diff --git "a/train.log" "b/train.log" new file mode 100644--- /dev/null +++ "b/train.log" @@ -0,0 +1,1351 @@ +INFO:Pipeline: Preparing Repository... +WARNING:huggingface_hub.repository:Cloning https://huggingface.co/benlipkin/gpt2_16_wikitext_100M_20_1c15056cf51bff47 into local empty directory. +INFO:Pipeline: Preparing Dataset... +INFO:Pipeline: Preparing Optimizer... +INFO:Pipeline: Preparing Accelerator... +INFO:Pipeline: Initializing Training Loop... +INFO:Pipeline: Total Steps: 122080 +INFO:Pipeline: Eval Loss: 10.95, Perplexity: 57117.82 +INFO:Pipeline: Time: 00:01:58, Epoch: 1, Step: 100, Step Loss: 10.28 +INFO:Pipeline: Time: 00:02:21, Epoch: 1, Step: 200, Step Loss: 9.56 +INFO:Pipeline: Time: 00:02:43, Epoch: 1, Step: 300, Step Loss: 9.22 +INFO:Pipeline: Time: 00:03:06, Epoch: 1, Step: 400, Step Loss: 8.79 +INFO:Pipeline: Time: 00:03:28, Epoch: 1, Step: 500, Step Loss: 8.52 +INFO:Pipeline: Time: 00:03:50, Epoch: 1, Step: 600, Step Loss: 8.39 +INFO:Pipeline: Time: 00:04:13, Epoch: 1, Step: 700, Step Loss: 8.15 +INFO:Pipeline: Time: 00:04:35, Epoch: 1, Step: 800, Step Loss: 7.91 +INFO:Pipeline: Time: 00:04:58, Epoch: 1, Step: 900, Step Loss: 7.72 +INFO:Pipeline: Time: 00:05:20, Epoch: 1, Step: 1000, Step Loss: 7.49 +INFO:Pipeline: Eval Loss: 7.40, Perplexity: 1630.37 +INFO:Pipeline: Time: 00:05:45, Epoch: 1, Step: 1100, Step Loss: 7.35 +INFO:Pipeline: Time: 00:06:07, Epoch: 1, Step: 1200, Step Loss: 7.13 +INFO:Pipeline: Time: 00:06:30, Epoch: 1, Step: 1300, Step Loss: 6.99 +INFO:Pipeline: Time: 00:06:52, Epoch: 1, Step: 1400, Step Loss: 6.89 +INFO:Pipeline: Time: 00:07:15, Epoch: 1, Step: 1500, Step Loss: 6.74 +INFO:Pipeline: Time: 00:07:37, Epoch: 1, Step: 1600, Step Loss: 6.70 +INFO:Pipeline: Time: 00:08:00, Epoch: 1, Step: 1700, Step Loss: 6.64 +INFO:Pipeline: Time: 00:08:22, Epoch: 1, Step: 1800, Step Loss: 6.51 +INFO:Pipeline: Time: 00:08:45, Epoch: 1, Step: 1900, Step Loss: 6.50 +INFO:Pipeline: Time: 00:09:07, Epoch: 1, Step: 2000, Step Loss: 6.47 +INFO:Pipeline: Eval Loss: 6.29, Perplexity: 539.69 +INFO:Pipeline: Time: 00:09:32, Epoch: 1, Step: 2100, Step Loss: 6.36 +INFO:Pipeline: Time: 00:09:54, Epoch: 1, Step: 2200, Step Loss: 6.34 +INFO:Pipeline: Time: 00:10:17, Epoch: 1, Step: 2300, Step Loss: 6.28 +INFO:Pipeline: Time: 00:10:39, Epoch: 1, Step: 2400, Step Loss: 6.33 +INFO:Pipeline: Time: 00:11:02, Epoch: 1, Step: 2500, Step Loss: 6.22 +INFO:Pipeline: Time: 00:11:24, Epoch: 1, Step: 2600, Step Loss: 6.18 +INFO:Pipeline: Time: 00:11:46, Epoch: 1, Step: 2700, Step Loss: 6.10 +INFO:Pipeline: Time: 00:12:09, Epoch: 1, Step: 2800, Step Loss: 6.07 +INFO:Pipeline: Time: 00:12:31, Epoch: 1, Step: 2900, Step Loss: 6.09 +INFO:Pipeline: Time: 00:12:54, Epoch: 1, Step: 3000, Step Loss: 6.06 +INFO:Pipeline: Eval Loss: 5.86, Perplexity: 349.83 +INFO:Pipeline: Time: 00:13:19, Epoch: 1, Step: 3100, Step Loss: 5.96 +INFO:Pipeline: Time: 00:13:41, Epoch: 1, Step: 3200, Step Loss: 5.99 +INFO:Pipeline: Time: 00:14:03, Epoch: 1, Step: 3300, Step Loss: 5.92 +INFO:Pipeline: Time: 00:14:26, Epoch: 1, Step: 3400, Step Loss: 5.92 +INFO:Pipeline: Time: 00:14:48, Epoch: 1, Step: 3500, Step Loss: 5.90 +INFO:Pipeline: Time: 00:15:11, Epoch: 1, Step: 3600, Step Loss: 5.88 +INFO:Pipeline: Time: 00:15:33, Epoch: 1, Step: 3700, Step Loss: 5.79 +INFO:Pipeline: Time: 00:15:56, Epoch: 1, Step: 3800, Step Loss: 5.78 +INFO:Pipeline: Time: 00:16:18, Epoch: 1, Step: 3900, Step Loss: 5.79 +INFO:Pipeline: Time: 00:16:41, Epoch: 1, Step: 4000, Step Loss: 5.73 +INFO:Pipeline: Eval Loss: 5.58, Perplexity: 265.04 +INFO:Pipeline: Time: 00:17:05, Epoch: 1, Step: 4100, Step Loss: 5.66 +INFO:Pipeline: Time: 00:17:28, Epoch: 1, Step: 4200, Step Loss: 5.66 +INFO:Pipeline: Time: 00:17:50, Epoch: 1, Step: 4300, Step Loss: 5.71 +INFO:Pipeline: Time: 00:18:13, Epoch: 1, Step: 4400, Step Loss: 5.67 +INFO:Pipeline: Time: 00:18:35, Epoch: 1, Step: 4500, Step Loss: 5.68 +INFO:Pipeline: Time: 00:18:58, Epoch: 1, Step: 4600, Step Loss: 5.60 +INFO:Pipeline: Time: 00:19:20, Epoch: 1, Step: 4700, Step Loss: 5.59 +INFO:Pipeline: Time: 00:19:43, Epoch: 1, Step: 4800, Step Loss: 5.60 +INFO:Pipeline: Time: 00:20:05, Epoch: 1, Step: 4900, Step Loss: 5.53 +INFO:Pipeline: Time: 00:20:28, Epoch: 1, Step: 5000, Step Loss: 5.62 +INFO:Pipeline: Eval Loss: 5.40, Perplexity: 221.06 +INFO:Pipeline: Time: 00:20:53, Epoch: 1, Step: 5100, Step Loss: 5.52 +INFO:Pipeline: Time: 00:21:15, Epoch: 1, Step: 5200, Step Loss: 5.52 +INFO:Pipeline: Time: 00:21:37, Epoch: 1, Step: 5300, Step Loss: 5.55 +INFO:Pipeline: Time: 00:22:00, Epoch: 1, Step: 5400, Step Loss: 5.54 +INFO:Pipeline: Time: 00:22:22, Epoch: 1, Step: 5500, Step Loss: 5.53 +INFO:Pipeline: Time: 00:22:45, Epoch: 1, Step: 5600, Step Loss: 5.43 +INFO:Pipeline: Time: 00:23:07, Epoch: 1, Step: 5700, Step Loss: 5.52 +INFO:Pipeline: Time: 00:23:30, Epoch: 1, Step: 5800, Step Loss: 5.50 +INFO:Pipeline: Time: 00:23:52, Epoch: 1, Step: 5900, Step Loss: 5.50 +INFO:Pipeline: Time: 00:24:15, Epoch: 1, Step: 6000, Step Loss: 5.36 +INFO:Pipeline: Eval Loss: 5.26, Perplexity: 192.96 +INFO:Pipeline: Time: 00:24:39, Epoch: 1, Step: 6100, Step Loss: 5.42 +INFO:Pipeline: Time: 00:25:02, Epoch: 2, Step: 6200, Step Loss: 5.42 +INFO:Pipeline: Time: 00:25:24, Epoch: 2, Step: 6300, Step Loss: 5.41 +INFO:Pipeline: Time: 00:25:47, Epoch: 2, Step: 6400, Step Loss: 5.39 +INFO:Pipeline: Time: 00:26:09, Epoch: 2, Step: 6500, Step Loss: 5.37 +INFO:Pipeline: Time: 00:26:32, Epoch: 2, Step: 6600, Step Loss: 5.40 +INFO:Pipeline: Time: 00:26:54, Epoch: 2, Step: 6700, Step Loss: 5.38 +INFO:Pipeline: Time: 00:27:17, Epoch: 2, Step: 6800, Step Loss: 5.32 +INFO:Pipeline: Time: 00:27:39, Epoch: 2, Step: 6900, Step Loss: 5.32 +INFO:Pipeline: Time: 00:28:01, Epoch: 2, Step: 7000, Step Loss: 5.45 +INFO:Pipeline: Eval Loss: 5.15, Perplexity: 172.58 +INFO:Pipeline: Time: 00:28:26, Epoch: 2, Step: 7100, Step Loss: 5.28 +INFO:Pipeline: Time: 00:28:49, Epoch: 2, Step: 7200, Step Loss: 5.34 +INFO:Pipeline: Time: 00:29:11, Epoch: 2, Step: 7300, Step Loss: 5.30 +INFO:Pipeline: Time: 00:29:34, Epoch: 2, Step: 7400, Step Loss: 5.29 +INFO:Pipeline: Time: 00:29:56, Epoch: 2, Step: 7500, Step Loss: 5.28 +INFO:Pipeline: Time: 00:30:18, Epoch: 2, Step: 7600, Step Loss: 5.30 +INFO:Pipeline: Time: 00:30:41, Epoch: 2, Step: 7700, Step Loss: 5.29 +INFO:Pipeline: Time: 00:31:03, Epoch: 2, Step: 7800, Step Loss: 5.19 +INFO:Pipeline: Time: 00:31:26, Epoch: 2, Step: 7900, Step Loss: 5.29 +INFO:Pipeline: Time: 00:31:48, Epoch: 2, Step: 8000, Step Loss: 5.22 +INFO:Pipeline: Eval Loss: 5.05, Perplexity: 156.79 +INFO:Pipeline: Time: 00:32:13, Epoch: 2, Step: 8100, Step Loss: 5.23 +INFO:Pipeline: Time: 00:32:36, Epoch: 2, Step: 8200, Step Loss: 5.27 +INFO:Pipeline: Time: 00:32:58, Epoch: 2, Step: 8300, Step Loss: 5.23 +INFO:Pipeline: Time: 00:33:21, Epoch: 2, Step: 8400, Step Loss: 5.26 +INFO:Pipeline: Time: 00:33:43, Epoch: 2, Step: 8500, Step Loss: 5.17 +INFO:Pipeline: Time: 00:34:05, Epoch: 2, Step: 8600, Step Loss: 5.20 +INFO:Pipeline: Time: 00:34:28, Epoch: 2, Step: 8700, Step Loss: 5.14 +INFO:Pipeline: Time: 00:34:50, Epoch: 2, Step: 8800, Step Loss: 5.21 +INFO:Pipeline: Time: 00:35:13, Epoch: 2, Step: 8900, Step Loss: 5.17 +INFO:Pipeline: Time: 00:35:35, Epoch: 2, Step: 9000, Step Loss: 5.16 +INFO:Pipeline: Eval Loss: 4.97, Perplexity: 144.43 +INFO:Pipeline: Time: 00:36:00, Epoch: 2, Step: 9100, Step Loss: 5.20 +INFO:Pipeline: Time: 00:36:23, Epoch: 2, Step: 9200, Step Loss: 5.12 +INFO:Pipeline: Time: 00:36:45, Epoch: 2, Step: 9300, Step Loss: 5.11 +INFO:Pipeline: Time: 00:37:08, Epoch: 2, Step: 9400, Step Loss: 5.10 +INFO:Pipeline: Time: 00:37:30, Epoch: 2, Step: 9500, Step Loss: 5.11 +INFO:Pipeline: Time: 00:37:53, Epoch: 2, Step: 9600, Step Loss: 5.08 +INFO:Pipeline: Time: 00:38:15, Epoch: 2, Step: 9700, Step Loss: 5.17 +INFO:Pipeline: Time: 00:38:38, Epoch: 2, Step: 9800, Step Loss: 5.09 +INFO:Pipeline: Time: 00:39:00, Epoch: 2, Step: 9900, Step Loss: 5.08 +INFO:Pipeline: Time: 00:39:23, Epoch: 2, Step: 10000, Step Loss: 5.06 +INFO:Pipeline: Eval Loss: 4.90, Perplexity: 134.49 +INFO:Pipeline: Time: 00:39:47, Epoch: 2, Step: 10100, Step Loss: 5.08 +INFO:Pipeline: Time: 00:40:10, Epoch: 2, Step: 10200, Step Loss: 5.03 +INFO:Pipeline: Time: 00:40:32, Epoch: 2, Step: 10300, Step Loss: 5.09 +INFO:Pipeline: Time: 00:40:55, Epoch: 2, Step: 10400, Step Loss: 5.05 +INFO:Pipeline: Time: 00:41:17, Epoch: 2, Step: 10500, Step Loss: 5.04 +INFO:Pipeline: Time: 00:41:40, Epoch: 2, Step: 10600, Step Loss: 5.04 +INFO:Pipeline: Time: 00:42:02, Epoch: 2, Step: 10700, Step Loss: 5.03 +INFO:Pipeline: Time: 00:42:25, Epoch: 2, Step: 10800, Step Loss: 5.05 +INFO:Pipeline: Time: 00:42:47, Epoch: 2, Step: 10900, Step Loss: 5.01 +INFO:Pipeline: Time: 00:43:10, Epoch: 2, Step: 11000, Step Loss: 5.04 +INFO:Pipeline: Eval Loss: 4.84, Perplexity: 126.63 +INFO:Pipeline: Time: 00:43:35, Epoch: 2, Step: 11100, Step Loss: 4.97 +INFO:Pipeline: Time: 00:43:57, Epoch: 2, Step: 11200, Step Loss: 5.07 +INFO:Pipeline: Time: 00:44:19, Epoch: 2, Step: 11300, Step Loss: 4.91 +INFO:Pipeline: Time: 00:44:42, Epoch: 2, Step: 11400, Step Loss: 4.98 +INFO:Pipeline: Time: 00:45:04, Epoch: 2, Step: 11500, Step Loss: 4.95 +INFO:Pipeline: Time: 00:45:27, Epoch: 2, Step: 11600, Step Loss: 5.01 +INFO:Pipeline: Time: 00:45:49, Epoch: 2, Step: 11700, Step Loss: 4.97 +INFO:Pipeline: Time: 00:46:12, Epoch: 2, Step: 11800, Step Loss: 4.93 +INFO:Pipeline: Time: 00:46:34, Epoch: 2, Step: 11900, Step Loss: 5.00 +INFO:Pipeline: Time: 00:46:57, Epoch: 2, Step: 12000, Step Loss: 4.99 +INFO:Pipeline: Eval Loss: 4.79, Perplexity: 119.81 +INFO:Pipeline: Time: 00:47:21, Epoch: 2, Step: 12100, Step Loss: 4.98 +INFO:Pipeline: Time: 00:47:44, Epoch: 2, Step: 12200, Step Loss: 4.93 +INFO:Pipeline: Time: 00:48:06, Epoch: 3, Step: 12300, Step Loss: 4.94 +INFO:Pipeline: Time: 00:48:29, Epoch: 3, Step: 12400, Step Loss: 4.98 +INFO:Pipeline: Time: 00:48:51, Epoch: 3, Step: 12500, Step Loss: 4.97 +INFO:Pipeline: Time: 00:49:14, Epoch: 3, Step: 12600, Step Loss: 4.92 +INFO:Pipeline: Time: 00:49:36, Epoch: 3, Step: 12700, Step Loss: 4.89 +INFO:Pipeline: Time: 00:49:59, Epoch: 3, Step: 12800, Step Loss: 4.92 +INFO:Pipeline: Time: 00:50:21, Epoch: 3, Step: 12900, Step Loss: 4.99 +INFO:Pipeline: Time: 00:50:44, Epoch: 3, Step: 13000, Step Loss: 4.92 +INFO:Pipeline: Eval Loss: 4.74, Perplexity: 114.25 +INFO:Pipeline: Time: 00:51:09, Epoch: 3, Step: 13100, Step Loss: 4.90 +INFO:Pipeline: Time: 00:51:31, Epoch: 3, Step: 13200, Step Loss: 4.91 +INFO:Pipeline: Time: 00:51:53, Epoch: 3, Step: 13300, Step Loss: 4.94 +INFO:Pipeline: Time: 00:52:16, Epoch: 3, Step: 13400, Step Loss: 4.92 +INFO:Pipeline: Time: 00:52:38, Epoch: 3, Step: 13500, Step Loss: 4.86 +INFO:Pipeline: Time: 00:53:01, Epoch: 3, Step: 13600, Step Loss: 4.90 +INFO:Pipeline: Time: 00:53:23, Epoch: 3, Step: 13700, Step Loss: 4.88 +INFO:Pipeline: Time: 00:53:46, Epoch: 3, Step: 13800, Step Loss: 4.89 +INFO:Pipeline: Time: 00:54:08, Epoch: 3, Step: 13900, Step Loss: 4.80 +INFO:Pipeline: Time: 00:54:31, Epoch: 3, Step: 14000, Step Loss: 4.90 +INFO:Pipeline: Eval Loss: 4.70, Perplexity: 109.45 +INFO:Pipeline: Time: 00:54:56, Epoch: 3, Step: 14100, Step Loss: 4.86 +INFO:Pipeline: Time: 00:55:18, Epoch: 3, Step: 14200, Step Loss: 4.84 +INFO:Pipeline: Time: 00:55:41, Epoch: 3, Step: 14300, Step Loss: 4.85 +INFO:Pipeline: Time: 00:56:03, Epoch: 3, Step: 14400, Step Loss: 4.88 +INFO:Pipeline: Time: 00:56:26, Epoch: 3, Step: 14500, Step Loss: 4.96 +INFO:Pipeline: Time: 00:56:48, Epoch: 3, Step: 14600, Step Loss: 4.90 +INFO:Pipeline: Time: 00:57:11, Epoch: 3, Step: 14700, Step Loss: 4.84 +INFO:Pipeline: Time: 00:57:33, Epoch: 3, Step: 14800, Step Loss: 4.85 +INFO:Pipeline: Time: 00:57:55, Epoch: 3, Step: 14900, Step Loss: 4.86 +INFO:Pipeline: Time: 