From e125c518d0cfbac1ee7640bd92528f613b0b1042 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Nicholas=20L=C3=A9onard?= Date: Sun, 4 Dec 2016 18:40:04 -0500 Subject: [PATCH] Update README.md --- README.md | 42 +++++++++++++++++++++--------------------- 1 file changed, 21 insertions(+), 21 deletions(-) diff --git a/README.md b/README.md index 7455e00..cb7c4b0 100644 --- a/README.md +++ b/README.md @@ -31,8 +31,8 @@ This LSTM implementation used for these benchmarks does not use peephole connect | Library | Compile (s) | Train (µs) | Forward only (µs) | | ------------- | ------------- | ------------- | ------------- | -| Theano | 7.46 | 289.6 | 99.1 | -| Torch | 0.03 | 434.4 | 99.9 | +| Theano | 7.46 | __289.6__ | __99.1__ | +| Torch | __0.03__ | 434.4 | 99.9 | | TensorFlow | 3.91 | 820.0 | 266.7 | @@ -40,8 +40,8 @@ This LSTM implementation used for these benchmarks does not use peephole connect | Library | Compile (s) | Train (µs) | Forward only (µs) | | ------------- | ------------- | ------------- | ------------- | -| Theano | 7.59 | 619.4 | 200.9 | -| Torch | 0.19 | 610.7 | 201.7 | +| Theano | 7.59 | 619.4 | __200.9__ | +| Torch | __0.19__ | __610.7__ | 201.7 | | TensorFlow | 3.97 | 886.9 | 324.9 | @@ -49,8 +49,8 @@ This LSTM implementation used for these benchmarks does not use peephole connect | Library | Compile (s) | Train (µs) | Forward only (µs) | | ------------- | ------------- | ------------- | ------------- | -| Theano | 9.62 | 1013.5 | 324.1 | -| Torch | 0.69 | 1139.8 | 346.3 | +| Theano | 9.62 | __1013.5__ | __324.1__ | +| Torch | __0.69__ | 1139.8 | 346.3 | | TensorFlow | 3.81 | 1329.2 | 562.7 | @@ -60,8 +60,8 @@ This LSTM implementation used for these benchmarks does not use peephole connect | Library | Compile (s) | Train (µs) | Forward only (µs) | | ------------- | ------------- | ------------- | ------------- | -| Theano | 7.38 | 102.9 | 25.6 | -| Torch | 0.03 | 109.8 | 25.2 | +| Theano | 7.38 | __102.9__ | 25.6 | +| Torch | __0.03__ | 109.8 | __25.2__ | | TensorFlow | 3.68 | 188.6 | 65.0 | @@ -70,7 +70,7 @@ This LSTM implementation used for these benchmarks does not use peephole connect | Library | Compile (s) | Train (µs) | Forward only (µs) | | ------------- | ------------- | ------------- | ------------- | | Theano | 7.50 | 256.0 | 62.8 | -| Torch | 0.20 | 214.3 | 51.4 | +| Torch | __0.20__ | __214.3__ | __51.4__ | | TensorFlow | 3.73 | 255.2 | 114.2 | #### Hidden Size 1024 @@ -78,7 +78,7 @@ This LSTM implementation used for these benchmarks does not use peephole connect | Library | Compile (s) | Train (µs) | Forward only (µs) | | ------------- | ------------- | ------------- | ------------- | | Theano | 7.45 | 583.4 | 160.2 | -| Torch | 0.75 | 558.1 | 112.4 | +| Torch | __0.75__ | __558.1__ | __112.4__ | | TensorFlow | 3.84 | 592.2 | 238.1 | @@ -92,16 +92,16 @@ This section benchmarks a simple RNN implementation. | Library | Compile (s) | Train (µs) | Forward only (µs) | | ------------- | ------------- | ------------- | ------------- | -| Theano | 4.31 | 104.6 | 30.9 | -| Torch | 0.05 | 259.53 | 103.06 | +| Theano | 4.31 | __104.6__ | __30.9__ | +| Torch | __0.05__ | 259.53 | 103.06 | | TensorFlow | 1.64 | 278.4 | 111.5 | #### Hidden Size 512 | Library | Compile (s) | Train (µs) | Forward only (µs) | | ------------- | ------------- | ------------- | ------------- | -| Theano | 4.36 | 275.2 | 102.2 | -| Torch | 0.05 | 288.2 | 114.6 | +| Theano | 4.36 | __275.2__ | __102.2__ | +| Torch | __0.05__ | 288.2 | 114.6 | | TensorFlow | 1.62 | 349.7 | 218.4 | #### Hidden Size 1024 @@ -109,7 +109,7 @@ This section benchmarks a simple RNN implementation. | Library | Compile (s) | Train (µs) | Forward only (µs) | | ------------- | ------------- | ------------- | ------------- | | Theano | 4.44 | 443.8 | 179.5 | -| Torch | 0.09 | 381.4 | 118.8 | +| Torch | __0.09__ | __381.4__ | __118.8__ | | TensorFlow | 1.72 | 530.0 | 241.7 | ### Batch Size 128 @@ -118,22 +118,22 @@ This section benchmarks a simple RNN implementation. | Library | Compile (s) | Train (µs) | Forward only (µs) | | ------------- | ------------- | ------------- | ------------- | -| Theano | 4.48 | 45.4 | 13.7 | -| Torch | 0.08 | 67.7 | 32.7 | +| Theano | 4.48 | __45.4__ | __13.7__ | +| Torch | __0.08__ | 67.7 | 32.7 | | TensorFlow | 1.70 | 75.5 | 33.6 | #### Hidden Size 512 | Library | Compile (s) | Train (µs) | Forward only (µs) | | ------------- | ------------- | ------------- | ------------- | -| Theano | 4.40 | 79.0 | 23.8 | -| Torch | 0.09 | 73.5 | 34.2 | +| Theano | 4.40 | 79.0 | __23.8__ | +| Torch | __0.09__ | __73.5__ | 34.2 | | TensorFlow | 1.63 | 125.6 | 86.8 | #### Hidden Size 1024 | Library | Compile (s) | Train (µs) | Forward only (µs) | | ------------- | ------------- | ------------- | ------------- | -| Theano | 4.38 | 147.8 | 50.3 | -| Torch | 0.13 | 150.2 | 64.7 | +| Theano | 4.38 | __147.8__ | __50.3__ | +| Torch | __0.13__ | 150.2 | 64.7 | | TensorFlow | 1.70 | 222.5 | 137.8 |