Adds launch structure (bundles, snipers, dev)
TRAIN v0.18
Adds launch structure — bundled buys in the creation slot, snipers in the first 10 seconds and how much they've sold, first-minute buying, organic-volume checks (volume per wallet, back-and-forth wallets, tiny bump trades), KOL buys, and the dev's launches across all pump.fun coins.
Completedpreviously deployed
Definition
Model type
Decision-tree ensemble
Signals used
Market + wallets + launch structure
Technical details
max_depth
2
subsample
0.8
n_estimators
200
learning_rate
0.05
min_samples_leaf
10
Random seed
1018
Config hash
7340b8b11b56d9f3
Created
05 Oct 17:07
Completed
05 Oct 17:09
Artifact
models/v0.18/model.json
sha256 1a2ded7a90800f3f…
Dataset & compute
Dataset
Solana Launch Dataset v10
7,170 snapshots · 1,439 launches · sha256 94c2078b7766
Training runs
1
Compute
TRAIN training server (CPU)
GPU hours
—
no GPU used
CPU time
103.5 s
Provider cost
$0.00
nothing purchased
Benchmarks
held-out test set · change vs v0.17
Spotting crashes (−70% within 1h)
0.961
↑ +0.013
Spotting survivors (still traded after 1h)
0.960
↑ +0.014
Spotting 2× runs (within 1h)
0.855
↑ +0.025
Calling the 1h direction (down / flat / up)
56.0%
↑ +4.9pt
Spotting creator dumps (within 1h)
0.871
↑ +0.036
Spotting crashes (within 6h)
insufficient data
—
Spotting survivors (6h)
insufficient data
—
Calling the 6h direction
insufficient data
—
Spotting survivors (24h)
insufficient data
—
Spotting migrations (within 24h)
insufficient data
—
Validation metrics (during training)
collapse_1h
AUC 0.995
n=809
collapse_6h
—
n=0
reach_2x_1h
AUC 0.923
n=809
survival_1h
AUC 0.961
n=809
survival_6h
—
n=0
survival_24h
—
n=0
migration_24h
—
n=0
trajectory_1h
acc 97.7%
n=809
trajectory_6h
—
n=0
creator_exit_1h
AUC 0.797
n=202
Validation launches are separate from training launches and from the locked test set. Benchmarks above are the public numbers.
What this version relies on
held-out validation launches
Collapse risk · 1h
Volatility, last 5 minutes−0.014
Trades per wallet−0.005
Buy share of volume, last 5 minutes−0.002
Creator's current holding−0.001
Holder growth, last 5 minutes−0.001
Trades, last 5 minutes−0.001
Survival · 1h
Net SOL into the curve−0.126
Buy share of volume since launch−0.011
Creator's current holding−0.010
Volume acceleration−0.006
Share of tiny (<$3) trades−0.005
Buy volume from profitable wallets−0.005
Reaches 2× · 1h
Price change, last minute−0.035
Holders (from trades)−0.032
Net SOL into the curve−0.026
Holder growth, last 5 minutes−0.021
Creator's current holding−0.017
Buy share of volume since launch−0.012
Creator exit · 1h
Creator's current holding−0.071
Net SOL into the curve−0.062
Age of the launch−0.036
Buy share of volume since launch−0.016
Buy share of volume, last 5 minutes−0.009
Volume acceleration−0.009
For each signal, how much the score drops when that signal is scrambled across launches. TRAIN learns these weights itself from the data; nobody hand-codes them.
Training runs
Attempt 1Succeeded
05 Oct 17:07 · 00:01:39 · 6,361 examples · $0.00
Timeline
- 05 Oct 17:09TRAIN v0.18 deployed — now liveaverage score across 5 tests 0.843 vs 0.822 for the live v0.09
- 05 Oct 17:09Benchmark completed: TRAIN v0.18Crash-spotting score: 0.956 (n=491).
- 05 Oct 17:09Benchmark started: TRAIN v0.18
- 05 Oct 17:09Training completed: TRAIN v0.1800:01:39 · trained on 6361 examples · $0 compute cost
- 05 Oct 17:07Training started: TRAIN v0.18Solana Launch Dataset v10 · decision-tree ensemble · TRAIN training server
- 05 Oct 17:07TRAIN v0.18 queuedAdds launch structure — bundled buys in the creation slot, snipers in the first 10 seconds and how much they've sold, first-minute buying, organic-volume checks (volume per wallet, back-and-forth wallets, tiny bump trades), KOL buys, and the dev's launches across all pump.fun coins.