00:58:18, Epoch: 3, Step: 15000, Step Loss: 4.89 +INFO:Pipeline: Eval Loss: 4.66, Perplexity: 105.21 +INFO:Pipeline: Time: 00:58:43, Epoch: 3, Step: 15100, Step Loss: 4.88 +INFO:Pipeline: Time: 00:59:05, Epoch: 3, Step: 15200, Step Loss: 4.81 +INFO:Pipeline: Time: 00:59:28, Epoch: 3, Step: 15300, Step Loss: 4.76 +INFO:Pipeline: Time: 00:59:50, Epoch: 3, Step: 15400, Step Loss: 4.89 +INFO:Pipeline: Time: 01:00:13, Epoch: 3, Step: 15500, Step Loss: 4.84 +INFO:Pipeline: Time: 01:00:35, Epoch: 3, Step: 15600, Step Loss: 4.78 +INFO:Pipeline: Time: 01:00:58, Epoch: 3, Step: 15700, Step Loss: 4.80 +INFO:Pipeline: Time: 01:01:20, Epoch: 3, Step: 15800, Step Loss: 4.81 +INFO:Pipeline: Time: 01:01:43, Epoch: 3, Step: 15900, Step Loss: 4.80 +INFO:Pipeline: Time: 01:02:05, Epoch: 3, Step: 16000, Step Loss: 4.79 +INFO:Pipeline: Eval Loss: 4.62, Perplexity: 101.24 +INFO:Pipeline: Time: 01:02:30, Epoch: 3, Step: 16100, Step Loss: 4.78 +INFO:Pipeline: Time: 01:02:52, Epoch: 3, Step: 16200, Step Loss: 4.78 +INFO:Pipeline: Time: 01:03:15, Epoch: 3, Step: 16300, Step Loss: 4.80 +INFO:Pipeline: Time: 01:03:37, Epoch: 3, Step: 16400, Step Loss: 4.79 +INFO:Pipeline: Time: 01:04:00, Epoch: 3, Step: 16500, Step Loss: 4.83 +INFO:Pipeline: Time: 01:04:22, Epoch: 3, Step: 16600, Step Loss: 4.81 +INFO:Pipeline: Time: 01:04:45, Epoch: 3, Step: 16700, Step Loss: 4.74 +INFO:Pipeline: Time: 01:05:07, Epoch: 3, Step: 16800, Step Loss: 4.83 +INFO:Pipeline: Time: 01:05:30, Epoch: 3, Step: 16900, Step Loss: 4.84 +INFO:Pipeline: Time: 01:05:52, Epoch: 3, Step: 17000, Step Loss: 4.75 +INFO:Pipeline: Eval Loss: 4.58, Perplexity: 98.00 +INFO:Pipeline: Time: 01:06:17, Epoch: 3, Step: 17100, Step Loss: 4.84 +INFO:Pipeline: Time: 01:06:39, Epoch: 3, Step: 17200, Step Loss: 4.76 +INFO:Pipeline: Time: 01:07:02, Epoch: 3, Step: 17300, Step Loss: 4.72 +INFO:Pipeline: Time: 01:07:24, Epoch: 3, Step: 17400, Step Loss: 4.82 +INFO:Pipeline: Time: 01:07:47, Epoch: 3, Step: 17500, Step Loss: 4.73 +INFO:Pipeline: Time: 01:08:09, Epoch: 3, Step: 17600, Step Loss: 4.74 +INFO:Pipeline: Time: 01:08:32, Epoch: 3, Step: 17700, Step Loss: 4.78 +INFO:Pipeline: Time: 01:08:54, Epoch: 3, Step: 17800, Step Loss: 4.69 +INFO:Pipeline: Time: 01:09:16, Epoch: 3, Step: 17900, Step Loss: 4.71 +INFO:Pipeline: Time: 01:09:39, Epoch: 3, Step: 18000, Step Loss: 4.73 +INFO:Pipeline: Eval Loss: 4.55, Perplexity: 94.97 +INFO:Pipeline: Time: 01:10:04, Epoch: 3, Step: 18100, Step Loss: 4.74 +INFO:Pipeline: Time: 01:10:26, Epoch: 3, Step: 18200, Step Loss: 4.78 +INFO:Pipeline: Time: 01:10:49, Epoch: 3, Step: 18300, Step Loss: 4.77 +INFO:Pipeline: Time: 01:11:11, Epoch: 4, Step: 18400, Step Loss: 4.70 +INFO:Pipeline: Time: 01:11:34, Epoch: 4, Step: 18500, Step Loss: 4.65 +INFO:Pipeline: Time: 01:11:56, Epoch: 4, Step: 18600, Step Loss: 4.68 +INFO:Pipeline: Time: 01:12:19, Epoch: 4, Step: 18700, Step Loss: 4.68 +INFO:Pipeline: Time: 01:12:41, Epoch: 4, Step: 18800, Step Loss: 4.74 +INFO:Pipeline: Time: 01:13:03, Epoch: 4, Step: 18900, Step Loss: 4.69 +INFO:Pipeline: Time: 01:13:26, Epoch: 4, Step: 19000, Step Loss: 4.67 +INFO:Pipeline: Eval Loss: 4.53, Perplexity: 92.32 +INFO:Pipeline: Time: 01:13:51, Epoch: 4, Step: 19100, Step Loss: 4.72 +INFO:Pipeline: Time: 01:14:13, Epoch: 4, Step: 19200, Step Loss: 4.68 +INFO:Pipeline: Time: 01:14:36, Epoch: 4, Step: 19300, Step Loss: 4.67 +INFO:Pipeline: Time: 01:14:58, Epoch: 4, Step: 19400, Step Loss: 4.68 +INFO:Pipeline: Time: 01:15:21, Epoch: 4, Step: 19500, Step Loss: 4.62 +INFO:Pipeline: Time: 01:15:43, Epoch: 4, Step: 19600, Step Loss: 4.68 +INFO:Pipeline: Time: 01:16:06, Epoch: 4, Step: 19700, Step Loss: 4.68 +INFO:Pipeline: Time: 01:16:28, Epoch: 4, Step: 19800, Step Loss: 4.69 +INFO:Pipeline: Time: 01:16:51, Epoch: 4, Step: 19900, Step Loss: 4.64 +INFO:Pipeline: Time: 01:17:13, Epoch: 4, Step: 20000, Step Loss: 4.69 +INFO:Pipeline: Eval Loss: 4.50, Perplexity: 89.84 +INFO:Pipeline: Time: 01:17:38, Epoch: 4, Step: 20100, Step Loss: 4.67 +INFO:Pipeline: Time: 01:18:01, Epoch: 4, Step: 20200, Step Loss: 4.70 +INFO:Pipeline: Time: 01:18:23, Epoch: 4, Step: 20300, Step Loss: 4.60 +INFO:Pipeline: Time: 01:18:46, Epoch: 4, Step: 20400, Step Loss: 4.67 +INFO:Pipeline: Time: 01:19:08, Epoch: 4, Step: 20500, Step Loss: 4.63 +INFO:Pipeline: Time: 01:19:30, Epoch: 4, Step: 20600, Step Loss: 4.66 +INFO:Pipeline: Time: 01:19:53, Epoch: 4, Step: 20700, Step Loss: 4.72 +INFO:Pipeline: Time: 01:20:15, Epoch: 4, Step: 20800, Step Loss: 4.70 +INFO:Pipeline: Time: 01:20:38, Epoch: 4, Step: 20900, Step Loss: 4.69 +INFO:Pipeline: Time: 01:21:00, Epoch: 4, Step: 21000, Step Loss: 4.69 +INFO:Pipeline: Eval Loss: 4.47, Perplexity: 87.73 +INFO:Pipeline: Time: 01:21:25, Epoch: 4, Step: 21100, Step Loss: 4.70 +INFO:Pipeline: Time: 01:21:48, Epoch: 4, Step: 21200, Step Loss: 4.60 +INFO:Pipeline: Time: 01:22:10, Epoch: 4, Step: 21300, Step Loss: 4.59 +INFO:Pipeline: Time: 01:22:32, Epoch: 4, Step: 21400, Step Loss: 4.66 +INFO:Pipeline: Time: 01:22:55, Epoch: 4, Step: 21500, Step Loss: 4.64 +INFO:Pipeline: Time: 01:23:17, Epoch: 4, Step: 21600, Step Loss: 4.58 +INFO:Pipeline: Time: 01:23:40, Epoch: 4, Step: 21700, Step Loss: 4.63 +INFO:Pipeline: Time: 01:24:02, Epoch: 4, Step: 21800, Step Loss: 4.62 +INFO:Pipeline: Time: 01:24:25, Epoch: 4, Step: 21900, Step Loss: 4.70 +INFO:Pipeline: Time: 01:24:47, Epoch: 4, Step: 22000, Step Loss: 4.65 +INFO:Pipeline: Eval Loss: 4.45, Perplexity: 85.62 +INFO:Pipeline: Time: 01:25:12, Epoch: 4, Step: 22100, Step Loss: 4.58 +INFO:Pipeline: Time: 01:25:34, Epoch: 4, Step: 22200, Step Loss: 4.67 +INFO:Pipeline: Time: 01:25:57, Epoch: 4, Step: 22300, Step Loss: 4.60 +INFO:Pipeline: Time: 01:26:19, Epoch: 4, Step: 22400, Step Loss: 4.57 +INFO:Pipeline: Time: 01:26:42, Epoch: 4, Step: 22500, Step Loss: 4.59 +INFO:Pipeline: Time: 01:27:04, Epoch: 4, Step: 22600, Step Loss: 4.69 +INFO:Pipeline: Time: 01:27:26, Epoch: 4, Step: 22700, Step Loss: 4.57 +INFO:Pipeline: Time: 01:27:49, Epoch: 4, Step: 22800, Step Loss: 4.65 +INFO:Pipeline: Time: 01:28:11, Epoch: 4, Step: 22900, Step Loss: 4.52 +INFO:Pipeline: Time: 01:28:34, Epoch: 4, Step: 23000, Step Loss: 4.56 +INFO:Pipeline: Eval Loss: 4.43, Perplexity: 83.83 +INFO:Pipeline: Time: 01:28:59, Epoch: 4, Step: 23100, Step Loss: 4.58 +INFO:Pipeline: Time: 01:29:21, Epoch: 4, Step: 23200, Step Loss: 4.58 +INFO:Pipeline: Time: 01:29:43, Epoch: 4, Step: 23300, Step Loss: 4.55 +INFO:Pipeline: Time: 01:30:06, Epoch: 4, Step: 23400, Step Loss: 4.54 +INFO:Pipeline: Time: 01:30:28, Epoch: 4, Step: 23500, Step Loss: 4.59 +INFO:Pipeline: Time: 01:30:51, Epoch: 4, Step: 23600, Step Loss: 4.67 +INFO:Pipeline: Time: 01:31:13, Epoch: 4, Step: 23700, Step Loss: 4.60 +INFO:Pipeline: Time: 01:31:36, Epoch: 4, Step: 23800, Step Loss: 4.58 +INFO:Pipeline: Time: 01:31:58, Epoch: 4, Step: 23900, Step Loss: 4.59 +INFO:Pipeline: Time: 01:32:21, Epoch: 4, Step: 24000, Step Loss: 4.58 +INFO:Pipeline: Eval Loss: 4.41, Perplexity: 82.23 +INFO:Pipeline: Time: 01:32:45, Epoch: 4, Step: 24100, Step Loss: 4.60 +INFO:Pipeline: Time: 01:33:08, Epoch: 4, Step: 24200, Step Loss: 4.62 +INFO:Pipeline: Time: 01:33:30, Epoch: 4, Step: 24300, Step Loss: 4.55 +INFO:Pipeline: Time: 01:33:53, Epoch: 4, Step: 24400, Step Loss: 4.55 +INFO:Pipeline: Time: 01:34:15, Epoch: 5, Step: 24500, Step Loss: 4.60 +INFO:Pipeline: Time: 01:34:37, Epoch: 5, Step: 24600, Step Loss: 4.54 +INFO:Pipeline: Time: 01:35:00, Epoch: 5, Step: 24700, Step Loss: 4.62 +INFO:Pipeline: Time: 01:35:22, Epoch: 5, Step: 24800, Step Loss: 4.51 +INFO:Pipeline: Time: 01:35:45, Epoch: 5, Step: 24900, Step Loss: 4.54 +INFO:Pipeline: Time: 01:36:07, Epoch: 5, Step: 25000, Step Loss: 4.49 +INFO:Pipeline: Eval Loss: 4.39, Perplexity: 80.48 +INFO:Pipeline: Time: 01:36:32, Epoch: 5, Step: 25100, Step Loss: 4.56 +INFO:Pipeline: Time: 01:36:54, Epoch: 5, Step: 25200, Step Loss: 4.54 +INFO:Pipeline: Time: 01:37:17, Epoch: 5, Step: 25300, Step Loss: 4.55 +INFO:Pipeline: Time: 01:37:39, Epoch: 5, Step: 25400, Step Loss: 4.51 +INFO:Pipeline: Time: 01:38:02, Epoch: 5, Step: 25500, Step Loss: 4.50 +INFO:Pipeline: Time: 01:38:24, Epoch: 5, Step: 25600, Step Loss: 4.54 +INFO:Pipeline: Time: 01:38:47, Epoch: 5, Step: 25700, Step Loss: 4.56 +INFO:Pipeline: Time: 01:39:09, Epoch: 5, Step: 25800, Step Loss: 4.58 +INFO:Pipeline: Time: 01:39:32, Epoch: 5, Step: 25900, Step Loss: 4.54 +INFO:Pipeline: Time: 01:39:54, Epoch: 5, Step: 26000, Step Loss: 4.54 +INFO:Pipeline: Eval Loss: 4.37, Perplexity: 79.10 +INFO:Pipeline: Time: 01:40:19, Epoch: 5, Step: 26100, Step Loss: 4.49 +INFO:Pipeline: Time: 01:40:41, Epoch: 5, Step: 26200, Step Loss: 4.55 +INFO:Pipeline: Time: 01:41:04, Epoch: 5, Step: 26300, Step Loss: 4.51 +INFO:Pipeline: Time: 01:41:26, Epoch: 5, Step: 26400, Step Loss: 4.57 +INFO:Pipeline: Time: 01:41:48, Epoch: 5, Step: 26500, Step Loss: 4.51 +INFO:Pipeline: Time: 01:42:11, Epoch: 5, Step: 26600, Step Loss: 4.52 +INFO:Pipeline: Time: 01:42:33, Epoch: 5, Step: 26700, Step Loss: 4.56 +INFO:Pipeline: Time: 01:42:56, Epoch: 5, Step: 26800, Step Loss: 4.49 +INFO:Pipeline: Time: 01:43:18, Epoch: 5, Step: 26900, Step Loss: 4.50 +INFO:Pipeline: Time: 01:43:41, Epoch: 5, Step: 27000, Step Loss: 4.45 +INFO:Pipeline: Eval Loss: 4.35, Perplexity: 77.85 +INFO:Pipeline: Time: 01:44:05, Epoch: 5, Step: 27100, Step Loss: 4.50 +INFO:Pipeline: Time: 01:44:28, Epoch: 5, Step: 27200, Step Loss: 4.51 +INFO:Pipeline: Time: 01:44:50, Epoch: 5, Step: 27300, Step Loss: 4.53 +INFO:Pipeline: Time: 01:45:13, Epoch: 5, Step: 27400, Step Loss: 4.53 +INFO:Pipeline: Time: 01:45:35, Epoch: 5, Step: 27500, Step Loss: 4.50 +INFO:Pipeline: Time: 01:45:58, Epoch: 5, Step: 27600, Step Loss: 4.48 +INFO:Pipeline: Time: 01:46:20, Epoch: 5, Step: 27700, Step Loss: 4.54 +INFO:Pipeline: Time: 01:46:42, Epoch: 5, Step: 27800, Step Loss: 4.46 +INFO:Pipeline: Time: 01:47:05, Epoch: 5, Step: 27900, Step Loss: 4.54 +INFO:Pipeline: Time: 01:47:27, Epoch: 5, Step: 28000, Step Loss: 4.46 +INFO:Pipeline: Eval Loss: 4.34, Perplexity: 76.39 +INFO:Pipeline: Time: 01:47:52, Epoch: 5, Step: 28100, Step Loss: 4.49 +INFO:Pipeline: Time: 01:48:14, Epoch: 5, Step: 28200, Step Loss: 4.49 +INFO:Pipeline: Time: 01:48:37, Epoch: 5, Step: 28300, Step Loss: 4.54 +INFO:Pipeline: Time: 01:48:59, Epoch: 5, Step: 28400, Step Loss: 4.45 +INFO:Pipeline: Time: 01:49:22, Epoch: 5, Step: 28500, Step Loss: 4.47 +INFO:Pipeline: Time: 01:49:44, Epoch: 5, Step: 28600, Step Loss: 4.55 +INFO:Pipeline: Time: 01:50:06, Epoch: 5, Step: 28700, Step Loss: 4.48 +INFO:Pipeline: Time: 01:50:29, Epoch: 5, Step: 28800, Step Loss: 4.47 +INFO:Pipeline: Time: 01:50:51, Epoch: 5, Step: 28900, Step Loss: 4.50 +INFO:Pipeline: Time: 01:51:14, Epoch: 5, Step: 29000, Step Loss: 4.48 +INFO:Pipeline: Eval Loss: 4.32, Perplexity: 75.33 +INFO:Pipeline: Time: 01:51:39, Epoch: 5, Step: 29100, Step Loss: 4.49 +INFO:Pipeline: Time: 01:52:01, Epoch: 5, Step: 29200, Step Loss: 4.41 +INFO:Pipeline: Time: 01:52:23, Epoch: 5, Step: 29300, Step Loss: 4.44 +INFO:Pipeline: Time: 01:52:46, Epoch: 5, Step: 29400, Step Loss: 4.44 +INFO:Pipeline: Time: 01:53:08, Epoch: 5, Step: 29500, Step Loss: 4.50 +INFO:Pipeline: Time: 01:53:31, Epoch: 5, Step: 29600, Step Loss: 4.45 +INFO:Pipeline: Time: 01:53:53, Epoch: 5, Step: 29700, Step Loss: 4.49 +INFO:Pipeline: Time: 01:54:16, Epoch: 5, Step: 29800, Step Loss: 4.42 +INFO:Pipeline: Time: 01:54:38, Epoch: 5, Step: 29900, Step Loss: 4.49 +INFO:Pipeline: Time: 01:55:00, Epoch: 5, Step: 30000, Step Loss: 4.51 +INFO:Pipeline: Eval Loss: 4.31, Perplexity: 74.21 +INFO:Pipeline: Time: 01:55:25, Epoch: 5, Step: 30100, Step Loss: 4.47 +INFO:Pipeline: Time: 01:55:48, Epoch: 5, Step: 30200, Step Loss: 4.48 +INFO:Pipeline: Time: 01:56:10, Epoch: 5, Step: 30300, Step Loss: 4.49 +INFO:Pipeline: Time: 01:56:33, Epoch: 5, Step: 30400, Step