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DeepSWE full benchmark: GLM-5.2 on CTM GPU box
Raw
deepswe-glm52-test-full.md

DeepSWE Full Benchmark Result: GLM-5.2 on CTM GPU Box

Summary

GLM-5.2 completed the full Datacurve DeepSWE benchmark with 23 full solves out of 113 tasks.

  • Benchmark: DeepSWE full run, 113 tasks
  • Agent harness: Pier + mini-swe-agent
  • Model endpoint: OpenAI-compatible https://rig.ctmdev.us/v1, served model GLM-5.2
  • Job: deepswe-glm52-test-full
  • Completed trials: 113 / 113
  • Full solves / reward=1: 23 / 113
  • Official reward: 0.2035398230
  • Partial score: 0.8813117941
  • f2p: 0.6833060027
  • p2p: 0.9895487289
  • Errored trials: 14
  • Total duration: 22h 58m 16s
  • Started: 2026-07-02T16:18:28.624239
  • Finished: 2026-07-03T15:16:44.937405

Run Details

  • Eval key: mini-swe-agent__GLM-5.2__tasks
  • Scored eval trials: 112
  • Eval errors: 14
  • Concurrency: 2 Pier trials (--n-concurrent 2)
  • Model config: benchmarks/deepswe/glm.pier.yaml
  • Task source: local DeepSWE checkout under benchmarks/deepswe/deep-swe/tasks
  • DeepSWE setup ref used by runner: 3cda4081fed96103a6395de39c85e9b20275e307
  • Output throughput over end-to-end benchmark wall clock: 58.42 output tokens/s

Token totals reported by Pier:

  • Input tokens: 2,785,220,197
  • Cache tokens: 2,766,974,976
  • Output tokens: 4,830,867

Serving Hardware

Benchmark requests were served from rig.ctmdev.us.

  • CPU: AMD Ryzen Threadripper PRO 9965WX, 24 cores / 48 threads
  • Memory: 251 GiB RAM, 71 GiB swap
  • Installed GPUs: 6x NVIDIA RTX PRO 6000 Blackwell Workstation Edition, 97,887 MiB each
  • NVIDIA driver: 595.80
  • GPU power limit: 300 W per GPU
  • Storage mount for run host: /dev/nvme2n1p3, 1.9 TiB filesystem

Active GLM-5.2 serving configuration during the run:

  • Checkpoint mount: /active-models/madeby561--GLM-5.2-NVFP4-REAP-504B-term
  • GPUs used by vLLM: 0, 1, 2, 3
  • Tensor parallel: 4
  • Pipeline parallel: 1
  • Decode context parallel: 4
  • Max model length: 250,000
  • Max sequences: 2
  • Max batched tokens: 16,384
  • KV cache dtype: FP8
  • Quantization: modelopt_fp4
  • Attention backend: B12X_MLA_SPARSE
  • MoE backend: b12x
  • Speculative decoding: same-model MTP, 3 speculative tokens
  • Prefix caching: enabled
  • Chunked prefill: enabled

Score Breakdown

  • Reward: 0.20353982300884957 (23 full solves / 113 total tasks)
  • Partial: 0.88131179414746
  • f2p: 0.6833060027158157 (36.60176991150443 / 51.56637168141593)
  • p2p: 0.9895487288954923 (2045.1150442477876 / 2045.3097345132744)

Direct per-trial reward counts:

  • reward=1: 23
  • reward=0: 89
  • no verifier reward due to error: 1

Error Breakdown

  • NonZeroAgentExitCodeError: 11
  • AgentTimeoutError: 2
  • VerifierTimeoutError: 1

Solved Tasks

  • arcane-drift-detection-baselines
  • bandit-interprocedural-taint-checks
  • clack-async-autocomplete-options
  • claude-code-by-agents-recursive-delegation
  • dasel-html-document-format
  • drizzle-orm-window-function-builders
  • dynamodb-toolbox-conditional-attribute-requirements
  • happy-dom-abort-pending-body-reads
  • narwhals-rolling-window-suite
  • psd-tools-blend-range-api
  • query-persist-restored-query-state
  • scc-bounded-memory-spilling
  • skrub-duration-encoding
  • sql-formatter-bigquery-pipe-formatting
  • sqlite-utils-safe-import-checkpoints
  • tomlkit-toml-table-converters
  • true-myth-iterable-collection-combinators
  • vitest-duration-sharding
  • vulture-persistent-analysis-cache
  • wasmi-trap-coredumps
  • yaegi-go-embed-directives
  • yjs-map-conflict-detection
  • ytt-jsonpath-query-api

Errored Tasks

  • oxvg-structural-selector-preservation: AgentTimeoutError
  • textual-kitty-key-phases: AgentTimeoutError
  • adaptix-name-mapping-aliases: NonZeroAgentExitCodeError
  • anko-typed-variable-bindings: NonZeroAgentExitCodeError
  • effect-sse-httpapi-streaming: NonZeroAgentExitCodeError
  • fastapi-deprecation-response-headers: NonZeroAgentExitCodeError
  • helm-array-merge-strategies: NonZeroAgentExitCodeError
  • mashumaro-flattened-dataclass-fields: NonZeroAgentExitCodeError
  • mnamer-daemon-watch-lifecycle: NonZeroAgentExitCodeError
  • opa-rego-rule-profiling: NonZeroAgentExitCodeError
  • python-statemachine-state-data-scoping: NonZeroAgentExitCodeError
  • returns-validated-error-accumulation: NonZeroAgentExitCodeError
  • sqlfmt-create-table-ddl-formatting: NonZeroAgentExitCodeError
  • langchain-request-coalescing: VerifierTimeoutError

Artifact Notes

The aggregate Pier result was stored locally at:

benchmarks/deepswe/jobs/deepswe-glm52-test-full/result.json

This gist intentionally publishes the benchmark summary and derived task lists, not the full per-step agent trajectories.

Raw
deepswe-glm52-test-full.result.json
{
"id": "9c88ed39-1b1a-43e6-be72-3aa2ba63a3c1",
"started_at": "2026-07-02T16:18:28.624239",
"updated_at": "2026-07-03T15:16:44.937405",
"finished_at": "2026-07-03T15:16:44.937405",
"n_total_trials": 113,
"stats": {
"n_completed_trials": 113,
"n_errored_trials": 14,
"n_running_trials": 0,
"n_pending_trials": 0,
"n_cancelled_trials": 0,
"n_retries": 0,
"evals": {
"mini-swe-agent__GLM-5.2__tasks": {
"n_trials": 112,
"n_errors": 14,
"metrics": [
{
"f2p": 0.6833060027158157,
"f2p_passed": 36.60176991150443,
"f2p_total": 51.56637168141593,
"p2p": 0.9895487288954923,
"p2p_passed": 2045.1150442477876,
"p2p_total": 2045.3097345132744,
"partial": 0.88131179414746,
"reward": 0.20353982300884957
}
],
"pass_at_k": {},
"reward_stats": {
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