[2026-01-28 09:56:44] Initializing DiffReaper-6 (DifferenceLabs)...
[2026-01-28 09:57:14] Initializing DiffReaper-6 (DifferenceLabs)...
[2026-01-28 09:57:34] Loading Dataset (Conversational Focus)...
[2026-01-28 09:57:44] DiffReaper-6 Training Started.
[2026-01-28 09:58:16] Initializing DiffReaper-6 (DifferenceLabs)...
[2026-01-28 09:58:32] Loading Dataset (Conversational Focus)...
[2026-01-28 09:58:34] DiffReaper-6 Training Started.
[2026-01-28 09:58:35] Step 0 | Loss: 0.252853 | LR: 0.00e+00 | Speed: 1.52 it/s
[2026-01-28 09:58:53] Initializing DiffReaper-6 (DifferenceLabs)...
[2026-01-28 09:59:11] Loading Dataset (Conversational Focus)...
[2026-01-28 09:59:13] DiffReaper-6 Training Started.
[2026-01-28 09:59:14] Step 0 | Loss: 0.217347 | LR: 0.00e+00 | Speed: 1.53 it/s
[2026-01-28 09:59:44] Initializing DiffReaper-6 (DifferenceLabs)...
[2026-01-28 09:59:54] Loading Dataset (Conversational Focus)...
[2026-01-28 09:59:56] DiffReaper-6 Training Started.
[2026-01-28 09:59:56] Step 0 | Loss: 0.178516 | LR: 0.00e+00 | Speed: 1.48 it/s
[2026-01-28 10:00:08] Step 50 | Loss: 0.172741 | LR: 1.20e-06 | Speed: 4.32 it/s
[2026-01-28 10:00:19] Step 100 | Loss: 0.085050 | LR: 2.50e-06 | Speed: 4.37 it/s
[2026-01-28 10:00:30] Step 150 | Loss: 0.093833 | LR: 3.70e-06 | Speed: 4.41 it/s
[2026-01-28 10:00:30] Initializing DiffReaper-6 (DifferenceLabs)...
[2026-01-28 10:00:41] Loading Dataset (Conversational Focus)...
[2026-01-28 10:00:41] Step 200 | Loss: 0.041686 | LR: 5.00e-06 | Speed: 4.41 it/s
[2026-01-28 10:00:43] DiffReaper-6 Training Started.
[2026-01-28 10:00:44] Step 0 | Loss: 0.141989 | LR: 0.00e+00 | Speed: 1.20 it/s
[2026-01-28 10:00:54] Step 250 | Loss: 0.201472 | LR: 6.20e-06 | Speed: 4.34 it/s
[2026-01-28 10:01:16] Initializing DiffReaper-6 (DifferenceLabs)...
[2026-01-28 10:01:34] Loading Dataset (Conversational Focus)...
[2026-01-28 10:01:36] DiffReaper-6 Training Started.
[2026-01-28 10:01:37] Step 0 | Loss: 0.147129 | LR: 0.00e+00 | Speed: 1.42 it/s
[2026-01-28 10:02:04] Initializing DiffReaper-6 (DifferenceLabs)...
[2026-01-28 10:02:13] Loading Dataset (Conversational Focus)...
[2026-01-28 10:02:15] DiffReaper-6 Training Started.
[2026-01-28 10:02:16] Step 0 | Loss: 0.248774 | LR: 0.00e+00 | Speed: 1.35 it/s
[2026-01-28 10:02:27] Step 50 | Loss: 0.059270 | LR: 1.20e-06 | Speed: 4.21 it/s
[2026-01-28 10:02:39] Step 100 | Loss: 0.146728 | LR: 2.50e-06 | Speed: 4.29 it/s
[2026-01-28 10:02:50] Step 150 | Loss: 0.202562 | LR: 3.70e-06 | Speed: 4.34 it/s
[2026-01-28 10:03:01] Step 200 | Loss: 0.214605 | LR: 5.00e-06 | Speed: 4.35 it/s
[2026-01-28 10:03:13] Step 250 | Loss: 0.169669 | LR: 6.20e-06 | Speed: 4.36 it/s
[2026-01-28 10:03:24] Step 300 | Loss: 0.114161 | LR: 7.50e-06 | Speed: 4.35 it/s
[2026-01-28 10:03:36] Step 350 | Loss: 0.146113 | LR: 8.70e-06 | Speed: 4.36 it/s
[2026-01-28 10:03:47] Step 400 | Loss: 0.118177 | LR: 1.00e-05 | Speed: 4.35 it/s
[2026-01-28 10:03:59] Step 450 | Loss: 0.174843 | LR: 1.12e-05 | Speed: 4.36 it/s
[2026-01-28 10:04:10] Step 500 | Loss: 0.103264 | LR: 1.25e-05 | Speed: 4.35 it/s
[2026-01-28 10:04:10] --- DiffReaper-6 Diagnostic [Step 500] ---
[2026-01-28 10:04:11] Prompt: 'Hello! Tell me a story about a robot.'
[2026-01-28 10:04:11] Response: ''
[2026-01-28 10:04:22] Step 550 | Loss: 0.162759 | LR: 1.37e-05 | Speed: 4.34 it/s
[2026-01-28 10:04:34] Step 600 | Loss: 0.244592 | LR: 1.50e-05 | Speed: 4.34 it/s
[2026-01-28 10:04:45] Step 650 | Loss: 0.152834 | LR: 1.62e-05 | Speed: 4.34 it/s
[2026-01-28 10:04:57] Step 700 | Loss: 0.124072 | LR: 1.75e-05 | Speed: 4.34 it/s
[2026-01-28 10:05:08] Step 750 | Loss: 0.153756 | LR: 1.87e-05 | Speed: 4.34 it/s
[2026-01-28 10:05:20] Step 800 | Loss: 0.062768 | LR: 2.00e-05 | Speed: 4.34 it/s
[2026-01-28 10:05:31] Step 850 | Loss: 0.123713 | LR: 2.12e-05 | Speed: 4.34 it/s
[2026-01-28 10:05:43] Step 900 | Loss: 0.134409 | LR: 2.25e-05 | Speed: 4.34 it/s
[2026-01-28 10:05:55] Step 950 | Loss: 0.117195 | LR: 2.37e-05 | Speed: 4.34 it/s
[2026-01-28 10:06:06] Step 1000 | Loss: 0.151960 | LR: 2.50e-05 | Speed: 4.34 it/s
[2026-01-28 10:06:06] --- DiffReaper-6 Diagnostic [Step 1000] ---
[2026-01-28 10:06:06] Prompt: 'Hello! Tell me a story about a robot.'