Loss: 4.49 +INFO:Pipeline: Time: 01:56:55, Epoch: 5, Step: 30500, Step Loss: 4.45 +INFO:Pipeline: Time: 01:57:17, Epoch: 6, Step: 30600, Step Loss: 4.43 +INFO:Pipeline: Time: 01:57:40, Epoch: 6, Step: 30700, Step Loss: 4.46 +INFO:Pipeline: Time: 01:58:02, Epoch: 6, Step: 30800, Step Loss: 4.48 +INFO:Pipeline: Time: 01:58:25, Epoch: 6, Step: 30900, Step Loss: 4.50 +INFO:Pipeline: Time: 01:58:47, Epoch: 6, Step: 31000, Step Loss: 4.48 +INFO:Pipeline: Eval Loss: 4.29, Perplexity: 73.25 +INFO:Pipeline: Time: 01:59:12, Epoch: 6, Step: 31100, Step Loss: 4.40 +INFO:Pipeline: Time: 01:59:34, Epoch: 6, Step: 31200, Step Loss: 4.45 +INFO:Pipeline: Time: 01:59:57, Epoch: 6, Step: 31300, Step Loss: 4.48 +INFO:Pipeline: Time: 02:00:19, Epoch: 6, Step: 31400, Step Loss: 4.45 +INFO:Pipeline: Time: 02:00:42, Epoch: 6, Step: 31500, Step Loss: 4.49 +INFO:Pipeline: Time: 02:01:04, Epoch: 6, Step: 31600, Step Loss: 4.50 +INFO:Pipeline: Time: 02:01:26, Epoch: 6, Step: 31700, Step Loss: 4.44 +INFO:Pipeline: Time: 02:01:49, Epoch: 6, Step: 31800, Step Loss: 4.50 +INFO:Pipeline: Time: 02:02:11, Epoch: 6, Step: 31900, Step Loss: 4.39 +INFO:Pipeline: Time: 02:02:34, Epoch: 6, Step: 32000, Step Loss: 4.42 +INFO:Pipeline: Eval Loss: 4.28, Perplexity: 72.28 +INFO:Pipeline: Time: 02:02:58, Epoch: 6, Step: 32100, Step Loss: 4.41 +INFO:Pipeline: Time: 02:03:21, Epoch: 6, Step: 32200, Step Loss: 4.41 +INFO:Pipeline: Time: 02:03:43, Epoch: 6, Step: 32300, Step Loss: 4.51 +INFO:Pipeline: Time: 02:04:06, Epoch: 6, Step: 32400, Step Loss: 4.41 +INFO:Pipeline: Time: 02:04:28, Epoch: 6, Step: 32500, Step Loss: 4.45 +INFO:Pipeline: Time: 02:04:51, Epoch: 6, Step: 32600, Step Loss: 4.44 +INFO:Pipeline: Time: 02:05:13, Epoch: 6, Step: 32700, Step Loss: 4.38 +INFO:Pipeline: Time: 02:05:35, Epoch: 6, Step: 32800, Step Loss: 4.49 +INFO:Pipeline: Time: 02:05:58, Epoch: 6, Step: 32900, Step Loss: 4.47 +INFO:Pipeline: Time: 02:06:20, Epoch: 6, Step: 33000, Step Loss: 4.42 +INFO:Pipeline: Eval Loss: 4.27, Perplexity: 71.42 +INFO:Pipeline: Time: 02:06:45, Epoch: 6, Step: 33100, Step Loss: 4.36 +INFO:Pipeline: Time: 02:07:08, Epoch: 6, Step: 33200, Step Loss: 4.41 +INFO:Pipeline: Time: 02:07:30, Epoch: 6, Step: 33300, Step Loss: 4.42 +INFO:Pipeline: Time: 02:07:52, Epoch: 6, Step: 33400, Step Loss: 4.45 +INFO:Pipeline: Time: 02:08:15, Epoch: 6, Step: 33500, Step Loss: 4.42 +INFO:Pipeline: Time: 02:08:37, Epoch: 6, Step: 33600, Step Loss: 4.44 +INFO:Pipeline: Time: 02:09:00, Epoch: 6, Step: 33700, Step Loss: 4.48 +INFO:Pipeline: Time: 02:09:22, Epoch: 6, Step: 33800, Step Loss: 4.36 +INFO:Pipeline: Time: 02:09:45, Epoch: 6, Step: 33900, Step Loss: 4.39 +INFO:Pipeline: Time: 02:10:07, Epoch: 6, Step: 34000, Step Loss: 4.35 +INFO:Pipeline: Eval Loss: 4.25, Perplexity: 70.42 +INFO:Pipeline: Time: 02:10:32, Epoch: 6, Step: 34100, Step Loss: 4.42 +INFO:Pipeline: Time: 02:10:54, Epoch: 6, Step: 34200, Step Loss: 4.42 +INFO:Pipeline: Time: 02:11:17, Epoch: 6, Step: 34300, Step Loss: 4.38 +INFO:Pipeline: Time: 02:11:39, Epoch: 6, Step: 34400, Step Loss: 4.46 +INFO:Pipeline: Time: 02:12:02, Epoch: 6, Step: 34500, Step Loss: 4.39 +INFO:Pipeline: Time: 02:12:24, Epoch: 6, Step: 34600, Step Loss: 4.38 +INFO:Pipeline: Time: 02:12:46, Epoch: 6, Step: 34700, Step Loss: 4.44 +INFO:Pipeline: Time: 02:13:09, Epoch: 6, Step: 34800, Step Loss: 4.37 +INFO:Pipeline: Time: 02:13:31, Epoch: 6, Step: 34900, Step Loss: 4.46 +INFO:Pipeline: Time: 02:13:54, Epoch: 6, Step: 35000, Step Loss: 4.40 +INFO:Pipeline: Eval Loss: 4.24, Perplexity: 69.71 +INFO:Pipeline: Time: 02:14:19, Epoch: 6, Step: 35100, Step Loss: 4.34 +INFO:Pipeline: Time: 02:14:41, Epoch: 6, Step: 35200, Step Loss: 4.38 +INFO:Pipeline: Time: 02:15:03, Epoch: 6, Step: 35300, Step Loss: 4.41 +INFO:Pipeline: Time: 02:15:26, Epoch: 6, Step: 35400, Step Loss: 4.37 +INFO:Pipeline: Time: 02:15:48, Epoch: 6, Step: 35500, Step Loss: 4.39 +INFO:Pipeline: Time: 02:16:11, Epoch: 6, Step: 35600, Step Loss: 4.38 +INFO:Pipeline: Time: 02:16:33, Epoch: 6, Step: 35700, Step Loss: 4.39 +INFO:Pipeline: Time: 02:16:56, Epoch: 6, Step: 35800, Step Loss: 4.37 +INFO:Pipeline: Time: 02:17:18, Epoch: 6, Step: 35900, Step Loss: 4.35 +INFO:Pipeline: Time: 02:17:40, Epoch: 6, Step: 36000, Step Loss: 4.42 +INFO:Pipeline: Eval Loss: 4.23, Perplexity: 68.85 +INFO:Pipeline: Time: 02:18:05, Epoch: 6, Step: 36100, Step Loss: 4.30 +INFO:Pipeline: Time: 02:18:28, Epoch: 6, Step: 36200, Step Loss: 4.34 +INFO:Pipeline: Time: 02:18:50, Epoch: 6, Step: 36300, Step Loss: 4.39 +INFO:Pipeline: Time: 02:19:12, Epoch: 6, Step: 36400, Step Loss: 4.31 +INFO:Pipeline: Time: 02:19:35, Epoch: 6, Step: 36500, Step Loss: 4.35 +INFO:Pipeline: Time: 02:19:57, Epoch: 6, Step: 36600, Step Loss: 4.33 +INFO:Pipeline: Time: 02:20:20, Epoch: 7, Step: 36700, Step Loss: 4.36 +INFO:Pipeline: Time: 02:20:42, Epoch: 7, Step: 36800, Step Loss: 4.38 +INFO:Pipeline: Time: 02:21:04, Epoch: 7, Step: 36900, Step Loss: 4.36 +INFO:Pipeline: Time: 02:21:27, Epoch: 7, Step: 37000, Step Loss: 4.43 +INFO:Pipeline: Eval Loss: 4.22, Perplexity: 68.36 +INFO:Pipeline: Time: 02:21:52, Epoch: 7, Step: 37100, Step Loss: 4.35 +INFO:Pipeline: Time: 02:22:14, Epoch: 7, Step: 37200, Step Loss: 4.33 +INFO:Pipeline: Time: 02:22:37, Epoch: 7, Step: 37300, Step Loss: 4.36 +INFO:Pipeline: Time: 02:22:59, Epoch: 7, Step: 37400, Step Loss: 4.33 +INFO:Pipeline: Time: 02:23:21, Epoch: 7, Step: 37500, Step Loss: 4.41 +INFO:Pipeline: Time: 02:23:44, Epoch: 7, Step: 37600, Step Loss: 4.38 +INFO:Pipeline: Time: 02:24:06, Epoch: 7, Step: 37700, Step Loss: 4.36 +INFO:Pipeline: Time: 02:24:29, Epoch: 7, Step: 37800, Step Loss: 4.40 +INFO:Pipeline: Time: 02:24:51, Epoch: 7, Step: 37900, Step Loss: 4.39 +INFO:Pipeline: Time: 02:25:14, Epoch: 7, Step: 38000, Step Loss: 4.35 +INFO:Pipeline: Eval Loss: 4.21, Perplexity: 67.63 +INFO:Pipeline: Time: 02:25:38, Epoch: 7, Step: 38100, Step Loss: 4.38 +INFO:Pipeline: Time: 02:26:01, Epoch: 7, Step: 38200, Step Loss: 4.37 +INFO:Pipeline: Time: 02:26:23, Epoch: 7, Step: 38300, Step Loss: 4.35 +INFO:Pipeline: Time: 02:26:46, Epoch: 7, Step: 38400, Step Loss: 4.41 +INFO:Pipeline: Time: 02:27:08, Epoch: 7, Step: 38500, Step Loss: 4.37 +INFO:Pipeline: Time: 02:27:31, Epoch: 7, Step: 38600, Step Loss: 4.30 +INFO:Pipeline: Time: 02:27:53, Epoch: 7, Step: 38700, Step Loss: 4.33 +INFO:Pipeline: Time: 02:28:15, Epoch: 7, Step: 38800, Step Loss: 4.35 +INFO:Pipeline: Time: 02:28:38, Epoch: 7, Step: 38900, Step Loss: 4.39 +INFO:Pipeline: Time: 02:29:00, Epoch: 7, Step: 39000, Step Loss: 4.37 +INFO:Pipeline: Eval Loss: 4.20, Perplexity: 66.99 +INFO:Pipeline: Time: 02:29:25, Epoch: 7, Step: 39100, Step Loss: 4.33 +INFO:Pipeline: Time: 02:29:48, Epoch: 7, Step: 39200, Step Loss: 4.33 +INFO:Pipeline: Time: 02:30:10, Epoch: 7, Step: 39300, Step Loss: 4.35 +INFO:Pipeline: Time: 02:30:32, Epoch: 7, Step: 39400, Step Loss: 4.27 +INFO:Pipeline: Time: 02:30:55, Epoch: 7, Step: 39500, Step Loss: 4.38 +INFO:Pipeline: Time: 02:31:17, Epoch: 7, Step: 39600, Step Loss: 4.33 +INFO:Pipeline: Time: 02:31:40, Epoch: 7, Step: 39700, Step Loss: 4.29 +INFO:Pipeline: Time: 02:32:02, Epoch: 7, Step: 39800, Step Loss: 4.38 +INFO:Pipeline: Time: 02:32:25, Epoch: 7, Step: 39900, Step Loss: 4.27 +INFO:Pipeline: Time: 02:32:47, Epoch: 7, Step: 40000, Step Loss: 4.34 +INFO:Pipeline: Eval Loss: 4.19, Perplexity: 66.33 +INFO:Pipeline: Time: 02:33:12, Epoch: 7, Step: 40100, Step Loss: 4.29 +INFO:Pipeline: Time: 02:33:34, Epoch: 7, Step: 40200, Step Loss: 4.35 +INFO:Pipeline: Time: 02:33:56, Epoch: 7, Step: 40300, Step Loss: 4.32 +INFO:Pipeline: Time: 02:34:19, Epoch: 7, Step: 40400, Step Loss: 4.35 +INFO:Pipeline: Time: 02:34:41, Epoch: 7, Step: 40500, Step Loss: 4.33 +INFO:Pipeline: Time: 02:35:04, Epoch: 7, Step: 40600, Step Loss: 4.35 +INFO:Pipeline: Time: 02:35:26, Epoch: 7, Step: 40700, Step Loss: 4.32 +INFO:Pipeline: Time: 02:35:49, Epoch: 7, Step: 40800, Step Loss: 4.33 +INFO:Pipeline: Time: 02:36:11, Epoch: 7, Step: 40900, Step Loss: 4.33 +INFO:Pipeline: Time: 02:36:33, Epoch: 7, Step: 41000, Step Loss: 4.35 +INFO:Pipeline: Eval Loss: 4.18, Perplexity: 65.68 +INFO:Pipeline: Time: 02:36:58, Epoch: 7, Step: 41100, Step Loss: 4.33 +INFO:Pipeline: Time: 02:37:21, Epoch: 7, Step: 41200, Step Loss: 4.29 +INFO:Pipeline: Time: 02:37:43, Epoch: 7, Step: 41300, Step Loss: 4.30 +INFO:Pipeline: Time: 02:38:06, Epoch: 7, Step: 41400, Step Loss: 4.34 +INFO:Pipeline: Time: 02:38:28, Epoch: 7, Step: 41500, Step Loss: 4.28 +INFO:Pipeline: Time: 02:38:50, Epoch: 7, Step: 41600, Step Loss: 4.31 +INFO:Pipeline: Time: 02:39:13, Epoch: 7, Step: 41700, Step Loss: 4.27 +INFO:Pipeline: Time: 02:39:35, Epoch: 7, Step: 41800, Step Loss: 4.30 +INFO:Pipeline: Time: 02:39:58, Epoch: 7, Step: 41900, Step Loss: 4.35 +INFO:Pipeline: Time: 02:40:20, Epoch: 7, Step: 42000, Step Loss: 4.39 +INFO:Pipeline: Eval Loss: 4.18, Perplexity: 65.20 +INFO:Pipeline: Time: 02:40:45, Epoch: 7, Step: 42100, Step Loss: 4.33 +INFO:Pipeline: Time: 02:41:07, Epoch: 7, Step: 42200, Step Loss: 4.31 +INFO:Pipeline: Time: 02:41:30, Epoch: 7, Step: 42300, Step Loss: 4.34 +INFO:Pipeline: Time: 02:41:52, Epoch: 7, Step: 42400, Step Loss: 4.37 +INFO:Pipeline: Time: 02:42:15, Epoch: 7, Step: 42500, Step Loss: 4.34 +INFO:Pipeline: Time: 02:42:37, Epoch: 7, Step: 42600, Step Loss: 4.33 +INFO:Pipeline: Time: 02:43:00, Epoch: 7, Step: 42700, Step Loss: 4.34 +INFO:Pipeline: Time: 02:43:22, Epoch: 8, Step: 42800, Step Loss: 4.29 +INFO:Pipeline: Time: 02:43:44, Epoch: 8, Step: 42900, Step Loss: 4.29 +INFO:Pipeline: Time: 02:44:07, Epoch: 8, Step: 43000, Step Loss: 4.36 +INFO:Pipeline: Eval Loss: 4.17, Perplexity: 64.70 +INFO:Pipeline: Time: 02:44:32, Epoch: 8, Step: 43100, Step Loss: 4.31 +INFO:Pipeline: Time: 02:44:54, Epoch: 8, Step: 43200, Step Loss: 4.33 +INFO:Pipeline: Time: 02:45:17, Epoch: 8, Step: 43300, Step Loss: 4.31 +INFO:Pipeline: Time: 02:45:39, Epoch: 8, Step: 43400, Step Loss: 4.25 +INFO:Pipeline: Time: 02:46:01, Epoch: 8, Step: 43500, Step Loss: 4.27 +INFO:Pipeline: Time: 02:46:24, Epoch: 8, Step: 43600, Step Loss: 4.26 +INFO:Pipeline: Time: 02:46:46, Epoch: 8, Step: 43700, Step Loss: 4.33 +INFO:Pipeline: Time: 02:47:09, Epoch: 8, Step: 43800, Step Loss: 4.31 +INFO:Pipeline: Time: 02:47:31, Epoch: 8, Step: 43900, Step Loss: 4.30 +INFO:Pipeline: Time: 02:47:54, Epoch: 8, Step: 44000, Step Loss: 4.34 +INFO:Pipeline: Eval Loss: 4.16, Perplexity: 64.11 +INFO:Pipeline: Time: 02:48:18, Epoch: 8, Step: 44100, Step Loss: 4.29 +INFO:Pipeline: Time: 02:48:41, Epoch: 8, Step: 44200, Step Loss: 4.31 +INFO:Pipeline: Time: 02:49:03, Epoch: 8, Step: 44300, Step Loss: 4.24 +INFO:Pipeline: Time: 02:49:26, Epoch: 8, Step: 44400, Step Loss: 4.27 +INFO:Pipeline: Time: 02:49:48, Epoch: 8, Step: 44500, Step Loss: 4.31 +INFO:Pipeline: Time: 02:50:11, Epoch: 8, Step: 44600, Step Loss: 4.27 +INFO:Pipeline: Time: 02:50:33, Epoch: 8, Step: 44700, Step Loss: 4.26 +INFO:Pipeline: Time: 02:50:55, Epoch: 8, Step: 44800, Step Loss: 4.30 +INFO:Pipeline: Time: 02:51:18, Epoch: 8, Step: 44900, Step Loss: 4.30 +INFO:Pipeline: Time: 02:51:40, Epoch: 8, Step: 45000, Step Loss: 4.24 +INFO:Pipeline: Eval Loss: 4.15, Perplexity: 63.63 +INFO:Pipeline: Time: 02:52:05, Epoch: 8, Step: 45100, Step Loss: 4.28 +INFO:Pipeline: Time: 02:52:28, Epoch: 8, Step: 45200, Step Loss: 4.27 +INFO:Pipeline: Time: 02:52:50, Epoch: 8, Step: 45300, Step Loss: 4.30 +INFO:Pipeline: Time: 02:53:13, Epoch: 8, Step: 45400, Step Loss: 4.28 +INFO:Pipeline: Time: 02:53:35, Epoch: 8, Step: 45500, Step Loss: 4.32 +INFO:Pipeline: Time: 02:53:57, Epoch: 8, Step: 45600, Step Loss: 4.34 +INFO:Pipeline: Time: 02:54:20, Epoch: 8, Step: 45700, Step Loss: 4.30 +INFO:Pipeline: Time: 02:54:42, Epoch: 8, Step: 45800, Step Loss: 4.30 +INFO:Pipeline: Time: 02:55:05, Epoch: 8, Step: 45900, Step Loss: 