Instructions to use TokenBender/glm47-bank-account-official-grpo20 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use TokenBender/glm47-bank-account-official-grpo20 with PEFT:
Task type is invalid.
- Notebooks
- Google Colab
- Kaggle
GLM-4.7 Bank Account Official GRPO20
Complete training and evaluation artifacts for the execution-grounded GRPO run tracked in issue #111.
This repository is public with manual access approval. It contains model adapters, per-rank resume state, generated rollouts, detailed execution evidence, and offline W&B bundles. It does not duplicate the third-party GLM-4.7-Flash base weights or contain access credentials.
Result
| Surface | Result |
|---|---|
| GRPO updates | 20/20 completed |
| Final in-training strict reward | 111/256 (43.3594%) |
| Official bank-account full-solve evaluation | 57/64 (89.0625%) |
| Format or compilation failures in official eval | 0/64 |
| Remaining official-eval failures | 7 stale-balance-after-reopen failures |
The official evaluation is an intentional exact-task overfit measurement, not held-out generalization evidence. The training manifest explicitly declares bank-account as an authorized official target with zero validation rows.
Fixed26 four-trial evaluation
The best saved checkpoint, iter_0000019, was also evaluated with the same fixed26 method used for Synth-v1 epoch 50: four trials, temperature 0.7, top-p 1.0, thinking enabled, and up to one compiler/test-feedback repair turn.
| Metric | Trials | Mean |
|---|---|---|
| Pass@1 | 11, 8, 6, 8 |
8.25/26 (33/104, 31.73%) |
| Multi-turn with feedback | 13, 14, 12, 13 |
13/26 (52/104, 50.00%) |
- Four-trial union: 20/26 tasks
- Bank account Pass@1: 2/4 trials
- Bank account by turn 2: 3/4 trials
- Synth-v1 epoch-50 comparison: Pass@1
9.5 -> 8.25; turn 212 -> 13
The complete fixed26 evidence package contains all four merged attempt directories, both shard receipts and logs per trial, task outputs and Aider histories, the suite receipt, exact active evaluator and launch plan, the BKM diff, a machine-readable summary, and repository-wide checksums.
Identity
- Training run:
issue111-bank-official-grpo20-20260817T151213Z - Evaluation run:
issue111-bank-official-grpo20-20260817T151213Z-eval64-r1 - Execution source:
2c069b13c61afa860a0d62d5eb0bc73ba83ab933 - Runtime image:
ghcr.io/tokenbender/glm47-runtime@sha256:b4f67ba1519bf276fe1dcb6fcb457600e4a256bc0d5c3011fcbd9cc05f240d43 - Base model revision:
zai-org/GLM-4.7-Flash@7dd20894a642a0aa287e9827cb1a1f7f91386b67 - Synth-v1 source adapter:
TokenBender/glm47-synth-v1-100ep, SHA-2564acb7f23c295f45380155c5d9ee6bc59422262f0cb51f0c02f7e550d405b575a - Final GRPO adapter:
iter_0000019/adapter/adapter_model.bin, SHA-256186b0fc5b200fb8bb55bf85ee4416f2682a470580f0231c6f3f2a4d414bd898e - Training data manifest: SHA-256
b9c80354d4d05123f8a3768898379ff215251fdf3444e6e0f05d52b02b968299 - Official Polyglot source:
Aider-AI/polyglot-benchmark@7e0611e77b54e2dea774cdc0aa00cf9f7ed6144f/bank-account - Hardware: one GCP
a3-highgpu-8gSpot node, 8 x H100 80 GB
Training contract
- Eight executable bank-account task states, 32 samples per prompt, 256 samples per update
- Learning rate
3e-5; warmup fraction0.1; constant schedule - Sequence length
6144; maximum response length4096; temperature0.7 - LoRA rank
16, alpha32 - Policy and frozen KL reference initialized from the same Synth-v1 source adapter
low_var_klloss with coefficient0.1- Checkpoints after updates 5, 10, 15, and 20 (
iter_0000004,iter_0000009,iter_0000014,iter_0000019)
Each checkpoint contains the HF-format adapter, four Megatron TP adapter shards, and eight per-rank training-state files required for same-stage continuation. The base model and frozen reference checkpoint remain external dependencies and are identified above rather than duplicated here.
Repository layout
runs/issue111-bank-official-grpo20-20260817T151213Z/
checkpoints/ four adapter and resume-state checkpoints
data/ exact GRPO, SFT, monitor data, shadow files, and manifest
grpo_lora_r16/ run log, receipt, gate, manifests, evidence summary, VRAM logs
rollout_dumps/ all 20 training and monitor rollout dumps
wandb/ preserved offline W&B bundles
evaluations/issue111-bank-official-grpo20-20260817T151213Z-eval64-r1/
official_eval64_summary.json
official_eval64_records.jsonl
rollout_dumps/ accepted 64-sample dump and monitor dump
data/ exact evaluation inputs and executable task material
grpo_lora_r16/ evaluation logs, receipt, manifests, and evidence summary
wandb/ preserved offline W&B bundles
fixed26-evaluations/issue111-grpo20-iter19-fixed26-mt2-suite-20260817T193037Z/
SUMMARY.json compact four-trial result and Synth-v1 comparison
suite/ authoritative suite receipt
attempts/ complete merged evidence for trials a1 through a4
method/ active evaluator, overlay, plan, and BKM diff
SHA256SUMS checksums for all 1,452 evidence files
SHA256SUMS repository-wide file checksums
The W&B material was produced with WANDB_MODE=offline. The raw bundles are included for later inspection or synchronization; no online W&B URL is claimed.
Integrity
The two source GCS prefixes contain 220 objects totaling exactly 3,171,553,773 bytes. The staged upload matched that object count and byte total before repository metadata was added. SHA256SUMS covers every uploaded file except itself.
The training gate passed and verifies all four checkpoints, adapter hashes, native shards, training-state presence, the source commit, source adapter, task count, and data manifest. The accepted official evaluation summary explicitly excludes one startup-monitor record and scores only the declared 64-sample grpo_0.pt dump.
The fixed26 evidence package contains 1,453 files totaling 79,214,476 bytes including its checksum manifest. All remote file sizes and all 1,453 Git blob identities were verified against the local closeout package with zero mismatches. Its SHA256SUMS file has SHA-256 c937b41bcc4095802af8a509a0bceb692f8c2197ddf861509b37d4fcfdbb5dcf.
- Downloads last month
- -
Model tree for TokenBender/glm47-bank-account-official-grpo20
Base model
zai-org/GLM-4.7-Flash