[2026-01-28 10:06:06] Response: '.,,,.,. the,'
[2026-01-28 10:06:18] Step 1050 | Loss: 0.095175 | LR: 2.62e-05 | Speed: 4.33 it/s
[2026-01-28 10:06:29] Step 1100 | Loss: 0.191805 | LR: 2.75e-05 | Speed: 4.33 it/s
[2026-01-28 10:06:41] Step 1150 | Loss: 0.075036 | LR: 2.87e-05 | Speed: 4.33 it/s
[2026-01-28 10:06:52] Step 1200 | Loss: 0.136675 | LR: 3.00e-05 | Speed: 4.33 it/s
[2026-01-28 10:07:04] Step 1250 | Loss: 0.109159 | LR: 3.12e-05 | Speed: 4.33 it/s
[2026-01-28 10:07:15] Step 1300 | Loss: 0.133371 | LR: 3.25e-05 | Speed: 4.33 it/s
[2026-01-28 10:07:27] Step 1350 | Loss: 0.110480 | LR: 3.37e-05 | Speed: 4.33 it/s
[2026-01-28 10:07:39] Step 1400 | Loss: 0.170866 | LR: 3.50e-05 | Speed: 4.33 it/s
[2026-01-28 10:07:50] Step 1450 | Loss: 0.103821 | LR: 3.62e-05 | Speed: 4.33 it/s
[2026-01-28 10:08:02] Step 1500 | Loss: 0.108363 | LR: 3.75e-05 | Speed: 4.33 it/s
[2026-01-28 10:08:02] --- DiffReaper-6 Diagnostic [Step 1500] ---
[2026-01-28 10:08:02] Prompt: 'Hello! Tell me a story about a robot.'
[2026-01-28 10:08:02] Response: ', the the,..,, to the.. to,..., the the'
[2026-01-28 10:08:13] Step 1550 | Loss: 0.093708 | LR: 3.87e-05 | Speed: 4.33 it/s
[2026-01-28 10:08:25] Step 1600 | Loss: 0.068044 | LR: 4.00e-05 | Speed: 4.33 it/s
[2026-01-28 10:08:37] Step 1650 | Loss: 0.173991 | LR: 4.12e-05 | Speed: 4.33 it/s
[2026-01-28 10:08:48] Step 1700 | Loss: 0.143518 | LR: 4.25e-05 | Speed: 4.33 it/s
[2026-01-28 10:09:00] Step 1750 | Loss: 0.186624 | LR: 4.37e-05 | Speed: 4.33 it/s
[2026-01-28 10:09:11] Step 1800 | Loss: 0.161601 | LR: 4.50e-05 | Speed: 4.33 it/s
[2026-01-28 10:09:23] Step 1850 | Loss: 0.121069 | LR: 4.62e-05 | Speed: 4.33 it/s
[2026-01-28 10:09:34] Step 1900 | Loss: 0.057303 | LR: 4.75e-05 | Speed: 4.33 it/s
[2026-01-28 10:09:46] Step 1950 | Loss: 0.098007 | LR: 4.87e-05 | Speed: 4.33 it/s
[2026-01-28 10:09:57] Step 2000 | Loss: 0.089101 | LR: 5.00e-05 | Speed: 4.33 it/s
[2026-01-28 10:09:57] --- DiffReaper-6 Diagnostic [Step 2000] ---
[2026-01-28 10:09:58] Prompt: 'Hello! Tell me a story about a robot.'
[2026-01-28 10:09:58] Response: '.. the the the the, the.... the, the the the.. the.. the......, the the... the.. the the. and.,... and the the. the and the. the the. the... the the the and.. the the the.. the,. the and, and. and. the. the'
[2026-01-28 10:10:03] Uploading diffreaper6_step_2000.pt to HF...
[2026-01-28 10:10:54] Step 2050 | Loss: 0.093980 | LR: 5.00e-05 | Speed: 3.96 it/s
[2026-01-28 10:11:05] Step 2100 | Loss: 0.108762 | LR: 5.00e-05 | Speed: 3.96 it/s
[2026-01-28 10:11:17] Step 2150 | Loss: 0.039727 | LR: 5.00e-05 | Speed: 3.97 it/s
[2026-01-28 10:11:28] Step 2200 | Loss: 0.086362 | LR: 5.00e-05 | Speed: 3.98 it/s
[2026-01-28 10:11:40] Step 2250 | Loss: 0.185059 | LR: 5.00e-05 | Speed: 3.99 it/s
[2026-01-28 10:11:51] Step 2300 | Loss: 0.119646 | LR: 5.00e-05 | Speed: 3.99 it/s
[2026-01-28 10:12:03] Step 2350 | Loss: 0.137896 | LR: 5.00e-05 | Speed: 4.00 it/s
[2026-01-28 10:12:14] Step 2400 | Loss: 0.104417 | LR: 5.00e-05 | Speed: 4.01 it/s
[2026-01-28 10:12:26] Step 2450 | Loss: 0.119739 | LR: 5.00e-05 | Speed: 4.01 it/s
[2026-01-28 10:12:37] Step 2500 | Loss: 0.125765 | LR: 5.00e-05 | Speed: 4.02 it/s
[2026-01-28 10:12:37] --- DiffReaper-6 Diagnostic [Step 2500] ---
[2026-01-28 10:12:38] Prompt: 'Hello! Tell me a story about a robot.'