4.25 +INFO:Pipeline: Time: 02:55:27, Epoch: 8, Step: 46000, Step Loss: 4.22 +INFO:Pipeline: Eval Loss: 4.15, Perplexity: 63.28 +INFO:Pipeline: Time: 02:55:52, Epoch: 8, Step: 46100, Step Loss: 4.21 +INFO:Pipeline: Time: 02:56:14, Epoch: 8, Step: 46200, Step Loss: 4.24 +INFO:Pipeline: Time: 02:56:37, Epoch: 8, Step: 46300, Step Loss: 4.29 +INFO:Pipeline: Time: 02:56:59, Epoch: 8, Step: 46400, Step Loss: 4.30 +INFO:Pipeline: Time: 02:57:22, Epoch: 8, Step: 46500, Step Loss: 4.25 +INFO:Pipeline: Time: 02:57:44, Epoch: 8, Step: 46600, Step Loss: 4.22 +INFO:Pipeline: Time: 02:58:06, Epoch: 8, Step: 46700, Step Loss: 4.23 +INFO:Pipeline: Time: 02:58:29, Epoch: 8, Step: 46800, Step Loss: 4.25 +INFO:Pipeline: Time: 02:58:51, Epoch: 8, Step: 46900, Step Loss: 4.32 +INFO:Pipeline: Time: 02:59:14, Epoch: 8, Step: 47000, Step Loss: 4.25 +INFO:Pipeline: Eval Loss: 4.14, Perplexity: 62.68 +INFO:Pipeline: Time: 02:59:39, Epoch: 8, Step: 47100, Step Loss: 4.26 +INFO:Pipeline: Time: 03:00:01, Epoch: 8, Step: 47200, Step Loss: 4.20 +INFO:Pipeline: Time: 03:00:23, Epoch: 8, Step: 47300, Step Loss: 4.30 +INFO:Pipeline: Time: 03:00:46, Epoch: 8, Step: 47400, Step Loss: 4.20 +INFO:Pipeline: Time: 03:01:08, Epoch: 8, Step: 47500, Step Loss: 4.29 +INFO:Pipeline: Time: 03:01:31, Epoch: 8, Step: 47600, Step Loss: 4.26 +INFO:Pipeline: Time: 03:01:53, Epoch: 8, Step: 47700, Step Loss: 4.23 +INFO:Pipeline: Time: 03:02:16, Epoch: 8, Step: 47800, Step Loss: 4.23 +INFO:Pipeline: Time: 03:02:38, Epoch: 8, Step: 47900, Step Loss: 4.30 +INFO:Pipeline: Time: 03:03:01, Epoch: 8, Step: 48000, Step Loss: 4.30 +INFO:Pipeline: Eval Loss: 4.13, Perplexity: 62.29 +INFO:Pipeline: Time: 03:03:25, Epoch: 8, Step: 48100, Step Loss: 4.28 +INFO:Pipeline: Time: 03:03:48, Epoch: 8, Step: 48200, Step Loss: 4.29 +INFO:Pipeline: Time: 03:04:10, Epoch: 8, Step: 48300, Step Loss: 4.26 +INFO:Pipeline: Time: 03:04:33, Epoch: 8, Step: 48400, Step Loss: 4.25 +INFO:Pipeline: Time: 03:04:55, Epoch: 8, Step: 48500, Step Loss: 4.20 +INFO:Pipeline: Time: 03:05:18, Epoch: 8, Step: 48600, Step Loss: 4.25 +INFO:Pipeline: Time: 03:05:40, Epoch: 8, Step: 48700, Step Loss: 4.29 +INFO:Pipeline: Time: 03:06:03, Epoch: 8, Step: 48800, Step Loss: 4.28 +INFO:Pipeline: Time: 03:06:25, Epoch: 9, Step: 48900, Step Loss: 4.24 +INFO:Pipeline: Time: 03:06:47, Epoch: 9, Step: 49000, Step Loss: 4.33 +INFO:Pipeline: Eval Loss: 4.13, Perplexity: 62.00 +INFO:Pipeline: Time: 03:07:12, Epoch: 9, Step: 49100, Step Loss: 4.26 +INFO:Pipeline: Time: 03:07:34, Epoch: 9, Step: 49200, Step Loss: 4.25 +INFO:Pipeline: Time: 03:07:57, Epoch: 9, Step: 49300, Step Loss: 4.22 +INFO:Pipeline: Time: 03:08:19, Epoch: 9, Step: 49400, Step Loss: 4.26 +INFO:Pipeline: Time: 03:08:42, Epoch: 9, Step: 49500, Step Loss: 4.24 +INFO:Pipeline: Time: 03:09:04, Epoch: 9, Step: 49600, Step Loss: 4.26 +INFO:Pipeline: Time: 03:09:27, Epoch: 9, Step: 49700, Step Loss: 4.30 +INFO:Pipeline: Time: 03:09:49, Epoch: 9, Step: 49800, Step Loss: 4.25 +INFO:Pipeline: Time: 03:10:11, Epoch: 9, Step: 49900, Step Loss: 4.27 +INFO:Pipeline: Time: 03:10:34, Epoch: 9, Step: 50000, Step Loss: 4.22 +INFO:Pipeline: Eval Loss: 4.12, Perplexity: 61.62 +INFO:Pipeline: Time: 03:10:59, Epoch: 9, Step: 50100, Step Loss: 4.22 +INFO:Pipeline: Time: 03:11:21, Epoch: 9, Step: 50200, Step Loss: 4.21 +INFO:Pipeline: Time: 03:11:43, Epoch: 9, Step: 50300, Step Loss: 4.22 +INFO:Pipeline: Time: 03:12:06, Epoch: 9, Step: 50400, Step Loss: 4.26 +INFO:Pipeline: Time: 03:12:28, Epoch: 9, Step: 50500, Step Loss: 4.27 +INFO:Pipeline: Time: 03:12:51, Epoch: 9, Step: 50600, Step Loss: 4.25 +INFO:Pipeline: Time: 03:13:13, Epoch: 9, Step: 50700, Step Loss: 4.28 +INFO:Pipeline: Time: 03:13:36, Epoch: 9, Step: 50800, Step Loss: 4.30 +INFO:Pipeline: Time: 03:13:58, Epoch: 9, Step: 50900, Step Loss: 4.21 +INFO:Pipeline: Time: 03:14:20, Epoch: 9, Step: 51000, Step Loss: 4.24 +INFO:Pipeline: Eval Loss: 4.12, Perplexity: 61.26 +INFO:Pipeline: Time: 03:14:45, Epoch: 9, Step: 51100, Step Loss: 4.25 +INFO:Pipeline: Time: 03:15:08, Epoch: 9, Step: 51200, Step Loss: 4.32 +INFO:Pipeline: Time: 03:15:30, Epoch: 9, Step: 51300, Step Loss: 4.19 +INFO:Pipeline: Time: 03:15:52, Epoch: 9, Step: 51400, Step Loss: 4.23 +INFO:Pipeline: Time: 03:16:15, Epoch: 9, Step: 51500, Step Loss: 4.22 +INFO:Pipeline: Time: 03:16:37, Epoch: 9, Step: 51600, Step Loss: 4.25 +INFO:Pipeline: Time: 03:17:00, Epoch: 9, Step: 51700, Step Loss: 4.22 +INFO:Pipeline: Time: 03:17:22, Epoch: 9, Step: 51800, Step Loss: 4.25 +INFO:Pipeline: Time: 03:17:45, Epoch: 9, Step: 51900, Step Loss: 4.26 +INFO:Pipeline: Time: 03:18:07, Epoch: 9, Step: 52000, Step Loss: 4.21 +INFO:Pipeline: Eval Loss: 4.11, Perplexity: 60.86 +INFO:Pipeline: Time: 03:18:32, Epoch: 9, Step: 52100, Step Loss: 4.17 +INFO:Pipeline: Time: 03:18:54, Epoch: 9, Step: 52200, Step Loss: 4.23 +INFO:Pipeline: Time: 03:19:17, Epoch: 9, Step: 52300, Step Loss: 4.30 +INFO:Pipeline: Time: 03:19:39, Epoch: 9, Step: 52400, Step Loss: 4.27 +INFO:Pipeline: Time: 03:20:02, Epoch: 9, Step: 52500, Step Loss: 4.20 +INFO:Pipeline: Time: 03:20:24, Epoch: 9, Step: 52600, Step Loss: 4.25 +INFO:Pipeline: Time: 03:20:47, Epoch: 9, Step: 52700, Step Loss: 4.28 +INFO:Pipeline: Time: 03:21:09, Epoch: 9, Step: 52800, Step Loss: 4.22 +INFO:Pipeline: Time: 03:21:31, Epoch: 9, Step: 52900, Step Loss: 4.28 +INFO:Pipeline: Time: 03:21:54, Epoch: 9, Step: 53000, Step Loss: 4.25 +INFO:Pipeline: Eval Loss: 4.10, Perplexity: 60.53 +INFO:Pipeline: Time: 03:22:19, Epoch: 9, Step: 53100, Step Loss: 4.21 +INFO:Pipeline: Time: 03:22:41, Epoch: 9, Step: 53200, Step Loss: 4.25 +INFO:Pipeline: Time: 03:23:04, Epoch: 9, Step: 53300, Step Loss: 4.25 +INFO:Pipeline: Time: 03:23:26, Epoch: 9, Step: 53400, Step Loss: 4.24 +INFO:Pipeline: Time: 03:23:49, Epoch: 9, Step: 53500, Step Loss: 4.22 +INFO:Pipeline: Time: 03:24:11, Epoch: 9, Step: 53600, Step Loss: 4.21 +INFO:Pipeline: Time: 03:24:34, Epoch: 9, Step: 53700, Step Loss: 4.22 +INFO:Pipeline: Time: 03:24:56, Epoch: 9, Step: 53800, Step Loss: 4.21 +INFO:Pipeline: Time: 03:25:19, Epoch: 9, Step: 53900, Step Loss: 4.17 +INFO:Pipeline: Time: 03:25:41, Epoch: 9, Step: 54000, Step Loss: 4.19 +INFO:Pipeline: Eval Loss: 4.10, Perplexity: 60.23 +INFO:Pipeline: Time: 03:26:06, Epoch: 9, Step: 54100, Step Loss: 4.27 +INFO:Pipeline: Time: 03:26:28, Epoch: 9, Step: 54200, Step Loss: 4.22 +INFO:Pipeline: Time: 03:26:51, Epoch: 9, Step: 54300, Step Loss: 4.24 +INFO:Pipeline: Time: 03:27:13, Epoch: 9, Step: 54400, Step Loss: 4.21 +INFO:Pipeline: Time: 03:27:35, Epoch: 9, Step: 54500, Step Loss: 4.26 +INFO:Pipeline: Time: 03:27:58, Epoch: 9, Step: 54600, Step Loss: 4.21 +INFO:Pipeline: Time: 03:28:20, Epoch: 9, Step: 54700, Step Loss: 4.16 +INFO:Pipeline: Time: 03:28:43, Epoch: 9, Step: 54800, Step Loss: 4.16 +INFO:Pipeline: Time: 03:29:05, Epoch: 9, Step: 54900, Step Loss: 4.19 +INFO:Pipeline: Time: 03:29:27, Epoch: 10, Step: 55000, Step Loss: 4.24 +INFO:Pipeline: Eval Loss: 4.09, Perplexity: 59.93 +INFO:Pipeline: Time: 03:29:52, Epoch: 10, Step: 55100, Step Loss: 4.19 +INFO:Pipeline: Time: 03:30:15, Epoch: 10, Step: 55200, Step Loss: 4.23 +INFO:Pipeline: Time: 03:30:37, Epoch: 10, Step: 55300, Step Loss: 4.18 +INFO:Pipeline: Time: 03:30:59, Epoch: 10, Step: 55400, Step Loss: 4.23 +INFO:Pipeline: Time: 03:31:22, Epoch: 10, Step: 55500, Step Loss: 4.20 +INFO:Pipeline: Time: 03:31:44, Epoch: 10, Step: 55600, Step Loss: 4.20 +INFO:Pipeline: Time: 03:32:07, Epoch: 10, Step: 55700, Step Loss: 4.26 +INFO:Pipeline: Time: 03:32:29, Epoch: 10, Step: 55800, Step Loss: 4.25 +INFO:Pipeline: Time: 03:32:51, Epoch: 10, Step: 55900, Step Loss: 4.25 +INFO:Pipeline: Time: 03:33:14, Epoch: 10, Step: 56000, Step Loss: 4.15 +INFO:Pipeline: Eval Loss: 4.09, Perplexity: 59.66 +INFO:Pipeline: Time: 03:33:39, Epoch: 10, Step: 56100, Step Loss: 4.25 +INFO:Pipeline: Time: 03:34:01, Epoch: 10, Step: 56200, Step Loss: 4.19 +INFO:Pipeline: Time: 03:34:23, Epoch: 10, Step: 56300, Step Loss: 4.15 +INFO:Pipeline: Time: 03:34:46, Epoch: 10, Step: 56400, Step Loss: 4.20 +INFO:Pipeline: Time: 03:35:08, Epoch: 10, Step: 56500, Step Loss: 4.26 +INFO:Pipeline: Time: 03:35:31, Epoch: 10, Step: 56600, Step Loss: 4.21 +INFO:Pipeline: Time: 03:35:53, Epoch: 10, Step: 56700, Step Loss: 4.16 +INFO:Pipeline: Time: 03:36:16, Epoch: 10, Step: 56800, Step Loss: 4.17 +INFO:Pipeline: Time: 03:36:38, Epoch: 10, Step: 56900, Step Loss: 4.26 +INFO:Pipeline: Time: 03:37:00, Epoch: 10, Step: 57000, Step Loss: 4.25 +INFO:Pipeline: Eval Loss: 4.08, Perplexity: 59.31 +INFO:Pipeline: Time: 03:37:25, Epoch: 10, Step: 57100, Step Loss: 4.20 +INFO:Pipeline: Time: 03:37:47, Epoch: 10, Step: 57200, Step Loss: 4.22 +INFO:Pipeline: Time: 03:38:10, Epoch: 10, Step: 57300, Step Loss: 4.15 +INFO:Pipeline: Time: 03:38:32, Epoch: 10, Step: 57400, Step Loss: 4.22 +INFO:Pipeline: Time: 03:38:55, Epoch: 10, Step: 57500, Step Loss: 4.18 +INFO:Pipeline: Time: 03:39:17, Epoch: 10, Step: 57600, Step Loss: 4.15 +INFO:Pipeline: Time: 03:39:40, Epoch: 10, Step: 57700, Step Loss: 4.24 +INFO:Pipeline: Time: 03:40:02, Epoch: 10, Step: 57800, Step Loss: 4.18 +INFO:Pipeline: Time: 03:40:24, Epoch: 10, Step: 57900, Step Loss: 4.17 +INFO:Pipeline: Time: 03:40:47, Epoch: 10, Step: 58000, Step Loss: 4.18 +INFO:Pipeline: Eval Loss: 4.08, Perplexity: 59.23 +INFO:Pipeline: Time: 03:41:12, Epoch: 10, Step: 58100, Step Loss: 4.21 +INFO:Pipeline: Time: 03:41:34, Epoch: 10, Step: 58200, Step Loss: 4.22 +INFO:Pipeline: Time: 03:41:56, Epoch: 10, Step: 58300, Step Loss: 4.21 +INFO:Pipeline: Time: 03:42:19, Epoch: 10, Step: 58400, Step Loss: 4.16 +INFO:Pipeline: Time: 03:42:41, Epoch: 10, Step: 58500, Step Loss: 4.24 +INFO:Pipeline: Time: 03:43:04, Epoch: 10, Step: 58600, Step Loss: 4.17 +INFO:Pipeline: Time: 03:43:26, Epoch: 10, Step: 58700, Step Loss: 4.19 +INFO:Pipeline: Time: 03:43:49, Epoch: 10, Step: 58800, Step Loss: 4.21 +INFO:Pipeline: Time: 03:44:11, Epoch: 10, Step: 58900, Step Loss: 4.18 +INFO:Pipeline: Time: 03:44:34, Epoch: 10, Step: 59000, Step Loss: 4.23 +INFO:Pipeline: Eval Loss: 4.07, Perplexity: 58.85 +INFO:Pipeline: Time: 03:44:58, Epoch: 10, Step: 59100, Step Loss: 4.21 +INFO:Pipeline: Time: 03:45:21, Epoch: 10, Step: 59200, Step Loss: 4.24 +INFO:Pipeline: Time: 03:45:43, Epoch: 10, Step: 59300, Step Loss: 4.15 +INFO:Pipeline: Time: 03:46:06, Epoch: 10, Step: 59400, Step Loss: 4.24 +INFO:Pipeline: Time: 03:46:28, Epoch: 10, Step: 59500, Step Loss: 4.19 +INFO:Pipeline: Time: 03:46:51, Epoch: 10, Step: 59600, Step Loss: 4.25 +INFO:Pipeline: Time: 03:47:13, Epoch: 10, Step: 59700, Step Loss: 4.24 +INFO:Pipeline: Time: 03:47:36, Epoch: 10, Step: 59800, Step Loss: 4.13 +INFO:Pipeline: Time: 03:47:58, Epoch: 10, Step: 59900, Step Loss: 4.19 +INFO:Pipeline: Time: 03:48:21, Epoch: 10, Step: 60000, Step Loss: 4.21 +INFO:Pipeline: Eval Loss: 4.07, Perplexity: 58.62 +INFO:Pipeline: Time: 03:48:46, Epoch: 10, Step: 60100, Step Loss: 4.24 +INFO:Pipeline: Time: 03:49:08, Epoch: 10, Step: 60200, Step Loss: 4.17 +INFO:Pipeline: Time: 03:49:30, Epoch: 10, Step: 60300, Step Loss: 4.21 +INFO:Pipeline: Time: 03:49:53, Epoch: 10, Step: 60400, Step Loss: 4.19 +INFO:Pipeline: Time: 03:50:15, Epoch: 10, Step: 60500, Step Loss: 4.19 +INFO:Pipeline: Time: 03:50:38, Epoch: 10, Step: 60600, Step Loss: 4.23 +INFO:Pipeline: Time: 03:51:00, Epoch: 10, Step: 60700, Step Loss: 4.14 +INFO:Pipeline: Time: 03:51:22, Epoch: 10, Step: 60800, Step Loss: 4.21 +INFO:Pipeline: Time: 03:51:45, Epoch: 10, Step: 60900, Step Loss: 4.17 +INFO:Pipeline: Time: 03:52:07, Epoch: 10, Step: 61000, Step Loss: 4.14 +INFO:Pipeline: Eval Loss: 4.07, Perplexity: 58.34 +INFO:Pipeline: Time: 03:52:32, Epoch: 11, Step: 61100, Step Loss: 4.21 +INFO:Pipeline: Time: 03:52:54, Epoch: 11, Step: 61200, Step Loss: 4.18 +INFO:Pipeline: Time: 03:53:17, Epoch: 