super_chat_20260225204011_4kh2activechat17.44M params8m 18s elapsed · ~18h 39m remaining
8L / 384D / 8H · helios · bpe-4k · adamw· Created Feb 25, 2026 8:41 PM
Step 368 / 50,0000.7%
6.3590
Loss?
6.2361
Best Loss?
-24.0% from start
-
Val Loss?
2.16e-5
Learning Rate?
7,567
Throughput?
tok/s (avg)
1,354
Speed?
ms/iter (avg)
0.724
Grad Norm?
avg: 0.759
3.77M
Tokens
processed
314ms
Forward
23% of step
1000ms
Backward
74% of step
13ms
GPU Sync
1% of step
788
GPU Ops
per step
2.6%
MFU
model FLOPS util
3.2x
Bwd/Fwd
ratio
Loss Curve ?
Validation / selection
Run diagnostics
Gradient + Loss
Train/val loss with validation, warmup, overfit, and instability markers.
Search-aware view
Architecture
Layers?8
Embedding?384
Heads?8
Vocab?4,000
Context?512
Dropout?0.1
Parameters?17.44M
Training Config
Total iters?50,000
Batch size?20
Max LR?0.00005
Optimizer?adamw
Backend?helios
Tokenizer?bpe-4k
Seed?42
Weight decay?0.1
Grad clip?1
Eval interval?500
GPU & VRAM
Learning Rate
Grad Norm
Step Time Breakdown
Step Time Breakdown
Clip Telemetry
Checkpoints (0) ?
No checkpoints saved
{
"vocabSize": 4000,
"blockSize": 512,
"nLayer": 8,
"nEmbd": 384,
"nHead": 8,
"dropout": 0.1,
"ffnActivation": "gelu"
}{
"iters": 50000,
"batchSize": 20,
"lr": 0.00005,
"lrMin": 0.000005,
"warmupIters": 1000,
"beta1": 0.9,
"beta2": 0.95,
"eps": 0.000001,
"weightDecay": 0.1,
"gradClip": 1,
"evalInterval": 500,
"evalIters": 10,
"seed": 42,
"backend": "helios",
"tokenizer": "bpe-4k",
"optimizer": "adamw",
"logLevel": "info",
"trace": false,
"gradAccumSteps": 1,
"sampleInterval": 500,
"spikeThreshold": 0,
"syncEvery": 1,
"gcEvery": 0,
"packed": false,
"symbio": false,
"symbioConfig": null
}