[2026-01-28 10:12:38] Response: ''
[2026-01-28 10:12:49] Step 2550 | Loss: 0.074895 | LR: 5.00e-05 | Speed: 4.02 it/s
[2026-01-28 10:13:01] Step 2600 | Loss: 0.069251 | LR: 5.00e-05 | Speed: 4.03 it/s
[2026-01-28 10:13:12] Step 2650 | Loss: 0.106569 | LR: 5.00e-05 | Speed: 4.03 it/s
[2026-01-28 10:13:24] Step 2700 | Loss: 0.131042 | LR: 5.00e-05 | Speed: 4.04 it/s
[2026-01-28 10:13:35] Step 2750 | Loss: 0.125045 | LR: 5.00e-05 | Speed: 4.04 it/s
[2026-01-28 10:13:47] Step 2800 | Loss: 0.184174 | LR: 5.00e-05 | Speed: 4.05 it/s
[2026-01-28 10:13:59] Step 2850 | Loss: 0.117418 | LR: 5.00e-05 | Speed: 4.05 it/s
[2026-01-28 10:14:10] Step 2900 | Loss: 0.097094 | LR: 5.00e-05 | Speed: 4.06 it/s
[2026-01-28 10:14:22] Step 2950 | Loss: 0.065409 | LR: 5.00e-05 | Speed: 4.06 it/s
[2026-01-28 10:14:33] Step 3000 | Loss: 0.090009 | LR: 5.00e-05 | Speed: 4.07 it/s
[2026-01-28 10:14:33] --- DiffReaper-6 Diagnostic [Step 3000] ---
[2026-01-28 10:14:33] Prompt: 'Hello! Tell me a story about a robot.'
[2026-01-28 10:14:33] Response: ''
[2026-01-28 10:14:45] Step 3050 | Loss: 0.118850 | LR: 5.00e-05 | Speed: 4.07 it/s
[2026-01-28 10:14:56] Step 3100 | Loss: 0.166300 | LR: 5.00e-05 | Speed: 4.07 it/s
[2026-01-28 10:15:08] Step 3150 | Loss: 0.031299 | LR: 5.00e-05 | Speed: 4.08 it/s
[2026-01-28 10:15:19] Step 3200 | Loss: 0.088729 | LR: 5.00e-05 | Speed: 4.08 it/s
[2026-01-28 10:15:31] Step 3250 | Loss: 0.138761 | LR: 5.00e-05 | Speed: 4.09 it/s
[2026-01-28 10:15:42] Step 3300 | Loss: 0.110872 | LR: 5.00e-05 | Speed: 4.09 it/s
[2026-01-28 10:15:54] Step 3350 | Loss: 0.052160 | LR: 5.00e-05 | Speed: 4.09 it/s
[2026-01-28 10:16:05] Step 3400 | Loss: 0.110461 | LR: 5.00e-05 | Speed: 4.10 it/s
[2026-01-28 10:16:17] Step 3450 | Loss: 0.064095 | LR: 5.00e-05 | Speed: 4.10 it/s
[2026-01-28 10:16:28] Step 3500 | Loss: 0.091887 | LR: 5.00e-05 | Speed: 4.10 it/s
[2026-01-28 10:16:28] --- DiffReaper-6 Diagnostic [Step 3500] ---
[2026-01-28 10:16:29] Prompt: 'Hello! Tell me a story about a robot.'
[2026-01-28 10:16:29] Response: '..'
[2026-01-28 10:16:40] Step 3550 | Loss: 0.081803 | LR: 5.00e-05 | Speed: 4.11 it/s
[2026-01-28 10:16:52] Step 3600 | Loss: 0.102860 | LR: 5.00e-05 | Speed: 4.11 it/s
[2026-01-28 10:17:03] Step 3650 | Loss: 0.073347 | LR: 5.00e-05 | Speed: 4.11 it/s
[2026-01-28 10:17:15] Step 3700 | Loss: 0.126462 | LR: 5.00e-05 | Speed: 4.12 it/s
[2026-01-28 10:17:26] Step 3750 | Loss: 0.106126 | LR: 5.00e-05 | Speed: 4.12 it/s
[2026-01-28 10:17:37] Step 3800 | Loss: 0.109474 | LR: 5.00e-05 | Speed: 4.12 it/s
[2026-01-28 10:17:49] Step 3850 | Loss: 0.149156 | LR: 5.00e-05 | Speed: 4.12 it/s
[2026-01-28 10:18:00] Step 3900 | Loss: 0.139089 | LR: 5.00e-05 | Speed: 4.13 it/s
[2026-01-28 10:18:12] Step 3950 | Loss: 0.078420 | LR: 5.00e-05 | Speed: 4.13 it/s
[2026-01-28 10:18:23] Step 4000 | Loss: 0.128806 | LR: 5.00e-05 | Speed: 4.13 it/s
[2026-01-28 10:18:23] --- DiffReaper-6 Diagnostic [Step 4000] ---
[2026-01-28 10:18:24] Prompt: 'Hello! Tell me a story about a robot.'
[2026-01-28 10:18:24] Response: '.........'
[2026-01-28 10:18:29] Uploading diffreaper6_step_4000.pt to HF...
[2026-01-28 10:19:22] Step 4050 | Loss: 0.062620 | LR: 5.00e-05 | Speed: 3.95 it/s
[2026-01-28 10:19:33] Step 4100 | Loss: 0.092960 | LR: 5.00e-05 | Speed: 3.95 it/s
[2026-01-28 10:19:45] Step 4150 | Loss: 0.074993 | LR: 5.00e-05 | Speed: 3.96 it/s
[2026-01-28 10:19:56] Step 4200 | Loss: 0.074877 | LR: 5.00e-05 | Speed: 3.96 it/s
[2026-01-28 10:20:07] Step 4250 | Loss: 0.079317 | LR: 5.00e-05 | Speed: 3.96 it/s
[2026-01-28 10:20:19] Step 4300 | Loss: 0.090219 | LR: 5.00e-05 | Speed: 3.97 it/s
[2026-01-28 10:20:30] Step 4350 | Loss: 0.059209 | LR: 5.00e-05 | Speed: 3.97 it/s
[2026-01-28 10:20:42] Step 4400 | Loss: 0.122156 | LR: 5.00e-05 | Speed: 3.98 it/s
[2026-01-28 10:20:53] Step 4450 | Loss: 0.071325 | LR: 5.00e-05 | Speed: 3.98 it/s
[2026-01-28 10:21:05] Step 4500 | Loss: 0.136109 | LR: 5.00e-05 | Speed: 3.98 it/s
[2026-01-28 10:21:05] --- DiffReaper-6 Diagnostic [Step 4500] ---
[2026-01-28 10:21:05] Prompt: 'Hello! Tell me a story about a robot.'