11, Step: 61300, Step Loss: 4.18 +INFO:Pipeline: Time: 03:53:39, Epoch: 11, Step: 61400, Step Loss: 4.16 +INFO:Pipeline: Time: 03:54:02, Epoch: 11, Step: 61500, Step Loss: 4.20 +INFO:Pipeline: Time: 03:54:24, Epoch: 11, Step: 61600, Step Loss: 4.17 +INFO:Pipeline: Time: 03:54:46, Epoch: 11, Step: 61700, Step Loss: 4.17 +INFO:Pipeline: Time: 03:55:09, Epoch: 11, Step: 61800, Step Loss: 4.15 +INFO:Pipeline: Time: 03:55:31, Epoch: 11, Step: 61900, Step Loss: 4.15 +INFO:Pipeline: Time: 03:55:54, Epoch: 11, Step: 62000, Step Loss: 4.20 +INFO:Pipeline: Eval Loss: 4.06, Perplexity: 58.10 +INFO:Pipeline: Time: 03:56:18, Epoch: 11, Step: 62100, Step Loss: 4.17 +INFO:Pipeline: Time: 03:56:41, Epoch: 11, Step: 62200, Step Loss: 4.15 +INFO:Pipeline: Time: 03:57:03, Epoch: 11, Step: 62300, Step Loss: 4.19 +INFO:Pipeline: Time: 03:57:26, Epoch: 11, Step: 62400, Step Loss: 4.18 +INFO:Pipeline: Time: 03:57:48, Epoch: 11, Step: 62500, Step Loss: 4.19 +INFO:Pipeline: Time: 03:58:11, Epoch: 11, Step: 62600, Step Loss: 4.12 +INFO:Pipeline: Time: 03:58:33, Epoch: 11, Step: 62700, Step Loss: 4.20 +INFO:Pipeline: Time: 03:58:55, Epoch: 11, Step: 62800, Step Loss: 4.19 +INFO:Pipeline: Time: 03:59:18, Epoch: 11, Step: 62900, Step Loss: 4.18 +INFO:Pipeline: Time: 03:59:40, Epoch: 11, Step: 63000, Step Loss: 4.20 +INFO:Pipeline: Eval Loss: 4.06, Perplexity: 57.91 +INFO:Pipeline: Time: 04:00:05, Epoch: 11, Step: 63100, Step Loss: 4.20 +INFO:Pipeline: Time: 04:00:27, Epoch: 11, Step: 63200, Step Loss: 4.13 +INFO:Pipeline: Time: 04:00:50, Epoch: 11, Step: 63300, Step Loss: 4.14 +INFO:Pipeline: Time: 04:01:12, Epoch: 11, Step: 63400, Step Loss: 4.15 +INFO:Pipeline: Time: 04:01:35, Epoch: 11, Step: 63500, Step Loss: 4.21 +INFO:Pipeline: Time: 04:01:57, Epoch: 11, Step: 63600, Step Loss: 4.17 +INFO:Pipeline: Time: 04:02:19, Epoch: 11, Step: 63700, Step Loss: 4.19 +INFO:Pipeline: Time: 04:02:42, Epoch: 11, Step: 63800, Step Loss: 4.16 +INFO:Pipeline: Time: 04:03:04, Epoch: 11, Step: 63900, Step Loss: 4.20 +INFO:Pipeline: Time: 04:03:27, Epoch: 11, Step: 64000, Step Loss: 4.15 +INFO:Pipeline: Eval Loss: 4.06, Perplexity: 57.74 +INFO:Pipeline: Time: 04:03:52, Epoch: 11, Step: 64100, Step Loss: 4.15 +INFO:Pipeline: Time: 04:04:14, Epoch: 11, Step: 64200, Step Loss: 4.20 +INFO:Pipeline: Time: 04:04:36, Epoch: 11, Step: 64300, Step Loss: 4.20 +INFO:Pipeline: Time: 04:04:59, Epoch: 11, Step: 64400, Step Loss: 4.17 +INFO:Pipeline: Time: 04:05:21, Epoch: 11, Step: 64500, Step Loss: 4.18 +INFO:Pipeline: Time: 04:05:44, Epoch: 11, Step: 64600, Step Loss: 4.12 +INFO:Pipeline: Time: 04:06:06, Epoch: 11, Step: 64700, Step Loss: 4.18 +INFO:Pipeline: Time: 04:06:29, Epoch: 11, Step: 64800, Step Loss: 4.13 +INFO:Pipeline: Time: 04:06:51, Epoch: 11, Step: 64900, Step Loss: 4.13 +INFO:Pipeline: Time: 04:07:14, Epoch: 11, Step: 65000, Step Loss: 4.15 +INFO:Pipeline: Eval Loss: 4.05, Perplexity: 57.45 +INFO:Pipeline: Time: 04:07:38, Epoch: 11, Step: 65100, Step Loss: 4.15 +INFO:Pipeline: Time: 04:08:01, Epoch: 11, Step: 65200, Step Loss: 4.16 +INFO:Pipeline: Time: 04:08:23, Epoch: 11, Step: 65300, Step Loss: 4.20 +INFO:Pipeline: Time: 04:08:46, Epoch: 11, Step: 65400, Step Loss: 4.15 +INFO:Pipeline: Time: 04:09:08, Epoch: 11, Step: 65500, Step Loss: 4.17 +INFO:Pipeline: Time: 04:09:31, Epoch: 11, Step: 65600, Step Loss: 4.16 +INFO:Pipeline: Time: 04:09:53, Epoch: 11, Step: 65700, Step Loss: 4.14 +INFO:Pipeline: Time: 04:10:15, Epoch: 11, Step: 65800, Step Loss: 4.20 +INFO:Pipeline: Time: 04:10:38, Epoch: 11, Step: 65900, Step Loss: 4.23 +INFO:Pipeline: Time: 04:11:00, Epoch: 11, Step: 66000, Step Loss: 4.16 +INFO:Pipeline: Eval Loss: 4.05, Perplexity: 57.35 +INFO:Pipeline: Time: 04:11:25, Epoch: 11, Step: 66100, Step Loss: 4.08 +INFO:Pipeline: Time: 04:11:47, Epoch: 11, Step: 66200, Step Loss: 4.18 +INFO:Pipeline: Time: 04:12:09, Epoch: 11, Step: 66300, Step Loss: 4.15 +INFO:Pipeline: Time: 04:12:32, Epoch: 11, Step: 66400, Step Loss: 4.09 +INFO:Pipeline: Time: 04:12:54, Epoch: 11, Step: 66500, Step Loss: 4.18 +INFO:Pipeline: Time: 04:13:16, Epoch: 11, Step: 66600, Step Loss: 4.13 +INFO:Pipeline: Time: 04:13:38, Epoch: 11, Step: 66700, Step Loss: 4.16 +INFO:Pipeline: Time: 04:14:01, Epoch: 11, Step: 66800, Step Loss: 4.14 +INFO:Pipeline: Time: 04:14:23, Epoch: 11, Step: 66900, Step Loss: 4.16 +INFO:Pipeline: Time: 04:14:45, Epoch: 11, Step: 67000, Step Loss: 4.15 +INFO:Pipeline: Eval Loss: 4.05, Perplexity: 57.14 +INFO:Pipeline: Time: 04:15:10, Epoch: 11, Step: 67100, Step Loss: 4.22 +INFO:Pipeline: Time: 04:15:32, Epoch: 12, Step: 67200, Step Loss: 4.16 +INFO:Pipeline: Time: 04:15:54, Epoch: 12, Step: 67300, Step Loss: 4.20 +INFO:Pipeline: Time: 04:16:16, Epoch: 12, Step: 67400, Step Loss: 4.20 +INFO:Pipeline: Time: 04:16:39, Epoch: 12, Step: 67500, Step Loss: 4.15 +INFO:Pipeline: Time: 04:17:01, Epoch: 12, Step: 67600, Step Loss: 4.19 +INFO:Pipeline: Time: 04:17:23, Epoch: 12, Step: 67700, Step Loss: 4.13 +INFO:Pipeline: Time: 04:17:45, Epoch: 12, Step: 67800, Step Loss: 4.18 +INFO:Pipeline: Time: 04:18:08, Epoch: 12, Step: 67900, Step Loss: 4.15 +INFO:Pipeline: Time: 04:18:30, Epoch: 12, Step: 68000, Step Loss: 4.17 +INFO:Pipeline: Eval Loss: 4.04, Perplexity: 56.90 +INFO:Pipeline: Time: 04:18:54, Epoch: 12, Step: 68100, Step Loss: 4.07 +INFO:Pipeline: Time: 04:19:17, Epoch: 12, Step: 68200, Step Loss: 4.16 +INFO:Pipeline: Time: 04:19:39, Epoch: 12, Step: 68300, Step Loss: 4.16 +INFO:Pipeline: Time: 04:20:01, Epoch: 12, Step: 68400, Step Loss: 4.15 +INFO:Pipeline: Time: 04:20:24, Epoch: 12, Step: 68500, Step Loss: 4.16 +INFO:Pipeline: Time: 04:20:46, Epoch: 12, Step: 68600, Step Loss: 4.12 +INFO:Pipeline: Time: 04:21:08, Epoch: 12, Step: 68700, Step Loss: 4.11 +INFO:Pipeline: Time: 04:21:31, Epoch: 12, Step: 68800, Step Loss: 4.11 +INFO:Pipeline: Time: 04:21:53, Epoch: 12, Step: 68900, Step Loss: 4.15 +INFO:Pipeline: Time: 04:22:16, Epoch: 12, Step: 69000, Step Loss: 4.15 +INFO:Pipeline: Eval Loss: 4.04, Perplexity: 56.70 +INFO:Pipeline: Time: 04:22:40, Epoch: 12, Step: 69100, Step Loss: 4.17 +INFO:Pipeline: Time: 04:23:03, Epoch: 12, Step: 69200, Step Loss: 4.16 +INFO:Pipeline: Time: 04:23:25, Epoch: 12, Step: 69300, Step Loss: 4.15 +INFO:Pipeline: Time: 04:23:48, Epoch: 12, Step: 69400, Step Loss: 4.18 +INFO:Pipeline: Time: 04:24:10, Epoch: 12, Step: 69500, Step Loss: 4.15 +INFO:Pipeline: Time: 04:24:33, Epoch: 12, Step: 69600, Step Loss: 4.14 +INFO:Pipeline: Time: 04:24:55, Epoch: 12, Step: 69700, Step Loss: 4.12 +INFO:Pipeline: Time: 04:25:18, Epoch: 12, Step: 69800, Step Loss: 4.14 +INFO:Pipeline: Time: 04:25:40, Epoch: 12, Step: 69900, Step Loss: 4.10 +INFO:Pipeline: Time: 04:26:02, Epoch: 12, Step: 70000, Step Loss: 4.08 +INFO:Pipeline: Eval Loss: 4.04, Perplexity: 56.60 +INFO:Pipeline: Time: 04:26:27, Epoch: 12, Step: 70100, Step Loss: 4.21 +INFO:Pipeline: Time: 04:26:50, Epoch: 12, Step: 70200, Step Loss: 4.13 +INFO:Pipeline: Time: 04:27:12, Epoch: 12, Step: 70300, Step Loss: 4.06 +INFO:Pipeline: Time: 04:27:35, Epoch: 12, Step: 70400, Step Loss: 4.16 +INFO:Pipeline: Time: 04:27:57, Epoch: 12, Step: 70500, Step Loss: 4.18 +INFO:Pipeline: Time: 04:28:19, Epoch: 12, Step: 70600, Step Loss: 4.14 +INFO:Pipeline: Time: 04:28:42, Epoch: 12, Step: 70700, Step Loss: 4.16 +INFO:Pipeline: Time: 04:29:04, Epoch: 12, Step: 70800, Step Loss: 4.16 +INFO:Pipeline: Time: 04:29:27, Epoch: 12, Step: 70900, Step Loss: 4.15 +INFO:Pipeline: Time: 04:29:49, Epoch: 12, Step: 71000, Step Loss: 4.15 +INFO:Pipeline: Eval Loss: 4.03, Perplexity: 56.45 +INFO:Pipeline: Time: 04:30:14, Epoch: 12, Step: 71100, Step Loss: 4.17 +INFO:Pipeline: Time: 04:30:36, Epoch: 12, Step: 71200, Step Loss: 4.22 +INFO:Pipeline: Time: 04:30:59, Epoch: 12, Step: 71300, Step Loss: 4.20 +INFO:Pipeline: Time: 04:31:21, Epoch: 12, Step: 71400, Step Loss: 4.13 +INFO:Pipeline: Time: 04:31:44, Epoch: 12, Step: 71500, Step Loss: 4.11 +INFO:Pipeline: Time: 04:32:06, Epoch: 12, Step: 71600, Step Loss: 4.06 +INFO:Pipeline: Time: 04:32:28, Epoch: 12, Step: 71700, Step Loss: 4.09 +INFO:Pipeline: Time: 04:32:51, Epoch: 12, Step: 71800, Step Loss: 4.14 +INFO:Pipeline: Time: 04:33:13, Epoch: 12, Step: 71900, Step Loss: 4.11 +INFO:Pipeline: Time: 04:33:36, Epoch: 12, Step: 72000, Step Loss: 4.01 +INFO:Pipeline: Eval Loss: 4.03, Perplexity: 56.29 +INFO:Pipeline: Time: 04:34:00, Epoch: 12, Step: 72100, Step Loss: 4.15 +INFO:Pipeline: Time: 04:34:23, Epoch: 12, Step: 72200, Step Loss: 4.19 +INFO:Pipeline: Time: 04:34:45, Epoch: 12, Step: 72300, Step Loss: 4.10 +INFO:Pipeline: Time: 04:35:08, Epoch: 12, Step: 72400, Step Loss: 4.10 +INFO:Pipeline: Time: 04:35:30, Epoch: 12, Step: 72500, Step Loss: 4.07 +INFO:Pipeline: Time: 04:35:53, Epoch: 12, Step: 72600, Step Loss: 4.12 +INFO:Pipeline: Time: 04:36:15, Epoch: 12, Step: 72700, Step Loss: 4.13 +INFO:Pipeline: Time: 04:36:37, Epoch: 12, Step: 72800, Step Loss: 4.12 +INFO:Pipeline: Time: 04:37:00, Epoch: 12, Step: 72900, Step Loss: 4.12 +INFO:Pipeline: Time: 04:37:22, Epoch: 12, Step: 73000, Step Loss: 4.13 +INFO:Pipeline: Eval Loss: 4.03, Perplexity: 56.16 +INFO:Pipeline: Time: 04:37:47, Epoch: 12, Step: 73100, Step Loss: 4.12 +INFO:Pipeline: Time: 04:38:09, Epoch: 12, Step: 73200, Step Loss: 4.09 +INFO:Pipeline: Time: 04:38:32, Epoch: 13, Step: 73300, Step Loss: 4.17 +INFO:Pipeline: Time: 04:38:54, Epoch: 13, Step: 73400, Step Loss: 4.11 +INFO:Pipeline: Time: 04:39:17, Epoch: 13, Step: 73500, Step Loss: 4.17 +INFO:Pipeline: Time: 04:39:39, Epoch: 13, Step: 73600, Step Loss: 4.11 +INFO:Pipeline: Time: 04:40:01, Epoch: 13, Step: 73700, Step Loss: 4.10 +INFO:Pipeline: Time: 04:40:24, Epoch: 13, Step: 73800, Step Loss: 4.11 +INFO:Pipeline: Time: 04:40:46, Epoch: 13, Step: 73900, Step Loss: 4.15 +INFO:Pipeline: Time: 04:41:09, Epoch: 13, Step: 74000, Step Loss: 4.17 +INFO:Pipeline: Eval Loss: 4.02, Perplexity: 55.97 +INFO:Pipeline: Time: 04:41:33, Epoch: 13, Step: 74100, Step Loss: 4.12 +INFO:Pipeline: Time: 04:41:56, Epoch: 13, Step: 74200, Step Loss: 4.17 +INFO:Pipeline: Time: 04:42:18, Epoch: 13, Step: 74300, Step Loss: 4.16 +INFO:Pipeline: Time: 04:42:41, Epoch: 13, Step: 74400, Step Loss: 4.11 +INFO:Pipeline: Time: 04:43:03, Epoch: 13, Step: 74500, Step Loss: 4.14 +INFO:Pipeline: Time: 04:43:25, Epoch: 13, Step: 74600, Step Loss: 4.15 +INFO:Pipeline: Time: 04:43:48, Epoch: 13, Step: 74700, Step Loss: 4.11 +INFO:Pipeline: Time: 04:44:10, Epoch: 13, Step: 74800, Step Loss: 4.14 +INFO:Pipeline: Time: 04:44:33, Epoch: 13, Step: 74900, Step Loss: 4.14 +INFO:Pipeline: Time: 04:44:55, Epoch: 13, Step: 75000, Step Loss: 4.11 +INFO:Pipeline: Eval Loss: 4.02, Perplexity: 55.81 +INFO:Pipeline: Time: 04:45:20, Epoch: 13, Step: 75100, Step Loss: 4.12 +INFO:Pipeline: Time: 04:45:42, Epoch: 13, Step: 75200, Step Loss: 4.17 +INFO:Pipeline: Time: 04:46:05, Epoch: 13, Step: 75300, Step Loss: 4.13 +INFO:Pipeline: Time: 04:46:27, Epoch: 13, Step: 75400, Step Loss: 4.08 +INFO:Pipeline: Time: 04:46:50, Epoch: 13, Step: 75500, Step Loss: 4.15 +INFO:Pipeline: Time: 04:47:12, Epoch: 13, Step: 75600, Step Loss: 4.11 +INFO:Pipeline: Time: 04:47:35, Epoch: 13, Step: 75700, Step Loss: 4.16 +INFO:Pipeline: Time: 04:47:57, Epoch: 13, Step: 75800, Step Loss: 4.13 +INFO:Pipeline: Time: 04:48:20, Epoch: 13, Step: 75900, Step Loss: 4.11 +INFO:Pipeline: Time: 04:48:42, Epoch: 13, Step: 76000, Step Loss: 4.10 +INFO:Pipeline: Eval Loss: 4.02, Perplexity: 55.74 +INFO:Pipeline: Time: 04:49:07, Epoch: 13, Step: 76100, Step Loss: 4.09 +INFO:Pipeline: Time: 04:49:30, Epoch: 13, Step: 76200, Step Loss: 4.13 +INFO:Pipeline: Time: 04:49:52, Epoch: 13, Step: 76300, Step Loss: 4.09 +INFO:Pipeline: Time: 04:50:14, Epoch: 13, Step: 76400, Step Loss: 4.12 +INFO:Pipeline: Time: 04:50:37, Epoch: 13, Step: 76500, Step Loss: 4.08 +INFO:Pipeline: Time: 04:50:59, Epoch: 