concordance-v5staleconcordance34.16M params2h 23m elapsed · Updated 35d ago
8L / 512D / 8H · helios · bpe-8k · adamw· Created Mar 9, 2026 1:41 AM
Step 3,775 / 100,0003.8%
1.1244
Loss?
1.0618
Best Loss?
-87.6% from start
1.1277
Val Loss?
best: 1.1277
5.98e-4
Learning Rate?
7,154
Throughput?
tok/s (avg)
2,290
Speed?
ms/iter (avg)
0.192
Grad Norm?
avg: 0.162
61.82M
Tokens
processed
Loss Curve ? click any chart to add markers
?
?
?
?
Architecture
Layers?8
Embedding?512
Heads?8
Vocab?8,000
Context?512
Dropout?0
Parameters?34.16M
Training Config
Total iters?100,000
Batch size?32
Max LR?0.0006
Optimizer?adamw
Backend?helios
Tokenizer?bpe-8k
Seed?42
Weight decay?0.1
Grad clip?1
Eval interval?250
Throughput (tok/s)
Step Time (ms/iter)
GPU & VRAM
No GPU data
Perplexity
Train/Val Gap
Learning Rate
Grad Norm
Smoothed Loss (EMA)
Loss Velocity
Gradient Clipping
GPU Operations
Step Time Breakdown
No timing data
Timing Phase Lines
No timing data
Backward / Forward Ratio
No timing data
Transformer Layer Analysis
Gradient Norm Heatmap
Per-Layer Gradient Evolution
Checkpoints (0) ?
No checkpoints saved
Sample Generations (3)
#CheckpointPrompt (preview)Generated
1-The 35d ago
Prompt
The
Output
The Raut make um ; I Spanish 23sis, henS 04risUA6esbody dsnSool has AGeno Ho sudSzestós aros si 817 Loperse, seriknowledor the EquZon Tjo ltarpicomanddu
2-When in the Course of human events35d ago
Prompt
When in the Course of human events
Output
When in the Course of human eventse smilusu. It was n t 't they mako Henganhae ą opkariil, Hel. Hotquay, Los Sa?, beavy Sedset sermemation of er ( Strwe3 back DUe forf
i all aggo ina icenderihim
3-It was a dark and stormy35d ago
Prompt
It was a dark and stormy
Output
It was a dark and stormydintkswashondo green oktrits (safasand ahaman, erwe lasople of are killemica biamitęcmandentesēot ent en Blfriown ongimfrdoaus S. L pbifiall Udback T
Model Config (JSON)
{
"vocabSize": 8000,
"blockSize": 512,
"nLayer": 8,
"nEmbd": 512,
"nHead": 8,
"dropout": 0,
"ffnActivation": "swiglu"
}Training Config (JSON)
{
"iters": 100000,
"batchSize": 32,
"lr": 0.0006,
"lrMin": 0.00006,
"warmupIters": 200,
"beta1": 0.9,
"beta2": 0.95,
"eps": 1e-8,
"weightDecay": 0.1,
"gradClip": 1,
"evalInterval": 250,
"evalIters": 10,
"seed": 42,
"backend": "helios",
"tokenizer": "bpe-8k",
"optimizer": "adamw",
"logLevel": "info",
"logEvery": 25,
"trace": false,
"gradAccumSteps": 1,
"sampleInterval": 5000,
"spikeThreshold": 0,
"embGradScale": 1,
"syncEvery": 0,
"gcEvery": 0,
"packed": true,
"symbio": false,
"symbioConfig": null
}