[2026-01-28 10:21:05] Response: ''
[2026-01-28 10:21:17] Step 4550 | Loss: 0.145108 | LR: 5.00e-05 | Speed: 3.99 it/s
[2026-01-28 10:21:28] Step 4600 | Loss: 0.042733 | LR: 5.00e-05 | Speed: 3.99 it/s
[2026-01-28 10:21:40] Step 4650 | Loss: 0.056805 | LR: 5.00e-05 | Speed: 3.99 it/s
[2026-01-28 10:21:51] Step 4700 | Loss: 0.056367 | LR: 5.00e-05 | Speed: 4.00 it/s
[2026-01-28 10:22:03] Step 4750 | Loss: 0.065548 | LR: 5.00e-05 | Speed: 4.00 it/s
[2026-01-28 10:22:14] Step 4800 | Loss: 0.085018 | LR: 5.00e-05 | Speed: 4.00 it/s
[2026-01-28 10:22:26] Step 4850 | Loss: 0.017790 | LR: 5.00e-05 | Speed: 4.01 it/s
[2026-01-28 10:22:37] Step 4900 | Loss: 0.120993 | LR: 5.00e-05 | Speed: 4.01 it/s
[2026-01-28 10:22:49] Step 4950 | Loss: 0.098603 | LR: 5.00e-05 | Speed: 4.01 it/s
[2026-01-28 10:23:00] Step 5000 | Loss: 0.083062 | LR: 5.00e-05 | Speed: 4.02 it/s
[2026-01-28 10:23:00] --- DiffReaper-6 Diagnostic [Step 5000] ---
[2026-01-28 10:23:01] Prompt: 'Hello! Tell me a story about a robot.'
[2026-01-28 10:23:01] Response: ''
[2026-01-28 10:23:12] Step 5050 | Loss: 0.136078 | LR: 5.00e-05 | Speed: 4.02 it/s
[2026-01-28 10:23:24] Step 5100 | Loss: 0.065976 | LR: 5.00e-05 | Speed: 4.02 it/s
[2026-01-28 10:23:35] Step 5150 | Loss: 0.027301 | LR: 5.00e-05 | Speed: 4.02 it/s
[2026-01-28 10:23:47] Step 5200 | Loss: 0.170086 | LR: 5.00e-05 | Speed: 4.03 it/s
[2026-01-28 10:23:58] Step 5250 | Loss: 0.090652 | LR: 5.00e-05 | Speed: 4.03 it/s
[2026-01-28 10:24:10] Step 5300 | Loss: 0.146422 | LR: 5.00e-05 | Speed: 4.03 it/s
[2026-01-28 10:24:21] Step 5350 | Loss: 0.054390 | LR: 5.00e-05 | Speed: 4.03 it/s
[2026-01-28 10:24:33] Step 5400 | Loss: 0.052965 | LR: 5.00e-05 | Speed: 4.04 it/s
[2026-01-28 10:24:44] Step 5450 | Loss: 0.076905 | LR: 5.00e-05 | Speed: 4.04 it/s
[2026-01-28 10:24:56] Step 5500 | Loss: 0.101218 | LR: 5.00e-05 | Speed: 4.04 it/s
[2026-01-28 10:24:56] --- DiffReaper-6 Diagnostic [Step 5500] ---
[2026-01-28 10:24:56] Prompt: 'Hello! Tell me a story about a robot.'
[2026-01-28 10:24:56] Response: ''
[2026-01-28 10:25:08] Step 5550 | Loss: 0.096307 | LR: 5.00e-05 | Speed: 4.04 it/s
[2026-01-28 10:25:19] Step 5600 | Loss: 0.111652 | LR: 5.00e-05 | Speed: 4.05 it/s
[2026-01-28 10:25:31] Step 5650 | Loss: 0.117951 | LR: 5.00e-05 | Speed: 4.05 it/s
[2026-01-28 10:25:43] Step 5700 | Loss: 0.111658 | LR: 5.00e-05 | Speed: 4.05 it/s
[2026-01-28 10:25:54] Step 5750 | Loss: 0.131122 | LR: 5.00e-05 | Speed: 4.05 it/s
[2026-01-28 10:26:06] Step 5800 | Loss: 0.054321 | LR: 5.00e-05 | Speed: 4.06 it/s
[2026-01-28 10:26:17] Step 5850 | Loss: 0.142768 | LR: 5.00e-05 | Speed: 4.06 it/s
[2026-01-28 10:26:29] Step 5900 | Loss: 0.051207 | LR: 5.00e-05 | Speed: 4.06 it/s
[2026-01-28 10:26:40] Step 5950 | Loss: 0.062731 | LR: 5.00e-05 | Speed: 4.06 it/s
[2026-01-28 10:26:52] Step 6000 | Loss: 0.169298 | LR: 5.00e-05 | Speed: 4.06 it/s
[2026-01-28 10:26:52] --- DiffReaper-6 Diagnostic [Step 6000] ---
[2026-01-28 10:26:52] Prompt: 'Hello! Tell me a story about a robot.'
[2026-01-28 10:26:52] Response: ''
[2026-01-28 10:26:58] Uploading diffreaper6_step_6000.pt to HF...
