model" % model_prefix)
+ if '_int8' in model_prefix:
+ model.hybridize(static_alloc=True, static_shape=True)
+ else:
+ model.hybridize()
+
+ print('Testing model: ', args.resume)
+ test(args, model)
diff --git a/scripts/segmentation/test.py b/scripts/segmentation/test.py
deleted file mode 100644
index 3cb5a6396f..0000000000
--- a/scripts/segmentation/test.py
+++ /dev/null
@@ -1,81 +0,0 @@
-import os
-from tqdm import tqdm
-import numpy as np
-
-import mxnet as mx
-from mxnet import gluon
-from mxnet.gluon.data.vision import transforms
-
-import gluoncv
-from gluoncv.model_zoo.segbase import *
-from gluoncv.model_zoo import get_model
-from gluoncv.data import get_segmentation_dataset, ms_batchify_fn
-from gluoncv.utils.viz import get_color_pallete
-
-from train import parse_args
-
-def test(args):
- # output folder
- outdir = 'outdir'
- if not os.path.exists(outdir):
- os.makedirs(outdir)
- # image transform
- input_transform = transforms.Compose([
- transforms.ToTensor(),
- transforms.Normalize([.485, .456, .406], [.229, .224, .225]),
- ])
- # dataset and dataloader
- if args.eval:
- testset = get_segmentation_dataset(
- args.dataset, split='val', mode='testval', transform=input_transform)
- total_inter, total_union, total_correct, total_label = \
- np.int64(0), np.int64(0), np.int64(0), np.int64(0)
- else:
- testset = get_segmentation_dataset(
- args.dataset, split='test', mode='test', transform=input_transform)
- test_data = gluon.data.DataLoader(
- testset, args.test_batch_size, shuffle=False, last_batch='keep',
- batchify_fn=ms_batchify_fn, num_workers=args.workers)
- # create network
- if args.model_zoo is not None:
- model = get_model(args.model_zoo, pretrained=True)
- else:
- model = get_segmentation_model(model=args.model, dataset=args.dataset, ctx=args.ctx,
- backbone=args.backbone, norm_layer=args.norm_layer,
- norm_kwargs=args.norm_kwargs, aux=args.aux,
- base_size=args.base_size, crop_size=args.crop_size)
- # load pretrained weight
- assert args.resume is not None, '=> Please provide the checkpoint using --resume'
- if os.path.isfile(args.resume):
- model.load_parameters(args.resume, ctx=args.ctx)
- else:
- raise RuntimeError("=> no checkpoint found at '{}'" \
- .format(args.resume))
- print(model)
- evaluator = MultiEvalModel(model, testset.num_class, ctx_list=args.ctx)
- metric = gluoncv.utils.metrics.SegmentationMetric(testset.num_class)
-
- tbar = tqdm(test_data)
- for i, (data, dsts) in enumerate(tbar):
- if args.eval:
- predicts = [pred[0] for pred in evaluator.parallel_forward(data)]
- targets = [target.as_in_context(predicts[0].context) \
- for target in dsts]
- metric.update(targets, predicts)
- pixAcc, mIoU = metric.get()
- tbar.set_description( 'pixAcc: %.4f, mIoU: %.4f' % (pixAcc, mIoU))
- else:
- im_paths = dsts
- predicts = evaluator.parallel_forward(data)
- for predict, impath in zip(predicts, im_paths):
- predict = mx.nd.squeeze(mx.nd.argmax(predict[0], 1)).asnumpy() + \
- testset.pred_offset
- mask = get_color_pallete(predict, args.dataset)
- outname = os.path.splitext(impath)[0] + '.png'
- mask.save(os.path.join(outdir, outname))
-
-if __name__ == "__main__":
- args = parse_args()
- args.test_batch_size = args.ngpus
- print('Testing model: ', args.resume)
- test(args)
diff --git a/scripts/segmentation/train.py b/scripts/segmentation/train_segmentation.py
similarity index 100%
rename from scripts/segmentation/train.py
rename to scripts/segmentation/train_segmentation.py