13, Step: 76600, Step Loss: 4.06 +INFO:Pipeline: Time: 04:51:22, Epoch: 13, Step: 76700, Step Loss: 4.13 +INFO:Pipeline: Time: 04:51:44, Epoch: 13, Step: 76800, Step Loss: 4.15 +INFO:Pipeline: Time: 04:52:07, Epoch: 13, Step: 76900, Step Loss: 4.15 +INFO:Pipeline: Time: 04:52:29, Epoch: 13, Step: 77000, Step Loss: 4.13 +INFO:Pipeline: Eval Loss: 4.02, Perplexity: 55.59 +INFO:Pipeline: Time: 04:52:54, Epoch: 13, Step: 77100, Step Loss: 4.08 +INFO:Pipeline: Time: 04:53:16, Epoch: 13, Step: 77200, Step Loss: 4.14 +INFO:Pipeline: Time: 04:53:39, Epoch: 13, Step: 77300, Step Loss: 4.10 +INFO:Pipeline: Time: 04:54:01, Epoch: 13, Step: 77400, Step Loss: 4.11 +INFO:Pipeline: Time: 04:54:23, Epoch: 13, Step: 77500, Step Loss: 4.12 +INFO:Pipeline: Time: 04:54:46, Epoch: 13, Step: 77600, Step Loss: 4.12 +INFO:Pipeline: Time: 04:55:08, Epoch: 13, Step: 77700, Step Loss: 4.16 +INFO:Pipeline: Time: 04:55:31, Epoch: 13, Step: 77800, Step Loss: 4.07 +INFO:Pipeline: Time: 04:55:53, Epoch: 13, Step: 77900, Step Loss: 4.14 +INFO:Pipeline: Time: 04:56:15, Epoch: 13, Step: 78000, Step Loss: 4.11 +INFO:Pipeline: Eval Loss: 4.02, Perplexity: 55.52 +INFO:Pipeline: Time: 04:56:40, Epoch: 13, Step: 78100, Step Loss: 4.15 +INFO:Pipeline: Time: 04:57:03, Epoch: 13, Step: 78200, Step Loss: 4.12 +INFO:Pipeline: Time: 04:57:25, Epoch: 13, Step: 78300, Step Loss: 4.17 +INFO:Pipeline: Time: 04:57:47, Epoch: 13, Step: 78400, Step Loss: 4.11 +INFO:Pipeline: Time: 04:58:10, Epoch: 13, Step: 78500, Step Loss: 4.15 +INFO:Pipeline: Time: 04:58:32, Epoch: 13, Step: 78600, Step Loss: 4.05 +INFO:Pipeline: Time: 04:58:55, Epoch: 13, Step: 78700, Step Loss: 4.13 +INFO:Pipeline: Time: 04:59:17, Epoch: 13, Step: 78800, Step Loss: 4.07 +INFO:Pipeline: Time: 04:59:40, Epoch: 13, Step: 78900, Step Loss: 4.19 +INFO:Pipeline: Time: 05:00:02, Epoch: 13, Step: 79000, Step Loss: 4.09 +INFO:Pipeline: Eval Loss: 4.01, Perplexity: 55.37 +INFO:Pipeline: Time: 05:00:27, Epoch: 13, Step: 79100, Step Loss: 4.13 +INFO:Pipeline: Time: 05:00:49, Epoch: 13, Step: 79200, Step Loss: 4.19 +INFO:Pipeline: Time: 05:01:12, Epoch: 13, Step: 79300, Step Loss: 4.10 +INFO:Pipeline: Time: 05:01:34, Epoch: 14, Step: 79400, Step Loss: 4.08 +INFO:Pipeline: Time: 05:01:56, Epoch: 14, Step: 79500, Step Loss: 4.09 +INFO:Pipeline: Time: 05:02:19, Epoch: 14, Step: 79600, Step Loss: 4.12 +INFO:Pipeline: Time: 05:02:41, Epoch: 14, Step: 79700, Step Loss: 4.12 +INFO:Pipeline: Time: 05:03:04, Epoch: 14, Step: 79800, Step Loss: 4.12 +INFO:Pipeline: Time: 05:03:26, Epoch: 14, Step: 79900, Step Loss: 4.17 +INFO:Pipeline: Time: 05:03:49, Epoch: 14, Step: 80000, Step Loss: 4.13 +INFO:Pipeline: Eval Loss: 4.01, Perplexity: 55.27 +INFO:Pipeline: Time: 05:04:13, Epoch: 14, Step: 80100, Step Loss: 4.06 +INFO:Pipeline: Time: 05:04:36, Epoch: 14, Step: 80200, Step Loss: 4.15 +INFO:Pipeline: Time: 05:04:58, Epoch: 14, Step: 80300, Step Loss: 4.09 +INFO:Pipeline: Time: 05:05:21, Epoch: 14, Step: 80400, Step Loss: 4.12 +INFO:Pipeline: Time: 05:05:43, Epoch: 14, Step: 80500, Step Loss: 4.10 +INFO:Pipeline: Time: 05:06:06, Epoch: 14, Step: 80600, Step Loss: 4.11 +INFO:Pipeline: Time: 05:06:28, Epoch: 14, Step: 80700, Step Loss: 4.09 +INFO:Pipeline: Time: 05:06:50, Epoch: 14, Step: 80800, Step Loss: 4.07 +INFO:Pipeline: Time: 05:07:13, Epoch: 14, Step: 80900, Step Loss: 4.12 +INFO:Pipeline: Time: 05:07:35, Epoch: 14, Step: 81000, Step Loss: 4.12 +INFO:Pipeline: Eval Loss: 4.01, Perplexity: 55.15 +INFO:Pipeline: Time: 05:08:00, Epoch: 14, Step: 81100, Step Loss: 4.13 +INFO:Pipeline: Time: 05:08:22, Epoch: 14, Step: 81200, Step Loss: 4.06 +INFO:Pipeline: Time: 05:08:45, Epoch: 14, Step: 81300, Step Loss: 4.10 +INFO:Pipeline: Time: 05:09:07, Epoch: 14, Step: 81400, Step Loss: 4.08 +INFO:Pipeline: Time: 05:09:30, Epoch: 14, Step: 81500, Step Loss: 4.13 +INFO:Pipeline: Time: 05:09:52, Epoch: 14, Step: 81600, Step Loss: 4.11 +INFO:Pipeline: Time: 05:10:15, Epoch: 14, Step: 81700, Step Loss: 4.07 +INFO:Pipeline: Time: 05:10:37, Epoch: 14, Step: 81800, Step Loss: 4.14 +INFO:Pipeline: Time: 05:11:00, Epoch: 14, Step: 81900, Step Loss: 4.13 +INFO:Pipeline: Time: 05:11:22, Epoch: 14, Step: 82000, Step Loss: 4.06 +INFO:Pipeline: Eval Loss: 4.01, Perplexity: 55.09 +INFO:Pipeline: Time: 05:11:47, Epoch: 14, Step: 82100, Step Loss: 4.18 +INFO:Pipeline: Time: 05:12:09, Epoch: 14, Step: 82200, Step Loss: 4.08 +INFO:Pipeline: Time: 05:12:32, Epoch: 14, Step: 82300, Step Loss: 4.12 +INFO:Pipeline: Time: 05:12:54, Epoch: 14, Step: 82400, Step Loss: 4.11 +INFO:Pipeline: Time: 05:13:17, Epoch: 14, Step: 82500, Step Loss: 4.11 +INFO:Pipeline: Time: 05:13:39, Epoch: 14, Step: 82600, Step Loss: 4.13 +INFO:Pipeline: Time: 05:14:01, Epoch: 14, Step: 82700, Step Loss: 4.03 +INFO:Pipeline: Time: 05:14:24, Epoch: 14, Step: 82800, Step Loss: 4.08 +INFO:Pipeline: Time: 05:14:46, Epoch: 14, Step: 82900, Step Loss: 4.10 +INFO:Pipeline: Time: 05:15:09, Epoch: 14, Step: 83000, Step Loss: 4.12 +INFO:Pipeline: Eval Loss: 4.01, Perplexity: 54.95 +INFO:Pipeline: Time: 05:15:33, Epoch: 14, Step: 83100, Step Loss: 4.11 +INFO:Pipeline: Time: 05:15:56, Epoch: 14, Step: 83200, Step Loss: 4.06 +INFO:Pipeline: Time: 05:16:18, Epoch: 14, Step: 83300, Step Loss: 4.10 +INFO:Pipeline: Time: 05:16:41, Epoch: 14, Step: 83400, Step Loss: 4.07 +INFO:Pipeline: Time: 05:17:03, Epoch: 14, Step: 83500, Step Loss: 4.02 +INFO:Pipeline: Time: 05:17:26, Epoch: 14, Step: 83600, Step Loss: 4.11 +INFO:Pipeline: Time: 05:17:48, Epoch: 14, Step: 83700, Step Loss: 4.12 +INFO:Pipeline: Time: 05:18:10, Epoch: 14, Step: 83800, Step Loss: 4.08 +INFO:Pipeline: Time: 05:18:33, Epoch: 14, Step: 83900, Step Loss: 4.05 +INFO:Pipeline: Time: 05:18:55, Epoch: 14, Step: 84000, Step Loss: 4.09 +INFO:Pipeline: Eval Loss: 4.01, Perplexity: 54.88 +INFO:Pipeline: Time: 05:19:20, Epoch: 14, Step: 84100, Step Loss: 4.10 +INFO:Pipeline: Time: 05:19:42, Epoch: 14, Step: 84200, Step Loss: 4.07 +INFO:Pipeline: Time: 05:20:05, Epoch: 14, Step: 84300, Step Loss: 4.04 +INFO:Pipeline: Time: 05:20:27, Epoch: 14, Step: 84400, Step Loss: 4.13 +INFO:Pipeline: Time: 05:20:50, Epoch: 14, Step: 84500, Step Loss: 4.09 +INFO:Pipeline: Time: 05:21:12, Epoch: 14, Step: 84600, Step Loss: 4.01 +INFO:Pipeline: Time: 05:21:35, Epoch: 14, Step: 84700, Step Loss: 4.11 +INFO:Pipeline: Time: 05:21:57, Epoch: 14, Step: 84800, Step Loss: 4.08 +INFO:Pipeline: Time: 05:22:19, Epoch: 14, Step: 84900, Step Loss: 4.09 +INFO:Pipeline: Time: 05:22:42, Epoch: 14, Step: 85000, Step Loss: 4.12 +INFO:Pipeline: Eval Loss: 4.00, Perplexity: 54.75 +INFO:Pipeline: Time: 05:23:06, Epoch: 14, Step: 85100, Step Loss: 4.11 +INFO:Pipeline: Time: 05:23:29, Epoch: 14, Step: 85200, Step Loss: 4.06 +INFO:Pipeline: Time: 05:23:51, Epoch: 14, Step: 85300, Step Loss: 4.08 +INFO:Pipeline: Time: 05:24:14, Epoch: 14, Step: 85400, Step Loss: 4.07 +INFO:Pipeline: Time: 05:24:36, Epoch: 15, Step: 85500, Step Loss: 4.15 +INFO:Pipeline: Time: 05:24:58, Epoch: 15, Step: 85600, Step Loss: 4.10 +INFO:Pipeline: Time: 05:25:21, Epoch: 15, Step: 85700, Step Loss: 4.06 +INFO:Pipeline: Time: 05:25:43, Epoch: 15, Step: 85800, Step Loss: 4.10 +INFO:Pipeline: Time: 05:26:06, Epoch: 15, Step: 85900, Step Loss: 4.11 +INFO:Pipeline: Time: 05:26:28, Epoch: 15, Step: 86000, Step Loss: 4.09 +INFO:Pipeline: Eval Loss: 4.00, Perplexity: 54.68 +INFO:Pipeline: Time: 05:26:53, Epoch: 15, Step: 86100, Step Loss: 4.12 +INFO:Pipeline: Time: 05:27:15, Epoch: 15, Step: 86200, Step Loss: 4.11 +INFO:Pipeline: Time: 05:27:38, Epoch: 15, Step: 86300, Step Loss: 4.10 +INFO:Pipeline: Time: 05:28:00, Epoch: 15, Step: 86400, Step Loss: 4.07 +INFO:Pipeline: Time: 05:28:23, Epoch: 15, Step: 86500, Step Loss: 4.11 +INFO:Pipeline: Time: 05:28:45, Epoch: 15, Step: 86600, Step Loss: 4.15 +INFO:Pipeline: Time: 05:29:07, Epoch: 15, Step: 86700, Step Loss: 4.06 +INFO:Pipeline: Time: 05:29:30, Epoch: 15, Step: 86800, Step Loss: 4.13 +INFO:Pipeline: Time: 05:29:52, Epoch: 15, Step: 86900, Step Loss: 4.07 +INFO:Pipeline: Time: 05:30:15, Epoch: 15, Step: 87000, Step Loss: 4.07 +INFO:Pipeline: Eval Loss: 4.00, Perplexity: 54.67 +INFO:Pipeline: Time: 05:30:39, Epoch: 15, Step: 87100, Step Loss: 4.07 +INFO:Pipeline: Time: 05:31:02, Epoch: 15, Step: 87200, Step Loss: 4.08 +INFO:Pipeline: Time: 05:31:24, Epoch: 15, Step: 87300, Step Loss: 4.03 +INFO:Pipeline: Time: 05:31:47, Epoch: 15, Step: 87400, Step Loss: 4.08 +INFO:Pipeline: Time: 05:32:09, Epoch: 15, Step: 87500, Step Loss: 4.08 +INFO:Pipeline: Time: 05:32:32, Epoch: 15, Step: 87600, Step Loss: 4.09 +INFO:Pipeline: Time: 05:32:54, Epoch: 15, Step: 87700, Step Loss: 4.09 +INFO:Pipeline: Time: 05:33:16, Epoch: 15, Step: 87800, Step Loss: 4.07 +INFO:Pipeline: Time: 05:33:39, Epoch: 15, Step: 87900, Step Loss: 4.07 +INFO:Pipeline: Time: 05:34:01, Epoch: 15, Step: 88000, Step Loss: 4.13 +INFO:Pipeline: Eval Loss: 4.00, Perplexity: 54.54 +INFO:Pipeline: Time: 05:34:26, Epoch: 15, Step: 88100, Step Loss: 4.11 +INFO:Pipeline: Time: 05:34:49, Epoch: 15, Step: 88200, Step Loss: 4.05 +INFO:Pipeline: Time: 05:35:11, Epoch: 15, Step: 88300, Step Loss: 4.15 +INFO:Pipeline: Time: 05:35:33, Epoch: 15, Step: 88400, Step Loss: 4.09 +INFO:Pipeline: Time: 05:35:56, Epoch: 15, Step: 88500, Step Loss: 4.08 +INFO:Pipeline: Time: 05:36:18, Epoch: 15, Step: 88600, Step Loss: 4.05 +INFO:Pipeline: Time: 05:36:41, Epoch: 15, Step: 88700, Step Loss: 4.08 +INFO:Pipeline: Time: 05:37:03, Epoch: 15, Step: 88800, Step Loss: 4.10 +INFO:Pipeline: Time: 05:37:25, Epoch: 15, Step: 88900, Step Loss: 4.07 +INFO:Pipeline: Time: 05:37:48, Epoch: 15, Step: 89000, Step Loss: 4.15 +INFO:Pipeline: Eval Loss: 4.00, Perplexity: 54.48 +INFO:Pipeline: Time: 05:38:13, Epoch: 15, Step: 89100, Step Loss: 4.03 +INFO:Pipeline: Time: 05:38:35, Epoch: 15, Step: 89200, Step Loss: 4.06 +INFO:Pipeline: Time: 05:38:57, Epoch: 15, Step: 89300, Step Loss: 4.07 +INFO:Pipeline: Time: 05:39:20, Epoch: 15, Step: 89400, Step Loss: 4.08 +INFO:Pipeline: Time: 05:39:42, Epoch: 15, Step: 89500, Step Loss: 4.05 +INFO:Pipeline: Time: 05:40:05, Epoch: 15, Step: 89600, Step Loss: 4.08 +INFO:Pipeline: Time: 05:40:27, Epoch: 15, Step: 89700, Step Loss: 4.05 +INFO:Pipeline: Time: 05:40:49, Epoch: 15, Step: 89800, Step Loss: 4.06 +INFO:Pipeline: Time: 05:41:12, Epoch: 15, Step: 89900, Step Loss: 4.08 +INFO:Pipeline: Time: 05:41:34, Epoch: 15, Step: 90000, Step Loss: 4.07 +INFO:Pipeline: Eval Loss: 4.00, Perplexity: 54.43 +INFO:Pipeline: Time: 05:41:59, Epoch: 15, Step: 90100, Step Loss: 4.02 +INFO:Pipeline: Time: 05:42:21, Epoch: 15, Step: 90200, Step Loss: 4.05 +INFO:Pipeline: Time: 05:42:44, Epoch: 15, Step: 90300, Step Loss: 4.09 +INFO:Pipeline: Time: 05:43:06, Epoch: 15, Step: 90400, Step Loss: 4.13 +INFO:Pipeline: Time: 05:43:29, Epoch: 15, Step: 90500, Step Loss: 4.11 +INFO:Pipeline: Time: 05:43:51, Epoch: 15, Step: 90600, Step Loss: 4.09 +INFO:Pipeline: Time: 05:44:13, Epoch: 15, Step: 90700, Step Loss: 4.06 +INFO:Pipeline: Time: 05:44:36, Epoch: 15, Step: 90800, Step Loss: 4.12 +INFO:Pipeline: Time: 05:44:58, Epoch: 15, Step: 90900, Step Loss: 4.10 +INFO:Pipeline: Time: 05:45:21, Epoch: 15, Step: 91000, Step Loss: 4.08 +INFO:Pipeline: Eval Loss: 4.00, Perplexity: 54.36 +INFO:Pipeline: Time: 05:45:45, Epoch: 15, Step: 91100, Step Loss: 4.10 +INFO:Pipeline: Time: 05:46:08, Epoch: 15, Step: 91200, Step Loss: 4.11 +INFO:Pipeline: Time: 05:46:30, Epoch: 15, Step: 91300, Step Loss: 4.09 +INFO:Pipeline: Time: 05:46:53, Epoch: 15, Step: 91400, Step Loss: 4.11 +INFO:Pipeline: Time: 05:47:15, Epoch: 15, Step: 91500, Step Loss: 4.09 +INFO:Pipeline: Time: 05:47:38, Epoch: 16, Step: 91600, Step Loss: 4.10 +INFO:Pipeline: Time: 05:48:00, Epoch: 16, Step: 91700, Step Loss: 4.07 +INFO:Pipeline: Time: 05:48:22, Epoch: 16, Step: 91800, Step Loss: 4.11 +INFO:Pipeline: Time: 05:48:45, Epoch: 