[2026-01-28 10:27:48] Step 6050 | Loss: 0.096225 | LR: 5.00e-05 | Speed: 3.95 it/s
[2026-01-28 10:27:59] Step 6100 | Loss: 0.025130 | LR: 5.00e-05 | Speed: 3.95 it/s
[2026-01-28 10:28:11] Step 6150 | Loss: 0.167280 | LR: 5.00e-05 | Speed: 3.95 it/s
[2026-01-28 10:28:22] Step 6200 | Loss: 0.104535 | LR: 5.00e-05 | Speed: 3.96 it/s
[2026-01-28 10:28:34] Step 6250 | Loss: 0.080572 | LR: 5.00e-05 | Speed: 3.96 it/s
[2026-01-28 10:28:45] Step 6300 | Loss: 0.051455 | LR: 5.00e-05 | Speed: 3.96 it/s
[2026-01-28 10:28:57] Step 6350 | Loss: 0.022109 | LR: 5.00e-05 | Speed: 3.97 it/s
[2026-01-28 10:29:08] Step 6400 | Loss: 0.110670 | LR: 5.00e-05 | Speed: 3.97 it/s
[2026-01-28 10:29:20] Step 6450 | Loss: 0.101431 | LR: 5.00e-05 | Speed: 3.97 it/s
[2026-01-28 10:29:31] Step 6500 | Loss: 0.081690 | LR: 5.00e-05 | Speed: 3.97 it/s
[2026-01-28 10:29:31] --- DiffReaper-6 Diagnostic [Step 6500] ---
[2026-01-28 10:29:32] Prompt: 'Hello! Tell me a story about a robot.'
[2026-01-28 10:29:32] Response: ''
[2026-01-28 10:29:43] Step 6550 | Loss: 0.031969 | LR: 5.00e-05 | Speed: 3.98 it/s
[2026-01-28 10:29:55] Step 6600 | Loss: 0.089200 | LR: 5.00e-05 | Speed: 3.98 it/s
[2026-01-28 10:30:06] Step 6650 | Loss: 0.163045 | LR: 5.00e-05 | Speed: 3.98 it/s
[2026-01-28 10:30:18] Step 6700 | Loss: 0.096775 | LR: 5.00e-05 | Speed: 3.98 it/s
[2026-01-28 10:30:29] Step 6750 | Loss: 0.038136 | LR: 5.00e-05 | Speed: 3.99 it/s
[2026-01-28 10:30:41] Step 6800 | Loss: 0.140960 | LR: 5.00e-05 | Speed: 3.99 it/s
[2026-01-28 10:38:02] Initializing DiffReaper-6 (DifferenceLabs)...
[2026-01-28 10:38:13] Loading Dataset (Conversational Focus)...
[2026-01-28 10:38:15] DiffReaper-6 Training Started.
[2026-01-28 10:38:16] Step 0 | Loss: 0.264430 | LR: 0.00e+00 | Speed: 1.48 it/s
[2026-01-28 10:38:27] Step 50 | Loss: 0.208394 | LR: 1.20e-06 | Speed: 4.24 it/s
[2026-01-28 10:38:39] Step 100 | Loss: 0.164046 | LR: 2.50e-06 | Speed: 4.30 it/s
[2026-01-28 10:38:50] Step 150 | Loss: 0.177519 | LR: 3.70e-06 | Speed: 4.34 it/s
[2026-01-28 10:38:58] Initializing DiffReaper-6 (DifferenceLabs)...
[2026-01-28 10:39:02] Step 200 | Loss: 0.259050 | LR: 5.00e-06 | Speed: 4.35 it/s
[2026-01-28 10:39:09] Loading Dataset (Conversational Focus)...
[2026-01-28 10:39:11] DiffReaper-6 Training Started.
[2026-01-28 10:39:12] Step 0 | Loss: 0.104277 | LR: 0.00e+00 | Speed: 1.17 it/s
[2026-01-28 10:39:14] Step 250 | Loss: 0.209021 | LR: 6.20e-06 | Speed: 4.28 it/s
[2026-01-28 10:39:36] Initializing DiffReaper-6 (DifferenceLabs)...
[2026-01-28 10:39:46] Loading Dataset (Conversational Focus)...
[2026-01-28 10:39:48] DiffReaper-6 Training Started.
[2026-01-28 10:39:49] Step 0 | Loss: 0.219953 | LR: 0.00e+00 | Speed: 1.53 it/s
[2026-01-28 10:40:00] Step 50 | Loss: 0.233822 | LR: 1.20e-06 | Speed: 4.17 it/s
[2026-01-28 10:40:12] Step 100 | Loss: 0.141279 | LR: 2.50e-06 | Speed: 4.23 it/s
[2026-01-28 10:40:23] Step 150 | Loss: 0.108951 | LR: 3.70e-06 | Speed: 4.27 it/s
[2026-01-28 10:40:35] Step 200 | Loss: 0.084777 | LR: 5.00e-06 | Speed: 4.29 it/s
[2026-01-28 10:40:46] Step 250 | Loss: 0.214907 | LR: 6.20e-06 | Speed: 4.31 it/s
[2026-01-28 10:40:58] Step 300 | Loss: 0.244203 | LR: 7.50e-06 | Speed: 4.31 it/s
[2026-01-28 10:41:09] Step 350 | Loss: 0.105432 | LR: 8.70e-06 | Speed: 4.32 it/s
[2026-01-28 10:41:21] Step 400 | Loss: 0.200470 | LR: 1.00e-05 | Speed: 4.32 it/s
[2026-01-28 10:41:32] Step 450 | Loss: 0.117323 | LR: 1.12e-05 | Speed: 4.32 it/s
[2026-01-28 10:41:44] Step 500 | Loss: 0.178847 | LR: 1.25e-05 | Speed: 4.32 it/s
[2026-01-28 10:41:44] --- DiffReaper-6 Diagnostic [Step 500] ---
[2026-01-28 10:41:44] Prompt: 'Hello! Tell me a story about a robot.'
