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GPU
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VRAM
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DISK FREE
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UPTIME
PIPELINE
LABELS
→
DISTILL
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COMPRESS
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EXPORT
QUICK ACTIONS
ACTIVE JOBS
No active jobs.
TEACHER REGISTRY
Loading the live teacher registry…
MULTI-TEACHER ROUTING
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Teachers Total
REAL
Registry Source
LOCAL
Weight Loading
Teacher placement depends on the selected fleet and dtype. The cards above are loaded from the live registry.
STUDENT MODELS
| Name | Size | Actions |
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DISTILLATION
Variant
Action Head
TRAINING STATUS
0
STEP
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LOSS
IDLE
PHASE
RECORDED TRAINING LOSS
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RECORDED LOSS REDUCTION
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COMPRESSION
Target Bits
Action Head Bits
BENCHMARK SUITE
HISTORY
| ID | Model | Latency | Throughput | Compression |
|---|
ROBOT EMBODIMENTS
INFERENCE
Instruction
ASYNC ENGINE
OFF
STATUS
0
FRAMES
0
ACTIONS
EXPORT
TENSORRT
Jetson / L4
COREML
Apple Neural Engine
MLX
Apple Silicon
ONNX
Universal
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EVALUATIONS
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BEST SUCCESS RATE
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BEST BENCHMARK
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LATENCY (P50)
VLA EVALUATION RESULTS
Task success rates from vla-evaluation-harness (LIBERO, SimplerEnv, VLABench)
| BENCHMARK | SUCCESS RATE | TASKS | EPISODES | LATENCY | VARIANT | TIMESTAMP |
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COMPLETED
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PRUNED
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GPU TIME SAVED
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BEST SCORE
BEST CONFIGURATION
No experiments found. Run: forge hyperparam auto --trials 30
AUTO-HP TRIALS
| TRIAL | STATUS | SCORE | FPS | LOSS↓ | COMPRESS | LORA | HEAD | LR |
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