16, Step: 91900, Step Loss: 4.07 +INFO:Pipeline: Time: 05:49:07, Epoch: 16, Step: 92000, Step Loss: 4.11 +INFO:Pipeline: Eval Loss: 3.99, Perplexity: 54.28 +INFO:Pipeline: Time: 05:49:32, Epoch: 16, Step: 92100, Step Loss: 4.07 +INFO:Pipeline: Time: 05:49:54, Epoch: 16, Step: 92200, Step Loss: 4.10 +INFO:Pipeline: Time: 05:50:17, Epoch: 16, Step: 92300, Step Loss: 4.05 +INFO:Pipeline: Time: 05:50:39, Epoch: 16, Step: 92400, Step Loss: 4.09 +INFO:Pipeline: Time: 05:51:02, Epoch: 16, Step: 92500, Step Loss: 4.12 +INFO:Pipeline: Time: 05:51:24, Epoch: 16, Step: 92600, Step Loss: 4.06 +INFO:Pipeline: Time: 05:51:46, Epoch: 16, Step: 92700, Step Loss: 4.04 +INFO:Pipeline: Time: 05:52:09, Epoch: 16, Step: 92800, Step Loss: 4.10 +INFO:Pipeline: Time: 05:52:31, Epoch: 16, Step: 92900, Step Loss: 4.14 +INFO:Pipeline: Time: 05:52:54, Epoch: 16, Step: 93000, Step Loss: 4.02 +INFO:Pipeline: Eval Loss: 3.99, Perplexity: 54.27 +INFO:Pipeline: Time: 05:53:19, Epoch: 16, Step: 93100, Step Loss: 4.08 +INFO:Pipeline: Time: 05:53:42, Epoch: 16, Step: 93200, Step Loss: 4.05 +INFO:Pipeline: Time: 05:54:04, Epoch: 16, Step: 93300, Step Loss: 4.13 +INFO:Pipeline: Time: 05:54:26, Epoch: 16, Step: 93400, Step Loss: 4.11 +INFO:Pipeline: Time: 05:54:49, Epoch: 16, Step: 93500, Step Loss: 4.11 +INFO:Pipeline: Time: 05:55:11, Epoch: 16, Step: 93600, Step Loss: 4.04 +INFO:Pipeline: Time: 05:55:34, Epoch: 16, Step: 93700, Step Loss: 4.07 +INFO:Pipeline: Time: 05:55:56, Epoch: 16, Step: 93800, Step Loss: 4.11 +INFO:Pipeline: Time: 05:56:18, Epoch: 16, Step: 93900, Step Loss: 4.13 +INFO:Pipeline: Time: 05:56:41, Epoch: 16, Step: 94000, Step Loss: 4.05 +INFO:Pipeline: Eval Loss: 3.99, Perplexity: 54.20 +INFO:Pipeline: Time: 05:57:06, Epoch: 16, Step: 94100, Step Loss: 4.06 +INFO:Pipeline: Time: 05:57:28, Epoch: 16, Step: 94200, Step Loss: 4.10 +INFO:Pipeline: Time: 05:57:51, Epoch: 16, Step: 94300, Step Loss: 4.07 +INFO:Pipeline: Time: 05:58:13, Epoch: 16, Step: 94400, Step Loss: 4.07 +INFO:Pipeline: Time: 05:58:35, Epoch: 16, Step: 94500, Step Loss: 4.05 +INFO:Pipeline: Time: 05:58:58, Epoch: 16, Step: 94600, Step Loss: 4.06 +INFO:Pipeline: Time: 05:59:20, Epoch: 16, Step: 94700, Step Loss: 4.07 +INFO:Pipeline: Time: 05:59:43, Epoch: 16, Step: 94800, Step Loss: 4.03 +INFO:Pipeline: Time: 06:00:05, Epoch: 16, Step: 94900, Step Loss: 4.02 +INFO:Pipeline: Time: 06:00:27, Epoch: 16, Step: 95000, Step Loss: 4.04 +INFO:Pipeline: Eval Loss: 3.99, Perplexity: 54.14 +INFO:Pipeline: Time: 06:00:52, Epoch: 16, Step: 95100, Step Loss: 4.08 +INFO:Pipeline: Time: 06:01:15, Epoch: 16, Step: 95200, Step Loss: 4.07 +INFO:Pipeline: Time: 06:01:37, Epoch: 16, Step: 95300, Step Loss: 4.01 +INFO:Pipeline: Time: 06:01:59, Epoch: 16, Step: 95400, Step Loss: 4.08 +INFO:Pipeline: Time: 06:02:22, Epoch: 16, Step: 95500, Step Loss: 4.07 +INFO:Pipeline: Time: 06:02:44, Epoch: 16, Step: 95600, Step Loss: 4.05 +INFO:Pipeline: Time: 06:03:07, Epoch: 16, Step: 95700, Step Loss: 4.02 +INFO:Pipeline: Time: 06:03:29, Epoch: 16, Step: 95800, Step Loss: 4.09 +INFO:Pipeline: Time: 06:03:52, Epoch: 16, Step: 95900, Step Loss: 4.12 +INFO:Pipeline: Time: 06:04:14, Epoch: 16, Step: 96000, Step Loss: 4.06 +INFO:Pipeline: Eval Loss: 3.99, Perplexity: 54.10 +INFO:Pipeline: Time: 06:04:39, Epoch: 16, Step: 96100, Step Loss: 4.07 +INFO:Pipeline: Time: 06:05:01, Epoch: 16, Step: 96200, Step Loss: 4.15 +INFO:Pipeline: Time: 06:05:24, Epoch: 16, Step: 96300, Step Loss: 4.01 +INFO:Pipeline: Time: 06:05:46, Epoch: 16, Step: 96400, Step Loss: 4.10 +INFO:Pipeline: Time: 06:06:08, Epoch: 16, Step: 96500, Step Loss: 4.15 +INFO:Pipeline: Time: 06:06:31, Epoch: 16, Step: 96600, Step Loss: 4.08 +INFO:Pipeline: Time: 06:06:53, Epoch: 16, Step: 96700, Step Loss: 4.08 +INFO:Pipeline: Time: 06:07:16, Epoch: 16, Step: 96800, Step Loss: 4.06 +INFO:Pipeline: Time: 06:07:38, Epoch: 16, Step: 96900, Step Loss: 4.08 +INFO:Pipeline: Time: 06:08:00, Epoch: 16, Step: 97000, Step Loss: 4.10 +INFO:Pipeline: Eval Loss: 3.99, Perplexity: 54.04 +INFO:Pipeline: Time: 06:08:25, Epoch: 16, Step: 97100, Step Loss: 4.09 +INFO:Pipeline: Time: 06:08:48, Epoch: 16, Step: 97200, Step Loss: 4.09 +INFO:Pipeline: Time: 06:09:10, Epoch: 16, Step: 97300, Step Loss: 4.03 +INFO:Pipeline: Time: 06:09:32, Epoch: 16, Step: 97400, Step Loss: 4.05 +INFO:Pipeline: Time: 06:09:55, Epoch: 16, Step: 97500, Step Loss: 4.10 +INFO:Pipeline: Time: 06:10:17, Epoch: 16, Step: 97600, Step Loss: 4.11 +INFO:Pipeline: Time: 06:10:40, Epoch: 17, Step: 97700, Step Loss: 4.10 +INFO:Pipeline: Time: 06:11:02, Epoch: 17, Step: 97800, Step Loss: 4.14 +INFO:Pipeline: Time: 06:11:24, Epoch: 17, Step: 97900, Step Loss: 4.06 +INFO:Pipeline: Time: 06:11:47, Epoch: 17, Step: 98000, Step Loss: 4.02 +INFO:Pipeline: Eval Loss: 3.99, Perplexity: 53.99 +INFO:Pipeline: Time: 06:12:12, Epoch: 17, Step: 98100, Step Loss: 4.07 +INFO:Pipeline: Time: 06:12:34, Epoch: 17, Step: 98200, Step Loss: 4.03 +INFO:Pipeline: Time: 06:12:56, Epoch: 17, Step: 98300, Step Loss: 4.04 +INFO:Pipeline: Time: 06:13:19, Epoch: 17, Step: 98400, Step Loss: 4.10 +INFO:Pipeline: Time: 06:13:41, Epoch: 17, Step: 98500, Step Loss: 4.05 +INFO:Pipeline: Time: 06:14:04, Epoch: 17, Step: 98600, Step Loss: 4.10 +INFO:Pipeline: Time: 06:14:26, Epoch: 17, Step: 98700, Step Loss: 4.10 +INFO:Pipeline: Time: 06:14:48, Epoch: 17, Step: 98800, Step Loss: 4.07 +INFO:Pipeline: Time: 06:15:11, Epoch: 17, Step: 98900, Step Loss: 4.09 +INFO:Pipeline: Time: 06:15:33, Epoch: 17, Step: 99000, Step Loss: 4.14 +INFO:Pipeline: Eval Loss: 3.99, Perplexity: 53.98 +INFO:Pipeline: Time: 06:15:58, Epoch: 17, Step: 99100, Step Loss: 4.05 +INFO:Pipeline: Time: 06:16:20, Epoch: 17, Step: 99200, Step Loss: 4.11 +INFO:Pipeline: Time: 06:16:43, Epoch: 17, Step: 99300, Step Loss: 4.04 +INFO:Pipeline: Time: 06:17:05, Epoch: 17, Step: 99400, Step Loss: 4.12 +INFO:Pipeline: Time: 06:17:28, Epoch: 17, Step: 99500, Step Loss: 4.07 +INFO:Pipeline: Time: 06:17:50, Epoch: 17, Step: 99600, Step Loss: 4.06 +INFO:Pipeline: Time: 06:18:13, Epoch: 17, Step: 99700, Step Loss: 4.11 +INFO:Pipeline: Time: 06:18:35, Epoch: 17, Step: 99800, Step Loss: 4.08 +INFO:Pipeline: Time: 06:18:57, Epoch: 17, Step: 99900, Step Loss: 4.06 +INFO:Pipeline: Time: 06:19:20, Epoch: 17, Step: 100000, Step Loss: 4.03 +INFO:Pipeline: Eval Loss: 3.99, Perplexity: 53.95 +INFO:Pipeline: Time: 06:19:45, Epoch: 17, Step: 100100, Step Loss: 4.07 +INFO:Pipeline: Time: 06:20:07, Epoch: 17, Step: 100200, Step Loss: 4.08 +INFO:Pipeline: Time: 06:20:29, Epoch: 17, Step: 100300, Step Loss: 4.09 +INFO:Pipeline: Time: 06:20:52, Epoch: 17, Step: 100400, Step Loss: 4.09 +INFO:Pipeline: Time: 06:21:14, Epoch: 17, Step: 100500, Step Loss: 4.09 +INFO:Pipeline: Time: 06:21:37, Epoch: 17, Step: 100600, Step Loss: 4.10 +INFO:Pipeline: Time: 06:21:59, Epoch: 17, Step: 100700, Step Loss: 4.00 +INFO:Pipeline: Time: 06:22:21, Epoch: 17, Step: 100800, Step Loss: 4.09 +INFO:Pipeline: Time: 06:22:44, Epoch: 17, Step: 100900, Step Loss: 4.04 +INFO:Pipeline: Time: 06:23:06, Epoch: 17, Step: 101000, Step Loss: 4.05 +INFO:Pipeline: Eval Loss: 3.99, Perplexity: 53.90 +INFO:Pipeline: Time: 06:23:31, Epoch: 17, Step: 101100, Step Loss: 4.09 +INFO:Pipeline: Time: 06:23:53, Epoch: 17, Step: 101200, Step Loss: 4.08 +INFO:Pipeline: Time: 06:24:16, Epoch: 17, Step: 101300, Step Loss: 4.08 +INFO:Pipeline: Time: 06:24:38, Epoch: 17, Step: 101400, Step Loss: 4.10 +INFO:Pipeline: Time: 06:25:01, Epoch: 17, Step: 101500, Step Loss: 4.10 +INFO:Pipeline: Time: 06:25:23, Epoch: 17, Step: 101600, Step Loss: 4.11 +INFO:Pipeline: Time: 06:25:46, Epoch: 17, Step: 101700, Step Loss: 4.06 +INFO:Pipeline: Time: 06:26:08, Epoch: 17, Step: 101800, Step Loss: 4.04 +INFO:Pipeline: Time: 06:26:30, Epoch: 17, Step: 101900, Step Loss: 4.06 +INFO:Pipeline: Time: 06:26:53, Epoch: 17, Step: 102000, Step Loss: 4.08 +INFO:Pipeline: Eval Loss: 3.99, Perplexity: 53.86 +INFO:Pipeline: Time: 06:27:18, Epoch: 17, Step: 102100, Step Loss: 4.07 +INFO:Pipeline: Time: 06:27:40, Epoch: 17, Step: 102200, Step Loss: 4.10 +INFO:Pipeline: Time: 06:28:03, Epoch: 17, Step: 102300, Step Loss: 4.04 +INFO:Pipeline: Time: 06:28:25, Epoch: 17, Step: 102400, Step Loss: 4.02 +INFO:Pipeline: Time: 06:28:47, Epoch: 17, Step: 102500, Step Loss: 4.05 +INFO:Pipeline: Time: 06:29:10, Epoch: 17, Step: 102600, Step Loss: 4.10 +INFO:Pipeline: Time: 06:29:32, Epoch: 17, Step: 102700, Step Loss: 4.11 +INFO:Pipeline: Time: 06:29:55, Epoch: 17, Step: 102800, Step Loss: 4.09 +INFO:Pipeline: Time: 06:30:17, Epoch: 17, Step: 102900, Step Loss: 4.02 +INFO:Pipeline: Time: 06:30:39, Epoch: 17, Step: 103000, Step Loss: 4.09 +INFO:Pipeline: Eval Loss: 3.99, Perplexity: 53.84 +INFO:Pipeline: Time: 06:31:04, Epoch: 17, Step: 103100, Step Loss: 4.04 +INFO:Pipeline: Time: 06:31:27, Epoch: 17, Step: 103200, Step Loss: 4.03 +INFO:Pipeline: Time: 06:31:49, Epoch: 17, Step: 103300, Step Loss: 4.11 +INFO:Pipeline: Time: 06:32:11, Epoch: 17, Step: 103400, Step Loss: 4.06 +INFO:Pipeline: Time: 06:32:34, Epoch: 17, Step: 103500, Step Loss: 4.09 +INFO:Pipeline: Time: 06:32:56, Epoch: 17, Step: 103600, Step Loss: 4.11 +INFO:Pipeline: Time: 06:33:19, Epoch: 17, Step: 103700, Step Loss: 4.05 +INFO:Pipeline: Time: 06:33:41, Epoch: 18, Step: 103800, Step Loss: 4.05 +INFO:Pipeline: Time: 06:34:03, Epoch: 18, Step: 103900, Step Loss: 4.09 +INFO:Pipeline: Time: 06:34:26, Epoch: 18, Step: 104000, Step Loss: 4.00 +INFO:Pipeline: Eval Loss: 3.99, Perplexity: 53.83 +INFO:Pipeline: Time: 06:34:51, Epoch: 18, Step: 104100, Step Loss: 4.16 +INFO:Pipeline: Time: 06:35:13, Epoch: 18, Step: 104200, Step Loss: 4.04 +INFO:Pipeline: Time: 06:35:35, Epoch: 18, Step: 104300, Step Loss: 4.08 +INFO:Pipeline: Time: 06:35:58, Epoch: 18, Step: 104400, Step Loss: 4.02 +INFO:Pipeline: Time: 06:36:20, Epoch: 18, Step: 104500, Step Loss: 4.07 +INFO:Pipeline: Time: 06:36:43, Epoch: 18, Step: 104600, Step Loss: 4.06 +INFO:Pipeline: Time: 06:37:05, Epoch: 18, Step: 104700, Step Loss: 4.11 +INFO:Pipeline: Time: 06:37:27, Epoch: 18, Step: 104800, Step Loss: 4.09 +INFO:Pipeline: Time: 06:37:50, Epoch: 18, Step: 104900, Step Loss: 4.06 +INFO:Pipeline: Time: 06:38:12, Epoch: 18, Step: 105000, Step Loss: 4.05 +INFO:Pipeline: Eval Loss: 3.99, Perplexity: 53.80 +INFO:Pipeline: Time: 06:38:37, Epoch: 18, Step: 105100, Step Loss: 4.04 +INFO:Pipeline: Time: 06:38:59, Epoch: 18, Step: 105200, Step Loss: 4.05 +INFO:Pipeline: Time: 06:39:22, Epoch: 18, Step: 105300, Step Loss: 4.10 +INFO:Pipeline: Time: 06:39:44, Epoch: 18, Step: 105400, Step Loss: 4.12 +INFO:Pipeline: Time: 06:40:07, Epoch: 18, Step: 105500, Step Loss: 4.07 +INFO:Pipeline: Time: 06:40:29, Epoch: 18, Step: 105600, Step Loss: 4.04 +INFO:Pipeline: Time: 06:40:52, Epoch: 18, Step: 105700, Step Loss: 4.01 +INFO:Pipeline: Time: 06:41:14, Epoch: 18, Step: 105800, Step Loss: 4.07 +INFO:Pipeline: Time: 06:41:36, Epoch: 18, Step: 105900, Step Loss: 4.08 +INFO:Pipeline: Time: 06:41:59, Epoch: 18, Step: 106000, Step Loss: 4.09 +INFO:Pipeline: Eval Loss: 3.99, Perplexity: 53.79 +INFO:Pipeline: Time: 06:42:24, Epoch: 18, Step: 106100, Step Loss: 4.05 +INFO:Pipeline: Time: 06:42:46, Epoch: 18, Step: 106200, Step Loss: 4.10 +INFO:Pipeline: Time: 06:43:08, Epoch: 18, Step: 106300, Step Loss: 4.07 +INFO:Pipeline: Time: 06:43:31, Epoch: 18, Step: 106400, Step Loss: 4.05 +INFO:Pipeline: Time: 06:43:53, Epoch: 18, Step: 106500, Step Loss: 4.07 +INFO:Pipeline: Time: 06:44:16, Epoch: 18, Step: 106600, Step Loss: 4.04 +INFO:Pipeline: Time: 06:44:38, Epoch: 18, Step: 106700, Step Loss: 4.07 +INFO:Pipeline: Time: 06:45:01, Epoch: 18, Step: 106800, Step Loss: 4.02 +INFO:Pipeline: Time: 06:45:23, Epoch: 18, Step: 106900, Step Loss: 4.11 +INFO:Pipeline: Time: 06:45:45, Epoch: 18, Step: 107000, Step Loss: 4.07 +INFO:Pipeline: Eval Loss: 