[2026-01-28 10:41:44] Response: ''
[2026-01-28 10:41:56] Step 550 | Loss: 0.151509 | LR: 1.37e-05 | Speed: 4.31 it/s
[2026-01-28 10:42:07] Step 600 | Loss: 0.200565 | LR: 1.50e-05 | Speed: 4.31 it/s
[2026-01-28 10:42:19] Step 650 | Loss: 0.167721 | LR: 1.62e-05 | Speed: 4.32 it/s
[2026-01-28 10:42:30] Step 700 | Loss: 0.177636 | LR: 1.75e-05 | Speed: 4.32 it/s
[2026-01-28 10:42:42] Step 750 | Loss: 0.111848 | LR: 1.87e-05 | Speed: 4.32 it/s
[2026-01-28 10:42:53] Step 800 | Loss: 0.154761 | LR: 2.00e-05 | Speed: 4.32 it/s
[2026-01-28 10:43:05] Step 850 | Loss: 0.108399 | LR: 2.12e-05 | Speed: 4.33 it/s
[2026-01-28 10:43:16] Step 900 | Loss: 0.139020 | LR: 2.25e-05 | Speed: 4.33 it/s
[2026-01-28 10:43:28] Step 950 | Loss: 0.147052 | LR: 2.37e-05 | Speed: 4.33 it/s
[2026-01-28 10:43:40] Step 1000 | Loss: 0.076133 | LR: 2.50e-05 | Speed: 4.32 it/s
[2026-01-28 10:43:40] --- DiffReaper-6 Diagnostic [Step 1000] ---
[2026-01-28 10:43:40] Prompt: 'Hello! Tell me a story about a robot.'
[2026-01-28 10:43:40] Response: '...... the........'
[2026-01-28 10:43:51] Step 1050 | Loss: 0.128835 | LR: 2.62e-05 | Speed: 4.32 it/s
[2026-01-28 10:44:03] Step 1100 | Loss: 0.097552 | LR: 2.75e-05 | Speed: 4.32 it/s
[2026-01-28 10:44:14] Step 1150 | Loss: 0.179753 | LR: 2.87e-05 | Speed: 4.32 it/s
[2026-01-28 10:44:26] Step 1200 | Loss: 0.127252 | LR: 3.00e-05 | Speed: 4.32 it/s
[2026-01-28 10:44:37] Step 1250 | Loss: 0.070038 | LR: 3.12e-05 | Speed: 4.33 it/s
[2026-01-28 10:44:49] Step 1300 | Loss: 0.094586 | LR: 3.25e-05 | Speed: 4.33 it/s
[2026-01-28 10:45:00] Step 1350 | Loss: 0.220502 | LR: 3.37e-05 | Speed: 4.33 it/s
[2026-01-28 10:45:12] Step 1400 | Loss: 0.098690 | LR: 3.50e-05 | Speed: 4.33 it/s
[2026-01-28 10:45:23] Step 1450 | Loss: 0.126949 | LR: 3.62e-05 | Speed: 4.33 it/s
[2026-01-28 10:45:35] Step 1500 | Loss: 0.043959 | LR: 3.75e-05 | Speed: 4.33 it/s
[2026-01-28 10:45:35] --- DiffReaper-6 Diagnostic [Step 1500] ---
[2026-01-28 10:45:35] Prompt: 'Hello! Tell me a story about a robot.'
[2026-01-28 10:45:35] Response: ',.. the a.,. the. and. and,...... the of the the and.. a. the. and and,.. the..,. and, and,.., and and the the.'
[2026-01-28 10:45:47] Step 1550 | Loss: 0.150234 | LR: 3.87e-05 | Speed: 4.33 it/s
[2026-01-28 10:45:58] Step 1600 | Loss: 0.080693 | LR: 4.00e-05 | Speed: 4.33 it/s
[2026-01-28 10:46:10] Step 1650 | Loss: 0.136036 | LR: 4.12e-05 | Speed: 4.33 it/s
[2026-01-28 10:46:21] Step 1700 | Loss: 0.070312 | LR: 4.25e-05 | Speed: 4.33 it/s
[2026-01-28 10:46:33] Step 1750 | Loss: 0.149436 | LR: 4.37e-05 | Speed: 4.33 it/s
[2026-01-28 10:46:44] Step 1800 | Loss: 0.126840 | LR: 4.50e-05 | Speed: 4.33 it/s
[2026-01-28 10:46:56] Step 1850 | Loss: 0.100248 | LR: 4.62e-05 | Speed: 4.33 it/s
[2026-01-28 10:47:07] Step 1900 | Loss: 0.151892 | LR: 4.75e-05 | Speed: 4.33 it/s
[2026-01-28 10:47:19] Step 1950 | Loss: 0.043785 | LR: 4.87e-05 | Speed: 4.33 it/s
[2026-01-28 10:47:30] Step 2000 | Loss: 0.106149 | LR: 5.00e-05 | Speed: 4.33 it/s
[2026-01-28 10:47:30] --- DiffReaper-6 Diagnostic [Step 2000] ---
[2026-01-28 10:47:31] Prompt: 'Hello! Tell me a story about a robot.'
[2026-01-28 10:47:31] Response: ',,, the, the the,. the and,,.,,, the., and,,,,,,,,,,,,,,'
[2026-01-28 10:47:35] Uploading diffreaper6_step_2000.pt to HF...
[2026-01-28 10:48:27] Step 2050 | Loss: 0.081378 | LR: 5.00e-05 | Speed: 3.95 it/s
[2026-01-28 10:48:39] Step 2100 | Loss: 0.152371 | LR: 5.00e-05 | Speed: 3.96 it/s
[2026-01-28 10:48:50] Step 2150 | Loss: 0.086664 | LR: 5.00e-05 | Speed: 3.97 it/s
[2026-01-28 10:49:02] Step 2200 | Loss: 0.039958 | LR: 5.00e-05 | Speed: 3.97 it/s
[2026-01-28 10:49:13] Step 2250 | Loss: 0.124429 | LR: 5.00e-05 | Speed: 3.98 it/s
[2026-01-28 10:49:25] Step 2300 | Loss: 0.111083 | LR: 5.00e-05 | Speed: 3.99 it/s
[2026-01-28 10:49:36] Step 2350 | Loss: 0.120584 | LR: 5.00e-05 | Speed: 4.00 it/s
[2026-01-28 10:49:48] Step 2400 | Loss: 0.075509 | LR: 5.00e-05 | Speed: 4.00 it/s
[2026-01-28 10:49:59] Step 2450 | Loss: 0.093819 | LR: 5.00e-05 | Speed: 4.01 it/s
[2026-01-28 10:50:11] Step 2500 | Loss: 0.119486 | LR: 5.00e-05 | Speed: 4.02 it/s
[2026-01-28 10:50:11] --- DiffReaper-6 Diagnostic [Step 2500] ---
[2026-01-28 10:50:11] Prompt: 'Hello! Tell me a story about a robot.'
[2026-01-28 10:50:11] Response: ''
[2026-01-28 10:50:23] Step 2550 | Loss: 0.126729 | LR: 5.00e-05 | Speed: 4.02 it/s
[2026-01-28 10:50:34] Step 2600 | Loss: 0.218718 | LR: 5.00e-05 | Speed: 4.03 it/s
[2026-01-28 10:50:46] Step 2650 | Loss: 0.035579 | LR: 5.00e-05 | Speed: 4.03 it/s
[2026-01-28 10:50:57] Step 2700 | Loss: 0.123904 | LR: 5.00e-05 | Speed: 4.04 it/s
[2026-01-28 10:51:09] Step 2750 | Loss: 0.088430 | LR: 5.00e-05 | Speed: 4.04 it/s
[2026-01-28 10:51:20] Step 2800 | Loss: 0.083285 | LR: 5.00e-05 | Speed: 4.05 it/s
[2026-01-28 10:51:32] Step 2850 | Loss: 0.164034 | LR: 5.00e-05 | Speed: 4.05 it/s
[2026-01-28 10:51:43] Step 2900 | Loss: 0.078987 | LR: 5.00e-05 | Speed: 4.06 it/s
[2026-01-28 10:51:54] Step 2950 | Loss: 0.115991 | LR: 5.00e-05 | Speed: 4.06 it/s
[2026-01-28 10:52:06] Step 3000 | Loss: 0.055865 | LR: 5.00e-05 | Speed: 4.07 it/s
[2026-01-28 10:52:06] --- DiffReaper-6 Diagnostic [Step 3000] ---
[2026-01-28 10:52:06] Prompt: 'Hello! Tell me a story about a robot.'
[2026-01-28 10:52:06] Response: 'the, the, the the,, the the, the the'
[2026-01-28 10:52:18] Step 3050 | Loss: 0.080729 | LR: 5.00e-05 | Speed: 4.07 it/s
[2026-01-28 10:52:30] Step 3100 | Loss: 0.074526 | LR: 5.00e-05 | Speed: 4.07 it/s
[2026-01-28 10:52:41] Step 3150 | Loss: 0.150475 | LR: 5.00e-05 | Speed: 4.08 it/s
[2026-01-28 10:52:52] Step 3200 | Loss: 0.100052 | LR: 5.00e-05 | Speed: 4.08 it/s
[2026-01-28 10:53:04] Step 3250 | Loss: 0.143976 | LR: 5.00e-05 | Speed: 4.08 it/s
[2026-01-28 10:53:15] Step 3300 | Loss: 0.123949 | LR: 5.00e-05 | Speed: 4.09 it/s
[2026-01-28 10:53:27] Step 3350 | Loss: 0.070347 | LR: 5.00e-05 | Speed: 4.09 it/s
[2026-01-28 10:53:38] Step 3400 | Loss: 0.113332 | LR: 5.00e-05 | Speed: 4.10 it/s
[2026-01-28 10:53:50] Step 3450 | Loss: 0.084476 | LR: 5.00e-05 | Speed: 4.10 it/s
[2026-01-28 10:54:02] Step 3500 | Loss: 0.087843 | LR: 5.00e-05 | Speed: 4.10 it/s
[2026-01-28 10:54:02] --- DiffReaper-6 Diagnostic [Step 3500] ---
[2026-01-28 10:54:02] Prompt: 'Hello! Tell me a story about a robot.'
[2026-01-28 10:54:02] Response: ''
[2026-01-28 10:54:13] Step 3550 | Loss: 0.073575 | LR: 5.00e-05 | Speed: 4.10 it/s
[2026-01-28 10:54:25] Step 3600 | Loss: 0.053824 | LR: 5.00e-05 | Speed: 4.11 it/s
[2026-01-28 10:54:37] Step 3650 | Loss: 0.112263 | LR: 5.00e-05 | Speed: 4.11 it/s
[2026-01-28 10:54:48] Step 3700 | Loss: 0.069817 | LR: 5.00e-05 | Speed: 4.11 it/s
[2026-01-28 10:55:00] Step 3750 | Loss: 0.044363 | LR: 5.00e-05 | Speed: 4.12 it/s
[2026-01-28 10:55:11] Step 3800 | Loss: 0.107627 | LR: 5.00e-05 | Speed: 4.12 it/s
[2026-01-28 10:55:23] Step 3850 | Loss: 0.083426 | LR: 5.00e-05 | Speed: 4.12 it/s
[2026-01-28 10:55:34] Step 3900 | Loss: 0.093993 | LR: 5.00e-05 | Speed: 4.12 it/s
[2026-01-28 10:55:45] Step 3950 | Loss: 0.161591 | LR: 5.00e-05 | Speed: 4.13 it/s
[2026-01-28 10:55:57] Step 4000 | Loss: 0.125073 | LR: 5.00e-05 | Speed: 4.13 it/s
[2026-01-28 10:55:57] --- DiffReaper-6 Diagnostic [Step 4000] ---
[2026-01-28 10:55:57] Prompt: 'Hello! Tell me a story about a robot.'
[2026-01-28 10:55:57] Response: ''
[2026-01-28 10:56:02] Uploading diffreaper6_step_4000.pt to HF...