3.98, Perplexity: 53.76 +INFO:Pipeline: Time: 06:46:10, Epoch: 18, Step: 107100, Step Loss: 4.08 +INFO:Pipeline: Time: 06:46:33, Epoch: 18, Step: 107200, Step Loss: 4.03 +INFO:Pipeline: Time: 06:46:55, Epoch: 18, Step: 107300, Step Loss: 4.08 +INFO:Pipeline: Time: 06:47:18, Epoch: 18, Step: 107400, Step Loss: 4.13 +INFO:Pipeline: Time: 06:47:40, Epoch: 18, Step: 107500, Step Loss: 4.04 +INFO:Pipeline: Time: 06:48:03, Epoch: 18, Step: 107600, Step Loss: 4.10 +INFO:Pipeline: Time: 06:48:25, Epoch: 18, Step: 107700, Step Loss: 4.02 +INFO:Pipeline: Time: 06:48:47, Epoch: 18, Step: 107800, Step Loss: 4.04 +INFO:Pipeline: Time: 06:49:10, Epoch: 18, Step: 107900, Step Loss: 4.09 +INFO:Pipeline: Time: 06:49:32, Epoch: 18, Step: 108000, Step Loss: 4.09 +INFO:Pipeline: Eval Loss: 3.98, Perplexity: 53.75 +INFO:Pipeline: Time: 06:49:57, Epoch: 18, Step: 108100, Step Loss: 4.14 +INFO:Pipeline: Time: 06:50:19, Epoch: 18, Step: 108200, Step Loss: 4.04 +INFO:Pipeline: Time: 06:50:42, Epoch: 18, Step: 108300, Step Loss: 4.06 +INFO:Pipeline: Time: 06:51:04, Epoch: 18, Step: 108400, Step Loss: 4.09 +INFO:Pipeline: Time: 06:51:27, Epoch: 18, Step: 108500, Step Loss: 4.04 +INFO:Pipeline: Time: 06:51:49, Epoch: 18, Step: 108600, Step Loss: 4.06 +INFO:Pipeline: Time: 06:52:12, Epoch: 18, Step: 108700, Step Loss: 4.10 +INFO:Pipeline: Time: 06:52:34, Epoch: 18, Step: 108800, Step Loss: 4.09 +INFO:Pipeline: Time: 06:52:56, Epoch: 18, Step: 108900, Step Loss: 4.07 +INFO:Pipeline: Time: 06:53:19, Epoch: 18, Step: 109000, Step Loss: 4.09 +INFO:Pipeline: Eval Loss: 3.98, Perplexity: 53.73 +INFO:Pipeline: Time: 06:53:44, Epoch: 18, Step: 109100, Step Loss: 4.11 +INFO:Pipeline: Time: 06:54:06, Epoch: 18, Step: 109200, Step Loss: 4.04 +INFO:Pipeline: Time: 06:54:28, Epoch: 18, Step: 109300, Step Loss: 3.98 +INFO:Pipeline: Time: 06:54:51, Epoch: 18, Step: 109400, Step Loss: 4.10 +INFO:Pipeline: Time: 06:55:13, Epoch: 18, Step: 109500, Step Loss: 4.08 +INFO:Pipeline: Time: 06:55:36, Epoch: 18, Step: 109600, Step Loss: 4.07 +INFO:Pipeline: Time: 06:55:58, Epoch: 18, Step: 109700, Step Loss: 4.04 +INFO:Pipeline: Time: 06:56:21, Epoch: 18, Step: 109800, Step Loss: 4.10 +INFO:Pipeline: Time: 06:56:43, Epoch: 19, Step: 109900, Step Loss: 4.13 +INFO:Pipeline: Time: 06:57:05, Epoch: 19, Step: 110000, Step Loss: 4.08 +INFO:Pipeline: Eval Loss: 3.98, Perplexity: 53.72 +INFO:Pipeline: Time: 06:57:30, Epoch: 19, Step: 110100, Step Loss: 3.98 +INFO:Pipeline: Time: 06:57:53, Epoch: 19, Step: 110200, Step Loss: 4.08 +INFO:Pipeline: Time: 06:58:15, Epoch: 19, Step: 110300, Step Loss: 4.08 +INFO:Pipeline: Time: 06:58:37, Epoch: 19, Step: 110400, Step Loss: 4.07 +INFO:Pipeline: Time: 06:59:00, Epoch: 19, Step: 110500, Step Loss: 4.03 +INFO:Pipeline: Time: 06:59:22, Epoch: 19, Step: 110600, Step Loss: 4.05 +INFO:Pipeline: Time: 06:59:45, Epoch: 19, Step: 110700, Step Loss: 4.04 +INFO:Pipeline: Time: 07:00:07, Epoch: 19, Step: 110800, Step Loss: 4.14 +INFO:Pipeline: Time: 07:00:29, Epoch: 19, Step: 110900, Step Loss: 4.08 +INFO:Pipeline: Time: 07:00:52, Epoch: 19, Step: 111000, Step Loss: 4.06 +INFO:Pipeline: Eval Loss: 3.98, Perplexity: 53.70 +INFO:Pipeline: Time: 07:01:17, Epoch: 19, Step: 111100, Step Loss: 4.16 +INFO:Pipeline: Time: 07:01:39, Epoch: 19, Step: 111200, Step Loss: 4.02 +INFO:Pipeline: Time: 07:02:02, Epoch: 19, Step: 111300, Step Loss: 4.06 +INFO:Pipeline: Time: 07:02:24, Epoch: 19, Step: 111400, Step Loss: 4.08 +INFO:Pipeline: Time: 07:02:46, Epoch: 19, Step: 111500, Step Loss: 4.04 +INFO:Pipeline: Time: 07:03:09, Epoch: 19, Step: 111600, Step Loss: 4.10 +INFO:Pipeline: Time: 07:03:31, Epoch: 19, Step: 111700, Step Loss: 4.07 +INFO:Pipeline: Time: 07:03:54, Epoch: 19, Step: 111800, Step Loss: 4.06 +INFO:Pipeline: Time: 07:04:16, Epoch: 19, Step: 111900, Step Loss: 4.14 +INFO:Pipeline: Time: 07:04:38, Epoch: 19, Step: 112000, Step Loss: 4.08 +INFO:Pipeline: Eval Loss: 3.98, Perplexity: 53.69 +INFO:Pipeline: Time: 07:05:03, Epoch: 19, Step: 112100, Step Loss: 4.09 +INFO:Pipeline: Time: 07:05:26, Epoch: 19, Step: 112200, Step Loss: 4.02 +INFO:Pipeline: Time: 07:05:48, Epoch: 19, Step: 112300, Step Loss: 4.09 +INFO:Pipeline: Time: 07:06:10, Epoch: 19, Step: 112400, Step Loss: 4.03 +INFO:Pipeline: Time: 07:06:33, Epoch: 19, Step: 112500, Step Loss: 4.03 +INFO:Pipeline: Time: 07:06:55, Epoch: 19, Step: 112600, Step Loss: 4.00 +INFO:Pipeline: Time: 07:07:18, Epoch: 19, Step: 112700, Step Loss: 4.04 +INFO:Pipeline: Time: 07:07:40, Epoch: 19, Step: 112800, Step Loss: 4.08 +INFO:Pipeline: Time: 07:08:02, Epoch: 19, Step: 112900, Step Loss: 4.07 +INFO:Pipeline: Time: 07:08:25, Epoch: 19, Step: 113000, Step Loss: 4.04 +INFO:Pipeline: Eval Loss: 3.98, Perplexity: 53.69 +INFO:Pipeline: Time: 07:08:49, Epoch: 19, Step: 113100, Step Loss: 4.03 +INFO:Pipeline: Time: 07:09:11, Epoch: 19, Step: 113200, Step Loss: 4.04 +INFO:Pipeline: Time: 07:09:33, Epoch: 19, Step: 113300, Step Loss: 4.07 +INFO:Pipeline: Time: 07:09:56, Epoch: 19, Step: 113400, Step Loss: 4.07 +INFO:Pipeline: Time: 07:10:18, Epoch: 19, Step: 113500, Step Loss: 4.05 +INFO:Pipeline: Time: 07:10:41, Epoch: 19, Step: 113600, Step Loss: 4.04 +INFO:Pipeline: Time: 07:11:03, Epoch: 19, Step: 113700, Step Loss: 4.02 +INFO:Pipeline: Time: 07:11:25, Epoch: 19, Step: 113800, Step Loss: 4.04 +INFO:Pipeline: Time: 07:11:48, Epoch: 19, Step: 113900, Step Loss: 4.03 +INFO:Pipeline: Time: 07:12:10, Epoch: 19, Step: 114000, Step Loss: 4.06 +INFO:Pipeline: Eval Loss: 3.98, Perplexity: 53.69 +INFO:Pipeline: Time: 07:12:35, Epoch: 19, Step: 114100, Step Loss: 4.08 +INFO:Pipeline: Time: 07:12:58, Epoch: 19, Step: 114200, Step Loss: 4.11 +INFO:Pipeline: Time: 07:13:20, Epoch: 19, Step: 114300, Step Loss: 4.10 +INFO:Pipeline: Time: 07:13:42, Epoch: 19, Step: 114400, Step Loss: 4.07 +INFO:Pipeline: Time: 07:14:05, Epoch: 19, Step: 114500, Step Loss: 4.09 +INFO:Pipeline: Time: 07:14:27, Epoch: 19, Step: 114600, Step Loss: 4.03 +INFO:Pipeline: Time: 07:14:50, Epoch: 19, Step: 114700, Step Loss: 4.08 +INFO:Pipeline: Time: 07:15:12, Epoch: 19, Step: 114800, Step Loss: 4.08 +INFO:Pipeline: Time: 07:15:34, Epoch: 19, Step: 114900, Step Loss: 4.09 +INFO:Pipeline: Time: 07:15:57, Epoch: 19, Step: 115000, Step Loss: 4.07 +INFO:Pipeline: Eval Loss: 3.98, Perplexity: 53.68 +INFO:Pipeline: Time: 07:16:22, Epoch: 19, Step: 115100, Step Loss: 4.03 +INFO:Pipeline: Time: 07:16:44, Epoch: 19, Step: 115200, Step Loss: 4.08 +INFO:Pipeline: Time: 07:17:06, Epoch: 19, Step: 115300, Step Loss: 4.00 +INFO:Pipeline: Time: 07:17:29, Epoch: 19, Step: 115400, Step Loss: 4.02 +INFO:Pipeline: Time: 07:17:51, Epoch: 19, Step: 115500, Step Loss: 4.05 +INFO:Pipeline: Time: 07:18:14, Epoch: 19, Step: 115600, Step Loss: 4.04 +INFO:Pipeline: Time: 07:18:36, Epoch: 19, Step: 115700, Step Loss: 4.05 +INFO:Pipeline: Time: 07:18:58, Epoch: 19, Step: 115800, Step Loss: 4.04 +INFO:Pipeline: Time: 07:19:21, Epoch: 19, Step: 115900, Step Loss: 4.07 +INFO:Pipeline: Time: 07:19:43, Epoch: 20, Step: 116000, Step Loss: 4.10 +INFO:Pipeline: Eval Loss: 3.98, Perplexity: 53.67 +INFO:Pipeline: Time: 07:20:08, Epoch: 20, Step: 116100, Step Loss: 4.05 +INFO:Pipeline: Time: 07:20:30, Epoch: 20, Step: 116200, Step Loss: 4.08 +INFO:Pipeline: Time: 07:20:53, Epoch: 20, Step: 116300, Step Loss: 4.10 +INFO:Pipeline: Time: 07:21:15, Epoch: 20, Step: 116400, Step Loss: 4.09 +INFO:Pipeline: Time: 07:21:38, Epoch: 20, Step: 116500, Step Loss: 4.11 +INFO:Pipeline: Time: 07:22:00, Epoch: 20, Step: 116600, Step Loss: 4.09 +INFO:Pipeline: Time: 07:22:23, Epoch: 20, Step: 116700, Step Loss: 3.99 +INFO:Pipeline: Time: 07:22:45, Epoch: 20, Step: 116800, Step Loss: 4.09 +INFO:Pipeline: Time: 07:23:07, Epoch: 20, Step: 116900, Step Loss: 4.08 +INFO:Pipeline: Time: 07:23:30, Epoch: 20, Step: 117000, Step Loss: 4.05 +INFO:Pipeline: Eval Loss: 3.98, Perplexity: 53.66 +INFO:Pipeline: Time: 07:23:55, Epoch: 20, Step: 117100, Step Loss: 4.13 +INFO:Pipeline: Time: 07:24:17, Epoch: 20, Step: 117200, Step Loss: 4.08 +INFO:Pipeline: Time: 07:24:39, Epoch: 20, Step: 117300, Step Loss: 4.10 +INFO:Pipeline: Time: 07:25:02, Epoch: 20, Step: 117400, Step Loss: 4.02 +INFO:Pipeline: Time: 07:25:24, Epoch: 20, Step: 117500, Step Loss: 4.07 +INFO:Pipeline: Time: 07:25:47, Epoch: 20, Step: 117600, Step Loss: 4.12 +INFO:Pipeline: Time: 07:26:09, Epoch: 20, Step: 117700, Step Loss: 4.06 +INFO:Pipeline: Time: 07:26:31, Epoch: 20, Step: 117800, Step Loss: 4.04 +INFO:Pipeline: Time: 07:26:54, Epoch: 20, Step: 117900, Step Loss: 4.02 +INFO:Pipeline: Time: 07:27:16, Epoch: 20, Step: 118000, Step Loss: 4.05 +INFO:Pipeline: Eval Loss: 3.98, Perplexity: 53.67 +INFO:Pipeline: Time: 07:27:40, Epoch: 20, Step: 118100, Step Loss: 4.08 +INFO:Pipeline: Time: 07:28:02, Epoch: 20, Step: 118200, Step Loss: 4.06 +INFO:Pipeline: Time: 07:28:25, Epoch: 20, Step: 118300, Step Loss: 4.03 +INFO:Pipeline: Time: 07:28:47, Epoch: 20, Step: 118400, Step Loss: 4.09 +INFO:Pipeline: Time: 07:29:10, Epoch: 20, Step: 118500, Step Loss: 4.07 +INFO:Pipeline: Time: 07:29:32, Epoch: 20, Step: 118600, Step Loss: 4.09 +INFO:Pipeline: Time: 07:29:54, Epoch: 20, Step: 118700, Step Loss: 4.12 +INFO:Pipeline: Time: 07:30:17, Epoch: 20, Step: 118800, Step Loss: 4.09 +INFO:Pipeline: Time: 07:30:39, Epoch: 20, Step: 118900, Step Loss: 4.13 +INFO:Pipeline: Time: 07:31:02, Epoch: 20, Step: 119000, Step Loss: 4.09 +INFO:Pipeline: Eval Loss: 3.98, Perplexity: 53.67 +INFO:Pipeline: Time: 07:31:25, Epoch: 20, Step: 119100, Step Loss: 4.02 +INFO:Pipeline: Time: 07:31:48, Epoch: 20, Step: 119200, Step Loss: 4.10 +INFO:Pipeline: Time: 07:32:10, Epoch: 20, Step: 119300, Step Loss: 4.06 +INFO:Pipeline: Time: 07:32:33, Epoch: 20, Step: 119400, Step Loss: 4.09 +INFO:Pipeline: Time: 07:32:55, Epoch: 20, Step: 119500, Step Loss: 4.05 +INFO:Pipeline: Time: 07:33:17, Epoch: 20, Step: 119600, Step Loss: 4.04 +INFO:Pipeline: Time: 07:33:40, Epoch: 20, Step: 119700, Step Loss: 4.03 +INFO:Pipeline: Time: 07:34:02, Epoch: 20, Step: 119800, Step Loss: 4.11 +INFO:Pipeline: Time: 07:34:25, Epoch: 20, Step: 119900, Step Loss: 4.10 +INFO:Pipeline: Time: 07:34:47, Epoch: 20, Step: 120000, Step Loss: 4.04 +INFO:Pipeline: Eval Loss: 3.98, Perplexity: 53.67 +INFO:Pipeline: Time: 07:35:11, Epoch: 20, Step: 120100, Step Loss: 4.03 +INFO:Pipeline: Time: 07:35:33, Epoch: 20, Step: 120200, Step Loss: 4.06 +INFO:Pipeline: Time: 07:35:56, Epoch: 20, Step: 120300, Step Loss: 4.07 +INFO:Pipeline: Time: 07:36:18, Epoch: 20, Step: 120400, Step Loss: 4.06 +INFO:Pipeline: Time: 07:36:41, Epoch: 20, Step: 120500, Step Loss: 4.06 +INFO:Pipeline: Time: 07:37:03, Epoch: 20, Step: 120600, Step Loss: 4.04 +INFO:Pipeline: Time: 07:37:25, Epoch: 20, Step: 120700, Step Loss: 4.06 +INFO:Pipeline: Time: 07:37:48, Epoch: 20, Step: 120800, Step Loss: 4.07 +INFO:Pipeline: Time: 07:38:10, Epoch: 20, Step: 120900, Step Loss: 4.09 +INFO:Pipeline: Time: 07:38:33, Epoch: 20, Step: 121000, Step Loss: 4.07 +INFO:Pipeline: Eval Loss: 3.98, Perplexity: 53.67 +INFO:Pipeline: Time: 07:38:56, Epoch: 20, Step: 121100, Step Loss: 4.09 +INFO:Pipeline: Time: 07:39:19, Epoch: 20, Step: 121200, Step Loss: 4.05 +INFO:Pipeline: Time: 07:39:41, Epoch: 20, Step: 121300, Step Loss: 4.12 +INFO:Pipeline: Time: 07:40:04, Epoch: 20, Step: 121400, Step Loss: 4.08 +INFO:Pipeline: Time: 07:40:26, Epoch: 20, Step: 121500, Step Loss: 4.09 +INFO:Pipeline: Time: 07:40:49, Epoch: 20, Step: 121600, Step Loss: 4.14 +INFO:Pipeline: Time: 07:41:11, Epoch: 20, Step: 121700, Step Loss: 4.05 +INFO:Pipeline: Time: 07:41:33, Epoch: 20, Step: 121800, Step Loss: 4.10 +INFO:Pipeline: Time: 07:41:56, Epoch: 20, Step: 121900, Step Loss: 4.08 +INFO:Pipeline: Time: 07:42:18, Epoch: 20, Step: 122000, Step Loss: 4.06 +INFO:Pipeline: Eval Loss: 3.98, Perplexity: 53.67 +INFO:Pipeline: Eval Loss: 3.98, Perplexity: 53.67