[2026-01-28 10:56:52] Step 4050 | Loss: 0.077588 | LR: 5.00e-05 | Speed: 3.95 it/s
[2026-01-28 10:57:04] Step 4100 | Loss: 0.089290 | LR: 5.00e-05 | Speed: 3.96 it/s
[2026-01-28 10:57:15] Step 4150 | Loss: 0.075733 | LR: 5.00e-05 | Speed: 3.96 it/s
[2026-01-28 10:57:27] Step 4200 | Loss: 0.072602 | LR: 5.00e-05 | Speed: 3.97 it/s
[2026-01-28 10:57:38] Step 4250 | Loss: 0.046673 | LR: 5.00e-05 | Speed: 3.97 it/s
[2026-01-28 10:57:50] Step 4300 | Loss: 0.080939 | LR: 5.00e-05 | Speed: 3.98 it/s
[2026-01-28 10:58:01] Step 4350 | Loss: 0.066202 | LR: 5.00e-05 | Speed: 3.98 it/s
[2026-01-28 10:58:13] Step 4400 | Loss: 0.063794 | LR: 5.00e-05 | Speed: 3.98 it/s
[2026-01-28 10:58:24] Step 4450 | Loss: 0.062679 | LR: 5.00e-05 | Speed: 3.99 it/s
[2026-01-28 10:58:36] Step 4500 | Loss: 0.090199 | LR: 5.00e-05 | Speed: 3.99 it/s
[2026-01-28 10:58:36] --- DiffReaper-6 Diagnostic [Step 4500] ---
[2026-01-28 10:58:36] Prompt: 'Hello! Tell me a story about a robot.'
[2026-01-28 10:58:36] Response: ''
[2026-01-28 10:58:48] Step 4550 | Loss: 0.102497 | LR: 5.00e-05 | Speed: 3.99 it/s
[2026-01-28 10:58:59] Step 4600 | Loss: 0.015137 | LR: 5.00e-05 | Speed: 4.00 it/s
[2026-01-28 10:59:11] Step 4650 | Loss: 0.040255 | LR: 5.00e-05 | Speed: 4.00 it/s
[2026-01-28 10:59:22] Step 4700 | Loss: 0.063661 | LR: 5.00e-05 | Speed: 4.00 it/s
[2026-01-28 10:59:34] Step 4750 | Loss: 0.020966 | LR: 5.00e-05 | Speed: 4.01 it/s
[2026-01-28 10:59:45] Step 4800 | Loss: 0.037745 | LR: 5.00e-05 | Speed: 4.01 it/s
[2026-01-28 10:59:57] Step 4850 | Loss: 0.056620 | LR: 5.00e-05 | Speed: 4.01 it/s
[2026-01-28 11:00:08] Step 4900 | Loss: 0.212152 | LR: 5.00e-05 | Speed: 4.02 it/s
[2026-01-28 11:00:20] Step 4950 | Loss: 0.076762 | LR: 5.00e-05 | Speed: 4.02 it/s
[2026-01-28 11:00:31] Step 5000 | Loss: 0.047768 | LR: 5.00e-05 | Speed: 4.02 it/s
[2026-01-28 11:00:31] --- DiffReaper-6 Diagnostic [Step 5000] ---
[2026-01-28 11:00:32] Prompt: 'Hello! Tell me a story about a robot.'
[2026-01-28 11:00:32] Response: ''
[2026-01-28 11:00:43] Step 5050 | Loss: 0.120309 | LR: 5.00e-05 | Speed: 4.02 it/s
[2026-01-28 11:00:55] Step 5100 | Loss: 0.057483 | LR: 5.00e-05 | Speed: 4.03 it/s
[2026-01-28 11:01:06] Step 5150 | Loss: 0.041293 | LR: 5.00e-05 | Speed: 4.03 it/s
[2026-01-28 11:01:18] Step 5200 | Loss: 0.125689 | LR: 5.00e-05 | Speed: 4.03 it/s
[2026-01-28 11:01:29] Step 5250 | Loss: 0.068589 | LR: 5.00e-05 | Speed: 4.04 it/s
[2026-01-28 11:01:41] Step 5300 | Loss: 0.115552 | LR: 5.00e-05 | Speed: 4.04 it/s
[2026-01-28 11:01:52] Step 5350 | Loss: 0.080461 | LR: 5.00e-05 | Speed: 4.04 it/s
[2026-01-28 11:02:04] Step 5400 | Loss: 0.107667 | LR: 5.00e-05 | Speed: 4.04 it/s
[2026-01-28 11:02:15] Step 5450 | Loss: 0.041448 | LR: 5.00e-05 | Speed: 4.05 it/s
[2026-01-28 11:02:27] Step 5500 | Loss: 0.082175 | LR: 5.00e-05 | Speed: 4.05 it/s
[2026-01-28 11:02:27] --- DiffReaper-6 Diagnostic [Step 5500] ---
[2026-01-28 11:02:27] Prompt: 'Hello! Tell me a story about a robot.'
[2026-01-28 11:02:27] Response: ''
[2026-01-28 11:02:39] Step 5550 | Loss: 0.165443 | LR: 5.00e-05 | Speed: 4.05 it/s
[2026-01-28 11:02:50] Step 5600 | Loss: 0.148163 | LR: 5.00e-05 | Speed: 4.05 it/s
[2026-01-28 11:03:02] Step 5650 | Loss: 0.089955 | LR: 5.00e-05 | Speed: 4.05 it/s
[2026-01-28 11:03:13] Step 5700 | Loss: 0.048844 | LR: 5.00e-05 | Speed: 4.06 it/s
[2026-01-28 11:03:25] Step 5750 | Loss: 0.116412 | LR: 5.00e-05 | Speed: 4.06 it/s
[2026-01-28 11:03:36] Step 5800 | Loss: 0.088483 | LR: 5.00e-05 | Speed: 4.06 it/s
[2026-01-28 11:03:48] Step 5850 | Loss: 0.084111 | LR: 5.00e-05 | Speed: 4.06 it/s
[2026-01-28 11:03:59] Step 5900 | Loss: 0.143035 | LR: 5.00e-05 | Speed: 4.07 it/s
[2026-01-28 11:04:11] Step 5950 | Loss: 0.077699 | LR: 5.00e-05 | Speed: 4.07 it/s
[2026-01-28 11:04:22] Step 6000 | Loss: 0.073381 | LR: 5.00e-05 | Speed: 4.07 it/s
[2026-01-28 11:04:22] --- DiffReaper-6 Diagnostic [Step 6000] ---
[2026-01-28 11:04:22] Prompt: 'Hello! Tell me a story about a robot.'
[2026-01-28 11:04:22] Response: ''
[2026-01-28 11:04:27] Uploading diffreaper6_step_6000.pt to HF...